Commit
·
0301311
1
Parent(s):
d285ba5
Add checkpoints for suction
Browse files
checkpoints/graspgen_single_suction_cup_30mm.yml
ADDED
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@@ -0,0 +1,245 @@
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| 1 |
+
data:
|
| 2 |
+
root_dir: ''
|
| 3 |
+
tasks:
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| 4 |
+
- pick
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| 5 |
+
num_points: 2048
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| 6 |
+
num_object_points: 1024
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| 7 |
+
cam_coord: false
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| 8 |
+
num_rotations: 64
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| 9 |
+
grid_resolution: 0.01
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| 10 |
+
jitter_scale: 0.0
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| 11 |
+
contact_radius: 0.005
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| 12 |
+
dist_above_table: 0.002
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| 13 |
+
robot_prob: 1.0
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| 14 |
+
offset_bins:
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| 15 |
+
- 0
|
| 16 |
+
- 0.00794435329
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| 17 |
+
- 0.0158887021
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| 18 |
+
- 0.0238330509
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| 19 |
+
- 0.0317773996
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| 20 |
+
- 0.0397217484
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| 21 |
+
- 0.0476660972
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| 22 |
+
- 0.055610446
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| 23 |
+
- 0.0635547948
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| 24 |
+
- 0.0714991435
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| 25 |
+
- 0.08
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| 26 |
+
random_seed: -1
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| 27 |
+
rotation_augmentation: false
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| 28 |
+
add_depth_noise: false
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| 29 |
+
downsample_points: false
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| 30 |
+
downsample_to_fixed_batch_size: false
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| 31 |
+
dataset_cls: ObjectPickDataset
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| 32 |
+
load_patch: false
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| 33 |
+
load_discriminator_dataset: false
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| 34 |
+
patch_width: 256
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| 35 |
+
prob_point_cloud: -1
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| 36 |
+
object_root_dir: ''
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| 37 |
+
grasp_root_dir: ''
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| 38 |
+
dataset_name: acronym
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| 39 |
+
dataset_version: v1
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| 40 |
+
gripper_name: single_suction_cup_30mm
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| 41 |
+
num_grasps_per_object: 1000
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| 42 |
+
load_contact: false
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| 43 |
+
prefiltering: false
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| 44 |
+
discriminator_ratio:
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| 45 |
+
- 0.5
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| 46 |
+
- 0.2
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| 47 |
+
- 0.25
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| 48 |
+
- 0.05
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| 49 |
+
- 0.0
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| 50 |
+
visualize_batch: false
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| 51 |
+
onpolicy_dataset_dir: null
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| 52 |
+
onpolicy_dataset_h5_path: null
|
| 53 |
+
redundancy: 1
|
| 54 |
+
preload_dataset: false
|
| 55 |
+
m2t2:
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| 56 |
+
scene_encoder:
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| 57 |
+
type: pointnet2_msg
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| 58 |
+
num_points: 16384
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| 59 |
+
downsample: 4
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| 60 |
+
radius: 0.02
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| 61 |
+
radius_mult: 2
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| 62 |
+
use_rgb: false
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| 63 |
+
object_encoder:
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| 64 |
+
type: pointnet2_msg_cls
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| 65 |
+
num_points: 1024
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| 66 |
+
downsample: 4
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| 67 |
+
radius: 0.02
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| 68 |
+
radius_mult: 2
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| 69 |
+
use_rgb: false
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| 70 |
+
contact_decoder:
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| 71 |
+
mask_feature: res0
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| 72 |
+
in_features:
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| 73 |
+
- res1
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| 74 |
+
- res2
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| 75 |
+
- res3
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| 76 |
+
place_feature: res4
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| 77 |
+
embed_dim: 256
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| 78 |
+
feedforward_dim: 512
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| 79 |
+
num_scales: 3
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| 80 |
+
num_layers: 3
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| 81 |
+
num_heads: 8
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| 82 |
+
num_grasp_queries: 1000
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| 83 |
+
num_place_queries: 0
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| 84 |
+
use_attn_mask: true
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| 85 |
+
use_task_embed: false
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| 86 |
+
activation: GELU
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| 87 |
+
pos_enc: new
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| 88 |
+
action_decoder:
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| 89 |
+
use_embed: false
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| 90 |
+
conf_thresh: 0.5
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| 91 |
+
max_num_pred: null
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| 92 |
+
hidden_dim: 256
|
| 93 |
+
num_layers: 2
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| 94 |
+
activation: GELU
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| 95 |
+
offset_bins:
|
| 96 |
+
- 0
|
| 97 |
+
- 0.00794435329
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| 98 |
+
- 0.0158887021
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| 99 |
+
- 0.0238330509
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| 100 |
+
- 0.0317773996
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| 101 |
+
- 0.0397217484
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| 102 |
+
- 0.0476660972
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| 103 |
+
- 0.055610446
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| 104 |
+
- 0.0635547948
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| 105 |
+
- 0.0714991435
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| 106 |
+
- 0.08
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| 107 |
+
gripper_depth: 0.1034
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| 108 |
+
gripper_name: single_suction_cup_30mm
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| 109 |
+
matcher:
|
| 110 |
+
object_weight: 2.0
|
| 111 |
+
bce_weight: 5.0
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| 112 |
+
dice_weight: 5.0
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| 113 |
+
grasp_loss:
|
| 114 |
+
object_weight: 2.0
|
| 115 |
+
not_object_weight: 0.1
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| 116 |
+
pseudo_ce_weight: 0.0
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| 117 |
+
bce_topk: 512
|
| 118 |
+
bce_weight: 5.0
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| 119 |
+
dice_weight: 5.0
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| 120 |
+
deep_supervision: true
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| 121 |
+
recompute_indices: true
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| 122 |
+
adds_pred2gt: 100.0
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| 123 |
+
adds_gt2pred: 0.0
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| 124 |
+
adds_per_obj: false
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| 125 |
+
contact_dir: 0.0
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| 126 |
+
approach_dir: 0.0
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| 127 |
+
offset: 1.0
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| 128 |
+
offset_bin_weights:
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| 129 |
+
- 0.16652107
|
| 130 |
+
- 0.21488856
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| 131 |
+
- 0.37031708
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| 132 |
+
- 0.55618503
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| 133 |
+
- 0.75124664
|
| 134 |
+
- 0.93943357
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| 135 |
+
- 1.07824539
|
| 136 |
+
- 1.19423112
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| 137 |
+
- 1.55731375
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| 138 |
+
- 3.17161779
|
| 139 |
+
gripper_name: single_suction_cup_30mm
|
| 140 |
+
place_loss:
|
| 141 |
+
bce_topk: 1024
|
| 142 |
+
bce_weight: 5.0
|
| 143 |
+
dice_weight: 5.0
|
| 144 |
+
deep_supervision: true
|
| 145 |
+
diffusion:
|
| 146 |
+
obs_backbone: ptv3
|
| 147 |
+
checkpoint_object_encoder_pretrained: null
|
| 148 |
+
num_embed_dim: 256
|
| 149 |
+
num_obs_dim: 512
|
| 150 |
+
diffusion_embed_dim: 512
|
| 151 |
+
image_size: 256
|
| 152 |
+
num_diffusion_iters: 10
|
| 153 |
+
num_diffusion_iters_eval: 10
|
| 154 |
+
compositional_schedular: true
|
| 155 |
+
loss_pointmatching: false
|
| 156 |
+
loss_l1_pos: true
|
| 157 |
+
loss_l1_rot: true
|
| 158 |
+
grasp_repr: r3_so3
|
| 159 |
+
kappa: 3.764
|
| 160 |
+
clip_sample: true
|
| 161 |
+
beta_schedule: squaredcos_cap_v2
|
| 162 |
+
npn_architecture: ffn
|
| 163 |
+
attention: cat_attn
|
| 164 |
+
gripper_name: single_suction_cup_30mm
|
| 165 |
+
pose_repr: mlp
|
| 166 |
+
num_grasps_per_object: 500
|
| 167 |
+
ptv3:
|
| 168 |
+
grid_size: 0.01
|
| 169 |
+
discriminator:
|
| 170 |
+
checkpoint: graspgen_single_suction_cup_30mm_dis.pth
|
| 171 |
+
checkpoint_object_encoder_pretrained: null
|
| 172 |
+
obs_backbone: ptv3
|
| 173 |
+
num_embed_dim: 256
|
| 174 |
+
num_obs_dim: 512
|
| 175 |
+
grasp_repr: r3_so3
|
| 176 |
+
pose_repr: mlp
|
| 177 |
+
topk_ratio: 0.75
|
| 178 |
+
kappa: 3.764
|
| 179 |
+
gripper_name: single_suction_cup_30mm
|
| 180 |
+
ptv3:
|
| 181 |
+
grid_size: 0.01
|
| 182 |
+
optimizer:
|
| 183 |
+
type: ADAMW
|
| 184 |
+
base_batch_size: 128
|
| 185 |
+
base_lr: 0.0008
|
| 186 |
+
backbone_multiplier: 1.0
|
| 187 |
+
grad_clip: -1
|
| 188 |
+
weight_decay: 0.05
|
| 189 |
+
lr_scale_multiplier: 1.0
|
| 190 |
+
lr: 5.0e-05
|
| 191 |
+
momentum: 0.9
|
| 192 |
+
train:
|
| 193 |
+
model_name: m2t2
|
| 194 |
+
num_gpus: 1
|
| 195 |
+
port: '1234'
|
| 196 |
+
mask_thresh: 0.0
|
| 197 |
+
batch_size: 8
|
| 198 |
+
num_workers: 8
|
| 199 |
+
num_epochs: 160
|
| 200 |
+
print_freq: 25
|
| 201 |
+
plot_freq: 50
|
| 202 |
+
save_freq: 10
|
| 203 |
+
eval_freq: 5
|
| 204 |
+
checkpoint: null
|
| 205 |
+
log_dir: ''
|
| 206 |
+
num_scenes: null
|
| 207 |
+
debug: false
|
| 208 |
+
debug_ddp: false
|
| 209 |
+
eval:
|
| 210 |
+
model_name: diffusion-discriminator
|
| 211 |
+
task: pick
|
| 212 |
+
split: valid
|
| 213 |
+
first_scene: -1
|
| 214 |
+
last_scene: 1000
|
| 215 |
+
scene: null
|
| 216 |
+
acronym_dir: ''
|
| 217 |
+
checkpoint: graspgen_single_suction_cup_30mm_gen.pth
|
| 218 |
+
output_dir: null
|
| 219 |
+
exp_name: null
|
| 220 |
+
cam_coord: false
|
| 221 |
+
object_thresh: 0.0
|
| 222 |
+
mask_thresh: 0.6
|
| 223 |
+
seed_thresh: null
|
| 224 |
+
num_seed_grasps: 150
|
| 225 |
+
max_num_grasps: 200
|
| 226 |
+
retract: 0.0
|
| 227 |
+
grid_res: 0.01
|
| 228 |
+
placement_height: 0.02
|
| 229 |
+
placement_vis_radius: 0.2
|
| 230 |
+
batch_size: 1
|
| 231 |
+
num_workers: 1
|
| 232 |
+
print_freq: 1
|
| 233 |
+
num_procs: 4
|
| 234 |
+
num_vis: 5
|
| 235 |
+
num_runs: 1
|
| 236 |
+
debug: true
|
| 237 |
+
scene_file: ''
|
| 238 |
+
output_file: ''
|
| 239 |
+
meshcat:
|
| 240 |
+
visualize: true
|
| 241 |
+
point_size: 0.01
|
| 242 |
+
line_width: 2
|
| 243 |
+
obj:
|
| 244 |
+
scale: 1.0
|
| 245 |
+
num_sample_points: 2024
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checkpoints/graspgen_single_suction_cup_30mm_dis.pth
ADDED
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@@ -0,0 +1,3 @@
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| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:552f270447ef50d964ae9315ab4da9f6342f0b9eef8f6c0a28e646ac5b1f0ba5
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| 3 |
+
size 165854222
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checkpoints/graspgen_single_suction_cup_30mm_gen.pth
ADDED
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@@ -0,0 +1,3 @@
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| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
+
oid sha256:e7ce37894bd4473545088bd1522a2b6917d220ebec45f47a156ffb38e3c4cade
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| 3 |
+
size 907408223
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