| nodes: 8 | |
| tasks_per_node: 8 | |
| cpus_per_task: 12 | |
| mem_per_gpu: 200G | |
| tag: jester-vitl16-32x4x3 | |
| eval_name: video_classification_frozen | |
| folder: /your_folder/evals/vitl/jester | |
| resume_checkpoint: true | |
| experiment: | |
| classifier: | |
| num_probe_blocks: 4 | |
| num_heads: 16 | |
| data: | |
| dataset_type: VideoDataset | |
| dataset_train: /your_data_dir/Jester/annotations/jester_train_paths.csv | |
| dataset_val: /your_data_dir/Jester/annotations/jester_validation_paths.csv | |
| num_classes: 27 | |
| resolution: 256 | |
| frames_per_clip: 32 | |
| frame_step: 2 | |
| num_segments: 4 | |
| num_views_per_segment: 3 | |
| optimization: | |
| use_pos_embed: false | |
| num_epochs: 100 | |
| batch_size: 2 | |
| use_bfloat16: true | |
| multihead_kwargs: | |
| - weight_decay: 0.8 | |
| final_weight_decay: 0.8 | |
| lr: 0.001 | |
| start_lr: 0.001 | |
| final_lr: 0.0 | |
| warmup: 0. | |
| - weight_decay: 0.8 | |
| final_weight_decay: 0.8 | |
| lr: 0.0003 | |
| start_lr: 0.0003 | |
| final_lr: 0.0 | |
| warmup: 0. | |
| - weight_decay: 0.8 | |
| final_weight_decay: 0.8 | |
| lr: 0.0001 | |
| start_lr: 0.0001 | |
| final_lr: 0.0 | |
| warmup: 0. | |
| model_kwargs: | |
| checkpoint: /your_vjepa2_checkpoints/vitl.pt | |
| module_name: evals.video_classification_frozen.modelcustom.vit_encoder_multiclip_multilevel | |
| wrapper_kwargs: | |
| max_frames: 128 | |
| use_pos_embed: false | |
| out_layers: [17, 19, 21, 23] | |
| pretrain_kwargs: | |
| encoder: | |
| model_name: vit_large | |
| checkpoint_key: target_encoder | |
| tubelet_size: 2 | |
| patch_size: 16 | |
| uniform_power: true | |
| use_rope: true | |