From 67e9bb85f09f8ef02e17e495784d1d9a71c3adec Mon Sep 17 00:00:00 2001 From: Peter Zagubisalo Date: Mon, 26 Jul 2021 10:59:00 +0700 Subject: [PATCH] Delete jats-db-solti__id-vae-7009_i.txt --- .../jats-db-solti__id-vae-7009_i.txt | 51 ------------------- 1 file changed, 51 deletions(-) delete mode 100644 output/Khizhnyak_axes_before_averaging/jats-db-solti__id-vae-7009_i.txt diff --git a/output/Khizhnyak_axes_before_averaging/jats-db-solti__id-vae-7009_i.txt b/output/Khizhnyak_axes_before_averaging/jats-db-solti__id-vae-7009_i.txt deleted file mode 100644 index 7d61133..0000000 --- a/output/Khizhnyak_axes_before_averaging/jats-db-solti__id-vae-7009_i.txt +++ /dev/null @@ -1,51 +0,0 @@ -ID vae-7009, epoch #27761, iter. #1610080, L=BCE(x)+(βKLD+(γ-1)TC)(.)+ηCE(y)-log_p_sex+Trim(.); ; α=0.50, β=1.00, γ=8.00, δ=0.00, ε=0.10, η=5.00, λ=0.00, μ=0.20, ρ=5.00, τ=1000.00, ω=4.00; CF_MSE_t=0.00, CF_MSE_t_loc=0.00, minWAcc_t=0.00, wAcc_t=0.08, Acc_t=0.09, wAcc_r1=0.10, wAcc_μ_r2=0.08, minWAcc_μ_t=0.00, wAcc_μ_t=0.09, f1=0.00, m1=0.00, f2=0.05, m2=0.13, f3=0.00, m3=0.00, f4=0.07, m4=0.00, f5=0.34, m5=0.26, f6=0.37, m6=0.10, f7=0.03, m7=0.00, f8=0.56, m8=0.30, f9=0.00, m9=0.00, f10=0.02, m10=0.00, f11=0.00, m11=0.03, f12=0.14, m12=0.15, f13=0.00, m13=0.00, f14=0.00, m14=0.00, f15=0.00, m15=0.00, f16=0.00, m16=0.00, Av=0.08, f1μ=0.00, m1μ=0.00, f2μ=0.05, m2μ=0.15, f3μ=0.00, m3μ=0.00, f4μ=0.07, m4μ=0.00, f5μ=0.38, m5μ=0.26, f6μ=0.41, m6μ=0.07, f7μ=0.04, m7μ=0.00, f8μ=0.60, m8μ=0.27, f9μ=0.00, m9μ=0.00, f10μ=0.00, m10μ=0.00, f11μ=0.00, m11μ=0.01, f12μ=0.32, m12μ=0.15, f13μ=0.02, m13μ=0.00, f14μ=0.00, m14μ=0.00, f15μ=0.00, m15μ=0.00, f16μ=0.00, m16μ=0.00, Avμ=0.09, NELBO(x,s)_t=96.57, NLL_t=86.28, KLD_t=9.60, NELBO(x,s)_r2_u=95.74, NLL_r2_u=85.45, KLD_r2_u=9.60, NELBO(x,s)_r1_u=95.71, NLL_r1_u=85.44, KLD_r1_u=9.58, KLD_unmod=9.59, NELBO(x,s)=95.77, NLL=85.49, KLD=9.59, BCE_test=(μ±TW:, 86.28, 323.02, 1068.04, μTW:, 86.28, 323.02, 1068.04, μ¬W:, 86.17, 322.33, 1067.94), MSE_test=(μ±TW:, 0.1409, 0.1661, 0.3196, μTW:, 0.1409, 0.1661, 0.3196, μ¬W:, 0.1410, 0.1661, 0.3199) KLD_test_gauss: 1.35 0.95 1.60 1.18 0.88 1.34 1.50 0.73 -ID vae-7009, epoch #27761, iter. #1610080, L=BCE(x)+(βKLD+(γ-1)TC)(.)+ηCE(y)-log_p_sex+Trim(.); ; α=0.50, β=1.00, γ=8.00, δ=0.00, ε=0.10, η=5.00, λ=0.00, μ=0.20, ρ=5.00, τ=1000.00, ω=4.00; CF_MSE_t=0.00, CF_MSE_t_loc=0.00, minWAcc_t=0.00, wAcc_t=0.05, Acc_t=0.07, wAcc_r1=0.04, wAcc_μ_r2=0.03, minWAcc_μ_t=0.00, wAcc_μ_t=0.03, f1=0.00, m1=0.00, f2=0.24, m2=0.26, f3=0.00, m3=0.00, f4=0.00, m4=0.00, f5=0.02, m5=0.00, f6=0.00, m6=0.00, f7=0.05, m7=0.10, f8=0.00, m8=0.00, f9=0.08, m9=0.07, f10=0.00, m10=0.00, f11=0.19, m11=0.23, f12=0.00, m12=0.00, f13=0.03, m13=0.00, f14=0.00, m14=0.02, f15=0.08, m15=0.10, f16=0.00, m16=0.00, Av=0.05, f1μ=0.00, m1μ=0.00, f2μ=0.08, m2μ=0.21, f3μ=0.00, m3μ=0.00, f4μ=0.00, m4μ=0.00, f5μ=0.00, m5μ=0.00, f6μ=0.00, m6μ=0.00, f7μ=0.03, m7μ=0.03, f8μ=0.00, m8μ=0.00, f9μ=0.03, m9μ=0.00, f10μ=0.00, m10μ=0.00, f11μ=0.20, m11μ=0.16, f12μ=0.00, m12μ=0.00, f13μ=0.02, m13μ=0.00, f14μ=0.00, m14μ=0.00, f15μ=0.05, m15μ=0.07, f16μ=0.00, m16μ=0.00, Avμ=0.03, NELBO(x,s)_t=97.53, NLL_t=92.87, KLD_t=3.97, NELBO(x,s)_r2_u=97.10, NLL_r2_u=92.35, KLD_r2_u=4.06, NELBO(x,s)_r1_u=96.74, NLL_r1_u=91.95, KLD_r1_u=4.09, TCKLD=5.76, MI=3.41, TC=0.23, DW=0.49, KLD_unmod=4.13, NELBO(x,s)=98.79, NLL=92.34, KLD=5.76, BCE_test=(μ±TW:, 92.87, 326.09, 1164.44, μTW:, 92.87, 326.09, 1164.44, μ¬W:, 92.75, 325.39, 1164.23), MSE_test=(μ±TW:, 0.1576, 0.1842, 0.3519, μTW:, 0.1576, 0.1842, 0.3519, μ¬W:, 0.1576, 0.1842, 0.3522) KLD_test_gauss: 0.59 0.33 0.78 0.48 0.31 0.57 0.69 0.29 -ID vae-7009, epoch #27770, iter. #1610659, L=BCE(x)+(βKLD+(γ-1)TC)(.)+ηCE(y)-log_p_sex+Trim(.); loss=103.21, TC=0.32, TC_max=0.46, TC_splt=0.00, CE=0.18, CF_MSE=0.00, CF_MSE_loc=0.00, Acc=0.08, U1=90.95, U2=99.40, MMD=3.75, L=0.00, U=0.00, J_α=0.18, Trim=0.00; α=0.50, β=1.00, γ=8.00, δ=0.00, ε=0.10, η=5.00, λ=0.00, μ=0.20, ρ=5.00, τ=1000.00, ω=4.00; CF_MSE_t=0.00, CF_MSE_t_loc=0.00, minWAcc_t=0.00, wAcc_t=0.09, Acc_t=0.10, wAcc_r1=0.08, wAcc_μ_r2=0.09, minWAcc_μ_t=0.00, wAcc_μ_t=0.09, f1=0.00, m1=0.00, f2=0.05, m2=0.23, f3=0.00, m3=0.00, f4=0.07, m4=0.00, f5=0.36, m5=0.26, f6=0.39, m6=0.03, f7=0.05, m7=0.00, f8=0.57, m8=0.33, f9=0.00, m9=0.00, f10=0.02, m10=0.00, f11=0.01, m11=0.00, f12=0.27, m12=0.15, f13=0.00, m13=0.00, f14=0.00, m14=0.00, f15=0.00, m15=0.00, f16=0.00, m16=0.00, Av=0.09, f1μ=0.00, m1μ=0.00, f2μ=0.05, m2μ=0.15, f3μ=0.00, m3μ=0.00, f4μ=0.07, m4μ=0.00, f5μ=0.36, m5μ=0.26, f6μ=0.41, m6μ=0.07, f7μ=0.04, m7μ=0.00, f8μ=0.60, m8μ=0.27, f9μ=0.00, m9μ=0.00, f10μ=0.00, m10μ=0.00, f11μ=0.00, m11μ=0.01, f12μ=0.32, m12μ=0.15, f13μ=0.02, m13μ=0.00, f14μ=0.00, m14μ=0.00, f15μ=0.00, m15μ=0.00, f16μ=0.00, m16μ=0.00, Avμ=0.09, NELBO(x,s)_t=96.57, NLL_t=86.26, KLD_t=9.61, NELBO(x,s)_r2_u=95.85, NLL_r2_u=85.57, KLD_r2_u=9.59, NELBO(x,s)_r1_u=95.74, NLL_r1_u=85.35, KLD_r1_u=9.69, KLD_unmod=9.44, NELBO(x,s)=96.32, NLL=86.19, KLD=9.44, BCE_test=(μ±TW:, 86.26, 321.45, 1067.32, μTW:, 86.26, 321.45, 1067.32, μ¬W:, 86.13, 320.07, 1067.63), MSE_test=(μ±TW:, 0.1409, 0.1660, 0.3194, μTW:, 0.1409, 0.1660, 0.3194, μ¬W:, 0.1410, 0.1659, 0.3198) KLD_test_gauss: 1.35 0.95 1.60 1.20 0.89 1.35 1.51 0.73 -ID vae-7009, epoch #27770, iter. #1610659, L=BCE(x)+(βKLD+(γ-1)TC)(.)+ηCE(y)-log_p_sex+Trim(.); loss=103.21, TC=0.32, TC_max=0.46, TC_splt=0.00, CE=0.18, CF_MSE=0.00, CF_MSE_loc=0.00, Acc=0.08, U1=90.95, U2=99.40, MMD=3.75, L=0.00, U=0.00, J_α=0.18, Trim=0.00; α=0.50, β=1.00, γ=8.00, δ=0.00, ε=0.10, η=5.00, λ=0.00, μ=0.20, ρ=5.00, τ=1000.00, ω=4.00; CF_MSE_t=0.00, CF_MSE_t_loc=0.00, minWAcc_t=0.00, wAcc_t=0.04, Acc_t=0.07, wAcc_r1=0.05, wAcc_μ_r2=0.03, minWAcc_μ_t=0.00, wAcc_μ_t=0.03, f1=0.00, m1=0.00, f2=0.18, m2=0.26, f3=0.00, m3=0.00, f4=0.00, m4=0.00, f5=0.00, m5=0.00, f6=0.00, m6=0.00, f7=0.08, m7=0.05, f8=0.00, m8=0.00, f9=0.14, m9=0.00, f10=0.00, m10=0.00, f11=0.25, m11=0.21, f12=0.00, m12=0.00, f13=0.02, m13=0.00, f14=0.00, m14=0.00, f15=0.03, m15=0.03, f16=0.00, m16=0.00, Av=0.04, f1μ=0.00, m1μ=0.00, f2μ=0.08, m2μ=0.21, f3μ=0.00, m3μ=0.00, f4μ=0.00, m4μ=0.00, f5μ=0.00, m5μ=0.00, f6μ=0.00, m6μ=0.00, f7μ=0.03, m7μ=0.03, f8μ=0.00, m8μ=0.00, f9μ=0.03, m9μ=0.00, f10μ=0.00, m10μ=0.00, f11μ=0.20, m11μ=0.16, f12μ=0.00, m12μ=0.00, f13μ=0.02, m13μ=0.00, f14μ=0.00, m14μ=0.00, f15μ=0.05, m15μ=0.07, f16μ=0.00, m16μ=0.00, Avμ=0.03, NELBO(x,s)_t=97.60, NLL_t=92.96, KLD_t=3.95, NELBO(x,s)_r2_u=96.96, NLL_r2_u=92.26, KLD_r2_u=4.01, NELBO(x,s)_r1_u=97.04, NLL_r1_u=92.32, KLD_r1_u=4.02, TCKLD=5.71, MI=3.19, TC=0.27, DW=0.32, KLD_unmod=3.79, NELBO(x,s)=99.32, NLL=92.91, KLD=5.71, BCE_test=(μ±TW:, 92.96, 327.01, 1161.62, μTW:, 92.96, 327.01, 1161.62, μ¬W:, 92.83, 325.59, 1161.73), MSE_test=(μ±TW:, 0.1578, 0.1845, 0.3510, μTW:, 0.1578, 0.1845, 0.3510, μ¬W:, 0.1578, 0.1844, 0.3514) KLD_test_gauss: 0.59 0.33 0.78 0.47 0.31 0.57 0.69 0.29 -ID vae-7009, epoch #27780, iter. #1611239, L=BCE(x)+(βKLD+(γ-1)TC)(.)+ηCE(y)-log_p_sex+Trim(.); loss=103.21, TC=0.31, TC_max=0.46, TC_splt=0.00, CE=0.18, CF_MSE=0.00, CF_MSE_loc=0.00, Acc=0.09, U1=90.78, U2=99.19, MMD=3.99, L=0.00, U=0.00, J_α=0.18, Trim=0.00; α=0.50, β=1.00, γ=8.00, δ=0.00, ε=0.10, η=5.00, λ=0.00, μ=0.20, ρ=5.00, τ=1000.00, ω=4.00; CF_MSE_t=0.00, CF_MSE_t_loc=0.00, minWAcc_t=0.00, wAcc_t=0.08, Acc_t=0.10, wAcc_r1=0.09, wAcc_μ_r2=0.08, minWAcc_μ_t=0.00, wAcc_μ_t=0.09, f1=0.00, m1=0.00, f2=0.05, m2=0.10, f3=0.00, m3=0.00, f4=0.04, m4=0.00, f5=0.34, m5=0.32, f6=0.35, m6=0.07, f7=0.03, m7=0.00, f8=0.53, m8=0.23, f9=0.00, m9=0.00, f10=0.06, m10=0.00, f11=0.01, m11=0.03, f12=0.36, m12=0.15, f13=0.02, m13=0.00, f14=0.00, m14=0.00, f15=0.00, m15=0.00, f16=0.00, m16=0.00, Av=0.08, f1μ=0.00, m1μ=0.00, f2μ=0.05, m2μ=0.15, f3μ=0.00, m3μ=0.00, f4μ=0.07, m4μ=0.00, f5μ=0.40, m5μ=0.26, f6μ=0.41, m6μ=0.07, f7μ=0.04, m7μ=0.00, f8μ=0.60, m8μ=0.27, f9μ=0.00, m9μ=0.00, f10μ=0.00, m10μ=0.00, f11μ=0.00, m11μ=0.01, f12μ=0.32, m12μ=0.15, f13μ=0.02, m13μ=0.00, f14μ=0.00, m14μ=0.00, f15μ=0.00, m15μ=0.00, f16μ=0.00, m16μ=0.00, Avμ=0.09, NELBO(x,s)_t=96.60, NLL_t=86.29, KLD_t=9.61, NELBO(x,s)_r2_u=95.79, NLL_r2_u=85.46, KLD_r2_u=9.63, NELBO(x,s)_r1_u=95.79, NLL_r1_u=85.36, KLD_r1_u=9.74, KLD_unmod=9.24, NELBO(x,s)=96.57, NLL=86.63, KLD=9.24, BCE_test=(μ±TW:, 86.29, 323.57, 1069.35, μTW:, 86.29, 323.57, 1069.35, μ¬W:, 86.16, 321.41, 1069.57), MSE_test=(μ±TW:, 0.1410, 0.1661, 0.3200, μTW:, 0.1410, 0.1661, 0.3200, μ¬W:, 0.1410, 0.1660, 0.3205) KLD_test_gauss: 1.37 0.96 1.60 1.19 0.89 1.35 1.51 0.75 -ID vae-7009, epoch #27780, iter. #1611239, L=BCE(x)+(βKLD+(γ-1)TC)(.)+ηCE(y)-log_p_sex+Trim(.); loss=103.21, TC=0.31, TC_max=0.46, TC_splt=0.00, CE=0.18, CF_MSE=0.00, CF_MSE_loc=0.00, Acc=0.09, U1=90.78, U2=99.19, MMD=3.99, L=0.00, U=0.00, J_α=0.18, Trim=0.00; α=0.50, β=1.00, γ=8.00, δ=0.00, ε=0.10, η=5.00, λ=0.00, μ=0.20, ρ=5.00, τ=1000.00, ω=4.00; CF_MSE_t=0.00, CF_MSE_t_loc=0.00, minWAcc_t=0.00, wAcc_t=0.04, Acc_t=0.06, wAcc_r1=0.03, wAcc_μ_r2=0.03, minWAcc_μ_t=0.00, wAcc_μ_t=0.03, f1=0.00, m1=0.00, f2=0.18, m2=0.18, f3=0.00, m3=0.00, f4=0.00, m4=0.00, f5=0.00, m5=0.00, f6=0.02, m6=0.00, f7=0.06, m7=0.03, f8=0.00, m8=0.00, f9=0.08, m9=0.00, f10=0.00, m10=0.00, f11=0.21, m11=0.16, f12=0.00, m12=0.08, f13=0.02, m13=0.00, f14=0.00, m14=0.00, f15=0.16, m15=0.17, f16=0.00, m16=0.00, Av=0.04, f1μ=0.00, m1μ=0.00, f2μ=0.08, m2μ=0.21, f3μ=0.00, m3μ=0.00, f4μ=0.00, m4μ=0.00, f5μ=0.00, m5μ=0.00, f6μ=0.00, m6μ=0.00, f7μ=0.03, m7μ=0.03, f8μ=0.00, m8μ=0.00, f9μ=0.03, m9μ=0.00, f10μ=0.00, m10μ=0.00, f11μ=0.20, m11μ=0.16, f12μ=0.00, m12μ=0.00, f13μ=0.02, m13μ=0.00, f14μ=0.00, m14μ=0.00, f15μ=0.05, m15μ=0.07, f16μ=0.00, m16μ=0.00, Avμ=0.03, NELBO(x,s)_t=97.44, NLL_t=92.67, KLD_t=4.08, NELBO(x,s)_r2_u=97.24, NLL_r2_u=92.47, KLD_r2_u=4.07, NELBO(x,s)_r1_u=96.71, NLL_r1_u=91.84, KLD_r1_u=4.17, TCKLD=5.45, MI=3.01, TC=0.26, DW=0.38, KLD_unmod=3.65, NELBO(x,s)=99.92, NLL=93.77, KLD=5.45, BCE_test=(μ±TW:, 92.67, 323.73, 1161.88, μTW:, 92.67, 323.73, 1161.88, μ¬W:, 92.69, 324.39, 1159.94), MSE_test=(μ±TW:, 0.1570, 0.1833, 0.3510, μTW:, 0.1570, 0.1833, 0.3510, μ¬W:, 0.1575, 0.1838, 0.3508) KLD_test_gauss: 0.59 0.34 0.78 0.47 0.31 0.57 0.70 0.29 -ID vae-7009, epoch #27790, iter. #1611819, L=BCE(x)+(βKLD+(γ-1)TC)(.)+ηCE(y)-log_p_sex+Trim(.); loss=102.98, TC=0.31, TC_max=0.48, TC_splt=0.00, CE=0.18, CF_MSE=0.00, CF_MSE_loc=0.00, Acc=0.09, U1=90.89, U2=99.24, MMD=3.68, L=0.00, U=0.00, J_α=0.18, Trim=0.00; α=0.50, β=1.00, γ=8.00, δ=0.00, ε=0.10, η=5.00, λ=0.00, μ=0.20, ρ=5.00, τ=1000.00, ω=4.00; CF_MSE_t=0.00, CF_MSE_t_loc=0.00, minWAcc_t=0.00, wAcc_t=0.09, Acc_t=0.10, wAcc_r1=0.09, wAcc_μ_r2=0.10, minWAcc_μ_t=0.00, wAcc_μ_t=0.09, f1=0.00, m1=0.00, f2=0.11, m2=0.13, f3=0.00, m3=0.00, f4=0.07, m4=0.00, f5=0.46, m5=0.26, f6=0.39, m6=0.10, f7=0.05, m7=0.00, f8=0.47, m8=0.30, f9=0.00, m9=0.00, f10=0.04, m10=0.00, f11=0.01, m11=0.01, f12=0.32, m12=0.08, f13=0.02, m13=0.00, f14=0.00, m14=0.00, f15=0.00, m15=0.00, f16=0.00, m16=0.00, Av=0.09, f1μ=0.00, m1μ=0.00, f2μ=0.05, m2μ=0.15, f3μ=0.00, m3μ=0.00, f4μ=0.07, m4μ=0.00, f5μ=0.40, m5μ=0.26, f6μ=0.41, m6μ=0.07, f7μ=0.04, m7μ=0.00, f8μ=0.59, m8μ=0.27, f9μ=0.00, m9μ=0.00, f10μ=0.00, m10μ=0.00, f11μ=0.00, m11μ=0.01, f12μ=0.32, m12μ=0.15, f13μ=0.02, m13μ=0.00, f14μ=0.00, m14μ=0.00, f15μ=0.00, m15μ=0.00, f16μ=0.00, m16μ=0.00, Avμ=0.09, NELBO(x,s)_t=96.60, NLL_t=86.30, KLD_t=9.61, NELBO(x,s)_r2_u=95.80, NLL_r2_u=85.50, KLD_r2_u=9.60, NELBO(x,s)_r1_u=95.57, NLL_r1_u=85.24, KLD_r1_u=9.64, KLD_unmod=9.57, NELBO(x,s)=95.57, NLL=85.31, KLD=9.57, BCE_test=(μ±TW:, 86.30, 323.12, 1069.09, μTW:, 86.30, 323.12, 1069.09, μ¬W:, 86.15, 321.33, 1068.93), MSE_test=(μ±TW:, 0.1410, 0.1662, 0.3200, μTW:, 0.1410, 0.1662, 0.3200, μ¬W:, 0.1410, 0.1660, 0.3203) KLD_test_gauss: 1.35 0.95 1.60 1.20 0.89 1.34 1.51 0.74 -ID vae-7009, epoch #27790, iter. #1611819, L=BCE(x)+(βKLD+(γ-1)TC)(.)+ηCE(y)-log_p_sex+Trim(.); loss=102.98, TC=0.31, TC_max=0.48, TC_splt=0.00, CE=0.18, CF_MSE=0.00, CF_MSE_loc=0.00, Acc=0.09, U1=90.89, U2=99.24, MMD=3.68, L=0.00, U=0.00, J_α=0.18, Trim=0.00; α=0.50, β=1.00, γ=8.00, δ=0.00, ε=0.10, η=5.00, λ=0.00, μ=0.20, ρ=5.00, τ=1000.00, ω=4.00; CF_MSE_t=0.00, CF_MSE_t_loc=0.00, minWAcc_t=0.00, wAcc_t=0.04, Acc_t=0.06, wAcc_r1=0.05, wAcc_μ_r2=0.04, minWAcc_μ_t=0.00, wAcc_μ_t=0.03, f1=0.00, m1=0.00, f2=0.21, m2=0.26, f3=0.00, m3=0.00, f4=0.00, m4=0.00, f5=0.00, m5=0.00, f6=0.00, m6=0.00, f7=0.08, m7=0.03, f8=0.00, m8=0.00, f9=0.08, m9=0.00, f10=0.00, m10=0.00, f11=0.20, m11=0.10, f12=0.00, m12=0.00, f13=0.03, m13=0.00, f14=0.00, m14=0.00, f15=0.13, m15=0.27, f16=0.00, m16=0.00, Av=0.04, f1μ=0.00, m1μ=0.00, f2μ=0.08, m2μ=0.21, f3μ=0.00, m3μ=0.00, f4μ=0.00, m4μ=0.00, f5μ=0.00, m5μ=0.00, f6μ=0.00, m6μ=0.00, f7μ=0.03, m7μ=0.03, f8μ=0.00, m8μ=0.00, f9μ=0.03, m9μ=0.00, f10μ=0.00, m10μ=0.00, f11μ=0.20, m11μ=0.16, f12μ=0.00, m12μ=0.00, f13μ=0.02, m13μ=0.00, f14μ=0.00, m14μ=0.00, f15μ=0.05, m15μ=0.07, f16μ=0.00, m16μ=0.00, Avμ=0.03, NELBO(x,s)_t=97.47, NLL_t=92.75, KLD_t=4.03, NELBO(x,s)_r2_u=96.96, NLL_r2_u=92.24, KLD_r2_u=4.03, NELBO(x,s)_r1_u=96.72, NLL_r1_u=91.93, KLD_r1_u=4.10, TCKLD=6.24, MI=3.31, TC=0.31, DW=0.42, KLD_unmod=4.04, NELBO(x,s)=99.11, NLL=92.18, KLD=6.24, BCE_test=(μ±TW:, 92.75, 325.31, 1162.96, μTW:, 92.75, 325.31, 1162.96, μ¬W:, 92.62, 323.72, 1162.40), MSE_test=(μ±TW:, 0.1572, 0.1840, 0.3514, μTW:, 0.1572, 0.1840, 0.3514, μ¬W:, 0.1573, 0.1838, 0.3516) KLD_test_gauss: 0.59 0.33 0.79 0.48 0.31 0.56 0.70 0.29 -ID vae-7009, epoch #27800, iter. #1612399, L=BCE(x)+(βKLD+(γ-1)TC)(.)+ηCE(y)-log_p_sex+Trim(.); loss=102.91, TC=0.32, TC_max=0.52, TC_splt=0.00, CE=0.18, CF_MSE=0.00, CF_MSE_loc=0.00, Acc=0.09, U1=90.81, U2=99.24, MMD=3.61, L=0.00, U=0.00, J_α=0.18, Trim=0.00; α=0.50, β=1.00, γ=8.00, δ=0.00, ε=0.10, η=5.00, λ=0.00, μ=0.20, ρ=5.00, τ=1000.00, ω=4.00; CF_MSE_t=0.00, CF_MSE_t_loc=0.00, minWAcc_t=0.00, wAcc_t=0.09, Acc_t=0.10, wAcc_r1=0.09, wAcc_μ_r2=0.09, minWAcc_μ_t=0.00, wAcc_μ_t=0.09, f1=0.00, m1=0.00, f2=0.05, m2=0.15, f3=0.00, m3=0.00, f4=0.07, m4=0.00, f5=0.36, m5=0.38, f6=0.30, m6=0.13, f7=0.03, m7=0.00, f8=0.54, m8=0.43, f9=0.00, m9=0.00, f10=0.00, m10=0.00, f11=0.01, m11=0.01, f12=0.32, m12=0.23, f13=0.00, m13=0.00, f14=0.00, m14=0.00, f15=0.00, m15=0.00, f16=0.00, m16=0.00, Av=0.09, f1μ=0.00, m1μ=0.00, f2μ=0.05, m2μ=0.15, f3μ=0.00, m3μ=0.00, f4μ=0.07, m4μ=0.00, f5μ=0.40, m5μ=0.26, f6μ=0.41, m6μ=0.07, f7μ=0.04, m7μ=0.00, f8μ=0.60, m8μ=0.27, f9μ=0.00, m9μ=0.00, f10μ=0.00, m10μ=0.00, f11μ=0.00, m11μ=0.01, f12μ=0.32, m12μ=0.15, f13μ=0.02, m13μ=0.00, f14μ=0.00, m14μ=0.00, f15μ=0.00, m15μ=0.00, f16μ=0.00, m16μ=0.00, Avμ=0.09, NELBO(x,s)_t=96.58, NLL_t=86.26, KLD_t=9.63, NELBO(x,s)_r2_u=95.61, NLL_r2_u=85.21, KLD_r2_u=9.71, NELBO(x,s)_r1_u=95.47, NLL_r1_u=85.13, KLD_r1_u=9.65, KLD_unmod=9.34, NELBO(x,s)=95.93, NLL=85.90, KLD=9.34, BCE_test=(μ±TW:, 86.26, 323.94, 1070.00, μTW:, 86.26, 323.94, 1070.00, μ¬W:, 86.16, 323.03, 1069.29), MSE_test=(μ±TW:, 0.1409, 0.1662, 0.3203, μTW:, 0.1409, 0.1662, 0.3203, μ¬W:, 0.1410, 0.1662, 0.3204) KLD_test_gauss: 1.36 0.96 1.60 1.20 0.88 1.34 1.50 0.73 -ID vae-7009, epoch #27800, iter. #1612399, L=BCE(x)+(βKLD+(γ-1)TC)(.)+ηCE(y)-log_p_sex+Trim(.); loss=102.91, TC=0.32, TC_max=0.52, TC_splt=0.00, CE=0.18, CF_MSE=0.00, CF_MSE_loc=0.00, Acc=0.09, U1=90.81, U2=99.24, MMD=3.61, L=0.00, U=0.00, J_α=0.18, Trim=0.00; α=0.50, β=1.00, γ=8.00, δ=0.00, ε=0.10, η=5.00, λ=0.00, μ=0.20, ρ=5.00, τ=1000.00, ω=4.00; CF_MSE_t=0.00, CF_MSE_t_loc=0.00, minWAcc_t=0.00, wAcc_t=0.04, Acc_t=0.06, wAcc_r1=0.04, wAcc_μ_r2=0.03, minWAcc_μ_t=0.00, wAcc_μ_t=0.03, f1=0.00, m1=0.00, f2=0.18, m2=0.21, f3=0.00, m3=0.00, f4=0.00, m4=0.00, f5=0.00, m5=0.00, f6=0.00, m6=0.00, f7=0.08, m7=0.00, f8=0.00, m8=0.00, f9=0.03, m9=0.00, f10=0.00, m10=0.00, f11=0.22, m11=0.14, f12=0.05, m12=0.00, f13=0.03, m13=0.00, f14=0.00, m14=0.00, f15=0.03, m15=0.23, f16=0.00, m16=0.00, Av=0.04, f1μ=0.00, m1μ=0.00, f2μ=0.08, m2μ=0.21, f3μ=0.00, m3μ=0.00, f4μ=0.00, m4μ=0.00, f5μ=0.00, m5μ=0.00, f6μ=0.00, m6μ=0.00, f7μ=0.03, m7μ=0.03, f8μ=0.00, m8μ=0.00, f9μ=0.03, m9μ=0.00, f10μ=0.00, m10μ=0.00, f11μ=0.20, m11μ=0.16, f12μ=0.00, m12μ=0.00, f13μ=0.02, m13μ=0.00, f14μ=0.00, m14μ=0.00, f15μ=0.05, m15μ=0.07, f16μ=0.00, m16μ=0.00, Avμ=0.03, NELBO(x,s)_t=97.57, NLL_t=92.88, KLD_t=4.00, NELBO(x,s)_r2_u=96.93, NLL_r2_u=92.19, KLD_r2_u=4.05, NELBO(x,s)_r1_u=96.92, NLL_r1_u=92.19, KLD_r1_u=4.03, TCKLD=7.17, MI=3.24, TC=0.43, DW=0.51, KLD_unmod=4.18, NELBO(x,s)=100.45, NLL=92.58, KLD=7.17, BCE_test=(μ±TW:, 92.88, 326.49, 1160.99, μTW:, 92.88, 326.49, 1160.99, μ¬W:, 92.75, 325.37, 1162.32), MSE_test=(μ±TW:, 0.1575, 0.1843, 0.3507, μTW:, 0.1575, 0.1843, 0.3507, μ¬W:, 0.1576, 0.1843, 0.3516) KLD_test_gauss: 0.59 0.33 0.79 0.47 0.31 0.57 0.69 0.29 -ID vae-7009, epoch #27810, iter. #1612979, L=BCE(x)+(βKLD+(γ-1)TC)(.)+ηCE(y)-log_p_sex+Trim(.); loss=102.72, TC=0.32, TC_max=0.48, TC_splt=0.00, CE=0.18, CF_MSE=0.00, CF_MSE_loc=0.00, Acc=0.09, U1=90.73, U2=99.15, MMD=3.51, L=0.00, U=0.00, J_α=0.18, Trim=0.00; α=0.50, β=1.00, γ=8.00, δ=0.00, ε=0.10, η=5.00, λ=0.00, μ=0.20, ρ=5.00, τ=1000.00, ω=4.00; CF_MSE_t=0.00, CF_MSE_t_loc=0.00, minWAcc_t=0.00, wAcc_t=0.09, Acc_t=0.10, wAcc_r1=0.07, wAcc_μ_r2=0.09, minWAcc_μ_t=0.00, wAcc_μ_t=0.09, f1=0.00, m1=0.00, f2=0.08, m2=0.21, f3=0.00, m3=0.00, f4=0.07, m4=0.00, f5=0.36, m5=0.24, f6=0.48, m6=0.03, f7=0.04, m7=0.00, f8=0.56, m8=0.30, f9=0.00, m9=0.00, f10=0.00, m10=0.00, f11=0.01, m11=0.00, f12=0.32, m12=0.23, f13=0.00, m13=0.00, f14=0.00, m14=0.00, f15=0.00, m15=0.00, f16=0.00, m16=0.00, Av=0.09, f1μ=0.00, m1μ=0.00, f2μ=0.05, m2μ=0.15, f3μ=0.00, m3μ=0.00, f4μ=0.07, m4μ=0.00, f5μ=0.36, m5μ=0.26, f6μ=0.41, m6μ=0.07, f7μ=0.04, m7μ=0.00, f8μ=0.60, m8μ=0.27, f9μ=0.00, m9μ=0.00, f10μ=0.00, m10μ=0.00, f11μ=0.00, m11μ=0.01, f12μ=0.32, m12μ=0.15, f13μ=0.02, m13μ=0.00, f14μ=0.00, m14μ=0.00, f15μ=0.00, m15μ=0.00, f16μ=0.00, m16μ=0.00, Avμ=0.09, NELBO(x,s)_t=96.54, NLL_t=86.33, KLD_t=9.52, NELBO(x,s)_r2_u=95.56, NLL_r2_u=85.20, KLD_r2_u=9.67, NELBO(x,s)_r1_u=95.84, NLL_r1_u=85.56, KLD_r1_u=9.58, KLD_unmod=9.63, NELBO(x,s)=95.17, NLL=84.85, KLD=9.63, BCE_test=(μ±TW:, 86.33, 323.82, 1069.87, μTW:, 86.33, 323.82, 1069.87, μ¬W:, 86.19, 322.73, 1069.06), MSE_test=(μ±TW:, 0.1411, 0.1664, 0.3202, μTW:, 0.1411, 0.1664, 0.3202, μ¬W:, 0.1411, 0.1664, 0.3203) KLD_test_gauss: 1.35 0.95 1.60 1.19 0.89 1.34 1.51 0.73 -ID vae-7009, epoch #27810, iter. #1612979, L=BCE(x)+(βKLD+(γ-1)TC)(.)+ηCE(y)-log_p_sex+Trim(.); loss=102.72, TC=0.32, TC_max=0.48, TC_splt=0.00, CE=0.18, CF_MSE=0.00, CF_MSE_loc=0.00, Acc=0.09, U1=90.73, U2=99.15, MMD=3.51, L=0.00, U=0.00, J_α=0.18, Trim=0.00; α=0.50, β=1.00, γ=8.00, δ=0.00, ε=0.10, η=5.00, λ=0.00, μ=0.20, ρ=5.00, τ=1000.00, ω=4.00; CF_MSE_t=0.00, CF_MSE_t_loc=0.00, minWAcc_t=0.00, wAcc_t=0.04, Acc_t=0.06, wAcc_r1=0.05, wAcc_μ_r2=0.04, minWAcc_μ_t=0.00, wAcc_μ_t=0.03, f1=0.00, m1=0.00, f2=0.21, m2=0.23, f3=0.00, m3=0.00, f4=0.07, m4=0.00, f5=0.02, m5=0.00, f6=0.00, m6=0.00, f7=0.07, m7=0.05, f8=0.00, m8=0.00, f9=0.11, m9=0.00, f10=0.00, m10=0.00, f11=0.17, m11=0.10, f12=0.00, m12=0.00, f13=0.05, m13=0.04, f14=0.00, m14=0.00, f15=0.03, m15=0.23, f16=0.00, m16=0.00, Av=0.04, f1μ=0.00, m1μ=0.00, f2μ=0.08, m2μ=0.21, f3μ=0.00, m3μ=0.00, f4μ=0.00, m4μ=0.00, f5μ=0.00, m5μ=0.00, f6μ=0.00, m6μ=0.00, f7μ=0.03, m7μ=0.03, f8μ=0.00, m8μ=0.00, f9μ=0.03, m9μ=0.00, f10μ=0.00, m10μ=0.00, f11μ=0.20, m11μ=0.16, f12μ=0.00, m12μ=0.00, f13μ=0.02, m13μ=0.00, f14μ=0.00, m14μ=0.00, f15μ=0.05, m15μ=0.07, f16μ=0.00, m16μ=0.00, Avμ=0.03, NELBO(x,s)_t=97.57, NLL_t=92.88, KLD_t=3.99, NELBO(x,s)_r2_u=96.97, NLL_r2_u=92.23, KLD_r2_u=4.05, NELBO(x,s)_r1_u=96.91, NLL_r1_u=92.15, KLD_r1_u=4.07, TCKLD=7.21, MI=3.46, TC=0.40, DW=0.57, KLD_unmod=4.43, NELBO(x,s)=99.36, NLL=91.45, KLD=7.21, BCE_test=(μ±TW:, 92.88, 329.89, 1163.57, μTW:, 92.88, 329.89, 1163.57, μ¬W:, 92.72, 328.87, 1161.48), MSE_test=(μ±TW:, 0.1576, 0.1845, 0.3516, μTW:, 0.1576, 0.1845, 0.3516, μ¬W:, 0.1575, 0.1844, 0.3513) KLD_test_gauss: 0.58 0.33 0.79 0.47 0.31 0.57 0.68 0.29 -ID vae-7009, epoch #27820, iter. #1613559, L=BCE(x)+(βKLD+(γ-1)TC)(.)+ηCE(y)-log_p_sex+Trim(.); loss=102.69, TC=0.32, TC_max=0.50, TC_splt=0.00, CE=0.18, CF_MSE=0.00, CF_MSE_loc=0.00, Acc=0.09, U1=90.74, U2=99.20, MMD=3.46, L=0.00, U=0.00, J_α=0.18, Trim=0.00; α=0.50, β=1.00, γ=8.00, δ=0.00, ε=0.10, η=5.00, λ=0.00, μ=0.20, ρ=5.00, τ=1000.00, ω=4.00; CF_MSE_t=0.00, CF_MSE_t_loc=0.00, minWAcc_t=0.00, wAcc_t=0.09, Acc_t=0.10, wAcc_r1=0.09, wAcc_μ_r2=0.08, minWAcc_μ_t=0.00, wAcc_μ_t=0.09, f1=0.00, m1=0.00, f2=0.08, m2=0.13, f3=0.00, m3=0.00, f4=0.07, m4=0.00, f5=0.40, m5=0.32, f6=0.35, m6=0.13, f7=0.02, m7=0.00, f8=0.55, m8=0.30, f9=0.00, m9=0.00, f10=0.04, m10=0.00, f11=0.01, m11=0.01, f12=0.27, m12=0.15, f13=0.00, m13=0.00, f14=0.00, m14=0.00, f15=0.00, m15=0.00, f16=0.00, m16=0.00, Av=0.09, f1μ=0.00, m1μ=0.00, f2μ=0.05, m2μ=0.15, f3μ=0.00, m3μ=0.00, f4μ=0.07, m4μ=0.00, f5μ=0.36, m5μ=0.26, f6μ=0.41, m6μ=0.07, f7μ=0.04, m7μ=0.00, f8μ=0.60, m8μ=0.27, f9μ=0.00, m9μ=0.00, f10μ=0.00, m10μ=0.00, f11μ=0.00, m11μ=0.01, f12μ=0.32, m12μ=0.15, f13μ=0.02, m13μ=0.00, f14μ=0.00, m14μ=0.00, f15μ=0.00, m15μ=0.00, f16μ=0.00, m16μ=0.00, Avμ=0.09, NELBO(x,s)_t=96.65, NLL_t=86.28, KLD_t=9.67, NELBO(x,s)_r2_u=95.68, NLL_r2_u=85.32, KLD_r2_u=9.67, NELBO(x,s)_r1_u=95.79, NLL_r1_u=85.48, KLD_r1_u=9.62, KLD_unmod=9.84, NELBO(x,s)=95.63, NLL=85.10, KLD=9.84, BCE_test=(μ±TW:, 86.28, 324.52, 1069.60, μTW:, 86.28, 324.52, 1069.60, μ¬W:, 86.14, 322.95, 1069.83), MSE_test=(μ±TW:, 0.1410, 0.1661, 0.3201, μTW:, 0.1410, 0.1661, 0.3201, μ¬W:, 0.1410, 0.1661, 0.3206) KLD_test_gauss: 1.36 0.96 1.61 1.20 0.89 1.35 1.50 0.74 -ID vae-7009, epoch #27820, iter. #1613559, L=BCE(x)+(βKLD+(γ-1)TC)(.)+ηCE(y)-log_p_sex+Trim(.); loss=102.69, TC=0.32, TC_max=0.50, TC_splt=0.00, CE=0.18, CF_MSE=0.00, CF_MSE_loc=0.00, Acc=0.09, U1=90.74, U2=99.20, MMD=3.46, L=0.00, U=0.00, J_α=0.18, Trim=0.00; α=0.50, β=1.00, γ=8.00, δ=0.00, ε=0.10, η=5.00, λ=0.00, μ=0.20, ρ=5.00, τ=1000.00, ω=4.00; CF_MSE_t=0.00, CF_MSE_t_loc=0.00, minWAcc_t=0.00, wAcc_t=0.05, Acc_t=0.07, wAcc_r1=0.05, wAcc_μ_r2=0.03, minWAcc_μ_t=0.00, wAcc_μ_t=0.03, f1=0.00, m1=0.00, f2=0.26, m2=0.21, f3=0.00, m3=0.00, f4=0.00, m4=0.00, f5=0.00, m5=0.00, f6=0.00, m6=0.00, f7=0.07, m7=0.05, f8=0.00, m8=0.00, f9=0.11, m9=0.07, f10=0.00, m10=0.00, f11=0.18, m11=0.21, f12=0.00, m12=0.00, f13=0.03, m13=0.08, f14=0.00, m14=0.02, f15=0.11, m15=0.13, f16=0.00, m16=0.00, Av=0.05, f1μ=0.00, m1μ=0.00, f2μ=0.08, m2μ=0.21, f3μ=0.00, m3μ=0.00, f4μ=0.00, m4μ=0.00, f5μ=0.00, m5μ=0.00, f6μ=0.00, m6μ=0.00, f7μ=0.03, m7μ=0.03, f8μ=0.00, m8μ=0.00, f9μ=0.03, m9μ=0.00, f10μ=0.00, m10μ=0.00, f11μ=0.20, m11μ=0.16, f12μ=0.00, m12μ=0.00, f13μ=0.02, m13μ=0.00, f14μ=0.00, m14μ=0.00, f15μ=0.05, m15μ=0.07, f16μ=0.00, m16μ=0.00, Avμ=0.03, NELBO(x,s)_t=97.44, NLL_t=92.65, KLD_t=4.09, NELBO(x,s)_r2_u=96.99, NLL_r2_u=92.21, KLD_r2_u=4.09, NELBO(x,s)_r1_u=96.97, NLL_r1_u=92.18, KLD_r1_u=4.09, TCKLD=7.26, MI=3.24, TC=0.45, DW=0.45, KLD_unmod=4.13, NELBO(x,s)=99.78, NLL=91.82, KLD=7.26, BCE_test=(μ±TW:, 92.65, 326.43, 1156.04, μTW:, 92.65, 326.43, 1156.04, μ¬W:, 92.54, 326.50, 1156.12), MSE_test=(μ±TW:, 0.1570, 0.1839, 0.3491, μTW:, 0.1570, 0.1839, 0.3491, μ¬W:, 0.1571, 0.1839, 0.3495) KLD_test_gauss: 0.59 0.34 0.79 0.48 0.31 0.57 0.69 0.29 -ID vae-7009, epoch #27830, iter. #1614139, L=BCE(x)+(βKLD+(γ-1)TC)(.)+ηCE(y)-log_p_sex+Trim(.); loss=102.78, TC=0.32, TC_max=0.48, TC_splt=0.00, CE=0.17, CF_MSE=0.00, CF_MSE_loc=0.00, Acc=0.09, U1=90.61, U2=99.13, MMD=3.63, L=0.00, U=0.00, J_α=0.17, Trim=0.00; α=0.50, β=1.00, γ=8.00, δ=0.00, ε=0.10, η=5.00, λ=0.00, μ=0.20, ρ=5.00, τ=1000.00, ω=4.00; CF_MSE_t=0.00, CF_MSE_t_loc=0.00, minWAcc_t=0.00, wAcc_t=0.10, Acc_t=0.11, wAcc_r1=0.09, wAcc_μ_r2=0.09, minWAcc_μ_t=0.00, wAcc_μ_t=0.09, f1=0.00, m1=0.00, f2=0.11, m2=0.13, f3=0.00, m3=0.00, f4=0.07, m4=0.00, f5=0.36, m5=0.26, f6=0.37, m6=0.07, f7=0.05, m7=0.00, f8=0.60, m8=0.43, f9=0.00, m9=0.00, f10=0.02, m10=0.00, f11=0.01, m11=0.00, f12=0.36, m12=0.23, f13=0.00, m13=0.00, f14=0.00, m14=0.00, f15=0.00, m15=0.00, f16=0.00, m16=0.00, Av=0.10, f1μ=0.00, m1μ=0.00, f2μ=0.05, m2μ=0.15, f3μ=0.00, m3μ=0.00, f4μ=0.07, m4μ=0.00, f5μ=0.40, m5μ=0.26, f6μ=0.41, m6μ=0.07, f7μ=0.04, m7μ=0.00, f8μ=0.60, m8μ=0.27, f9μ=0.00, m9μ=0.00, f10μ=0.00, m10μ=0.00, f11μ=0.00, m11μ=0.01, f12μ=0.32, m12μ=0.15, f13μ=0.02, m13μ=0.00, f14μ=0.00, m14μ=0.00, f15μ=0.00, m15μ=0.00, f16μ=0.00, m16μ=0.00, Avμ=0.09, NELBO(x,s)_t=96.56, NLL_t=86.37, KLD_t=9.50, NELBO(x,s)_r2_u=95.69, NLL_r2_u=85.46, KLD_r2_u=9.54, NELBO(x,s)_r1_u=95.85, NLL_r1_u=85.58, KLD_r1_u=9.58, KLD_unmod=9.40, NELBO(x,s)=94.42, NLL=84.33, KLD=9.40, BCE_test=(μ±TW:, 86.37, 325.63, 1071.40, μTW:, 86.37, 325.63, 1071.40, μ¬W:, 86.21, 324.44, 1069.47), MSE_test=(μ±TW:, 0.1412, 0.1668, 0.3207, μTW:, 0.1412, 0.1668, 0.3207, μ¬W:, 0.1412, 0.1666, 0.3205) KLD_test_gauss: 1.36 0.95 1.60 1.18 0.87 1.34 1.51 0.73 -ID vae-7009, epoch #27830, iter. #1614139, L=BCE(x)+(βKLD+(γ-1)TC)(.)+ηCE(y)-log_p_sex+Trim(.); loss=102.78, TC=0.32, TC_max=0.48, TC_splt=0.00, CE=0.17, CF_MSE=0.00, CF_MSE_loc=0.00, Acc=0.09, U1=90.61, U2=99.13, MMD=3.63, L=0.00, U=0.00, J_α=0.17, Trim=0.00; α=0.50, β=1.00, γ=8.00, δ=0.00, ε=0.10, η=5.00, λ=0.00, μ=0.20, ρ=5.00, τ=1000.00, ω=4.00; CF_MSE_t=0.00, CF_MSE_t_loc=0.00, minWAcc_t=0.00, wAcc_t=0.04, Acc_t=0.06, wAcc_r1=0.05, wAcc_μ_r2=0.03, minWAcc_μ_t=0.00, wAcc_μ_t=0.03, f1=0.00, m1=0.00, f2=0.16, m2=0.26, f3=0.00, m3=0.00, f4=0.00, m4=0.00, f5=0.02, m5=0.00, f6=0.02, m6=0.00, f7=0.10, m7=0.05, f8=0.00, m8=0.00, f9=0.06, m9=0.07, f10=0.00, m10=0.00, f11=0.14, m11=0.13, f12=0.00, m12=0.00, f13=0.06, m13=0.00, f14=0.00, m14=0.00, f15=0.16, m15=0.17, f16=0.00, m16=0.00, Av=0.04, f1μ=0.00, m1μ=0.00, f2μ=0.08, m2μ=0.21, f3μ=0.00, m3μ=0.00, f4μ=0.00, m4μ=0.00, f5μ=0.00, m5μ=0.00, f6μ=0.00, m6μ=0.00, f7μ=0.03, m7μ=0.03, f8μ=0.00, m8μ=0.00, f9μ=0.03, m9μ=0.00, f10μ=0.00, m10μ=0.00, f11μ=0.20, m11μ=0.16, f12μ=0.00, m12μ=0.00, f13μ=0.02, m13μ=0.00, f14μ=0.00, m14μ=0.00, f15μ=0.05, m15μ=0.07, f16μ=0.00, m16μ=0.00, Avμ=0.03, NELBO(x,s)_t=97.57, NLL_t=92.88, KLD_t=4.00, NELBO(x,s)_r2_u=97.39, NLL_r2_u=92.70, KLD_r2_u=4.00, NELBO(x,s)_r1_u=97.27, NLL_r1_u=92.50, KLD_r1_u=4.07, TCKLD=6.38, MI=3.15, TC=0.35, DW=0.44, KLD_unmod=3.94, NELBO(x,s)=98.56, NLL=91.48, KLD=6.38, BCE_test=(μ±TW:, 92.88, 328.56, 1158.70, μTW:, 92.88, 328.56, 1158.70, μ¬W:, 92.80, 328.24, 1160.11), MSE_test=(μ±TW:, 0.1575, 0.1844, 0.3500, μTW:, 0.1575, 0.1844, 0.3500, μ¬W:, 0.1577, 0.1846, 0.3508) KLD_test_gauss: 0.59 0.33 0.78 0.47 0.31 0.57 0.70 0.29 -ID vae-7009, epoch #27840, iter. #1614719, L=BCE(x)+(βKLD+(γ-1)TC)(.)+ηCE(y)-log_p_sex+Trim(.); loss=102.82, TC=0.34, TC_max=0.51, TC_splt=0.00, CE=0.18, CF_MSE=0.00, CF_MSE_loc=0.00, Acc=0.10, U1=90.66, U2=99.23, MMD=3.55, L=0.00, U=0.00, J_α=0.18, Trim=0.00; α=0.50, β=1.00, γ=8.00, δ=0.00, ε=0.10, η=5.00, λ=0.00, μ=0.20, ρ=5.00, τ=1000.00, ω=4.00; CF_MSE_t=0.00, CF_MSE_t_loc=0.00, minWAcc_t=0.00, wAcc_t=0.10, Acc_t=0.11, wAcc_r1=0.08, wAcc_μ_r2=0.10, minWAcc_μ_t=0.00, wAcc_μ_t=0.09, f1=0.00, m1=0.00, f2=0.11, m2=0.15, f3=0.00, m3=0.00, f4=0.15, m4=0.00, f5=0.32, m5=0.35, f6=0.43, m6=0.07, f7=0.03, m7=0.00, f8=0.56, m8=0.37, f9=0.00, m9=0.00, f10=0.00, m10=0.00, f11=0.00, m11=0.00, f12=0.41, m12=0.15, f13=0.02, m13=0.00, f14=0.00, m14=0.00, f15=0.00, m15=0.00, f16=0.00, m16=0.00, Av=0.10, f1μ=0.00, m1μ=0.00, f2μ=0.05, m2μ=0.15, f3μ=0.00, m3μ=0.00, f4μ=0.07, m4μ=0.00, f5μ=0.40, m5μ=0.26, f6μ=0.41, m6μ=0.07, f7μ=0.04, m7μ=0.00, f8μ=0.60, m8μ=0.27, f9μ=0.00, m9μ=0.00, f10μ=0.00, m10μ=0.00, f11μ=0.00, m11μ=0.01, f12μ=0.32, m12μ=0.15, f13μ=0.02, m13μ=0.00, f14μ=0.00, m14μ=0.00, f15μ=0.00, m15μ=0.00, f16μ=0.00, m16μ=0.00, Avμ=0.09, NELBO(x,s)_t=96.62, NLL_t=86.25, KLD_t=9.68, NELBO(x,s)_r2_u=95.45, NLL_r2_u=85.18, KLD_r2_u=9.58, NELBO(x,s)_r1_u=95.61, NLL_r1_u=85.30, KLD_r1_u=9.62, KLD_unmod=10.11, NELBO(x,s)=94.80, NLL=84.00, KLD=10.11, BCE_test=(μ±TW:, 86.25, 323.24, 1070.40, μTW:, 86.25, 323.24, 1070.40, μ¬W:, 86.12, 320.81, 1069.81), MSE_test=(μ±TW:, 0.1409, 0.1661, 0.3204, μTW:, 0.1409, 0.1661, 0.3204, μ¬W:, 0.1410, 0.1659, 0.3206) KLD_test_gauss: 1.35 0.97 1.60 1.19 0.89 1.35 1.52 0.73 -ID vae-7009, epoch #27840, iter. #1614719, L=BCE(x)+(βKLD+(γ-1)TC)(.)+ηCE(y)-log_p_sex+Trim(.); loss=102.82, TC=0.34, TC_max=0.51, TC_splt=0.00, CE=0.18, CF_MSE=0.00, CF_MSE_loc=0.00, Acc=0.10, U1=90.66, U2=99.23, MMD=3.55, L=0.00, U=0.00, J_α=0.18, Trim=0.00; α=0.50, β=1.00, γ=8.00, δ=0.00, ε=0.10, η=5.00, λ=0.00, μ=0.20, ρ=5.00, τ=1000.00, ω=4.00; CF_MSE_t=0.00, CF_MSE_t_loc=0.00, minWAcc_t=0.00, wAcc_t=0.05, Acc_t=0.07, wAcc_r1=0.03, wAcc_μ_r2=0.03, minWAcc_μ_t=0.00, wAcc_μ_t=0.03, f1=0.00, m1=0.00, f2=0.11, m2=0.28, f3=0.00, m3=0.00, f4=0.00, m4=0.00, f5=0.00, m5=0.00, f6=0.00, m6=0.00, f7=0.09, m7=0.03, f8=0.00, m8=0.00, f9=0.11, m9=0.00, f10=0.00, m10=0.00, f11=0.19, m11=0.17, f12=0.00, m12=0.08, f13=0.05, m13=0.04, f14=0.01, m14=0.00, f15=0.16, m15=0.17, f16=0.00, m16=0.00, Av=0.05, f1μ=0.00, m1μ=0.00, f2μ=0.08, m2μ=0.21, f3μ=0.00, m3μ=0.00, f4μ=0.00, m4μ=0.00, f5μ=0.00, m5μ=0.00, f6μ=0.00, m6μ=0.00, f7μ=0.03, m7μ=0.03, f8μ=0.00, m8μ=0.00, f9μ=0.03, m9μ=0.00, f10μ=0.00, m10μ=0.00, f11μ=0.20, m11μ=0.16, f12μ=0.00, m12μ=0.00, f13μ=0.02, m13μ=0.00, f14μ=0.00, m14μ=0.00, f15μ=0.05, m15μ=0.07, f16μ=0.00, m16μ=0.00, Avμ=0.03, NELBO(x,s)_t=97.63, NLL_t=92.90, KLD_t=4.03, NELBO(x,s)_r2_u=97.16, NLL_r2_u=92.44, KLD_r2_u=4.03, NELBO(x,s)_r1_u=97.32, NLL_r1_u=92.58, KLD_r1_u=4.04, TCKLD=6.13, MI=3.20, TC=0.30, DW=0.56, KLD_unmod=4.06, NELBO(x,s)=98.54, NLL=91.71, KLD=6.13, BCE_test=(μ±TW:, 92.90, 329.35, 1163.58, μTW:, 92.90, 329.35, 1163.58, μ¬W:, 92.76, 328.14, 1160.95), MSE_test=(μ±TW:, 0.1577, 0.1843, 0.3516, μTW:, 0.1577, 0.1843, 0.3516, μ¬W:, 0.1576, 0.1843, 0.3511) KLD_test_gauss: 0.59 0.33 0.78 0.48 0.31 0.58 0.70 0.29 -Interface: ZeroSymmetricBimodalNormal (μ=[0.000, 0.000, 0.000, 0.000, 0.000, 0.000, 0.000, 0.000], σ=[1.000, 1.000, 1.000, 1.000, 1.000, 1.000, 1.000, 1.000]) -Inner VAE: ZeroSymmetricBimodalNormal (μ=[0.000, 0.000, 0.000, 0.000, 0.000, 0.000, 0.000, 0.000], σ=[1.000, 1.000, 1.000, 1.000, 1.000, 1.000, 1.000, 1.000]) -Normal (μ=0.000, σ=1.000) -MSE_all_{±TW} = (0.1343, 0.1569, 0.3157) -MSE_all_{TW } = (0.1343, 0.1569, 0.3157) -MSE_all_{¬W } = (0.1347, 0.1573, 0.3162) -MSE_learn_{±TW} = (0.1334, 0.1556, 0.3150) -MSE_learn_{TW } = (0.1334, 0.1556, 0.3150) -MSE_learn_{¬W } = (0.1339, 0.1563, 0.3156) -MSE_test_{±TW} = (0.1365, 0.1600, 0.3175) -MSE_test_{TW } = (0.1365, 0.1600, 0.3175) -MSE_test_{¬W } = (0.1365, 0.1598, 0.3174) -MSE_ctrl1_{±TW} = (0.1332, 0.1554, 0.3152) -MSE_ctrl1_{TW } = (0.1332, 0.1554, 0.3152) -MSE_ctrl1_{¬W } = (0.1335, 0.1559, 0.3155) -MSE_ctrl2_{±TW} = (0.1335, 0.1558, 0.3153) -MSE_ctrl2_{TW } = (0.1335, 0.1558, 0.3153) -MSE_ctrl2_{¬W } = (0.1341, 0.1565, 0.3155) -NLL_all_{±TW} = (83.7846, 292.5754, 1037.7564) -NLL_all_{TW } = (83.7846, 292.5754, 1037.7564) -NLL_all_{¬W } = (83.8593, 292.6632, 1038.4874) -NLL_learn_{±TW} = (83.4896, 289.2300, 1036.1078) -NLL_learn_{TW } = (83.4896, 289.2300, 1036.1078) -NLL_learn_{¬W } = (83.6473, 290.1756, 1037.5890) -NLL_test_{±TW} = (84.4978, 300.6243, 1041.8091) -NLL_test_{TW } = (84.4978, 300.6243, 1041.8091) -NLL_test_{¬W } = (84.3607, 298.5491, 1040.6135) -NLL_ctrl1_{±TW} = (83.6082, 289.4022, 1037.8272) -NLL_ctrl1_{TW } = (83.6082, 289.4022, 1037.8272) -NLL_ctrl1_{¬W } = (83.6955, 290.4818, 1038.6624) -NLL_ctrl2_{±TW} = (83.5409, 288.3697, 1036.6838) -NLL_ctrl2_{TW } = (83.5409, 288.3697, 1036.6838) -NLL_ctrl2_{¬W } = (83.6209, 289.1717, 1036.4532) \ No newline at end of file