focal_loss / config.json
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{
"type": "smolvla",
"n_obs_steps": 1,
"normalization_mapping": {
"VISUAL": "IDENTITY",
"STATE": "MEAN_STD",
"ACTION": "MEAN_STD"
},
"input_features": {
"observation.images.scene_image": {
"type": "VISUAL",
"shape": [
3,
480,
640
]
},
"observation.images.wrist_image": {
"type": "VISUAL",
"shape": [
3,
480,
640
]
},
"observation.state": {
"type": "STATE",
"shape": [
8
]
}
},
"output_features": {
"action": {
"type": "ACTION",
"shape": [
8
]
}
},
"device": "cuda",
"use_amp": false,
"scanner_state_pos_weight_mode": "mean",
"scanner_state_pos_weight": 1.0,
"chunk_size": 50,
"n_action_steps": 50,
"mean_std_normalization_stats": {
"observation.state": {
"mean": [
0.27873939275741577,
-0.29261285066604614,
0.4602305293083191,
0.08445943892002106,
2.2974722385406494,
-0.2794015109539032,
0.0,
0.0
],
"std": [
0.10405326634645462,
0.1369001269340515,
0.12905506789684296,
1.0609674453735352,
1.6164617538452148,
0.2593933939933777,
1.0,
1.0
]
},
"action": {
"mean": [
0.27874284982681274,
-0.2925970256328583,
0.4602431356906891,
0.08444322645664215,
2.2977328300476074,
-0.27943673729896545,
0.0,
0.0
],
"std": [
0.10405024886131287,
0.1369035840034485,
0.12906143069267273,
1.060977578163147,
1.6160578727722168,
0.25939232110977173,
1.0,
1.0
]
}
},
"max_state_dim": 32,
"max_action_dim": 32,
"resize_imgs_with_padding": [
512,
512
],
"empty_cameras": 0,
"adapt_to_pi_aloha": false,
"use_delta_joint_actions_aloha": false,
"tokenizer_max_length": 48,
"num_steps": 10,
"use_cache": true,
"freeze_vision_encoder": false,
"train_expert_only": true,
"train_state_proj": true,
"optimizer_lr": 0.0001,
"optimizer_betas": [
0.9,
0.95
],
"optimizer_eps": 1e-08,
"optimizer_weight_decay": 1e-10,
"optimizer_grad_clip_norm": 10,
"scheduler_warmup_steps": 1000,
"scheduler_decay_steps": 30000,
"scheduler_decay_lr": 2.5e-06,
"vlm_model_name": "HuggingFaceTB/SmolVLM2-500M-Video-Instruct",
"load_vlm_weights": false,
"add_image_special_tokens": false,
"attention_mode": "cross_attn",
"prefix_length": -1,
"pad_language_to": "longest",
"num_expert_layers": -1,
"num_vlm_layers": 16,
"self_attn_every_n_layers": 2,
"expert_width_multiplier": 0.75,
"min_period": 0.004,
"max_period": 4.0
}