{ "schema": "axis_heldout_benchmark_v2", "name": "AXIS held-out benchmark", "SIZE": { "active_tasks": 10, "conditional_tasks": 10, "why": "A benchmark task must be absent from pretraining. Of 124 quality-eligible tasks only 11 are absent from the stage1_5k training ranges and the 11th (813) is unevaluable, so TEN is the ceiling against today's stage-1 models. The other ten are contaminated -- 157 episodes of the 5,000 -- and become usable only if a future stage-1 run excludes the held-out set.", "active": [ 809, 811, 866, 868, 945, 953, 966, 1426, 1459, 1889 ], "conditional": [ 810, 815, 929, 970, 1046, 1252, 1427, 1458, 1746, 1891 ] }, "DATA_STATUS": { "state": "AWAITING RE-RENDER", "camera_rig": "current demos use the superseded rig (hand->cam [-0.074,0,0.0292], fovy 51.9); the pretraining corpus uses [0.05,0,0] / fovy 74.8", "appearance": "current demos are randomized per demo (TextureModder + LightingModder), so the 20 demos of a task span 20 visual worlds", "request": "render_request/ in this repo covers all 20 tasks" }, "protocol": { "adaptation_demos_per_task": 20, "eval_episodes_per_task": 50, "eval_requires": "--dual-sim", "policy": "pi05_base + 20-demo LoRA, constant LR after 100-step warmup", "gate": "keep a task if 0.20 <= success <= 0.80" }, "unevaluable": { "813": "layout generator fails after 50,000 attempts placing 4 objects in a 0.50 m box", "866": "declares DirectedRotationChecker, which is NOT in the checker registry; the harness substitutes AlwaysFalseChecker so the task returns 0/50 under any policy" }, "join_on": "(task_id, attempt_id) -- never episode_index", "tasks": [ { "task_id": 809, "operation": "separate", "name": "separate the sandwich from the juice", "status": "active", "adaptation_demos": 20, "mean_reward_final": 0.9229 }, { "task_id": 810, "operation": "separate", "name": "separate the sandwich from the napkin box", "status": "conditional", "adaptation_demos": 20, "mean_reward_final": 0.922 }, { "task_id": 811, "operation": "reach", "name": "reach target pose", "status": "active", "adaptation_demos": 20, "mean_reward_final": 0.932 }, { "task_id": 815, "operation": "place", "name": "place with orientation", "status": "conditional", "adaptation_demos": 20, "mean_reward_final": 0.9115 }, { "task_id": 866, "operation": "rotate", "name": "rotate the computer mouse", "status": "active", "adaptation_demos": 20, "mean_reward_final": 0.9028 }, { "task_id": 868, "operation": "pick", "name": "pick single rigid object", "status": "active", "adaptation_demos": 20, "mean_reward_final": 0.942 }, { "task_id": 929, "operation": "put_spatial", "name": "put the tea cup on the left side of the tea pot", "status": "conditional", "adaptation_demos": 20, "mean_reward_final": 0.8942 }, { "task_id": 945, "operation": "put_into", "name": "put both the potato and the pepper in the bowl", "status": "active", "adaptation_demos": 20, "mean_reward_final": 0.922 }, { "task_id": 953, "operation": "put_spatial", "name": "put the muffin on the left side of the cup", "status": "active", "adaptation_demos": 20, "mean_reward_final": 0.9151 }, { "task_id": 966, "operation": "put_on", "name": "put the eyeglasses case on the tissue box", "status": "active", "adaptation_demos": 20, "mean_reward_final": 0.9231 }, { "task_id": 970, "operation": "rotate", "name": "rotate the eyeglasses case", "status": "conditional", "adaptation_demos": 20, "mean_reward_final": 0.8546 }, { "task_id": 1046, "operation": "put_into", "name": "put the toy car into the basket", "status": "conditional", "adaptation_demos": 20, "mean_reward_final": 0.9018 }, { "task_id": 1252, "operation": "remove", "name": "remove loose lid", "status": "conditional", "adaptation_demos": 20, "mean_reward_final": 0.8896 }, { "task_id": 1426, "operation": "rearrange", "name": "rearrange three items", "status": "active", "adaptation_demos": 20, "mean_reward_final": 0.9132 }, { "task_id": 1427, "operation": "rearrange", "name": "rearrange three items 2", "status": "conditional", "adaptation_demos": 20, "mean_reward_final": 0.9097 }, { "task_id": 1458, "operation": "insert", "name": "insert utensil into holder", "status": "conditional", "adaptation_demos": 20, "mean_reward_final": 0.917 }, { "task_id": 1459, "operation": "insert", "name": "fit lid onto container", "status": "active", "adaptation_demos": 20, "mean_reward_final": 0.904 }, { "task_id": 1746, "operation": "put_on", "name": "put the cube block on the poker", "status": "conditional", "adaptation_demos": 20, "mean_reward_final": 0.914 }, { "task_id": 1889, "operation": "put_beside", "name": "put the kiwi beside the banana", "status": "active", "adaptation_demos": 20, "mean_reward_final": 0.917 }, { "task_id": 1891, "operation": "put_beside", "name": "put the orange beside the banana", "status": "conditional", "adaptation_demos": 20, "mean_reward_final": 0.9076 } ] }