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__bagel_order_key
string
task
string
env_id
string
env_kwargs
dict
seed
int64
episode_seed
int64
episode
int64
extra_state
dict
init_state
dict
init_state_hash
string
stats
dict
version
string
alignment_index
dict
messages
list
chunk_size
int64
n_steps
int64
n_chunks
int64
n_imagined_frames
int64
n_feedback_turns
int64
n_feedback_frames
int64
max_steps
int64
schema_version
string
cot_row_type
string
000000000000
pusht_ppo_1hz_success_30step_norm4_visual_nomarker
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm4", "action_marker_mode": "none", "agent_render_...
2,026,051,300
3,026,137,060
304
{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_20m_1hz_msinit_delta64_norm4_20260429", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_20m_1hz_msinit_delta64_norm4_20260429/best_model.pt", "observation_kind": "pusht_ppo_low...
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 294.4155905682, 336.6942973524 ], "block_velocity": [ 0, 0 ], "block_angle": 1.5484971329, "block_angvel": 0, "goal_pose": [ 256, 256, 0.7853981634 ], "episode_step":...
0fa630f340ea37fc907b2b2e0d91e29543731ca1e03ed84687c48161c9227950
{ "step": 28, "reward": 14.2889819896, "terminated": true, "truncated": false, "success": true, "coverage": 0.982788529 }
visgym_pusht_ppo_success_30step_parallel_v1
{ "manifest_version": "pusht_stopreq_plain_cot_aligned100k_v1", "global_index": 0, "output_shard": 0, "row_in_shard": 0, "source_path": "data/train/batch_0000_000000.jsonl.gz", "source_row_index": 304, "source_trajectory_hash": "0fa630f340ea37fc907b2b2e0d91e29543731ca1e03ed84687c48161c9227950" }
[ { "role": "user", "content": [ { "type": "text", "text": "You are controlling a 2D PushT environment from a top-down image.\n\nVisual elements:\n- The blue circle is the controllable pusher/agent. It moves through the plane and physically pushes the object.\n- The gray T-shaped block i...
1
28
28
0
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27
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pusht_noncot_actiononly_envfb_k1_v1
noncot_actiononly_multiturn_gtenvfeedback
000000000001
pusht_ppo_1hz_success_30step_norm4_visual_nomarker
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm4", "action_marker_mode": "none", "agent_render_...
2,026,051,300
3,026,137,572
305
{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_20m_1hz_msinit_delta64_norm4_20260429", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_20m_1hz_msinit_delta64_norm4_20260429/best_model.pt", "observation_kind": "pusht_ppo_low...
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 248.9485289483, 251.309238304 ], "block_velocity": [ 0, 0 ], "block_angle": 0.3309268926, "block_angvel": 0, "goal_pose": [ 256, 256, 0.7853981634 ], "episode_step": ...
0c1a49d1e5ba3765d2b44d9619daa161838ab746397b1333513ef9964d0ed126
{ "step": 16, "reward": 11.3385857269, "terminated": true, "truncated": false, "success": true, "coverage": 0.9821211055 }
visgym_pusht_ppo_success_30step_parallel_v1
{ "manifest_version": "pusht_stopreq_plain_cot_aligned100k_v1", "global_index": 1, "output_shard": 0, "row_in_shard": 1, "source_path": "data/train/batch_0000_000000.jsonl.gz", "source_row_index": 305, "source_trajectory_hash": "0c1a49d1e5ba3765d2b44d9619daa161838ab746397b1333513ef9964d0ed126" }
[ { "role": "user", "content": [ { "type": "text", "text": "You are controlling a 2D PushT environment from a top-down image.\n\nVisual elements:\n- The blue circle is the controllable pusher/agent. It moves through the plane and physically pushes the object.\n- The gray T-shaped block i...
1
16
16
0
15
15
30
pusht_noncot_actiononly_envfb_k1_v1
noncot_actiononly_multiturn_gtenvfeedback
000000000002
pusht_ppo_1hz_success_30step_norm4_visual_nomarker
pusht/easy
{ "max_steps": 30, "success_threshold": 0.9, "init_distribution": "maniskill_like", "control_hz": 1, "easy_mode": false, "observation_width": 96, "observation_height": 96, "visualization_width": 96, "visualization_height": 96, "action_codec": "norm4", "action_marker_mode": "none", "agent_render_...
2,026,051,300
3,026,137,828
306
{ "checkpoint_root": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_20m_1hz_msinit_delta64_norm4_20260429", "checkpoint_path": "/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_20m_1hz_msinit_delta64_norm4_20260429/best_model.pt", "observation_kind": "pusht_ppo_low...
{ "agent_position": [ 157, 486.4 ], "agent_velocity": [ 0, 0 ], "block_position": [ 212.3915100967, 388.9284109133 ], "block_velocity": [ 0, 0 ], "block_angle": -3.1305706123, "block_angvel": 0, "goal_pose": [ 256, 256, 0.7853981634 ], "episode_step"...
6e08bbebd6c57b37eb7febc4fba09eff37f69dbfaeef6a4ce7df8a71296fae99
{ "step": 12, "reward": 4.8822327256, "terminated": true, "truncated": false, "success": true, "coverage": 0.911312837 }
visgym_pusht_ppo_success_30step_parallel_v1
{ "manifest_version": "pusht_stopreq_plain_cot_aligned100k_v1", "global_index": 2, "output_shard": 0, "row_in_shard": 2, "source_path": "data/train/batch_0000_000000.jsonl.gz", "source_row_index": 306, "source_trajectory_hash": "6e08bbebd6c57b37eb7febc4fba09eff37f69dbfaeef6a4ce7df8a71296fae99" }
[ { "role": "user", "content": [ { "type": "text", "text": "You are controlling a 2D PushT environment from a top-down image.\n\nVisual elements:\n- The blue circle is the controllable pusher/agent. It moves through the plane and physically pushes the object.\n- The gray T-shaped block i...
1
12
12
0
11
11
30
pusht_noncot_actiononly_envfb_k1_v1
noncot_actiononly_multiturn_gtenvfeedback
000000000003
pusht_ppo_1hz_success_30step_norm4_visual_nomarker
pusht/easy
{"max_steps":30,"success_threshold":0.9,"init_distribution":"maniskill_like","control_hz":1,"easy_mo(...TRUNCATED)
2,026,051,300
3,026,138,084
307
{"checkpoint_root":"/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_20m_1hz_(...TRUNCATED)
{"agent_position":[157.0,486.4],"agent_velocity":[0.0,0.0],"block_position":[249.8423408201,283.8675(...TRUNCATED)
cdfc270747f387402492985dffd7ea7040594f4f00bdd5309079283964d49b89
{"step":19,"reward":8.7001886783,"terminated":true,"truncated":false,"success":true,"coverage":0.908(...TRUNCATED)
visgym_pusht_ppo_success_30step_parallel_v1
{"manifest_version":"pusht_stopreq_plain_cot_aligned100k_v1","global_index":3,"output_shard":0,"row_(...TRUNCATED)
[{"role":"user","content":[{"type":"text","text":"You are controlling a 2D PushT environment from a (...TRUNCATED)
1
19
19
0
18
18
30
pusht_noncot_actiononly_envfb_k1_v1
noncot_actiononly_multiturn_gtenvfeedback
000000000004
pusht_ppo_1hz_success_30step_norm4_visual_nomarker
pusht/easy
{"max_steps":30,"success_threshold":0.9,"init_distribution":"maniskill_like","control_hz":1,"easy_mo(...TRUNCATED)
2,026,051,300
3,026,138,340
308
{"checkpoint_root":"/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_20m_1hz_(...TRUNCATED)
{"agent_position":[157.0,486.4],"agent_velocity":[0.0,0.0],"block_position":[238.1210910868,279.2425(...TRUNCATED)
36f9d379de65e085e4221f10041fe97c3fb436051f417aaa8c0fe9fbf232fac4
{"step":15,"reward":10.4996441987,"terminated":true,"truncated":false,"success":true,"coverage":0.94(...TRUNCATED)
visgym_pusht_ppo_success_30step_parallel_v1
{"manifest_version":"pusht_stopreq_plain_cot_aligned100k_v1","global_index":4,"output_shard":0,"row_(...TRUNCATED)
[{"role":"user","content":[{"type":"text","text":"You are controlling a 2D PushT environment from a (...TRUNCATED)
1
15
15
0
14
14
30
pusht_noncot_actiononly_envfb_k1_v1
noncot_actiononly_multiturn_gtenvfeedback
000000000005
pusht_ppo_1hz_success_30step_norm4_visual_nomarker
pusht/easy
{"max_steps":30,"success_threshold":0.9,"init_distribution":"maniskill_like","control_hz":1,"easy_mo(...TRUNCATED)
2,026,051,300
3,026,138,596
309
{"checkpoint_root":"/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_20m_1hz_(...TRUNCATED)
{"agent_position":[157.0,486.4],"agent_velocity":[0.0,0.0],"block_position":[297.0786118503,297.0126(...TRUNCATED)
c85d5811919a4730846cde18159211cb7e2846021adf877803c96bfa491a88df
{"step":16,"reward":6.2901741744,"terminated":true,"truncated":false,"success":true,"coverage":0.916(...TRUNCATED)
visgym_pusht_ppo_success_30step_parallel_v1
{"manifest_version":"pusht_stopreq_plain_cot_aligned100k_v1","global_index":5,"output_shard":0,"row_(...TRUNCATED)
[{"role":"user","content":[{"type":"text","text":"You are controlling a 2D PushT environment from a (...TRUNCATED)
1
16
16
0
15
15
30
pusht_noncot_actiononly_envfb_k1_v1
noncot_actiononly_multiturn_gtenvfeedback
000000000006
pusht_ppo_1hz_success_30step_norm4_visual_nomarker
pusht/easy
{"max_steps":30,"success_threshold":0.9,"init_distribution":"maniskill_like","control_hz":1,"easy_mo(...TRUNCATED)
2,026,051,300
3,026,138,852
310
{"checkpoint_root":"/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_20m_1hz_(...TRUNCATED)
{"agent_position":[157.0,486.4],"agent_velocity":[0.0,0.0],"block_position":[288.4004942988,303.3206(...TRUNCATED)
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{"step":18,"reward":7.276430682,"terminated":true,"truncated":false,"success":true,"coverage":0.9092(...TRUNCATED)
visgym_pusht_ppo_success_30step_parallel_v1
{"manifest_version":"pusht_stopreq_plain_cot_aligned100k_v1","global_index":6,"output_shard":0,"row_(...TRUNCATED)
[{"role":"user","content":[{"type":"text","text":"You are controlling a 2D PushT environment from a (...TRUNCATED)
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18
18
0
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17
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pusht_noncot_actiononly_envfb_k1_v1
noncot_actiononly_multiturn_gtenvfeedback
000000000007
pusht_ppo_1hz_success_30step_norm4_visual_nomarker
pusht/easy
{"max_steps":30,"success_threshold":0.9,"init_distribution":"maniskill_like","control_hz":1,"easy_mo(...TRUNCATED)
2,026,051,300
3,026,139,108
311
{"checkpoint_root":"/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_20m_1hz_(...TRUNCATED)
{"agent_position":[157.0,486.4],"agent_velocity":[0.0,0.0],"block_position":[237.9101936263,389.5546(...TRUNCATED)
b13c75cd0f2c94dd181353d0f778326ee05067d2f7b55e67b7c113a4e178998d
{"step":15,"reward":5.3685007796,"terminated":true,"truncated":false,"success":true,"coverage":0.935(...TRUNCATED)
visgym_pusht_ppo_success_30step_parallel_v1
{"manifest_version":"pusht_stopreq_plain_cot_aligned100k_v1","global_index":7,"output_shard":0,"row_(...TRUNCATED)
[{"role":"user","content":[{"type":"text","text":"You are controlling a 2D PushT environment from a (...TRUNCATED)
1
15
15
0
14
14
30
pusht_noncot_actiononly_envfb_k1_v1
noncot_actiononly_multiturn_gtenvfeedback
000000000008
pusht_ppo_1hz_success_30step_norm4_visual_nomarker
pusht/easy
{"max_steps":30,"success_threshold":0.9,"init_distribution":"maniskill_like","control_hz":1,"easy_mo(...TRUNCATED)
2,026,051,300
3,026,139,364
312
{"checkpoint_root":"/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_20m_1hz_(...TRUNCATED)
{"agent_position":[157.0,486.4],"agent_velocity":[0.0,0.0],"block_position":[194.6876225642,270.9841(...TRUNCATED)
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{"step":16,"reward":9.3096395551,"terminated":true,"truncated":false,"success":true,"coverage":0.930(...TRUNCATED)
visgym_pusht_ppo_success_30step_parallel_v1
{"manifest_version":"pusht_stopreq_plain_cot_aligned100k_v1","global_index":8,"output_shard":0,"row_(...TRUNCATED)
[{"role":"user","content":[{"type":"text","text":"You are controlling a 2D PushT environment from a (...TRUNCATED)
1
16
16
0
15
15
30
pusht_noncot_actiononly_envfb_k1_v1
noncot_actiononly_multiturn_gtenvfeedback
000000000009
pusht_ppo_1hz_success_30step_norm4_visual_nomarker
pusht/easy
{"max_steps":30,"success_threshold":0.9,"init_distribution":"maniskill_like","control_hz":1,"easy_mo(...TRUNCATED)
2,026,051,300
3,026,139,620
313
{"checkpoint_root":"/home/raychai/VisGym_3d/visgym_training/ppo_pusht/runs/pusht_ppo_cpu256_20m_1hz_(...TRUNCATED)
{"agent_position":[157.0,486.4],"agent_velocity":[0.0,0.0],"block_position":[289.0751419145,416.1750(...TRUNCATED)
d4be5d0391db8247901cbacc6ec933d782103c038c3e06fa934883c18be29652
{"step":11,"reward":5.7813989838,"terminated":true,"truncated":false,"success":true,"coverage":0.924(...TRUNCATED)
visgym_pusht_ppo_success_30step_parallel_v1
{"manifest_version":"pusht_stopreq_plain_cot_aligned100k_v1","global_index":9,"output_shard":0,"row_(...TRUNCATED)
[{"role":"user","content":[{"type":"text","text":"You are controlling a 2D PushT environment from a (...TRUNCATED)
1
11
11
0
10
10
30
pusht_noncot_actiononly_envfb_k1_v1
noncot_actiononly_multiturn_gtenvfeedback
End of preview.

pusht_96_norm4_noncot_chunk_k1_20260622_perseg

PushT (96px, norm4, JPEG q90; coverage task, no hard split — in-dist claims only) — action-conditioned visual world-model SFT data (non-CoT action-chunk baseline) for the BAGEL-7B-MoT feedback-interval study.

  • Format: gzipped JSONL shards under training/, 1 row = 1 packed episode. CoT rows: per-segment layout — <think> per-step imagined frame (MSE target) </think> + committed action chunk, with a loss-0 "Action executed." + real frame re-grounding turn between chunks. nonCoT rows: bare action chunks. Build argv + git rev in metadata/.
  • Companion checkpoint: ultrastar112/pusht_96_norm4_noncot_chunk_k1_world_model_20260622_perseg
  • Full study docs: 0710_train.md / 0711_mulnode_eval.md / 0711_hf_release.md in the study repo.
  • License: CC-BY-NC-4.0 (research use).
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