Upload Piper adaptive B-spline open_loop_comparison_vs_uniform_50k.json
Browse files
models/piper-pick-white-block-25hz-qwenpi-v3-adaptive-left-exclude-gripper-native-controls13-gb32-50k-20260905/open_loop_comparison_vs_uniform_50k.json
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{
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"passed": true,
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"comparison": "same recorded observations and common native-rate prefix",
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"observations": 17141,
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"horizon_steps": 10,
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"adaptive": {
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"model_vs_original": {
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"rmse": 0.019945802359209296,
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"mae": 0.01006904036477618,
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"first_action_rmse": 0.012546441657000015,
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"arm_rmse": 0.014730316661343936,
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"gripper_rmse": 0.03850911383825488
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},
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"representation_vs_original": {
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"rmse": 0.005637325994463519,
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"mae": 0.0009061932751046877,
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"first_action_rmse": 0.005609076379002105,
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"arm_rmse": 0.00045923988441204,
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"gripper_rmse": 0.014872481398420704
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}
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},
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"uniform": {
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"model_vs_original": {
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"rmse": 0.016995397741711427,
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"mae": 0.009087260364547886,
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"first_action_rmse": 0.011662990090511994,
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"arm_rmse": 0.013803311045152521,
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"gripper_rmse": 0.029643151585777988
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},
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"representation_vs_original": {
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"rmse": 0.0016616775465194856,
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"mae": 0.00042790552912565905,
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"first_action_rmse": 0.00012573248068408887,
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"arm_rmse": 0.0005753061803008214,
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"gripper_rmse": 0.004164413845152183
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}
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},
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"adaptive_vs_uniform": {
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"model_arm_rmse_reduction_fraction": -0.0671582066910652,
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"model_overall_rmse_reduction_fraction": -0.17360021002961035,
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"representation_arm_rmse_reduction_fraction": 0.20174699988116174
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},
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"gripper_note": "Continuous gripper error is reported separately because gripper dimension 6 is excluded from knot placement and is projected to binary commands during deployment."
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}
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