File size: 3,951 Bytes
dbf7e38
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
{
  "accelerator": null,
  "action_dim": 128,
  "expert_configs": [
    {
      "checkpoint_path": "/data/user/wsong890/user68/project/RoboTwin/policy/RDT_repa/checkpoints/RDT_theia_half21_stack_bowls_two-clean-5032-0.05/checkpoint-15000",
      "config": {
        "ema": {
          "inv_gamma": 1,
          "max_value": 0.9999,
          "min_value": 0.0,
          "power": 0.95,
          "update_after_step": 1000
        },
        "img_adaptor": "mlp2x_gelu",
        "img_token_dim": 1152,
        "lang_adaptor": "mlp2x_gelu",
        "lang_token_dim": 4096,
        "noise_scheduler": {
          "beta_schedule": "squaredcos_cap_v2",
          "clip_sample": false,
          "num_inference_timesteps": 5,
          "num_train_timesteps": 1000,
          "prediction_type": "sample",
          "type": "ddpm"
        },
        "rdt": {
          "cond_pos_embed_type": "multimodal",
          "depth": 28,
          "hidden_size": 2048,
          "num_heads": 32
        },
        "state_adaptor": "mlp3x_gelu",
        "state_token_dim": 128
      },
      "enc_type": "dinov2-vit-b",
      "learnable_tokens": 256,
      "name": "dinov2_expert"
    },
    {
      "checkpoint_path": "/data/user/wsong890/user68/project/RoboTwin/policy/RDT_repa/checkpoints/RDT_theia_half21_stack_bowls_two-clean-5032-0.05/checkpoint-15000",
      "config": {
        "ema": {
          "inv_gamma": 1,
          "max_value": 0.9999,
          "min_value": 0.0,
          "power": 0.95,
          "update_after_step": 1000
        },
        "img_adaptor": "mlp2x_gelu",
        "img_token_dim": 1152,
        "lang_adaptor": "mlp2x_gelu",
        "lang_token_dim": 4096,
        "noise_scheduler": {
          "beta_schedule": "squaredcos_cap_v2",
          "clip_sample": false,
          "num_inference_timesteps": 5,
          "num_train_timesteps": 1000,
          "prediction_type": "sample",
          "type": "ddpm"
        },
        "rdt": {
          "cond_pos_embed_type": "multimodal",
          "depth": 28,
          "hidden_size": 2048,
          "num_heads": 32
        },
        "state_adaptor": "mlp3x_gelu",
        "state_token_dim": 128
      },
      "enc_type": "clip-vit-h",
      "learnable_tokens": 256,
      "name": "clip_expert"
    },
    {
      "checkpoint_path": "/data/user/wsong890/user68/project/RoboTwin/policy/RDT_repa/checkpoints/RDT_theia_half21_stack_bowls_two-clean-5032-0.05/checkpoint-15000",
      "config": {
        "ema": {
          "inv_gamma": 1,
          "max_value": 0.9999,
          "min_value": 0.0,
          "power": 0.95,
          "update_after_step": 1000
        },
        "img_adaptor": "mlp2x_gelu",
        "img_token_dim": 1152,
        "lang_adaptor": "mlp2x_gelu",
        "lang_token_dim": 4096,
        "noise_scheduler": {
          "beta_schedule": "squaredcos_cap_v2",
          "clip_sample": false,
          "num_inference_timesteps": 5,
          "num_train_timesteps": 1000,
          "prediction_type": "sample",
          "type": "ddpm"
        },
        "rdt": {
          "cond_pos_embed_type": "multimodal",
          "depth": 28,
          "hidden_size": 2048,
          "num_heads": 32
        },
        "state_adaptor": "mlp3x_gelu",
        "state_token_dim": 128
      },
      "enc_type": "vit-huge-patch",
      "learnable_tokens": 256,
      "name": "vit_expert"
    }
  ],
  "gate_hidden_dim": 256,
  "img_cond_len": 4374,
  "img_pos_embed_config": [
    [
      "image",
      [
        2,
        3,
        -729
      ]
    ]
  ],
  "img_token_dim": 1152,
  "lang_pos_embed_config": [
    [
      "lang",
      -1024
    ]
  ],
  "lang_token_dim": 4096,
  "lora_config": {
    "alpha": 32,
    "dropout": 0.1,
    "r": 16,
    "target_modules": [
      "qkv",
      "q",
      "kv",
      "proj",
      "fc1",
      "fc2"
    ]
  },
  "max_lang_cond_len": 1024,
  "pred_horizon": 32,
  "resolution": 256,
  "state_token_dim": 128,
  "use_lora": true
}