merv / dinov2-single /config.yaml
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dataset:
align_stage_components:
- download/videollava/valley_llavaimage.json
- download/videollava
dataset_id: videollava
dataset_root_dir: data
finetune_stage_components:
- download/videollava/videochatgpt_llavaimage_tune.json
- download/videollava
type: videollava
dataset_class: FinetuneVideoDataset
hf_token: .hf_token
model:
align_epochs: 1
align_global_batch_size: 256
align_learning_rate: 0.001
align_lr_scheduler_type: linear-warmup+cosine-decay
align_max_grad_norm: 1.0
align_max_steps: null
align_per_device_batch_size: 16
align_train_strategy: fsdp-shard-grad-op
align_warmup_ratio: 0.03
align_weight_decay: 0.0
arch_specifier: no-align+linear
enable_gradient_checkpointing: true
enable_mixed_precision_training: true
feature_fusion: first
finetune_epochs: 1
finetune_global_batch_size: 128
finetune_learning_rate: 2.0e-05
finetune_lr_scheduler_type: linear-warmup+cosine-decay
finetune_max_grad_norm: 1.0
finetune_max_steps: null
finetune_per_device_batch_size: 4
finetune_train_strategy: fsdp-full-shard
finetune_warmup_ratio: 0.03
finetune_weight_decay: 0.1
image_resize_strategy: resize-naive
llm_backbone_id: llama2-7b-pure
llm_max_length: 2048
model_id: dinov2
num_frames:
- 16
projector_token_length: 64
reduce_in_full_precision: false
type: dinov2-single
video_backbone_ids:
- dinov2-video-all-token-with-cls
visual_feature_length: 4096
pretrained_checkpoint: null
run_id: dinov2-single
run_root_dir: runs
seed: 7
slurm_id: '21413390'
stage: finetune
trackers:
- jsonl
- wandb