{ "math": { "predictions": { "phase identity": "max error should be machine precision for every integer m", "operator covariance": "relative residual should be machine precision for every integer m", "naive alias mismatch": "RMS should be sqrt(2)=1.41421356 for nonzero integer m (unit-modulus f)" }, "rows": [ { "m": -3, "phase_identity_max": 2.7755575615628914e-16, "operator_relative_error": 5.327479555684243e-15, "naive_factor_rms": 1.4142135623730951 }, { "m": -2, "phase_identity_max": 2.7755575615628914e-16, "operator_relative_error": 2.2758485719395947e-15, "naive_factor_rms": 1.4142135623730951 }, { "m": -1, "phase_identity_max": 3.376611507232129e-16, "operator_relative_error": 5.63873769827775e-16, "naive_factor_rms": 1.4142135623730951 }, { "m": 0, "phase_identity_max": 0.0, "operator_relative_error": 0.0, "naive_factor_rms": 0.0 }, { "m": 1, "phase_identity_max": 3.376611507232129e-16, "operator_relative_error": 7.465067955672428e-16, "naive_factor_rms": 1.4142135623730951 }, { "m": 2, "phase_identity_max": 2.7755575615628914e-16, "operator_relative_error": 2.5505757618482353e-15, "naive_factor_rms": 1.4142135623730951 }, { "m": 3, "phase_identity_max": 3.433175098891678e-16, "operator_relative_error": 6.59984186903115e-15, "naive_factor_rms": 1.4142135623730951 } ], "max_phase_error": 3.433175098891678e-16, "max_operator_error": 6.59984186903115e-15, "naive_nonzero_mean": 1.4142135623730951 }, "mlp": { "training_steps": 900, "test_rows": [ { "m": -3, "raw_rmse": 0.8345807790756226, "canonical_gauge_rmse": 0.023443683981895447 }, { "m": -2, "raw_rmse": 0.9050758481025696, "canonical_gauge_rmse": 0.023443683981895447 }, { "m": -1, "raw_rmse": 1.0948097705841064, "canonical_gauge_rmse": 0.023443685844540596 }, { "m": 0, "raw_rmse": 0.026922335848212242, "canonical_gauge_rmse": 0.023443685844540596 }, { "m": 1, "raw_rmse": 0.9201655387878418, "canonical_gauge_rmse": 0.023443685844540596 }, { "m": 2, "raw_rmse": 0.79060298204422, "canonical_gauge_rmse": 0.023443683981895447 }, { "m": 3, "raw_rmse": 0.7406444549560547, "canonical_gauge_rmse": 0.023443683981895447 } ], "raw_nonzero_mean": 0.8809798955917358, "canonical_nonzero_mean": 0.023443684602777164 } }