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# Video classification using MoViNet-A4 backbone on multiple GPUs. | |
# This configuration is incomplete - Some parameters will be set by model garden Docker. | |
# --experiment_type=movinet_kinetics600 | |
runtime: | |
distribution_strategy: 'multi_worker_mirrored' | |
mixed_precision_dtype: 'bfloat16' | |
task: | |
losses: | |
l2_weight_decay: 0.00003 | |
label_smoothing: 0.1 | |
model: | |
backbone: | |
movinet: | |
model_id: 'a4' | |
stochastic_depth_drop_rate: 0.2 | |
causal: false | |
norm_activation: | |
use_sync_bn: true | |
dropout_rate: 0.5 | |
activation: 'swish' | |
train_data: | |
variant_name: rgb | |
feature_shape: !!python/tuple | |
- 32 | |
- 290 | |
- 290 | |
- 3 | |
temporal_stride: 3 | |
random_stride_range: 1 | |
dtype: 'bfloat16' | |
min_image_size: 320 | |
aug_max_area_ratio: 1.0 | |
aug_max_aspect_ratio: 2.0 | |
aug_min_area_ratio: 0.08 | |
aug_min_aspect_ratio: 0.5 | |
validation_data: | |
feature_shape: !!python/tuple | |
- 32 | |
- 290 | |
- 290 | |
- 3 | |
temporal_stride: 3 | |
num_test_clips: 1 | |
num_test_crops: 1 | |
min_image_size: 320 | |
dtype: 'bfloat16' | |
drop_remainder: false | |
trainer: | |
optimizer_config: | |
learning_rate: | |
cosine: | |
initial_learning_rate: 1.8 | |
decay_steps: 85785 | |
warmup: | |
linear: | |
warmup_steps: 300 | |
optimizer: | |
type: 'rmsprop' | |
rmsprop: | |
rho: 0.9 | |
momentum: 0.9 | |
epsilon: 1.0 | |
clipnorm: 1.0 | |
steps_per_loop: 500 | |
summary_interval: 500 | |
validation_interval: 500 | |