ExoMiner Pipeline Model Specifications
Date: June 2026
Pipeline Version: v2.1
Base Architecture: ExoMiner++ (ExoMinerPlusPlusTemp)
This document serves as the primary bookkeeping record for the models currently shipped with the ExoMiner pipeline, detailing the trained tasks, input features, hyperparameters, and the compiled Keras network topology.
1. Shipped Models & Tasks
The pipeline currently ships with two primary models designed for distinct stages of exoplanet candidate processing.
Task 1: Planet Validation (Planet vs. Not-Planet)
- Model ID:
cv_tess-spoc-tces_2min-s1-s98_10-folds-matched-distribution-2min-paper-by-weighted-loss_exominerpp_validation_no-secondaries_20260526_151727 - Classes: Planet, Not-Planet
- Training Objective: Weighted binary cross-entropy loss. Designed to match the sub-class distribution of the TESS 2-min paper for KPs, CPs, FPs, EBs, BDs, and NTPs.
- Dataset:
cv_tfrecords_tess-spoc-2min_tces_s1-s98_5-6-2026_1552_no-secondaries10- 10-fold cross-validation.
- Class Rates: Planets (
13%), Not-planets (87% -> AFP: ~29%, NTP: ~58%).
Task 2: Photometry Vetting
- Model ID:
cv_tess-spoc-tces_2min-s1-s98_10-folds_added-ntps_20260615_212500 - Classes: PC (Planet Candidate), AFP (Astrophysical False Positive), NTP (Non-Transiting Phenomena)
- Training Objective: Non-weighted binary cross-entropy.
- Dataset:
- 10-fold cross-validation.
- Supplemented with NTPs from TEC results past Sector 41 (shared by Katharine, up to S98).
- Class Rates: PC (
20%), AFP (15%), NTP (~65%).
2. Input Features Definition
Below is the expected feature set ingested by the pipeline. Each feature specifies its required tensor dimension [dim] and datatype (float).
1D & 2D Views
- Unfolded Local Flux:
unfolded_local_flux_view_fluxnorm[20, 31] - Global Flux:
global_flux_view_fluxnorm&var[301, 1] - Local Flux:
local_flux_view_fluxnorm&var[31, 1] - Local Flux (Odd/Even):
local_flux_odd_view_fluxnorm&var[31, 1],local_flux_even_view_fluxnorm&var[31, 1] - Local Centroid:
local_centr_view_std_noclip&var[31, 1] - Local Weak Secondary:
local_weak_secondary_view_selfnorm&var[31, 1] - Momentum Dump:
local_momentum_dump_view&var[31, 1] - Flux Trend:
flux_trend_global_norm&var[301, 1] - Periodogram:
pgram_smooth_norm[674, 1],pgram_tpm_smooth_norm[674, 1]
3D Views (Image Tensors)
- Difference Images:
diff_imgs_tc_hybrid_norm[55, 55, 5] - Out-of-Transit (OOT) Images:
oot_imgs_tc_hybrid_norm[55, 55, 5] - SNR Images:
snr_imgs_tc_hybrid_norm[55, 55, 5] - Quality Map:
quality[5, 1]
Scalar Metrics [1,]
- Transit Stats:
tce_num_transits_norm,tce_num_transits_obs_norm,flux_global_stat_abs_min_norm,flux_local_stat_abs_min,flux_even_local_stat_abs_min_norm,flux_odd_local_stat_abs_min_norm,tce_maxmes_norm,tce_albedo_stat_norm,tce_ptemp_stat_norm,flux_weak_secondary_local_stat_abs_min_norm,flux_trend_global_stat_min_norm,flux_trend_global_stat_max_norm,pgram_smooth_max_power_norm,pgram_tpm_smooth_max_power_norm - DV/TCE Fit:
boot_fap_norm,tce_cap_stat_norm,tce_hap_stat_norm,tce_period_norm,tce_max_mult_ev_norm,tce_max_sngle_ev_norm,tce_robstat_norm,tce_model_chisq_norm,tce_prad_norm - Stellar/Astrometric:
tce_sdens_norm,tce_steff_norm,tce_smet_norm,tce_slogg_norm,tce_smass_norm,tce_sradius_norm,ruwe_norm,mag_shift_norm,tce_dikco_msky_norm,tce_dikco_msky_err_norm
3. Network Configuration & Hyperparameters
Model Topology Setup
The architecture relies on multiple specialized convolutional branches concatenated with dense scalar branches.
- Conv Branches:
local_unfolded_flux,global_flux,local_flux,local_weak_secondary,local_centroid,local_odd_even,momentum_dump,flux_trend,flux_periodogram,diff_img_branch - Scalar Branches:
stellar,dv_tce_fit
Hyperparameter Dictionary
- Global Conv: 2 blocks (3 LS/block), Init Filters: 3, Kernel: 5, Pool: 8
- Local Flux Conv: 2 blocks (3 LS/block), Init Filters: 3, Kernel: 6, Pool: 4
- Centroid/Trend/Pgram Conv: 2 blocks (3 LS/block), Init Filters: 3, Kernel: 5, Pool: 4
- Difference Image Conv: 3 blocks (3 LS/block), Init Filters: 2, Kernel: 3, Pool: 2, FC Units: 3
- Unfolded Flux Conv: 2 blocks (3 LS/block), Init Filters: 3, Kernel: 6, Pool: 4, Unfolded Stats Kernel: 1 (Filters: 4)
- Shared Conv Config: FC Conv Units: 3, Kernel Stride: 1, Pool Stride: 1, Dropout:
0.1211 - Classification Head: 4 FC layers, Init Neurons: 512, Dropout:
0.02149, L2-Decay:null
Optimization Engine
- Optimizer: Adam
- Learning Rate:
4.176e-05 - Loss:
crossentropy - Activation:
prelu
4. Keras Architecture Summary
Below is the compiled structural output of the active graph.
Parameter Summary:
- Total params: 1,424,003 (5.43 MB)
- Trainable params: 1,424,003 (5.43 MB)
- Non-trainable params: 0 (0.00 Byte)
Model: "model"
__________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
==================================================================================================
diff_imgs_tc_hybrid_norm ( [(None, 55, 55, 5)] 0 []
InputLayer)
oot_imgs_tc_hybrid_norm (I [(None, 55, 55, 5)] 0 []
nputLayer)
snr_imgs_tc_hybrid_norm (I [(None, 55, 55, 5)] 0 []
nputLayer)
expanding_diff_imgs_tc_hyb (None, 55, 55, 5, 1) 0 ['diff_imgs_tc_hybrid_norm[0][0]']
expanding_oot_imgs_tc_hybr (None, 55, 55, 5, 1) 0 ['oot_imgs_tc_hybrid_norm[0][0]']
expanding_snr_imgs_tc_hybr (None, 55, 55, 5, 1) 0 ['snr_imgs_tc_hybrid_norm[0][0]']
input_diff_img_concat (Con (None, 55, 55, 5, 3) 0 ['expanding_diff_imgs_tc_hybrid_norm_dims[0][0]',
catenate) 'expanding_oot_imgs_tc_hybrid_norm_dims[0][0]',
'expanding_snr_imgs_tc_hybrid_norm_dims[0][0]']
convdiff_img_0_0 (Conv3D) (None, 55, 55, 5, 4) 112 ['input_diff_img_concat[0][0]']
preludiff_img_0_0 (PReLU) (None, 55, 55, 5, 4) 20 ['convdiff_img_0_0[0][0]']
maxpooling_diff_img_0_0 (M (None, 54, 54, 5, 4) 0 ['preludiff_img_0_0[0][0]']
axPooling3D)
convdiff_img_0_1 (Conv3D) (None, 54, 54, 5, 4) 148 ['maxpooling_diff_img_0_0[0][0]']
preludiff_img_0_1 (PReLU) (None, 54, 54, 5, 4) 20 ['convdiff_img_0_1[0][0]']
maxpooling_diff_img_0_1 (M (None, 53, 53, 5, 4) 0 ['preludiff_img_0_1[0][0]']
axPooling3D)
convdiff_img_0_2 (Conv3D) (None, 53, 53, 5, 4) 148 ['maxpooling_diff_img_0_1[0][0]']
preludiff_img_0_2 (PReLU) (None, 53, 53, 5, 4) 20 ['convdiff_img_0_2[0][0]']
maxpooling_diff_img_0_2 (M (None, 52, 52, 5, 4) 0 ['preludiff_img_0_2[0][0]']
axPooling3D)
convdiff_img_1_0 (Conv3D) (None, 52, 52, 5, 8) 296 ['maxpooling_diff_img_0_2[0][0]']
local_flux_odd_view_fluxno [(None, 31, 1)] 0 []
rm (InputLayer)
local_flux_odd_view_fluxno [(None, 31, 1)] 0 []
rm_var (InputLayer)
local_flux_even_view_fluxn [(None, 31, 1)] 0 []
orm (InputLayer)
local_flux_even_view_fluxn [(None, 31, 1)] 0 []
orm_var (InputLayer)
local_flux_view_fluxnorm ( [(None, 31, 1)] 0 []
InputLayer)
local_flux_view_fluxnorm_v [(None, 31, 1)] 0 []
ar (InputLayer)
local_weak_secondary_view_ [(None, 31, 1)] 0 []
selfnorm (InputLayer)
local_weak_secondary_view_ [(None, 31, 1)] 0 []
selfnorm_var (InputLayer)
preludiff_img_1_0 (PReLU) (None, 52, 52, 5, 8) 40 ['convdiff_img_1_0[0][0]']
expanding_local_flux_odd_v (None, 1, 31, 1) 0 ['local_flux_odd_view_fluxnorm[0][0]']
iew_fluxnorm_dim (Reshape)
expanding_local_flux_odd_v (None, 1, 31, 1) 0 ['local_flux_odd_view_fluxnorm_var[0][0]']
iew_fluxnorm_var_dim (Resh
ape)
expanding_local_flux_even_ (None, 1, 31, 1) 0 ['local_flux_even_view_fluxnorm[0][0]']
view_fluxnorm_dim (Reshape
)
expanding_local_flux_even_ (None, 1, 31, 1) 0 ['local_flux_even_view_fluxnorm_var[0][0]']
view_fluxnorm_var_dim (Res
hape)
expanding_local_flux_view_ (None, 1, 31, 1) 0 ['local_flux_view_fluxnorm[0][0]']
fluxnorm_dim (Reshape)
expanding_local_flux_view_ (None, 1, 31, 1) 0 ['local_flux_view_fluxnorm_var[0][0]']
fluxnorm_var_dim (Reshape)
expanding_local_weak_secon (None, 1, 31, 1) 0 ['local_weak_secondary_view_selfnorm[0][0]']
dary_view_selfnorm_dim (Re
shape)
expanding_local_weak_secon (None, 1, 31, 1) 0 ['local_weak_secondary_view_selfnorm_var[0][0]']
dary_view_selfnorm_var_dim
(Reshape)
unfolded_local_flux_view_f [(None, 20, 31)] 0 []
luxnorm (InputLayer)
maxpooling_diff_img_1_0 (M (None, 51, 51, 5, 8) 0 ['preludiff_img_1_0[0][0]']
axPooling3D)
local_flux_concat_local_fl (None, 1, 31, 2) 0 ['expanding_local_flux_odd_view_fluxnorm_dim[0][0]',
ux_odd_view_fluxnorm_with_ 'expanding_local_flux_odd_view_fluxnorm_var_dim[0][0]']
var (Concatenate)
local_flux_concat_local_fl (None, 1, 31, 2) 0 ['expanding_local_flux_even_view_fluxnorm_dim[0][0]',
ux_even_view_fluxnorm_with 'expanding_local_flux_even_view_fluxnorm_var_dim[0][0]']
_var (Concatenate)
local_flux_concat_local_fl (None, 1, 31, 2) 0 ['expanding_local_flux_view_fluxnorm_dim[0][0]',
ux_view_fluxnorm_with_var 'expanding_local_flux_view_fluxnorm_var_dim[0][0]']
(Concatenate)
local_flux_concat_local_we (None, 1, 31, 2) 0 ['expanding_local_weak_secondary_view_selfnorm_dim[0][0]',
ak_secondary_view_selfnorm 'expanding_local_weak_secondary_view_selfnorm_var_dim[0][0]']
_with_var (Concatenate)
expanding_unfolded_flux_di (None, 20, 31, 1) 0 ['unfolded_local_flux_view_fluxnorm[0][0]']
m (Reshape)
convdiff_img_1_1 (Conv3D) (None, 51, 51, 5, 8) 584 ['maxpooling_diff_img_1_0[0][0]']
local_flux_concat_local_vi (None, 4, 31, 2) 0 ['local_flux_concat_local_flux_odd_view_fluxnorm_with_var[0][0]',
ews (Concatenate) 'local_flux_concat_local_flux_even_view_fluxnorm_with_var[0][0]',
'local_flux_concat_local_flux_view_fluxnorm_with_var[0][0]',
'local_flux_concat_local_weak_secondary_view_selfnorm_with_var[0][0]']
unfolded_flux_convlocal_un (None, 20, 31, 8) 56 ['expanding_unfolded_flux_dim[0][0]']
folded_flux_0_0 (Conv2D)
preludiff_img_1_1 (PReLU) (None, 51, 51, 5, 8) 40 ['convdiff_img_1_1[0][0]']
local_flux_conv0_0 (Conv2D (None, 4, 31, 8) 104 ['local_flux_concat_local_views[0][0]']
)
unfolded_flux_prelulocal_u (None, 20, 31, 8) 8 ['unfolded_flux_convlocal_unfolded_flux_0_0[0][0]']
nfolded_flux_0_0 (PReLU)
maxpooling_diff_img_1_1 (M (None, 50, 50, 5, 8) 0 ['preludiff_img_1_1[0][0]']
axPooling3D)
local_flux_prelu_0_0 (PReL (None, 4, 31, 8) 8 ['local_flux_conv0_0[0][0]']
U)
unfolded_flux_convlocal_un (None, 20, 31, 8) 392 ['unfolded_flux_prelulocal_unfolded_flux_0_0[0][0]']
folded_flux_0_1 (Conv2D)
convdiff_img_1_2 (Conv3D) (None, 50, 50, 5, 8) 584 ['maxpooling_diff_img_1_1[0][0]']
global_flux_view_fluxnorm [(None, 301, 1)] 0 []
(InputLayer)
global_flux_view_fluxnorm_ [(None, 301, 1)] 0 []
var (InputLayer)
local_centr_view_std_nocli [(None, 31, 1)] 0 []
p (InputLayer)
local_centr_view_std_nocli [(None, 31, 1)] 0 []
p_var (InputLayer)
flux_trend_global_norm (In [(None, 301, 1)] 0 []
putLayer)
flux_trend_global_norm_var [(None, 301, 1)] 0 []
(InputLayer)
pgram_smooth_norm (InputLa [(None, 674, 1)] 0 []
yer)
pgram_tpm_smooth_norm (Inp [(None, 674, 1)] 0 []
utLayer)
local_flux_conv0_1 (Conv2D (None, 4, 31, 8) 392 ['local_flux_prelu_0_0[0][0]']
)
unfolded_flux_prelulocal_u (None, 20, 31, 8) 8 ['unfolded_flux_convlocal_unfolded_flux_0_1[0][0]']
nfolded_flux_0_1 (PReLU)
preludiff_img_1_2 (PReLU) (None, 50, 50, 5, 8) 40 ['convdiff_img_1_2[0][0]']
input_global_flux (Concate (None, 301, 2) 0 ['global_flux_view_fluxnorm[0][0]',
nate) 'global_flux_view_fluxnorm_var[0][0]']
input_local_centroid (Conc (None, 31, 2) 0 ['local_centr_view_std_noclip[0][0]',
atenate) 'local_centr_view_std_noclip_var[0][0]']
local_momentum_dump_view ( [(None, 31, 1)] 0 []
InputLayer)
local_momentum_dump_view_v [(None, 31, 1)] 0 []
ar (InputLayer)
input_flux_trend (Concaten (None, 301, 2) 0 ['flux_trend_global_norm[0][0]',
ate) 'flux_trend_global_norm_var[0][0]']
input_flux_periodogram (Co (None, 674, 2) 0 ['pgram_smooth_norm[0][0]',
ncatenate) 'pgram_tpm_smooth_norm[0][0]']
local_flux_prelu_0_1 (PReL (None, 4, 31, 8) 8 ['local_flux_conv0_1[0][0]']
U)
unfolded_flux_convlocal_un (None, 20, 31, 8) 392 ['unfolded_flux_prelulocal_unfolded_flux_0_1[0][0]']
folded_flux_0_2 (Conv2D)
maxpooling_diff_img_1_2 (M (None, 49, 49, 5, 8) 0 ['preludiff_img_1_2[0][0]']
axPooling3D)
convglobal_flux_0_0 (Conv1 (None, 301, 8) 88 ['input_global_flux[0][0]']
D)
convlocal_centroid_0_0 (Co (None, 31, 8) 88 ['input_local_centroid[0][0]']
nv1D)
input_momentum_dump (Conca (None, 31, 2) 0 ['local_momentum_dump_view[0][0]',
tenate) 'local_momentum_dump_view_var[0][0]']
convflux_trend_0_0 (Conv1D (None, 301, 8) 88 ['input_flux_trend[0][0]']
)
convflux_periodogram_0_0 ( (None, 674, 8) 88 ['input_flux_periodogram[0][0]']
Conv1D)
local_flux_conv0_2 (Conv2D (None, 4, 31, 8) 392 ['local_flux_prelu_0_1[0][0]']
)
unfolded_flux_prelulocal_u (None, 20, 31, 8) 8 ['unfolded_flux_convlocal_unfolded_flux_0_2[0][0]']
nfolded_flux_0_2 (PReLU)
convdiff_img_2_0 (Conv3D) (None, 49, 49, 5, 16) 1168 ['maxpooling_diff_img_1_2[0][0]']
preluglobal_flux_0_0 (PReL (None, 301, 8) 1 ['convglobal_flux_0_0[0][0]']
U)
prelulocal_centroid_0_0 (P (None, 31, 8) 1 ['convlocal_centroid_0_0[0][0]']
ReLU)
convmomentum_dump_0_0 (Con (None, 31, 8) 88 ['input_momentum_dump[0][0]']
v1D)
preluflux_trend_0_0 (PReLU (None, 301, 8) 1 ['convflux_trend_0_0[0][0]']
)
preluflux_periodogram_0_0 (None, 674, 8) 1 ['convflux_periodogram_0_0[0][0]']
(PReLU)
local_flux_prelu_0_2 (PReL (None, 4, 31, 8) 8 ['local_flux_conv0_2[0][0]']
U)
unfolded_flux_maxpooling_l (None, 20, 28, 8) 0 ['unfolded_flux_prelulocal_unfolded_flux_0_2[0][0]']
ocal_unfolded_flux_0 (MaxP
ooling2D)
preludiff_img_2_0 (PReLU) (None, 49, 49, 5, 16) 80 ['convdiff_img_2_0[0][0]']
convglobal_flux_0_1 (Conv1 (None, 301, 8) 328 ['preluglobal_flux_0_0[0][0]']
D)
convlocal_centroid_0_1 (Co (None, 31, 8) 328 ['prelulocal_centroid_0_0[0][0]']
nv1D)
prelumomentum_dump_0_0 (PR (None, 31, 8) 1 ['convmomentum_dump_0_0[0][0]']
eLU)
convflux_trend_0_1 (Conv1D (None, 301, 8) 328 ['preluflux_trend_0_0[0][0]']
)
convflux_periodogram_0_1 ( (None, 674, 8) 328 ['preluflux_periodogram_0_0[0][0]']
Conv1D)
local_flux_maxpooling_0 (M (None, 4, 28, 8) 0 ['local_flux_prelu_0_2[0][0]']
axPooling2D)
unfolded_flux_convlocal_un (None, 20, 28, 16) 784 ['unfolded_flux_maxpooling_local_unfolded_flux_0[0][0]']
folded_flux_1_0 (Conv2D)
maxpooling_diff_img_2_0 (M (None, 48, 48, 5, 16) 0 ['preludiff_img_2_0[0][0]']
axPooling3D)
preluglobal_flux_0_1 (PReL (None, 301, 8) 1 ['convglobal_flux_0_1[0][0]']
U)
prelulocal_centroid_0_1 (P (None, 31, 8) 1 ['convlocal_centroid_0_1[0][0]']
ReLU)
convmomentum_dump_0_1 (Con (None, 31, 8) 328 ['prelumomentum_dump_0_0[0][0]']
v1D)
preluflux_trend_0_1 (PReLU (None, 301, 8) 1 ['convflux_trend_0_1[0][0]']
)
preluflux_periodogram_0_1 (None, 674, 8) 1 ['convflux_periodogram_0_1[0][0]']
(PReLU)
local_flux_conv1_0 (Conv2D (None, 4, 28, 16) 784 ['local_flux_maxpooling_0[0][0]']
)
unfolded_flux_prelulocal_u (None, 20, 28, 16) 16 ['unfolded_flux_convlocal_unfolded_flux_1_0[0][0]']
nfolded_flux_1_0 (PReLU)
convdiff_img_2_1 (Conv3D) (None, 48, 48, 5, 16) 2320 ['maxpooling_diff_img_2_0[0][0]']
convglobal_flux_0_2 (Conv1 (None, 301, 8) 328 ['preluglobal_flux_0_1[0][0]']
D)
convlocal_centroid_0_2 (Co (None, 31, 8) 328 ['prelulocal_centroid_0_1[0][0]']
nv1D)
prelumomentum_dump_0_1 (PR (None, 31, 8) 1 ['convmomentum_dump_0_1[0][0]']
eLU)
convflux_trend_0_2 (Conv1D (None, 301, 8) 328 ['preluflux_trend_0_1[0][0]']
)
convflux_periodogram_0_2 ( (None, 674, 8) 328 ['preluflux_periodogram_0_1[0][0]']
Conv1D)
local_flux_prelu_1_0 (PReL (None, 4, 28, 16) 16 ['local_flux_conv1_0[0][0]']
U)
unfolded_flux_convlocal_un (None, 20, 28, 16) 1552 ['unfolded_flux_prelulocal_unfolded_flux_1_0[0][0]']
folded_flux_1_1 (Conv2D)
preludiff_img_2_1 (PReLU) (None, 48, 48, 5, 16) 80 ['convdiff_img_2_1[0][0]']
preluglobal_flux_0_2 (PReL (None, 301, 8) 1 ['convglobal_flux_0_2[0][0]']
U)
prelulocal_centroid_0_2 (P (None, 31, 8) 1 ['convlocal_centroid_0_2[0][0]']
ReLU)
convmomentum_dump_0_2 (Con (None, 31, 8) 328 ['prelumomentum_dump_0_1[0][0]']
v1D)
preluflux_trend_0_2 (PReLU (None, 301, 8) 1 ['convflux_trend_0_2[0][0]']
)
preluflux_periodogram_0_2 (None, 674, 8) 1 ['convflux_periodogram_0_2[0][0]']
(PReLU)
local_flux_conv1_1 (Conv2D (None, 4, 28, 16) 1552 ['local_flux_prelu_1_0[0][0]']
)
unfolded_flux_prelulocal_u (None, 20, 28, 16) 16 ['unfolded_flux_convlocal_unfolded_flux_1_1[0][0]']
nfolded_flux_1_1 (PReLU)
maxpooling_diff_img_2_1 (M (None, 47, 47, 5, 16) 0 ['preludiff_img_2_1[0][0]']
axPooling3D)
maxpooling_global_flux_0 ( (None, 294, 8) 0 ['preluglobal_flux_0_2[0][0]']
MaxPooling1D)
maxpooling_local_centroid_ (None, 28, 8) 0 ['prelulocal_centroid_0_2[0][0]']
0 (MaxPooling1D)
prelumomentum_dump_0_2 (PR (None, 31, 8) 1 ['convmomentum_dump_0_2[0][0]']
eLU)
maxpooling_flux_trend_0 (M (None, 298, 8) 0 ['preluflux_trend_0_2[0][0]']
axPooling1D)
maxpooling_flux_periodogra (None, 671, 8) 0 ['preluflux_periodogram_0_2[0][0]']
m_0 (MaxPooling1D)
local_flux_prelu_1_1 (PReL (None, 4, 28, 16) 16 ['local_flux_conv1_1[0][0]']
U)
unfolded_flux_convlocal_un (None, 20, 28, 16) 1552 ['unfolded_flux_prelulocal_unfolded_flux_1_1[0][0]']
folded_flux_1_2 (Conv2D)
convdiff_img_2_2 (Conv3D) (None, 47, 47, 5, 16) 2320 ['maxpooling_diff_img_2_1[0][0]']
convglobal_flux_1_0 (Conv1 (None, 294, 16) 656 ['maxpooling_global_flux_0[0][0]']
D)
convlocal_centroid_1_0 (Co (None, 28, 16) 656 ['maxpooling_local_centroid_0[0][0]']
nv1D)
maxpooling_momentum_dump_0 (None, 28, 8) 0 ['prelumomentum_dump_0_2[0][0]']
(MaxPooling1D)
convflux_trend_1_0 (Conv1D (None, 298, 16) 656 ['maxpooling_flux_trend_0[0][0]']
)
convflux_periodogram_1_0 ( (None, 671, 16) 656 ['maxpooling_flux_periodogram_0[0][0]']
Conv1D)
local_flux_conv1_2 (Conv2D (None, 4, 28, 16) 1552 ['local_flux_prelu_1_1[0][0]']
)
unfolded_flux_prelulocal_u (None, 20, 28, 16) 16 ['unfolded_flux_convlocal_unfolded_flux_1_2[0][0]']
nfolded_flux_1_2 (PReLU)
preludiff_img_2_2 (PReLU) (None, 47, 47, 5, 16) 80 ['convdiff_img_2_2[0][0]']
preluglobal_flux_1_0 (PReL (None, 294, 16) 1 ['convglobal_flux_1_0[0][0]']
U)
prelulocal_centroid_1_0 (P (None, 28, 16) 1 ['convlocal_centroid_1_0[0][0]']
ReLU)
convmomentum_dump_1_0 (Con (None, 28, 16) 656 ['maxpooling_momentum_dump_0[0][0]']
v1D)
preluflux_trend_1_0 (PReLU (None, 298, 16) 1 ['convflux_trend_1_0[0][0]']
)
preluflux_periodogram_1_0 (None, 671, 16) 1 ['convflux_periodogram_1_0[0][0]']
(PReLU)
local_flux_prelu_1_2 (PReL (None, 4, 28, 16) 16 ['local_flux_conv1_2[0][0]']
U)
unfolded_flux_maxpooling_l (None, 20, 25, 16) 0 ['unfolded_flux_prelulocal_unfolded_flux_1_2[0][0]']
ocal_unfolded_flux_1 (MaxP
ooling2D)
maxpooling_diff_img_2_2 (M (None, 46, 46, 5, 16) 0 ['preludiff_img_2_2[0][0]']
axPooling3D)
convglobal_flux_1_1 (Conv1 (None, 294, 16) 1296 ['preluglobal_flux_1_0[0][0]']
D)
convlocal_centroid_1_1 (Co (None, 28, 16) 1296 ['prelulocal_centroid_1_0[0][0]']
nv1D)
prelumomentum_dump_1_0 (PR (None, 28, 16) 1 ['convmomentum_dump_1_0[0][0]']
eLU)
convflux_trend_1_1 (Conv1D (None, 298, 16) 1296 ['preluflux_trend_1_0[0][0]']
)
convflux_periodogram_1_1 ( (None, 671, 16) 1296 ['preluflux_periodogram_1_0[0][0]']
Conv1D)
local_flux_maxpooling_1 (M (None, 4, 25, 16) 0 ['local_flux_prelu_1_2[0][0]']
axPooling2D)
unfolded_flux_split_input [(None, 1, 25, 16), 0 ['unfolded_flux_maxpooling_local_unfolded_flux_1[0][0]']
(SplitLayer) ... (repeats 20 times) ]
permute_diff_imgs (Permute (None, 46, 46, 16, 5) 0 ['maxpooling_diff_img_2_2[0][0]']
)
quality (InputLayer) [(None, 5, 1)] 0 []
preluglobal_flux_1_1 (PReL (None, 294, 16) 1 ['convglobal_flux_1_1[0][0]']
U)
prelulocal_centroid_1_1 (P (None, 28, 16) 1 ['convlocal_centroid_1_1[0][0]']
ReLU)
convmomentum_dump_1_1 (Con (None, 28, 16) 1296 ['prelumomentum_dump_1_0[0][0]']
v1D)
preluflux_trend_1_1 (PReLU (None, 298, 16) 1 ['convflux_trend_1_1[0][0]']
)
preluflux_periodogram_1_1 (None, 671, 16) 1 ['convflux_periodogram_1_1[0][0]']
(PReLU)
local_flux_split_merge (Sp [(None, 1, 25, 16) x 4] 0 ['local_flux_maxpooling_1[0][0]']
litLayer)
unfolded_flux_min (Minimum (None, 1, 25, 16) 0 ['unfolded_flux_split_input[0][0]...20']
)
unfolded_flux_max (Maximum (None, 1, 25, 16) 0 ['unfolded_flux_split_input[0][0]...20']
)
unfolded_flux_avg (Average (None, 1, 25, 16) 0 ['unfolded_flux_split_input[0][0]...20']
)
flatten_diff_imgs (Reshape (None, 33856, 5) 0 ['permute_diff_imgs[0][0]']
)
permute_quality (Permute) (None, 1, 5) 0 ['quality[0][0]']
convglobal_flux_1_2 (Conv1 (None, 294, 16) 1296 ['preluglobal_flux_1_1[0][0]']
D)
convlocal_centroid_1_2 (Co (None, 28, 16) 1296 ['prelulocal_centroid_1_1[0][0]']
nv1D)
prelumomentum_dump_1_1 (PR (None, 28, 16) 1 ['convmomentum_dump_1_1[0][0]']
eLU)
convflux_trend_1_2 (Conv1D (None, 298, 16) 1296 ['preluflux_trend_1_1[0][0]']
)
convflux_periodogram_1_2 ( (None, 671, 16) 1296 ['preluflux_periodogram_1_1[0][0]']
Conv1D)
local_flux_transit_merge_l (None, 2, 25, 16) 0 ['local_flux_split_merge[0][0]',
ocal_odd_even (Concatenate 'local_flux_split_merge[0][1]']
)
unfolded_flux_merge (Conca (None, 3, 25, 16) 0 ['unfolded_flux_min[0][0]',
tenate) 'unfolded_flux_max[0][0]',
'unfolded_flux_avg[0][0]']
flatten_wscalar_diff_img_i (None, 33857, 5) 0 ['flatten_diff_imgs[0][0]',
mgsscalars (Concatenate) 'permute_quality[0][0]']
preluglobal_flux_1_2 (PReL (None, 294, 16) 1 ['convglobal_flux_1_2[0][0]']
U)
prelulocal_centroid_1_2 (P (None, 28, 16) 1 ['convlocal_centroid_1_2[0][0]']
ReLU)
convmomentum_dump_1_2 (Con (None, 28, 16) 1296 ['prelumomentum_dump_1_1[0][0]']
v1D)
preluflux_trend_1_2 (PReLU (None, 298, 16) 1 ['convflux_trend_1_2[0][0]']
)
preluflux_periodogram_1_2 (None, 671, 16) 1 ['convflux_periodogram_1_2[0][0]']
(PReLU)
local_flux_split_oe (Split [(None, 1, 25, 16), 0 ['local_flux_transit_merge_local_odd_even[0][0]']
Layer) (None, 1, 25, 16)]
unfolded_flux_permute_merg (None, 25, 16, 3) 0 ['unfolded_flux_merge[0][0]']
e (Permute)
convfc_diff_img (Conv1D) (None, 1, 3) 507858 ['flatten_wscalar_diff_img_imgsscalars[0][0]']
maxpooling_global_flux_1 ( (None, 287, 16) 0 ['preluglobal_flux_1_2[0][0]']
MaxPooling1D)
maxpooling_local_centroid_ (None, 25, 16) 0 ['prelulocal_centroid_1_2[0][0]']
1 (MaxPooling1D)
tce_dikco_msky_norm (Input [(None, 1)] 0 []
Layer)
tce_dikco_msky_err_norm (I [(None, 1)] 0 []
nputLayer)
ruwe_norm (InputLayer) [(None, 1)] 0 []
mag_shift_norm (InputLayer [(None, 1)] 0 []
)
prelumomentum_dump_1_2 (PR (None, 28, 16) 1 ['convmomentum_dump_1_2[0][0]']
eLU)
maxpooling_flux_trend_1 (M (None, 295, 16) 0 ['preluflux_trend_1_2[0][0]']
axPooling1D)
flux_trend_global_stat_max [(None, 1)] 0 []
_norm (InputLayer)
flux_trend_global_stat_min [(None, 1)] 0 []
_norm (InputLayer)
maxpooling_flux_periodogra (None, 668, 16) 0 ['preluflux_periodogram_1_2[0][0]']
m_1 (MaxPooling1D)
pgram_smooth_max_power_nor [(None, 1)] 0 []
m (InputLayer)
pgram_tpm_smooth_max_power [(None, 1)] 0 []
_norm (InputLayer)
subtract_oe (Subtract) (None, 1, 25, 16) 0 ['local_flux_split_oe[0][0]',
'local_flux_split_oe[0][1]']
flux_odd_local_stat_abs_mi [(None, 1)] 0 []
n_norm (InputLayer)
flux_even_local_stat_abs_m [(None, 1)] 0 []
in_norm (InputLayer)
tce_ptemp_stat_norm (Input [(None, 1)] 0 []
Layer)
tce_albedo_stat_norm (Inpu [(None, 1)] 0 []
tLayer)
tce_maxmes_norm (InputLaye [(None, 1)] 0 []
r)
flux_weak_secondary_local_ [(None, 1)] 0 []
stat_abs_min_norm (InputLa
yer)
unfolded_flux_2convlocal_u (None, 25, 16, 4) 16 ['unfolded_flux_permute_merge[0][0]']
nfolded_flux_1 (Conv2D)
tce_num_transits_obs_norm [(None, 1)] 0 []
(InputLayer)
tce_num_transits_norm (Inp [(None, 1)] 0 []
utLayer)
convfc_prelu_diff_img (PRe (None, 1, 3) 3 ['convfc_diff_img[0][0]']
LU)
flatten_global_flux (Flatt (None, 4592) 0 ['maxpooling_global_flux_1[0][0]']
en)
flux_global_stat_abs_min_n [(None, 1)] 0 []
orm (InputLayer)
flatten_local_centroid (Fl (None, 400) 0 ['maxpooling_local_centroid_1[0][0]']
atten)
local_centroid_scalar_inpu (None, 4) 0 ['tce_dikco_msky_norm[0][0]',
t (Concatenate) 'tce_dikco_msky_err_norm[0][0]',
'ruwe_norm[0][0]',
'mag_shift_norm[0][0]']
maxpooling_momentum_dump_1 (None, 25, 16) 0 ['prelumomentum_dump_1_2[0][0]']
(MaxPooling1D)
flatten_flux_trend (Flatte (None, 4720) 0 ['maxpooling_flux_trend_1[0][0]']
n)
flux_trend_scalar_input (C (None, 2) 0 ['flux_trend_global_stat_max_norm[0][0]',
oncatenate) 'flux_trend_global_stat_min_norm[0][0]']
flatten_flux_periodogram ( (None, 10688) 0 ['maxpooling_flux_periodogram_1[0][0]']
Flatten)
flux_periodogram_scalar_in (None, 2) 0 ['pgram_smooth_max_power_norm[0][0]',
put (Concatenate) 'pgram_tpm_smooth_max_power_norm[0][0]']
local_flux_flatten_local_o (None, 400) 0 ['subtract_oe[0][0]']
dd_even (Flatten)
local_flux_local_odd_even_ (None, 2) 0 ['flux_odd_local_stat_abs_min_norm[0][0]',
scalar_input (Concatenate) 'flux_even_local_stat_abs_min_norm[0][0]']
local_flux_flatten_local_f (None, 400) 0 ['local_flux_split_merge[0][2]']
lux (Flatten)
flux_local_stat_abs_min (I [(None, 1)] 0 []
nputLayer)
local_flux_flatten_local_w (None, 400) 0 ['local_flux_split_merge[0][3]']
eak_secondary (Flatten)
local_flux_local_weak_seco (None, 4) 0 ['tce_ptemp_stat_norm[0][0]',
ndary_scalar_input (Concat 'tce_albedo_stat_norm[0][0]',
enate) 'tce_maxmes_norm[0][0]',
'flux_weak_secondary_local_stat_abs_min_norm[0][0]']
unfolded_flux_flatten_loca (None, 1600) 0 ['unfolded_flux_2convlocal_unfolded_flux_1[0][0]']
l_unfolded_flux (Flatten)
local_unfolded_flux_scalar (None, 2) 0 ['tce_num_transits_obs_norm[0][0]',
_input (Concatenate) 'tce_num_transits_norm[0][0]']
flatten_convfc_diff_img (F (None, 3) 0 ['convfc_prelu_diff_img[0][0]']
latten)
tce_sdens_norm (InputLayer [(None, 1)] 0 []
)
tce_steff_norm (InputLayer [(None, 1)] 0 []
)
tce_smet_norm (InputLayer) [(None, 1)] 0 []
tce_slogg_norm (InputLayer [(None, 1)] 0 []
)
tce_smass_norm (InputLayer [(None, 1)] 0 []
)
tce_sradius_norm (InputLay [(None, 1)] 0 []
er)
boot_fap_norm (InputLayer) [(None, 1)] 0 []
tce_cap_stat_norm (InputLa [(None, 1)] 0 []
yer)
tce_hap_stat_norm (InputLa [(None, 1)] 0 []
yer)
tce_period_norm (InputLaye [(None, 1)] 0 []
r)
tce_max_mult_ev_norm (Inpu [(None, 1)] 0 []
tLayer)
tce_max_sngle_ev_norm (Inp [(None, 1)] 0 []
utLayer)
tce_robstat_norm (InputLay [(None, 1)] 0 []
er)
tce_model_chisq_norm (Inpu [(None, 1)] 0 []
tLayer)
tce_prad_norm (InputLayer) [(None, 1)] 0 []
flatten_wscalar_global_flu (None, 4593) 0 ['flatten_global_flux[0][0]',
x (Concatenate) 'flux_global_stat_abs_min_norm[0][0]']
flatten_wscalar_local_cent (None, 404) 0 ['flatten_local_centroid[0][0]',
roid (Concatenate) 'local_centroid_scalar_input[0][0]']
flatten_momentum_dump (Fla (None, 400) 0 ['maxpooling_momentum_dump_1[0][0]']
tten)
flatten_wscalar_flux_trend (None, 4722) 0 ['flatten_flux_trend[0][0]',
(Concatenate) 'flux_trend_scalar_input[0][0]']
flatten_wscalar_flux_perio (None, 10690) 0 ['flatten_flux_periodogram[0][0]',
dogram (Concatenate) 'flux_periodogram_scalar_input[0][0]']
local_flux_flatten_wscalar (None, 402) 0 ['local_flux_flatten_local_odd_even[0][0]',
_local_odd_even (Concatena 'local_flux_local_odd_even_scalar_input[0][0]']
te)
local_flux_flatten_wscalar (None, 401) 0 ['local_flux_flatten_local_flux[0][0]',
_local_flux (Concatenate) 'flux_local_stat_abs_min[0][0]']
local_flux_flatten_wscalar (None, 404) 0 ['local_flux_flatten_local_weak_secondary[0][0]',
_local_weak_secondary (Con 'local_flux_local_weak_secondary_scalar_input[0][0]']
catenate)
flatten_wscalar_local_unfo (None, 1602) 0 ['unfolded_flux_flatten_local_unfolded_flux[0][0]',
lded_flux (Concatenate) 'local_unfolded_flux_scalar_input[0][0]']
flatten_wscalar_diff_img_s (None, 4) 0 ['flatten_convfc_diff_img[0][0]',
calars (Concatenate) 'mag_shift_norm[0][0]']
stellar_scalar_input (Conc (None, 6) 0 ['tce_sdens_norm[0][0]',
atenate) 'tce_steff_norm[0][0]',
'tce_smet_norm[0][0]',
'tce_slogg_norm[0][0]',
'tce_smass_norm[0][0]',
'tce_sradius_norm[0][0]']
dv_tce_fit_scalar_input (C (None, 9) 0 ['boot_fap_norm[0][0]',
oncatenate) 'tce_cap_stat_norm[0][0]',
'tce_hap_stat_norm[0][0]',
'tce_period_norm[0][0]',
'tce_max_mult_ev_norm[0][0]',
'tce_max_sngle_ev_norm[0][0]',
'tce_robstat_norm[0][0]',
'tce_model_chisq_norm[0][0]',
'tce_prad_norm[0][0]']
fc_global_flux (Dense) (None, 3) 13782 ['flatten_wscalar_global_flux[0][0]']
fc_local_centroid (Dense) (None, 3) 1215 ['flatten_wscalar_local_centroid[0][0]']
fc_momentum_dump (Dense) (None, 3) 1203 ['flatten_momentum_dump[0][0]']
fc_flux_trend (Dense) (None, 3) 14169 ['flatten_wscalar_flux_trend[0][0]']
fc_flux_periodogram (Dense (None, 3) 32073 ['flatten_wscalar_flux_periodogram[0][0]']
)
local_flux_fc_local_odd_ev (None, 3) 1209 ['local_flux_flatten_wscalar_local_odd_even[0][0]']
en (Dense)
local_flux_fc_local_flux ( (None, 3) 1206 ['local_flux_flatten_wscalar_local_flux[0][0]']
Dense)
local_flux_fc_local_weak_s (None, 3) 1215 ['local_flux_flatten_wscalar_local_weak_secondary[0][0]']
econdary (Dense)
fc_local_unfolded_flux (De (None, 3) 4809 ['flatten_wscalar_local_unfolded_flux[0][0]']
nse)
fc_diff_img (Dense) (None, 3) 15 ['flatten_wscalar_diff_img_scalars[0][0]']
fc_stellar_scalar (Dense) (None, 3) 21 ['stellar_scalar_input[0][0]']
fc_dv_tce_fit_scalar (Dens (None, 3) 30 ['dv_tce_fit_scalar_input[0][0]']
e)
fc_prelu_global_flux (PReL (None, 3) 1 ['fc_global_flux[0][0]']
U)
fc_prelu_local_centroid (P (None, 3) 1 ['fc_local_centroid[0][0]']
ReLU)
fc_prelu_momentum_dump (PR (None, 3) 1 ['fc_momentum_dump[0][0]']
eLU)
fc_prelu_flux_trend (PReLU (None, 3) 1 ['fc_flux_trend[0][0]']
)
fc_prelu_flux_periodogram (None, 3) 1 ['fc_flux_periodogram[0][0]']
(PReLU)
local_flux_fc_prelu_local_ (None, 3) 1 ['local_flux_fc_local_odd_even[0][0]']
odd_even (PReLU)
local_flux_fc_prelu_local_ (None, 3) 1 ['local_flux_fc_local_flux[0][0]']
flux (PReLU)
local_flux_fc_prelu_local_ (None, 3) 1 ['local_flux_fc_local_weak_secondary[0][0]']
weak_secondary (PReLU)
fc_prelu_local_unfolded_fl (None, 3) 1 ['fc_local_unfolded_flux[0][0]']
ux (PReLU)
fc_prelu_diff_img (PReLU) (None, 3) 1 ['fc_diff_img[0][0]']
fc_prelu_stellar_scalar (P (None, 3) 1 ['fc_stellar_scalar[0][0]']
ReLU)
fc_prelu_dv_tce_fit_scalar (None, 3) 1 ['fc_dv_tce_fit_scalar[0][0]']
(PReLU)
dropout_fc_conv_global_flu (None, 3) 0 ['fc_prelu_global_flux[0][0]']
x (Dropout)
dropout_fc_conv_local_cent (None, 3) 0 ['fc_prelu_local_centroid[0][0]']
roid (Dropout)
dropout_fc_conv_momentum_d (None, 3) 0 ['fc_prelu_momentum_dump[0][0]']
ump (Dropout)
dropout_fc_conv_flux_trend (None, 3) 0 ['fc_prelu_flux_trend[0][0]']
(Dropout)
dropout_fc_conv_flux_perio (None, 3) 0 ['fc_prelu_flux_periodogram[0][0]']
dogram (Dropout)
local_flux_dropout_fc_conv (None, 3) 0 ['local_flux_fc_prelu_local_odd_even[0][0]']
_local_odd_even (Dropout)
local_flux_dropout_fc_conv (None, 3) 0 ['local_flux_fc_prelu_local_flux[0][0]']
_local_flux (Dropout)
local_flux_dropout_fc_conv (None, 3) 0 ['local_flux_fc_prelu_local_weak_secondary[0][0]']
_local_weak_secondary (Dro
pout)
dropout_fc_conv_local_unfo (None, 3) 0 ['fc_prelu_local_unfolded_flux[0][0]']
lded_flux (Dropout)
dropout_fc_diff_img (Dropo (None, 3) 0 ['fc_prelu_diff_img[0][0]']
ut)
convbranch_wscalar_concat (None, 36) 0 ['fc_prelu_stellar_scalar[0][0]',
(Concatenate) 'fc_prelu_dv_tce_fit_scalar[0][0]',
'dropout_fc_conv_global_flux[0][0]',
'dropout_fc_conv_local_centroid[0][0]',
'dropout_fc_conv_momentum_dump[0][0]',
'dropout_fc_conv_flux_trend[0][0]',
'dropout_fc_conv_flux_periodogram[0][0]',
'local_flux_dropout_fc_conv_local_odd_even[0][0]',
'local_flux_dropout_fc_conv_local_flux[0][0]',
'local_flux_dropout_fc_conv_local_weak_secondary[0][0]',
'dropout_fc_conv_local_unfolded_flux[0][0]',
'dropout_fc_diff_img[0][0]']
fc0 (Dense) (None, 512) 18944 ['convbranch_wscalar_concat[0][0]']
fc_prelu0 (PReLU) (None, 512) 1 ['fc0[0][0]']
dropout_fc0 (Dropout) (None, 512) 0 ['fc_prelu0[0][0]']
fc1 (Dense) (None, 512) 262656 ['dropout_fc0[0][0]']
fc_prelu1 (PReLU) (None, 512) 1 ['fc1[0][0]']
dropout_fc1 (Dropout) (None, 512) 0 ['fc_prelu1[0][0]']
fc2 (Dense) (None, 512) 262656 ['dropout_fc1[0][0]']
fc_prelu2 (PReLU) (None, 512) 1 ['fc2[0][0]']
dropout_fc2 (Dropout) (None, 512) 0 ['fc_prelu2[0][0]']
fc3 (Dense) (None, 512) 262656 ['dropout_fc2[0][0]']
fc_prelu3 (PReLU) (None, 512) 1 ['fc3[0][0]']
dropout_fc3 (Dropout) (None, 512) 0 ['fc_prelu3[0][0]']
logits (Dense) (None, 1) 513 ['dropout_fc3[0][0]']
main (Activation) (None, 1) 0 ['logits[0][0]']
==================================================================================================
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