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cpus_per_task: 16
eval_name: video_classification_frozen
folder: /your_folder/evals/vitg-384/ssv2
mem_per_gpu: 220G
nodes: 16
num_workers: 8
resume_checkpoint: true
tag: ssv2-vitg16-384-64x2x3
tasks_per_node: 8
experiment:
classifier:
num_heads: 16
num_probe_blocks: 4
data:
dataset_type: VideoDataset
dataset_train: /your_data_path/ssv2_train_paths.csv
dataset_val: /your_data_path/ssv2_val_paths.csv
frame_step: 2
frames_per_clip: 64
num_classes: 174
num_segments: 2
num_views_per_segment: 3
resolution: 384
optimization:
batch_size: 2
multihead_kwargs:
- final_lr: 0.0
final_weight_decay: 0.01
lr: 0.005
start_lr: 0.005
warmup: 0.0
weight_decay: 0.01
- final_lr: 0.0
final_weight_decay: 0.01
lr: 0.003
start_lr: 0.003
warmup: 0.0
weight_decay: 0.01
- final_lr: 0.0
final_weight_decay: 0.01
lr: 0.001
start_lr: 0.001
warmup: 0.0
weight_decay: 0.01
- final_lr: 0.0
final_weight_decay: 0.01
lr: 0.0003
start_lr: 0.0003
warmup: 0.0
weight_decay: 0.01
- final_lr: 0.0
final_weight_decay: 0.01
lr: 0.0001
start_lr: 0.0001
warmup: 0.0
weight_decay: 0.01
- final_lr: 0.0
final_weight_decay: 0.1
lr: 0.005
start_lr: 0.005
warmup: 0.0
weight_decay: 0.1
- final_lr: 0.0
final_weight_decay: 0.1
lr: 0.003
start_lr: 0.003
warmup: 0.0
weight_decay: 0.1
- final_lr: 0.0
final_weight_decay: 0.1
lr: 0.001
start_lr: 0.001
warmup: 0.0
weight_decay: 0.1
- final_lr: 0.0
final_weight_decay: 0.1
lr: 0.0003
start_lr: 0.0003
warmup: 0.0
weight_decay: 0.1
- final_lr: 0.0
final_weight_decay: 0.1
lr: 0.0001
start_lr: 0.0001
warmup: 0.0
weight_decay: 0.1
- final_lr: 0.0
final_weight_decay: 0.4
lr: 0.005
start_lr: 0.005
warmup: 0.0
weight_decay: 0.4
- final_lr: 0.0
final_weight_decay: 0.4
lr: 0.003
start_lr: 0.003
warmup: 0.0
weight_decay: 0.4
- final_lr: 0.0
final_weight_decay: 0.4
lr: 0.001
start_lr: 0.001
warmup: 0.0
weight_decay: 0.4
- final_lr: 0.0
final_weight_decay: 0.4
lr: 0.0003
start_lr: 0.0003
warmup: 0.0
weight_decay: 0.4
- final_lr: 0.0
final_weight_decay: 0.4
lr: 0.0001
start_lr: 0.0001
warmup: 0.0
weight_decay: 0.4
- final_lr: 0.0
final_weight_decay: 0.8
lr: 0.005
start_lr: 0.005
warmup: 0.0
weight_decay: 0.8
- final_lr: 0.0
final_weight_decay: 0.8
lr: 0.003
start_lr: 0.003
warmup: 0.0
weight_decay: 0.8
- final_lr: 0.0
final_weight_decay: 0.8
lr: 0.001
start_lr: 0.001
warmup: 0.0
weight_decay: 0.8
- final_lr: 0.0
final_weight_decay: 0.8
lr: 0.0003
start_lr: 0.0003
warmup: 0.0
weight_decay: 0.8
- final_lr: 0.0
final_weight_decay: 0.8
lr: 0.0001
start_lr: 0.0001
warmup: 0.0
weight_decay: 0.8
num_epochs: 20
use_bfloat16: true
use_pos_embed: false
model_kwargs:
checkpoint: /your_vjepa2_checkpoints/vitg-384.pt
module_name: evals.video_classification_frozen.modelcustom.vit_encoder_multiclip
pretrain_kwargs:
encoder:
checkpoint_key: target_encoder
img_temporal_dim_size: null
model_name: vit_giant_xformers
patch_size: 16
tubelet_size: 2
uniform_power: true
use_rope: true
wrapper_kwargs:
max_frames: 128
use_pos_embed: false