feat: add vision transfer backbones and IMF variants

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Logic
2026-04-09 14:02:24 +08:00
parent d51b3ecafa
commit ff7c9c1f2a
58 changed files with 2788 additions and 26 deletions

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{
"date": "2026-04-06",
"branch": "feat-imf-attnres-policy",
"worktree": "/home/droid/project/roboimi/.worktrees/feat-imf-attnres-policy",
"model": "LEWM ViT frozen visual encoder + IMF AttnRes diffusion head",
"checkpoint_path": "/home/droid/le-wm/lewm-sim-transfer/pa1w85md8jop6bvol8oxp/checkpoints/epoch=99-step=47800.ckpt",
"visual_contract": {
"input_camera_names": ["r_vis", "top", "front"],
"fused_camera_names": ["front", "top", "r_vis"],
"joint_output_dim": 192,
"freeze_backbone": true,
"dataset_image_resize_shape": null,
"eval_image_resize_shape": [256, 256],
"fused_short_side_resize": 224
},
"training_contract": {
"pred_horizon": 16,
"num_action_steps": 8,
"max_steps": 50000,
"rollout_val_freq_epochs": 5,
"rollout_num_episodes": 10,
"batch_size": 80,
"lr": 0.00025,
"num_workers": 12,
"scheduler_type": "cosine",
"warmup_steps": 2000,
"min_lr": 1e-06,
"weight_decay": 1e-05,
"grad_clip": 1.0
},
"verification": {
"local_tests": "38 passed",
"remote_dataset_shape": [2, 3, 256, 256],
"remote_eval_prepared_shape": [3, 256, 256],
"remote_smoke_run": {
"run_name": "smoke-lewm-imf-rawpath-emb384-20260406-002002",
"result": "passed",
"details": "2-step train + checkpoint-triggered 1-episode headless rollout succeeded with corrected raw256 path"
}
},
"superseded_runs": [
{
"run_name": "lewm-vit-imf-sim-transfer-emb384-l12-ph16-ex08-step50k-roll10-5880g0-20260405-201914",
"reason": "stopped due to incorrect early per-camera 224 resize"
},
{
"run_name": "lewm-vit-imf-sim-transfer-emb256-l12-ph16-ex08-step50k-roll10-5880g1-20260405-201914",
"reason": "stopped due to incorrect early per-camera 224 resize"
}
],
"full_runs": [
{
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"gpu": 0,
"run_name": "lewm-vit-imf-raw256fix-sim-transfer-emb384-l12-ph16-ex08-step50k-roll10-5880g0-20260406-002124",
"pid": 1058589,
"log_path": "/home/droid/roboimi_suite_20260404/experiment_suite_launch_logs/lewm-vit-imf-raw256fix-sim-transfer-emb384-l12-ph16-ex08-step50k-roll10-5880g0-20260406-002124.launch.log",
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},
{
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"pid": 1058590,
"log_path": "/home/droid/roboimi_suite_20260404/experiment_suite_launch_logs/lewm-vit-imf-raw256fix-sim-transfer-emb256-l12-ph16-ex08-step50k-roll10-5880g1-20260406-002124.launch.log",
"swanlab_url": "https://swanlab.cn/@game-loader/roboimi-vla/runs/2esr9y7t2dgesstgrn5i6",
"head_n_emb": 256,
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}
]
}