Registered emulators¶
Generated from haloemu/manifest.json — the live source of truth. Regenerate with haloemu list or reg.list().
40 registered entries (trained emulators + derived recipes). Columns: key, kind, emulator class (or recipe), and a representative accuracy metric.
| Key | Kind | Class | Accuracy (sample) |
|---|---|---|---|
b_cum/LCDM/z0.25 |
trained | PeakHeightEmulator |
in_sample_rms_frac=0.363%; in_sample_max_frac=3.030% |
b_cum/fRn1/z0.25 |
trained | PeakHeightEmulator |
in_sample_rms_frac=0.501%; in_sample_max_frac=4.912% |
b_diff/LCDM/z0.25 |
derived | recipe |
xihh_factorization_ratio=1 +0.36% +/- 2.34% (LCDM z=0.25 sweep, r in [30,60] Mpc/h); swap_bdiff_shift_support_rms=0.001009 |
b_diff/fRn1/z0.25 |
derived | recipe |
validation=exercised through the xi_hh factorization + full-scale gates (bin_average_bias uses the same b_cum->b_diff inversion); xihh_factorization_ratio=1 +0.15% +/- 3.19% (fRn1 z=0.25 sweep, r in [30,60] Mpc/h) |
hmf/LCDM/z0.00 |
trained | SavedEmulator |
in_sample_rms_frac=0.639%; in_sample_max_frac=8.747% |
hmf/LCDM/z0.25 |
trained | SavedEmulator |
interior_loo_rms_frac=0.493%; interior_loo_max_frac=6.093% |
hmf/fRn1/z0.00 |
trained | MGBoostEmulator |
in_sample_rms_frac=0.613%; in_sample_max_frac=6.451% |
hmf/fRn1/z0.25 |
trained | MGBoostEmulator |
fiducial_oos_F5n1_rms_frac=0.492%; fiducial_oos_F5n1_median_abs_frac=0.355% |
pk_mm/LCDM/z0.00 |
trained | PkMMEmulator |
in_sample_rms_frac=4.797%; in_sample_rms_frac_emulated_win=0.330% |
pk_mm/LCDM/z0.25 |
trained | PkMMEmulator |
in_sample_rms_frac=4.760%; in_sample_rms_frac_emulated_win=0.290% |
pk_mm/fRn1/z0.00 |
trained | MGBoostEmulator |
in_sample_rms_frac=4.798%; in_sample_rms_frac_emulated_win=0.333% |
pk_mm/fRn1/z0.25 |
trained | MGBoostEmulator |
in_sample_rms_frac=4.760%; in_sample_rms_frac_emulated_win=0.292% |
r_ab/LCDM/z0.25 |
trained | RAbEmulator |
in_sample_rms_abs=0.003163; in_sample_z_rms=1.682 |
r_ab/fRn1/z0.25 |
trained | RAbEmulator |
in_sample_rms_abs=0.03176; median_abs_sem=0.002116 |
vel_binned/LCDM/z0.25 |
derived | recipe |
fiducial_5box={'coarse': {'m10': 0.4895598962550911, 'c20': 0.4827429168827005, 'c02': 0.45711856397848966, 'c12': 0.5072721980125053, 'c30': 0.5655958269543678, 'c40': 0.5831291992695555, 'c04': 0.6590255294683697, 'c22': 0.5603493662070084}, 'custom': {'m10': 0.576421314174839, 'c20': 0.5736830708949375, 'c02': 0.5261825598062098, 'c12': 0.548312686493669, 'c30': 0.6063101052025766, 'c40': 0.9371145097940127, 'c04': 0.6829696173950636, 'c22': 0.604168006967491}}; weight_model={'coarse': {'m10': {'median_rel': 5.32573149472082e-05, 'p95_rel': 0.0003991445190041576, 'max_rel': 0.0009520369272020268}, 'c20': {'median_rel': 7.951294342833926e-06, 'p95_rel': 0.00013559414238294452, 'max_rel': 0.00044676840467527956}, 'c02': {'median_rel': 8.875592866552928e-06, 'p95_rel': 9.981971616627188e-05, 'max_rel': 0.0006477187787676808}, 'c12': {'median_rel': 2.4423377630533594e-05, 'p95_rel': 0.00039433462464377733, 'max_rel': 0.002134873534406223}, 'c30': {'median_rel': 1.8248114822538852e-05, 'p95_rel': 0.0004357471326983058, 'max_rel': 0.0021459627224540423}, 'c40': {'median_rel': 1.730773360142379e-05, 'p95_rel': 0.00042142603898217586, 'max_rel': 0.001477212873250311}, 'c04': {'median_rel': 1.9820157152850015e-05, 'p95_rel': 0.00021595145360164825, 'max_rel': 0.0006204305318383563}, 'c22': {'median_rel': 1.886701003750435e-05, 'p95_rel': 0.00021337042951911098, 'max_rel': 0.0009481907318472649}}, 'custom': {'m10': {'median_rel': 0.00013146172001693435, 'p95_rel': 0.001283797206284909, 'max_rel': 0.006771289452943252}, 'c20': {'median_rel': 8.361653083932552e-06, 'p95_rel': 0.00022071623101889643, 'max_rel': 0.005995526971464438}, 'c02': {'median_rel': 1.2370110153814284e-05, 'p95_rel': 0.0005625247038156811, 'max_rel': 0.006043528336930781}, 'c12': {'median_rel': 2.0360852317047318e-05, 'p95_rel': 0.0006504535528930307, 'max_rel': 0.3434432051544849}, 'c30': {'median_rel': 1.5714481314099693e-05, 'p95_rel': 0.0004652943130617857, 'max_rel': 0.014648547914598131}, 'c40': {'median_rel': 1.838341863891202e-05, 'p95_rel': 0.0006608956563790485, 'max_rel': 0.018085088933388116}, 'c04': {'median_rel': 2.680035181085172e-05, 'p95_rel': 0.0008528613253447892, 'max_rel': 0.010079598450104532}, 'c22': {'median_rel': 2.3388969172644103e-05, 'p95_rel': 0.0005225037323971945, 'max_rel': 0.010453307899816577}}} |
vel_binned/fRn1/z0.25 |
derived | recipe |
fiducial_5box={'coarse': {'m10': 1.2113005458238415, 'c20': 1.4344004550264182, 'c02': 1.5162660856210823, 'c12': 1.1253463907752916, 'c30': 0.8900984968440872, 'c40': 1.0094488188726065, 'c04': 1.6871767280748609, 'c22': 1.1938724315961247}, 'custom': {'m10': 1.169575184084926, 'c20': 1.405396583873026, 'c02': 1.2581972445537157, 'c12': 0.9942095438708652, 'c30': 0.7994819182884108, 'c40': 0.9473275667960577, 'c04': 1.8117207238219042, 'c22': 1.271058400630844}}; weight_model={'coarse': {'m10': {'median_rel': 0.00036165885342298587, 'p95_rel': 0.0008107069002387446, 'max_rel': 0.002334011364022115}, 'c20': {'median_rel': 5.223779697249853e-05, 'p95_rel': 0.00028849098925998184, 'max_rel': 0.002139222164023291}, 'c02': {'median_rel': 4.603590061424967e-05, 'p95_rel': 0.00025327908317425153, 'max_rel': 0.0008095559294194477}, 'c12': {'median_rel': 6.119362029477493e-05, 'p95_rel': 0.001117459505449503, 'max_rel': 0.01154035146623178}, 'c30': {'median_rel': 4.9950072313231786e-05, 'p95_rel': 0.0008727507252537696, 'max_rel': 0.007057592231177523}, 'c40': {'median_rel': 0.00011408239873023085, 'p95_rel': 0.0007687709257934829, 'max_rel': 0.005761825383101993}, 'c04': {'median_rel': 0.00010028918287119382, 'p95_rel': 0.0005411794493474731, 'max_rel': 0.0010988987512108306}, 'c22': {'median_rel': 0.00010795380339234661, 'p95_rel': 0.00044450204195845, 'max_rel': 0.002688053210395669}}, 'custom': {'m10': {'median_rel': 0.00037399877747024135, 'p95_rel': 0.001183081437402687, 'max_rel': 0.006361942306489787}, 'c20': {'median_rel': 2.2307639118812617e-05, 'p95_rel': 0.00016978302619859986, 'max_rel': 0.001430712169339543}, 'c02': {'median_rel': 2.724071570053832e-05, 'p95_rel': 0.00047278532551911376, 'max_rel': 0.004980537369134619}, 'c12': {'median_rel': 5.546614541585004e-05, 'p95_rel': 0.000948971576418493, 'max_rel': 0.03257671067473389}, 'c30': {'median_rel': 5.068167149036018e-05, 'p95_rel': 0.0008003370787354519, 'max_rel': 0.015964065763636626}, 'c40': {'median_rel': 4.757877000483024e-05, 'p95_rel': 0.0006386917463524489, 'max_rel': 0.01033693388681134}, 'c04': {'median_rel': 5.371429670314454e-05, 'p95_rel': 0.0006216432989576774, 'max_rel': 0.005507020824062514}, 'c22': {'median_rel': 4.8435834195226235e-05, 'p95_rel': 0.0004787499037153963, 'max_rel': 0.011825217960115708}}} |
vel_c02/LCDM/z0.25 |
trained | VelFineMomentEmulator |
in_sample_rms_abs=513.5; in_sample_chi_rms=0.6145 |
vel_c02/fRn1/z0.25 |
trained | VelFineMomentBoostEmulator |
in_sample_rms_abs=905.1; in_sample_chi_rms=0.9343 |
vel_c04/LCDM/z0.25 |
trained | VelFineMomentEmulator |
in_sample_rms_abs=9.093e+08; in_sample_chi_rms=0.7372 |
vel_c04/fRn1/z0.25 |
trained | VelFineMomentBoostEmulator |
in_sample_rms_abs=1.825e+09; in_sample_chi_rms=0.9643 |
vel_c12/LCDM/z0.25 |
trained | VelFineMomentEmulator |
in_sample_rms_abs=2.39e+05; in_sample_chi_rms=0.7143 |
vel_c12/fRn1/z0.25 |
trained | VelFineMomentBoostEmulator |
in_sample_rms_abs=6.503e+05; in_sample_chi_rms=1.123 |
vel_c20/LCDM/z0.25 |
trained | VelFineMomentEmulator |
in_sample_rms_abs=683.7; in_sample_chi_rms=0.588 |
vel_c20/fRn1/z0.25 |
trained | VelFineMomentBoostEmulator |
in_sample_rms_abs=1259; in_sample_chi_rms=0.8808 |
vel_c22/LCDM/z0.25 |
trained | VelFineMomentEmulator |
in_sample_rms_abs=3.844e+08; in_sample_chi_rms=0.6872 |
vel_c22/fRn1/z0.25 |
trained | VelFineMomentBoostEmulator |
in_sample_rms_abs=6.766e+08; in_sample_chi_rms=0.9464 |
vel_c30/LCDM/z0.25 |
trained | VelFineMomentEmulator |
in_sample_rms_abs=7.702e+05; in_sample_chi_rms=0.6854 |
vel_c30/fRn1/z0.25 |
trained | VelFineMomentBoostEmulator |
in_sample_rms_abs=1.965e+06; in_sample_chi_rms=0.9733 |
vel_c40/LCDM/z0.25 |
trained | VelFineMomentEmulator |
in_sample_rms_abs=1.972e+09; in_sample_chi_rms=0.6671 |
vel_c40/fRn1/z0.25 |
trained | VelFineMomentBoostEmulator |
in_sample_rms_abs=3.264e+09; in_sample_chi_rms=0.8779 |
vel_m10/LCDM/z0.25 |
trained | VelFineMomentEmulator |
in_sample_rms_abs=1.011; in_sample_chi_rms=0.609 |
vel_m10/fRn1/z0.25 |
trained | VelFineMomentEmulator |
in_sample_rms_abs=1.501; in_sample_chi_rms=0.8608 |
xi_hh/LCDM/z0.25 |
derived | recipe |
window_ratio_mean=0.355%; window_ratio_std=2.336% |
xi_hh/fRn1/z0.25 |
derived | recipe |
window_ratio_mean=0.149%; window_ratio_std=3.186% |
xi_hh_smallr/LCDM/z0.25 |
trained | XiABSmallREmulator |
in_sample_rms_abs=0.00766; in_sample_chi_rms=1.261 |
xi_hh_smallr/fRn1/z0.25 |
trained | XiABSmallREmulator |
in_sample_rms_abs=0.008875; in_sample_chi_rms=2.703 |
xi_mm/LCDM/z0.00 |
trained | XiMMEmulator |
in_sample_rms_frac_masked=0.615%; in_sample_rms_frac_linwin_masked=0.350% |
xi_mm/LCDM/z0.25 |
trained | XiMMEmulator |
in_sample_rms_frac_masked=0.486%; in_sample_rms_frac_linwin_masked=0.340% |
xi_mm/fRn1/z0.00 |
trained | MGBoostEmulator |
in_sample_rms_frac_masked=0.606%; in_sample_rms_frac_linwin_masked=0.347% |
xi_mm/fRn1/z0.25 |
trained | MGBoostEmulator |
in_sample_rms_frac_masked=0.479%; in_sample_rms_frac_linwin_masked=0.337% |
Note
Accuracy keys vary by property: *_frac are fractional (shown as %), *_chi_* are χ = residual/SEM (dimensionless), *_abs are in the quantity's own units. The full block per emulator is reg.entry(prop, gravity, z)["accuracy"].