wam_multiview / config.json
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{
"type": "wam",
"n_obs_steps": 1,
"input_features": {
"observation.state": {
"type": "STATE",
"shape": [
6
]
},
"observation.images.top": {
"type": "VISUAL",
"shape": [
3,
480,
640
]
},
"observation.images.wrist": {
"type": "VISUAL",
"shape": [
3,
480,
640
]
}
},
"output_features": {
"action": {
"type": "ACTION",
"shape": [
6
]
}
},
"device": "cuda",
"use_amp": true,
"use_peft": false,
"push_to_hub": true,
"repo_id": "maximellerbach/wam_multiview",
"private": null,
"tags": null,
"license": null,
"pretrained_path": null,
"n_obs_frames": 1,
"obs_frame_skip": 5,
"pred_frame_skip": 30,
"n_pred_frames": 1,
"image_size": [
256,
256
],
"horizon": 30,
"n_action_steps": 30,
"normalization_mapping": {
"VISUAL": "MEAN_STD",
"STATE": "MEAN_STD",
"ACTION": "MEAN_STD"
},
"hidden_dim": 384,
"pre_norm": false,
"vision_backbone": "resnet18",
"pretrained_backbone_weights": "ResNet18_Weights.IMAGENET1K_V1",
"use_pretrained_backbone": true,
"freeze_backbone": false,
"ema_decay": 0.99,
"latent_dim": 32,
"dim_feedforward": 512,
"n_vae_encoder_layers": 4,
"vae_num_heads": 8,
"dropout": 0.1,
"action_head_dropout": 0.1,
"predictor_num_layers": 12,
"predictor_num_heads": 12,
"predictor_dropout": 0.05,
"predictor_max_tokens": 512,
"optimizer_lr": 5e-05,
"optimizer_weight_decay": 0.01,
"optimizer_grad_clip_norm": 1.0,
"scheduler_decay_lr": 1e-05,
"scheduler_warmup_steps": 500,
"scheduler_decay_steps": 5000
}