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Upload formal4 hlen6 best policy checkpoints

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  1. checkpoints/a800/formal4_hlen6_best_policy_20260804/README.md +5 -0
  2. checkpoints/a800/formal4_hlen6_best_policy_20260804/configs/train_config_vitacdreamer_formal4_hlen6_stage2_depthdelta_insert_HDMI_chunk20_kl7p5_lr7e-5_b384_16k.yml +51 -0
  3. checkpoints/a800/formal4_hlen6_best_policy_20260804/configs/train_config_vitacdreamer_formal4_hlen6_stage2_depthdelta_insert_hole_chunk30_kl10_lr3e-5_b384_16k.yml +51 -0
  4. checkpoints/a800/formal4_hlen6_best_policy_20260804/configs/train_config_vitacdreamer_formal4_hlen6_stage2_depthdelta_lift_bottle_chunk20_kl10_lr3e-5_b384_16k.yml +51 -0
  5. checkpoints/a800/formal4_hlen6_best_policy_20260804/configs/train_config_vitacdreamer_formal4_hlen6_stage2_depthdelta_pull_out_key_chunk15_kl10_lr5e-5_b384_16k.yml +51 -0
  6. checkpoints/a800/formal4_hlen6_best_policy_20260804/deploy/deploy_hlen6_insert_HDMI_newhp_best.yml +8 -0
  7. checkpoints/a800/formal4_hlen6_best_policy_20260804/deploy/deploy_hlen6_insert_hole_newhp_best.yml +8 -0
  8. checkpoints/a800/formal4_hlen6_best_policy_20260804/deploy/deploy_hlen6_lift_bottle_newhp_best.yml +8 -0
  9. checkpoints/a800/formal4_hlen6_best_policy_20260804/deploy/deploy_hlen6_pull_out_key_newhp_best.yml +8 -0
  10. checkpoints/a800/formal4_hlen6_best_policy_20260804/encoder/stage2_v2_encoder_only.pth +3 -0
  11. checkpoints/a800/formal4_hlen6_best_policy_20260804/eval_evidence/eval_newhp_hlen6_insert_HDMI_g3_20260802_170850.log +0 -0
  12. checkpoints/a800/formal4_hlen6_best_policy_20260804/eval_evidence/eval_newhp_hlen6_insert_hole_g1_20260802_170850.log +0 -0
  13. checkpoints/a800/formal4_hlen6_best_policy_20260804/eval_evidence/eval_newhp_hlen6_lift_bottle_g0_20260802_170850.log +0 -0
  14. checkpoints/a800/formal4_hlen6_best_policy_20260804/eval_evidence/eval_newhp_hlen6_pull_out_key_g2_20260802_170850.log +0 -0
  15. checkpoints/a800/formal4_hlen6_best_policy_20260804/eval_evidence_summary.csv +5 -0
  16. checkpoints/a800/formal4_hlen6_best_policy_20260804/policies/insert_HDMI/train_config_vitacdreamer_formal4_hlen6_stage2_depthdelta_insert_HDMI_chunk20_kl7p5_lr7e-5_b384_16k/dataset_stats.pkl +3 -0
  17. checkpoints/a800/formal4_hlen6_best_policy_20260804/policies/insert_HDMI/train_config_vitacdreamer_formal4_hlen6_stage2_depthdelta_insert_HDMI_chunk20_kl7p5_lr7e-5_b384_16k/policy_best.ckpt +3 -0
  18. checkpoints/a800/formal4_hlen6_best_policy_20260804/policies/insert_hole/train_config_vitacdreamer_formal4_hlen6_stage2_depthdelta_insert_hole_chunk30_kl10_lr3e-5_b384_16k/dataset_stats.pkl +3 -0
  19. checkpoints/a800/formal4_hlen6_best_policy_20260804/policies/insert_hole/train_config_vitacdreamer_formal4_hlen6_stage2_depthdelta_insert_hole_chunk30_kl10_lr3e-5_b384_16k/policy_best.ckpt +3 -0
  20. checkpoints/a800/formal4_hlen6_best_policy_20260804/policies/lift_bottle/train_config_vitacdreamer_formal4_hlen6_stage2_depthdelta_lift_bottle_chunk20_kl10_lr3e-5_b384_16k/dataset_stats.pkl +3 -0
  21. checkpoints/a800/formal4_hlen6_best_policy_20260804/policies/lift_bottle/train_config_vitacdreamer_formal4_hlen6_stage2_depthdelta_lift_bottle_chunk20_kl10_lr3e-5_b384_16k/policy_best.ckpt +3 -0
  22. checkpoints/a800/formal4_hlen6_best_policy_20260804/policies/pull_out_key/train_config_vitacdreamer_formal4_hlen6_stage2_depthdelta_pull_out_key_chunk15_kl10_lr5e-5_b384_16k/dataset_stats.pkl +3 -0
  23. checkpoints/a800/formal4_hlen6_best_policy_20260804/policies/pull_out_key/train_config_vitacdreamer_formal4_hlen6_stage2_depthdelta_pull_out_key_chunk15_kl10_lr5e-5_b384_16k/policy_best.ckpt +3 -0
  24. checkpoints/a800/formal4_hlen6_best_policy_20260804/selected_best.json +62 -0
checkpoints/a800/formal4_hlen6_best_policy_20260804/README.md ADDED
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+ # formal4 hlen6 best policy checkpoints
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+
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+ Uploaded 2026-08-04. Contains encoder-only stage2 checkpoint, best ACT policies, dataset_stats, training configs, deploy configs, and eval logs.
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+
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+ Success rates are from 100-episode eval logs where available.
checkpoints/a800/formal4_hlen6_best_policy_20260804/configs/train_config_vitacdreamer_formal4_hlen6_stage2_depthdelta_insert_HDMI_chunk20_kl7p5_lr7e-5_b384_16k.yml ADDED
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+ state_dim: 8
2
+ kl_weight: 7.5
3
+ chunk_size: 20
4
+ hidden_dim: 512
5
+ dim_feedforward: 3200
6
+ temporal_agg: true
7
+ device: cuda:0
8
+ ckpt_dir: null
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+ policy_class: ACT
10
+ num_steps: 16000
11
+ batch_size: 384
12
+ num_workers: 4
13
+ save_freq: 2000
14
+ position_embedding: sine
15
+ lr_vision_backbone: 1.0e-05
16
+ weight_decay: 0.0001
17
+ lr: 1.0e-05
18
+ vitacdreamer_adapter_lr: 7.0e-05
19
+ masks: false
20
+ dilation: false
21
+ backbone: resnet18
22
+ nheads: 8
23
+ enc_layers: 4
24
+ dec_layers: 7
25
+ pre_norm: false
26
+ dropout: 0.025
27
+ camera_names:
28
+ - cam_high
29
+ tactile_names:
30
+ - tac_left
31
+ - tac_right
32
+ lr_tactile_backbone: 1.0e-05
33
+ tactile_masks: false
34
+ tactile_backbone: resnet18
35
+ tactile_ckpt: null
36
+ tactile_dilation: false
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+ use_vitacdreamer_feature: true
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+ vitacdreamer_history_len: 6
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+ vitacdreamer_sample_stride: 5
40
+ vitacdreamer_feature_dim: 512
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+ vitacdreamer_fusion_mode: feature_query_policy_kv
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+ vitacdreamer_cross_attn_layers: none
43
+ finetune_vitacdreamer_encoder: false
44
+ vitacdreamer_checkpoint: /pfs/pfs-oHNwH0/acondaway/ViTacDreamer_policy/checkpoints/formal4_window_ablation_hlen6_20260728/stage2_prior512_encoder500_multitask4_hlen6_stride5_e20_b160_from_stage1e30b160/stage2_v2_encoder_only.pth
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+ vitacdreamer_feature_cache_dir: ./data/act_processed/{task_stem}/{task_config_ep}/vitacdreamer_features_formal4_hlen6_stage2_depthdelta_20260731
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+ vitacdreamer_task_order:
47
+ - insert_HDMI
48
+ - insert_hole
49
+ - lift_bottle
50
+ - pull_out_key
51
+ val_freq: 2000
checkpoints/a800/formal4_hlen6_best_policy_20260804/configs/train_config_vitacdreamer_formal4_hlen6_stage2_depthdelta_insert_hole_chunk30_kl10_lr3e-5_b384_16k.yml ADDED
@@ -0,0 +1,51 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ state_dim: 8
2
+ kl_weight: 10.0
3
+ chunk_size: 30
4
+ hidden_dim: 512
5
+ dim_feedforward: 3200
6
+ temporal_agg: true
7
+ device: cuda:0
8
+ ckpt_dir: null
9
+ policy_class: ACT
10
+ num_steps: 16000
11
+ batch_size: 384
12
+ num_workers: 4
13
+ save_freq: 2000
14
+ position_embedding: sine
15
+ lr_vision_backbone: 1.0e-05
16
+ weight_decay: 0.0001
17
+ lr: 1.0e-05
18
+ vitacdreamer_adapter_lr: 3.0e-05
19
+ masks: false
20
+ dilation: false
21
+ backbone: resnet18
22
+ nheads: 8
23
+ enc_layers: 4
24
+ dec_layers: 7
25
+ pre_norm: false
26
+ dropout: 0.025
27
+ camera_names:
28
+ - cam_high
29
+ tactile_names:
30
+ - tac_left
31
+ - tac_right
32
+ lr_tactile_backbone: 1.0e-05
33
+ tactile_masks: false
34
+ tactile_backbone: resnet18
35
+ tactile_ckpt: null
36
+ tactile_dilation: false
37
+ use_vitacdreamer_feature: true
38
+ vitacdreamer_history_len: 6
39
+ vitacdreamer_sample_stride: 5
40
+ vitacdreamer_feature_dim: 512
41
+ vitacdreamer_fusion_mode: feature_query_policy_kv
42
+ vitacdreamer_cross_attn_layers: none
43
+ finetune_vitacdreamer_encoder: false
44
+ vitacdreamer_checkpoint: /pfs/pfs-oHNwH0/acondaway/ViTacDreamer_policy/checkpoints/formal4_window_ablation_hlen6_20260728/stage2_prior512_encoder500_multitask4_hlen6_stride5_e20_b160_from_stage1e30b160/stage2_v2_encoder_only.pth
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+ vitacdreamer_feature_cache_dir: ./data/act_processed/{task_stem}/{task_config_ep}/vitacdreamer_features_formal4_hlen6_stage2_depthdelta_20260731
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+ vitacdreamer_task_order:
47
+ - insert_HDMI
48
+ - insert_hole
49
+ - lift_bottle
50
+ - pull_out_key
51
+ val_freq: 2000
checkpoints/a800/formal4_hlen6_best_policy_20260804/configs/train_config_vitacdreamer_formal4_hlen6_stage2_depthdelta_lift_bottle_chunk20_kl10_lr3e-5_b384_16k.yml ADDED
@@ -0,0 +1,51 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ state_dim: 8
2
+ kl_weight: 10.0
3
+ chunk_size: 20
4
+ hidden_dim: 512
5
+ dim_feedforward: 3200
6
+ temporal_agg: true
7
+ device: cuda:0
8
+ ckpt_dir: null
9
+ policy_class: ACT
10
+ num_steps: 16000
11
+ batch_size: 384
12
+ num_workers: 4
13
+ save_freq: 2000
14
+ position_embedding: sine
15
+ lr_vision_backbone: 1.0e-05
16
+ weight_decay: 0.0001
17
+ lr: 1.0e-05
18
+ vitacdreamer_adapter_lr: 3.0e-05
19
+ masks: false
20
+ dilation: false
21
+ backbone: resnet18
22
+ nheads: 8
23
+ enc_layers: 4
24
+ dec_layers: 7
25
+ pre_norm: false
26
+ dropout: 0.025
27
+ camera_names:
28
+ - cam_high
29
+ tactile_names:
30
+ - tac_left
31
+ - tac_right
32
+ lr_tactile_backbone: 1.0e-05
33
+ tactile_masks: false
34
+ tactile_backbone: resnet18
35
+ tactile_ckpt: null
36
+ tactile_dilation: false
37
+ use_vitacdreamer_feature: true
38
+ vitacdreamer_history_len: 6
39
+ vitacdreamer_sample_stride: 5
40
+ vitacdreamer_feature_dim: 512
41
+ vitacdreamer_fusion_mode: feature_query_policy_kv
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+ vitacdreamer_cross_attn_layers: none
43
+ finetune_vitacdreamer_encoder: false
44
+ vitacdreamer_checkpoint: /pfs/pfs-oHNwH0/acondaway/ViTacDreamer_policy/checkpoints/formal4_window_ablation_hlen6_20260728/stage2_prior512_encoder500_multitask4_hlen6_stride5_e20_b160_from_stage1e30b160/stage2_v2_encoder_only.pth
45
+ vitacdreamer_feature_cache_dir: ./data/act_processed/{task_stem}/{task_config_ep}/vitacdreamer_features_formal4_hlen6_stage2_depthdelta_20260731
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+ vitacdreamer_task_order:
47
+ - insert_HDMI
48
+ - insert_hole
49
+ - lift_bottle
50
+ - pull_out_key
51
+ val_freq: 2000
checkpoints/a800/formal4_hlen6_best_policy_20260804/configs/train_config_vitacdreamer_formal4_hlen6_stage2_depthdelta_pull_out_key_chunk15_kl10_lr5e-5_b384_16k.yml ADDED
@@ -0,0 +1,51 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ state_dim: 8
2
+ kl_weight: 10.0
3
+ chunk_size: 15
4
+ hidden_dim: 512
5
+ dim_feedforward: 3200
6
+ temporal_agg: true
7
+ device: cuda:0
8
+ ckpt_dir: null
9
+ policy_class: ACT
10
+ num_steps: 16000
11
+ batch_size: 384
12
+ num_workers: 4
13
+ save_freq: 2000
14
+ position_embedding: sine
15
+ lr_vision_backbone: 1.0e-05
16
+ weight_decay: 0.0001
17
+ lr: 1.0e-05
18
+ vitacdreamer_adapter_lr: 5.0e-05
19
+ masks: false
20
+ dilation: false
21
+ backbone: resnet18
22
+ nheads: 8
23
+ enc_layers: 4
24
+ dec_layers: 7
25
+ pre_norm: false
26
+ dropout: 0.025
27
+ camera_names:
28
+ - cam_high
29
+ tactile_names:
30
+ - tac_left
31
+ - tac_right
32
+ lr_tactile_backbone: 1.0e-05
33
+ tactile_masks: false
34
+ tactile_backbone: resnet18
35
+ tactile_ckpt: null
36
+ tactile_dilation: false
37
+ use_vitacdreamer_feature: true
38
+ vitacdreamer_history_len: 6
39
+ vitacdreamer_sample_stride: 5
40
+ vitacdreamer_feature_dim: 512
41
+ vitacdreamer_fusion_mode: feature_query_policy_kv
42
+ vitacdreamer_cross_attn_layers: none
43
+ finetune_vitacdreamer_encoder: false
44
+ vitacdreamer_checkpoint: /pfs/pfs-oHNwH0/acondaway/ViTacDreamer_policy/checkpoints/formal4_window_ablation_hlen6_20260728/stage2_prior512_encoder500_multitask4_hlen6_stride5_e20_b160_from_stage1e30b160/stage2_v2_encoder_only.pth
45
+ vitacdreamer_feature_cache_dir: ./data/act_processed/{task_stem}/{task_config_ep}/vitacdreamer_features_formal4_hlen6_stage2_depthdelta_20260731
46
+ vitacdreamer_task_order:
47
+ - insert_HDMI
48
+ - insert_hole
49
+ - lift_bottle
50
+ - pull_out_key
51
+ val_freq: 2000
checkpoints/a800/formal4_hlen6_best_policy_20260804/deploy/deploy_hlen6_insert_HDMI_newhp_best.yml ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
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+ policy_name: ACT
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+ seed: 0
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+ ckpt_setting: default-balanced-50
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+ instruction_type: seen
5
+ instuction_file: null
6
+ train_config_name: train_config_vitacdreamer_formal4_hlen6_stage2_depthdelta_insert_HDMI_chunk20_kl7p5_lr7e-5_b384_16k
7
+ policy_checkpoint: act_ckpt/act-insert_HDMI/default-balanced-50/train_config_vitacdreamer_formal4_hlen6_stage2_depthdelta_insert_HDMI_chunk20_kl7p5_lr7e-5_b384_16k/policy_best.ckpt
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+ stats_path: /pfs/pfs-oHNwH0/acondaway/ViTacDreamer_policy/UniVTAC/policy/ACT/act_ckpt/act-insert_HDMI/default-balanced-50/train_config_vitacdreamer_formal4_hlen6_stage2_depthdelta_insert_HDMI_chunk20_kl7p5_lr7e-5_b384_16k/dataset_stats.pkl
checkpoints/a800/formal4_hlen6_best_policy_20260804/deploy/deploy_hlen6_insert_hole_newhp_best.yml ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ policy_name: ACT
2
+ seed: 0
3
+ ckpt_setting: default-balanced-50
4
+ instruction_type: seen
5
+ instuction_file: null
6
+ train_config_name: train_config_vitacdreamer_formal4_hlen6_stage2_depthdelta_insert_hole_chunk30_kl10_lr3e-5_b384_16k
7
+ policy_checkpoint: act_ckpt/act-insert_hole/default-balanced-50/train_config_vitacdreamer_formal4_hlen6_stage2_depthdelta_insert_hole_chunk30_kl10_lr3e-5_b384_16k/policy_best.ckpt
8
+ stats_path: /pfs/pfs-oHNwH0/acondaway/ViTacDreamer_policy/UniVTAC/policy/ACT/act_ckpt/act-insert_hole/default-balanced-50/train_config_vitacdreamer_formal4_hlen6_stage2_depthdelta_insert_hole_chunk30_kl10_lr3e-5_b384_16k/dataset_stats.pkl
checkpoints/a800/formal4_hlen6_best_policy_20260804/deploy/deploy_hlen6_lift_bottle_newhp_best.yml ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ policy_name: ACT
2
+ seed: 0
3
+ ckpt_setting: default-balanced-50
4
+ instruction_type: seen
5
+ instuction_file: null
6
+ train_config_name: train_config_vitacdreamer_formal4_hlen6_stage2_depthdelta_lift_bottle_chunk20_kl10_lr3e-5_b384_16k
7
+ policy_checkpoint: act_ckpt/act-lift_bottle/default-balanced-50/train_config_vitacdreamer_formal4_hlen6_stage2_depthdelta_lift_bottle_chunk20_kl10_lr3e-5_b384_16k/policy_best.ckpt
8
+ stats_path: /pfs/pfs-oHNwH0/acondaway/ViTacDreamer_policy/UniVTAC/policy/ACT/act_ckpt/act-lift_bottle/default-balanced-50/train_config_vitacdreamer_formal4_hlen6_stage2_depthdelta_lift_bottle_chunk20_kl10_lr3e-5_b384_16k/dataset_stats.pkl
checkpoints/a800/formal4_hlen6_best_policy_20260804/deploy/deploy_hlen6_pull_out_key_newhp_best.yml ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
1
+ policy_name: ACT
2
+ seed: 0
3
+ ckpt_setting: default-balanced-50
4
+ instruction_type: seen
5
+ instuction_file: null
6
+ train_config_name: train_config_vitacdreamer_formal4_hlen6_stage2_depthdelta_pull_out_key_chunk15_kl10_lr5e-5_b384_16k
7
+ policy_checkpoint: act_ckpt/act-pull_out_key/default-balanced-50/train_config_vitacdreamer_formal4_hlen6_stage2_depthdelta_pull_out_key_chunk15_kl10_lr5e-5_b384_16k/policy_best.ckpt
8
+ stats_path: /pfs/pfs-oHNwH0/acondaway/ViTacDreamer_policy/UniVTAC/policy/ACT/act_ckpt/act-pull_out_key/default-balanced-50/train_config_vitacdreamer_formal4_hlen6_stage2_depthdelta_pull_out_key_chunk15_kl10_lr5e-5_b384_16k/dataset_stats.pkl
checkpoints/a800/formal4_hlen6_best_policy_20260804/encoder/stage2_v2_encoder_only.pth ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:38c9ef240dcd5f1605c5b2ef5e44ba2c57e1b18c4e44776c32f66549ee37246c
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+ size 940369110
checkpoints/a800/formal4_hlen6_best_policy_20260804/eval_evidence/eval_newhp_hlen6_insert_HDMI_g3_20260802_170850.log ADDED
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checkpoints/a800/formal4_hlen6_best_policy_20260804/eval_evidence/eval_newhp_hlen6_insert_hole_g1_20260802_170850.log ADDED
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checkpoints/a800/formal4_hlen6_best_policy_20260804/eval_evidence/eval_newhp_hlen6_lift_bottle_g0_20260802_170850.log ADDED
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checkpoints/a800/formal4_hlen6_best_policy_20260804/eval_evidence/eval_newhp_hlen6_pull_out_key_g2_20260802_170850.log ADDED
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checkpoints/a800/formal4_hlen6_best_policy_20260804/eval_evidence_summary.csv ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ task,config,success,total,success_rate,policy_path,dataset_stats_path,config_path,deploy_path,eval_log,note
2
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