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ModelZoo
ResNet50_tensorflow
Commits
4ca97359
Commit
4ca97359
authored
Dec 09, 2021
by
A. Unique TensorFlower
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PiperOrigin-RevId: 415310092
parent
9f9e2207
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official/vision/beta/configs/experiments/image_classification/imagenet_mobilenetv3large_tpu.yaml
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official/vision/beta/configs/experiments/image_classification/imagenet_mobilenetv3large_tpu.yaml
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4ca97359
# MobileNetV3-large_1.0 ImageNet classification: 74.96% top-1.
runtime
:
distribution_strategy
:
'
tpu'
mixed_precision_dtype
:
'
bfloat16'
task
:
model
:
num_classes
:
1001
input_size
:
[
224
,
224
,
3
]
backbone
:
type
:
'
mobilenet'
mobilenet
:
model_id
:
'
MobileNetV3Large'
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'
# Enables Inception-style pre-processing.
decode_jpeg_only
:
false
validation_data
:
input_path
:
'
imagenet-2012-tfrecord/valid*'
is_training
:
false
global_batch_size
:
4096
dtype
:
'
bfloat16'
drop_remainder
:
false
# Enables Inception-style pre-processing.
decode_jpeg_only
:
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
:
'
cosine'
cosine
:
alpha
:
0.0
decay_steps
:
156000
initial_learning_rate
:
0.5
name
:
CosineDecay
offset
:
0
warmup
:
type
:
'
linear'
linear
:
warmup_steps
:
5000
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