{ "dataset": { "repo_id": "roboeval_ee_delta_20hz_v3_merged", "root": "/weka/helenw/data/huggingface/lerobot/roboeval_ee_delta_20hz_v3_merged", "episodes": [ 2236, 2237, 2238, 2239, 2240, 2241, 2242, 2243, 2244, 2245, 2246, 2247, 2248, 2249, 2250, 2251, 2252, 2253, 2254, 2255, 2256, 2257, 2258, 2259, 2260, 2261, 2262, 2263, 2264, 2265, 2266, 2267, 2268, 2269, 2270, 2271, 2272, 2273, 2274, 2275, 2276, 2277, 2278, 2279, 2280, 2281, 2282, 2283, 2284, 2285, 2286, 2287, 2288, 2289, 2290, 2291, 2292, 2293, 2294, 2295, 2296, 2297, 2298, 2299, 2300, 2301, 2302, 2303, 2304, 2305, 2306, 2307, 2308, 2309, 2310, 2311, 2312, 2313, 2314, 2315, 2316, 2317, 2318, 2319, 2320, 2321, 2322, 2323, 2324, 2325, 2326, 2327, 2328, 2329, 2330, 2331, 2332, 2333, 2334, 2335, 2336, 2337, 2338, 2339, 2340, 2341, 2342, 2343, 2344, 2345, 2346, 2347, 2348, 2349, 2350, 2351, 2352, 2353, 2354, 2355, 2356, 2357, 2358, 2359, 2360, 2361, 2362, 2363, 2364, 2365, 2366, 2367, 2368, 2369, 2370, 2371, 2372, 2373, 2374, 2375, 2376, 2377, 2378, 2379, 2380, 2381, 2382, 2383, 2384, 2385, 2386, 2387, 2388, 2389, 2390, 2391, 2392, 2393, 2394, 2395, 2396, 2397, 2398, 2399, 2400, 2401, 2402, 2403, 2404, 2405, 2406, 2407, 2408, 2409, 2410, 2411, 2412, 2413, 2414, 2415, 2416, 2417, 2418, 2419, 2420, 2421, 2422, 2423, 2424, 2425, 2426, 2427, 2428, 2429, 2430, 2431, 2432, 2433, 2434, 2435, 2436, 2437 ], "image_transforms": { "enable": true, "max_num_transforms": 3, "random_order": false, "tfs": { "brightness": { "weight": 1.0, "type": "ColorJitter", "kwargs": { "brightness": [ 0.8, 1.2 ] } }, "contrast": { "weight": 1.0, "type": "ColorJitter", "kwargs": { "contrast": [ 0.8, 1.2 ] } }, "saturation": { "weight": 1.0, "type": "ColorJitter", "kwargs": { "saturation": [ 0.5, 1.5 ] } }, "hue": { "weight": 1.0, "type": "ColorJitter", "kwargs": { "hue": [ -0.05, 0.05 ] } }, "sharpness": { "weight": 1.0, "type": "SharpnessJitter", "kwargs": { "sharpness": [ 0.5, 1.5 ] } }, "affine": { "weight": 1.0, "type": "RandomAffine", "kwargs": { "degrees": [ -5.0, 5.0 ], "translate": [ 0.05, 0.05 ] } } } }, "revision": "local", "use_imagenet_stats": true, "video_backend": "torchcodec", "streaming": false }, "env": null, "policy": { "type": "diffusion", "n_obs_steps": 2, "input_features": { "observation.images.cam_head": { "type": "VISUAL", "shape": [ 3, 256, 256 ] }, "observation.images.cam_left_wrist": { "type": "VISUAL", "shape": [ 3, 256, 256 ] }, "observation.images.cam_right_wrist": { "type": "VISUAL", "shape": [ 3, 256, 256 ] }, "observation.state": { "type": "STATE", "shape": [ 16 ] } }, "output_features": { "action": { "type": "ACTION", "shape": [ 14 ] } }, "device": "cuda", "use_amp": false, "use_peft": false, "push_to_hub": false, "repo_id": null, "private": null, "tags": null, "license": null, "pretrained_path": null, "horizon": 16, "n_action_steps": 8, "normalization_mapping": { "VISUAL": "MEAN_STD", "STATE": "MIN_MAX", "ACTION": "MIN_MAX" }, "drop_n_last_frames": 7, "vision_backbone": "resnet18", "crop_shape": [ 84, 84 ], "crop_is_random": true, "pretrained_backbone_weights": null, "use_group_norm": true, "spatial_softmax_num_keypoints": 32, "use_separate_rgb_encoder_per_camera": false, "down_dims": [ 512, 1024, 2048 ], "kernel_size": 5, "n_groups": 8, "diffusion_step_embed_dim": 128, "use_film_scale_modulation": true, "noise_scheduler_type": "DDPM", "num_train_timesteps": 100, "beta_schedule": "squaredcos_cap_v2", "beta_start": 0.0001, "beta_end": 0.02, "prediction_type": "epsilon", "clip_sample": true, "clip_sample_range": 1.0, "num_inference_steps": null, "do_mask_loss_for_padding": false, "optimizer_lr": 0.0001, "optimizer_betas": [ 0.95, 0.999 ], "optimizer_eps": 1e-08, "optimizer_weight_decay": 1e-06, "scheduler_name": "cosine", "scheduler_warmup_steps": 500 }, "output_dir": "/weka/helenw/outputs/diffusion_StackSingleBookShelf", "job_name": "diffusion_roboeval_v3_merged", "resume": false, "seed": 1000, "num_workers": 2, "batch_size": 256, "steps": 5000, "eval_freq": 20000, "log_freq": 10, "tolerance_s": 0.0001, "save_checkpoint": true, "save_freq": 1000, "use_policy_training_preset": true, "optimizer": { "type": "adam", "lr": 0.0001, "weight_decay": 1e-06, "grad_clip_norm": 10.0, "betas": [ 0.95, 0.999 ], "eps": 1e-08 }, "scheduler": { "type": "diffuser", "num_warmup_steps": 500, "name": "cosine" }, "eval": { "n_episodes": 50, "batch_size": 50, "use_async_envs": false }, "wandb": { "enable": true, "disable_artifact": true, "project": "lerobot", "entity": null, "notes": null, "run_id": "o2kvb2re", "mode": null }, "peft": null, "use_rabc": false, "rabc_progress_path": null, "rabc_kappa": 0.01, "rabc_epsilon": 1e-06, "rabc_head_mode": "sparse", "rename_map": {}, "checkpoint_path": null }