jats-db-solti__id-vae-700_i.txt

ID vae-700, epoch #8561, iter. #496480, 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=2.00, τ=1000.00, ω=4.00; CF_MSE_t=0.00, CF_MSE_t_loc=0.00, minWAcc_t=0.00, wAcc_t=0.07, Acc_t=0.05, wAcc_r1=0.06, wAcc_μ_r2=0.06, minWAcc_μ_t=0.00, wAcc_μ_t=0.05, f1=0.00, m1=0.00, f2=0.26, m2=0.54, f3=0.00, m3=0.00, f4=0.00, m4=0.43, f5=0.00, m5=0.00, f6=0.43, m6=0.27, f7=0.00, m7=0.00, f8=0.01, m8=0.07, f9=0.03, m9=0.00, f10=0.00, m10=0.00, f11=0.00, m11=0.01, f12=0.00, m12=0.00, f13=0.00, m13=0.08, f14=0.00, m14=0.00, f15=0.00, m15=0.00, f16=0.00, m16=0.00, Av=0.07, f1μ=0.00, m1μ=0.00, f2μ=0.16, m2μ=0.51, f3μ=0.00, m3μ=0.00, f4μ=0.04, m4μ=0.29, f5μ=0.00, m5μ=0.00, f6μ=0.30, m6μ=0.27, f7μ=0.00, m7μ=0.03, f8μ=0.02, m8μ=0.03, f9μ=0.00, m9μ=0.00, f10μ=0.00, m10μ=0.00, f11μ=0.00, m11μ=0.00, f12μ=0.00, m12μ=0.00, f13μ=0.02, m13μ=0.08, f14μ=0.00, m14μ=0.00, f15μ=0.00, m15μ=0.00, f16μ=0.00, m16μ=0.00, Avμ=0.05, NELBO(x,s)_t=96.65, NLL_t=86.21, KLD_t=9.75, NELBO(x,s)_r2_u=95.91, NLL_r2_u=85.46, KLD_r2_u=9.76, NELBO(x,s)_r1_u=95.68, NLL_r1_u=85.12, KLD_r1_u=9.86, KLD_unmod=10.12, NELBO(x,s)=95.62, NLL=84.81, KLD=10.12, BCE_test=(μ±TW:, 86.21, 323.94, 1066.60, μTW:, 86.21, 323.94, 1066.60, μ¬W:, 86.09, 322.46, 1067.09), MSE_test=(μ±TW:, 0.1408, 0.1661, 0.3191, μTW:, 0.1408, 0.1661, 0.3191, μ¬W:, 0.1409, 0.1661, 0.3197) KLD_test_gauss: 1.36  0.98  1.63  1.21  0.92  1.36  1.52  0.75
ID vae-700, epoch #8561, iter. #496480, 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=2.00, τ=1000.00, ω=4.00; CF_MSE_t=0.00, CF_MSE_t_loc=0.00, minWAcc_t=0.00, wAcc_t=0.06, Acc_t=0.09, wAcc_r1=0.07, wAcc_μ_r2=0.07, minWAcc_μ_t=0.00, wAcc_μ_t=0.07, f1=0.00, m1=0.00, f2=0.21, m2=0.21, f3=0.00, m3=0.00, f4=0.00, m4=0.00, f5=0.04, m5=0.06, f6=0.00, m6=0.00, f7=0.00, m7=0.00, f8=0.17, m8=0.23, f9=0.00, m9=0.00, f10=0.00, m10=0.00, f11=0.32, m11=0.29, f12=0.00, m12=0.00, f13=0.00, m13=0.04, f14=0.03, m14=0.00, f15=0.11, m15=0.13, f16=0.00, m16=0.00, Av=0.06, f1μ=0.00, m1μ=0.00, f2μ=0.29, m2μ=0.10, f3μ=0.00, m3μ=0.00, f4μ=0.00, m4μ=0.00, f5μ=0.00, m5μ=0.12, f6μ=0.00, m6μ=0.00, f7μ=0.01, m7μ=0.00, f8μ=0.23, m8μ=0.30, f9μ=0.00, m9μ=0.00, f10μ=0.00, m10μ=0.00, f11μ=0.38, m11μ=0.39, f12μ=0.00, m12μ=0.08, f13μ=0.00, m13μ=0.04, f14μ=0.00, m14μ=0.00, f15μ=0.03, m15μ=0.17, f16μ=0.00, m16μ=0.00, Avμ=0.07, NELBO(x,s)_t=97.43, NLL_t=92.67, KLD_t=4.07, NELBO(x,s)_r2_u=97.06, NLL_r2_u=92.35, KLD_r2_u=4.02, NELBO(x,s)_r1_u=96.85, NLL_r1_u=92.07, KLD_r1_u=4.08, TCKLD=7.44, MI=3.37, TC=0.45, DW=0.46, KLD_unmod=4.28, NELBO(x,s)=99.97, NLL=91.84, KLD=7.44, BCE_test=(μ±TW:, 92.67, 321.93, 1161.66, μTW:, 92.67, 321.93, 1161.66, μ¬W:, 92.65, 321.73, 1160.49), MSE_test=(μ±TW:, 0.1570, 0.1834, 0.3510, μTW:, 0.1570, 0.1834, 0.3510, μ¬W:, 0.1574, 0.1837, 0.3510) KLD_test_gauss: 0.59  0.33  0.78  0.47  0.31  0.57  0.69  0.29
ID vae-700, epoch #8570, iter. #497059, L=BCE(x)+(βKLD+(γ-1)TC)(.)+ηCE(y)-log_p_sex+Trim(.); loss=102.34, TC=0.33, TC_max=0.47, TC_splt=0.00, CE=0.08, CF_MSE=0.00, CF_MSE_loc=0.00, Acc=0.05, U1=91.04, U2=99.47, MMD=3.33, L=0.00, U=0.00, J_α=0.08, 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=2.00, 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=0.04, wAcc_r1=0.05, wAcc_μ_r2=0.05, minWAcc_μ_t=0.00, wAcc_μ_t=0.05, f1=0.00, m1=0.00, f2=0.16, m2=0.38, f3=0.00, m3=0.00, f4=0.04, m4=0.29, f5=0.00, m5=0.00, f6=0.35, m6=0.33, f7=0.00, m7=0.00, f8=0.02, m8=0.03, f9=0.00, m9=0.00, f10=0.00, m10=0.00, f11=0.00, m11=0.00, f12=0.00, m12=0.00, f13=0.00, m13=0.04, f14=0.00, m14=0.00, f15=0.00, m15=0.00, f16=0.00, m16=0.00, Av=0.05, f1μ=0.00, m1μ=0.00, f2μ=0.16, m2μ=0.51, f3μ=0.00, m3μ=0.00, f4μ=0.04, m4μ=0.29, f5μ=0.00, m5μ=0.00, f6μ=0.30, m6μ=0.27, f7μ=0.00, m7μ=0.03, f8μ=0.02, m8μ=0.03, f9μ=0.00, m9μ=0.00, f10μ=0.00, m10μ=0.00, f11μ=0.00, m11μ=0.00, f12μ=0.00, m12μ=0.00, f13μ=0.02, m13μ=0.08, f14μ=0.00, m14μ=0.00, f15μ=0.00, m15μ=0.00, f16μ=0.00, m16μ=0.00, Avμ=0.05, NELBO(x,s)_t=96.59, NLL_t=86.20, KLD_t=9.69, NELBO(x,s)_r2_u=95.91, NLL_r2_u=85.49, KLD_r2_u=9.72, NELBO(x,s)_r1_u=95.79, NLL_r1_u=85.37, KLD_r1_u=9.72, KLD_unmod=9.88, NELBO(x,s)=95.88, NLL=85.31, KLD=9.88, BCE_test=(μ±TW:, 86.20, 322.94, 1071.95, μTW:, 86.20, 322.94, 1071.95, μ¬W:, 86.07, 321.73, 1068.50), MSE_test=(μ±TW:, 0.1408, 0.1660, 0.3209, μTW:, 0.1408, 0.1660, 0.3209, μ¬W:, 0.1408, 0.1659, 0.3201) KLD_test_gauss: 1.36  0.97  1.62  1.21  0.92  1.36  1.52  0.76
ID vae-700, epoch #8570, iter. #497059, L=BCE(x)+(βKLD+(γ-1)TC)(.)+ηCE(y)-log_p_sex+Trim(.); loss=102.34, TC=0.33, TC_max=0.47, TC_splt=0.00, CE=0.08, CF_MSE=0.00, CF_MSE_loc=0.00, Acc=0.05, U1=91.04, U2=99.47, MMD=3.33, L=0.00, U=0.00, J_α=0.08, 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=2.00, τ=1000.00, ω=4.00; CF_MSE_t=0.00, CF_MSE_t_loc=0.00, minWAcc_t=0.00, wAcc_t=0.07, Acc_t=0.11, wAcc_r1=0.07, wAcc_μ_r2=0.08, minWAcc_μ_t=0.00, wAcc_μ_t=0.07, f1=0.00, m1=0.00, f2=0.32, m2=0.23, f3=0.00, m3=0.00, f4=0.00, m4=0.00, f5=0.02, m5=0.06, f6=0.00, m6=0.00, f7=0.00, m7=0.03, f8=0.23, m8=0.27, f9=0.00, m9=0.00, f10=0.02, m10=0.08, f11=0.32, m11=0.38, f12=0.00, m12=0.00, f13=0.00, m13=0.04, f14=0.00, m14=0.04, f15=0.11, m15=0.17, f16=0.00, m16=0.00, Av=0.07, f1μ=0.00, m1μ=0.00, f2μ=0.29, m2μ=0.10, f3μ=0.00, m3μ=0.00, f4μ=0.00, m4μ=0.00, f5μ=0.00, m5μ=0.12, f6μ=0.00, m6μ=0.00, f7μ=0.01, m7μ=0.00, f8μ=0.23, m8μ=0.30, f9μ=0.00, m9μ=0.00, f10μ=0.00, m10μ=0.00, f11μ=0.38, m11μ=0.39, f12μ=0.00, m12μ=0.08, f13μ=0.00, m13μ=0.04, f14μ=0.00, m14μ=0.00, f15μ=0.03, m15μ=0.13, f16μ=0.00, m16μ=0.00, Avμ=0.07, NELBO(x,s)_t=97.58, NLL_t=92.92, KLD_t=3.96, NELBO(x,s)_r2_u=97.05, NLL_r2_u=92.33, KLD_r2_u=4.02, NELBO(x,s)_r1_u=97.31, NLL_r1_u=92.52, KLD_r1_u=4.09, TCKLD=6.36, MI=3.36, TC=0.32, DW=0.45, KLD_unmod=4.13, NELBO(x,s)=99.20, NLL=92.15, KLD=6.36, BCE_test=(μ±TW:, 92.92, 323.63, 1166.65, μTW:, 92.92, 323.63, 1166.65, μ¬W:, 92.88, 323.86, 1165.74), MSE_test=(μ±TW:, 0.1577, 0.1844, 0.3526, μTW:, 0.1577, 0.1844, 0.3526, μ¬W:, 0.1580, 0.1847, 0.3527) KLD_test_gauss: 0.59  0.33  0.76  0.48  0.31  0.56  0.69  0.29
ID vae-700, epoch #8580, iter. #497639, L=BCE(x)+(βKLD+(γ-1)TC)(.)+ηCE(y)-log_p_sex+Trim(.); loss=102.14, TC=0.31, TC_max=0.46, TC_splt=0.00, CE=0.08, CF_MSE=0.00, CF_MSE_loc=0.00, Acc=0.05, U1=90.77, U2=99.29, MMD=3.30, L=0.00, U=0.00, J_α=0.08, 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=2.00, 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=0.04, wAcc_r1=0.06, wAcc_μ_r2=0.05, minWAcc_μ_t=0.00, wAcc_μ_t=0.05, f1=0.00, m1=0.00, f2=0.18, m2=0.41, f3=0.00, m3=0.00, f4=0.00, m4=0.14, f5=0.00, m5=0.00, f6=0.28, m6=0.27, f7=0.00, m7=0.00, f8=0.01, m8=0.07, f9=0.00, m9=0.00, f10=0.00, m10=0.00, f11=0.00, m11=0.00, f12=0.00, m12=0.00, f13=0.02, m13=0.04, f14=0.00, m14=0.00, f15=0.03, m15=0.00, f16=0.00, m16=0.00, Av=0.05, f1μ=0.00, m1μ=0.00, f2μ=0.16, m2μ=0.51, f3μ=0.00, m3μ=0.00, f4μ=0.04, m4μ=0.29, f5μ=0.00, m5μ=0.00, f6μ=0.30, m6μ=0.27, f7μ=0.00, m7μ=0.03, f8μ=0.02, m8μ=0.03, f9μ=0.00, m9μ=0.00, f10μ=0.00, m10μ=0.00, f11μ=0.00, m11μ=0.00, f12μ=0.00, m12μ=0.00, f13μ=0.02, m13μ=0.08, f14μ=0.00, m14μ=0.00, f15μ=0.00, m15μ=0.00, f16μ=0.00, m16μ=0.00, Avμ=0.05, NELBO(x,s)_t=96.65, NLL_t=86.25, KLD_t=9.71, NELBO(x,s)_r2_u=95.67, NLL_r2_u=85.17, KLD_r2_u=9.80, NELBO(x,s)_r1_u=95.97, NLL_r1_u=85.42, KLD_r1_u=9.85, KLD_unmod=9.59, NELBO(x,s)=97.05, NLL=86.77, KLD=9.59, BCE_test=(μ±TW:, 86.25, 326.16, 1065.78, μTW:, 86.25, 326.16, 1065.78, μ¬W:, 86.11, 324.67, 1065.08), MSE_test=(μ±TW:, 0.1409, 0.1664, 0.3188, μTW:, 0.1409, 0.1664, 0.3188, μ¬W:, 0.1409, 0.1662, 0.3190) KLD_test_gauss: 1.36  0.98  1.61  1.22  0.92  1.36  1.52  0.75
ID vae-700, epoch #8580, iter. #497639, L=BCE(x)+(βKLD+(γ-1)TC)(.)+ηCE(y)-log_p_sex+Trim(.); loss=102.14, TC=0.31, TC_max=0.46, TC_splt=0.00, CE=0.08, CF_MSE=0.00, CF_MSE_loc=0.00, Acc=0.05, U1=90.77, U2=99.29, MMD=3.30, L=0.00, U=0.00, J_α=0.08, 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=2.00, τ=1000.00, ω=4.00; CF_MSE_t=0.00, CF_MSE_t_loc=0.00, minWAcc_t=0.00, wAcc_t=0.07, Acc_t=0.11, wAcc_r1=0.06, wAcc_μ_r2=0.09, minWAcc_μ_t=0.00, wAcc_μ_t=0.07, f1=0.00, m1=0.00, f2=0.29, m2=0.21, f3=0.00, m3=0.12, f4=0.00, m4=0.00, f5=0.00, m5=0.06, f6=0.00, m6=0.00, f7=0.00, m7=0.00, f8=0.28, m8=0.23, f9=0.00, m9=0.00, f10=0.00, m10=0.08, f11=0.34, m11=0.31, f12=0.09, m12=0.00, f13=0.00, m13=0.08, f14=0.00, m14=0.02, f15=0.08, m15=0.20, f16=0.00, m16=0.00, Av=0.07, f1μ=0.00, m1μ=0.00, f2μ=0.29, m2μ=0.10, f3μ=0.00, m3μ=0.00, f4μ=0.00, m4μ=0.00, f5μ=0.00, m5μ=0.12, f6μ=0.00, m6μ=0.00, f7μ=0.01, m7μ=0.00, f8μ=0.23, m8μ=0.30, f9μ=0.00, m9μ=0.00, f10μ=0.00, m10μ=0.00, f11μ=0.38, m11μ=0.39, f12μ=0.00, m12μ=0.08, f13μ=0.00, m13μ=0.04, f14μ=0.00, m14μ=0.00, f15μ=0.03, m15μ=0.13, f16μ=0.00, m16μ=0.00, Avμ=0.07, NELBO(x,s)_t=97.62, NLL_t=92.91, KLD_t=4.02, NELBO(x,s)_r2_u=97.30, NLL_r2_u=92.64, KLD_r2_u=3.97, NELBO(x,s)_r1_u=97.03, NLL_r1_u=92.32, KLD_r1_u=4.01, TCKLD=6.05, MI=3.45, TC=0.28, DW=0.34, KLD_unmod=4.07, NELBO(x,s)=99.62, NLL=92.87, KLD=6.05, BCE_test=(μ±TW:, 92.91, 329.36, 1161.21, μTW:, 92.91, 329.36, 1161.21, μ¬W:, 92.78, 328.23, 1158.78), MSE_test=(μ±TW:, 0.1576, 0.1846, 0.3508, μTW:, 0.1576, 0.1846, 0.3508, μ¬W:, 0.1577, 0.1845, 0.3504) KLD_test_gauss: 0.59  0.33  0.76  0.48  0.31  0.57  0.68  0.29
ID vae-700, epoch #8590, iter. #498219, L=BCE(x)+(βKLD+(γ-1)TC)(.)+ηCE(y)-log_p_sex+Trim(.); loss=102.54, TC=0.32, TC_max=0.56, TC_splt=0.00, CE=0.08, CF_MSE=0.00, CF_MSE_loc=0.00, Acc=0.05, U1=90.83, U2=99.29, MMD=3.67, L=0.00, U=0.00, J_α=0.08, 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=2.00, 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=0.04, wAcc_r1=0.06, wAcc_μ_r2=0.06, minWAcc_μ_t=0.00, wAcc_μ_t=0.05, f1=0.00, m1=0.00, f2=0.18, m2=0.49, f3=0.00, m3=0.00, f4=0.04, m4=0.29, f5=0.00, m5=0.00, f6=0.30, m6=0.33, f7=0.00, m7=0.03, f8=0.01, m8=0.03, f9=0.00, m9=0.00, f10=0.00, m10=0.00, f11=0.00, m11=0.00, f12=0.00, m12=0.00, f13=0.00, m13=0.04, f14=0.00, m14=0.00, f15=0.00, m15=0.00, f16=0.00, m16=0.00, Av=0.05, f1μ=0.00, m1μ=0.00, f2μ=0.16, m2μ=0.51, f3μ=0.00, m3μ=0.00, f4μ=0.04, m4μ=0.29, f5μ=0.00, m5μ=0.00, f6μ=0.30, m6μ=0.27, f7μ=0.00, m7μ=0.03, f8μ=0.02, m8μ=0.03, f9μ=0.00, m9μ=0.00, f10μ=0.00, m10μ=0.00, f11μ=0.00, m11μ=0.00, f12μ=0.00, m12μ=0.00, f13μ=0.02, m13μ=0.08, f14μ=0.00, m14μ=0.00, f15μ=0.00, m15μ=0.00, f16μ=0.00, m16μ=0.00, Avμ=0.05, NELBO(x,s)_t=96.68, NLL_t=86.17, KLD_t=9.81, NELBO(x,s)_r2_u=95.61, NLL_r2_u=85.28, KLD_r2_u=9.65, NELBO(x,s)_r1_u=96.04, NLL_r1_u=85.56, KLD_r1_u=9.79, KLD_unmod=9.75, NELBO(x,s)=96.19, NLL=85.75, KLD=9.75, BCE_test=(μ±TW:, 86.17, 325.92, 1066.75, μTW:, 86.17, 325.92, 1066.75, μ¬W:, 86.06, 324.39, 1066.08), MSE_test=(μ±TW:, 0.1407, 0.1660, 0.3192, μTW:, 0.1407, 0.1660, 0.3192, μ¬W:, 0.1408, 0.1660, 0.3193) KLD_test_gauss: 1.37  0.98  1.62  1.21  0.91  1.35  1.51  0.75
ID vae-700, epoch #8590, iter. #498219, L=BCE(x)+(βKLD+(γ-1)TC)(.)+ηCE(y)-log_p_sex+Trim(.); loss=102.54, TC=0.32, TC_max=0.56, TC_splt=0.00, CE=0.08, CF_MSE=0.00, CF_MSE_loc=0.00, Acc=0.05, U1=90.83, U2=99.29, MMD=3.67, L=0.00, U=0.00, J_α=0.08, 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=2.00, τ=1000.00, ω=4.00; CF_MSE_t=0.00, CF_MSE_t_loc=0.00, minWAcc_t=0.00, wAcc_t=0.07, Acc_t=0.10, wAcc_r1=0.07, wAcc_μ_r2=0.08, minWAcc_μ_t=0.00, wAcc_μ_t=0.07, f1=0.00, m1=0.00, f2=0.39, m2=0.18, f3=0.00, m3=0.00, f4=0.00, m4=0.00, f5=0.02, m5=0.06, f6=0.00, m6=0.00, f7=0.01, m7=0.00, f8=0.29, m8=0.37, f9=0.00, m9=0.00, f10=0.00, m10=0.00, f11=0.32, m11=0.27, f12=0.00, m12=0.00, f13=0.00, m13=0.04, f14=0.00, m14=0.00, f15=0.11, m15=0.03, f16=0.00, m16=0.00, Av=0.07, f1μ=0.00, m1μ=0.00, f2μ=0.29, m2μ=0.10, f3μ=0.00, m3μ=0.00, f4μ=0.00, m4μ=0.00, f5μ=0.00, m5μ=0.12, f6μ=0.00, m6μ=0.00, f7μ=0.01, m7μ=0.00, f8μ=0.23, m8μ=0.30, f9μ=0.00, m9μ=0.00, f10μ=0.00, m10μ=0.00, f11μ=0.38, m11μ=0.39, f12μ=0.00, m12μ=0.08, f13μ=0.00, m13μ=0.04, f14μ=0.00, m14μ=0.00, f15μ=0.03, m15μ=0.13, f16μ=0.00, m16μ=0.00, Avμ=0.07, NELBO(x,s)_t=97.52, NLL_t=92.86, KLD_t=3.96, NELBO(x,s)_r2_u=97.20, NLL_r2_u=92.55, KLD_r2_u=3.96, NELBO(x,s)_r1_u=97.27, NLL_r1_u=92.54, KLD_r1_u=4.04, TCKLD=5.26, MI=3.31, TC=0.21, DW=0.29, KLD_unmod=3.81, NELBO(x,s)=98.89, NLL=92.94, KLD=5.26, BCE_test=(μ±TW:, 92.86, 326.43, 1162.99, μTW:, 92.86, 326.43, 1162.99, μ¬W:, 92.78, 325.86, 1162.78), MSE_test=(μ±TW:, 0.1576, 0.1842, 0.3514, μTW:, 0.1576, 0.1842, 0.3514, μ¬W:, 0.1577, 0.1844, 0.3517) KLD_test_gauss: 0.58  0.33  0.78  0.47  0.30  0.57  0.68  0.29
ID vae-700, epoch #8600, iter. #498799, L=BCE(x)+(βKLD+(γ-1)TC)(.)+ηCE(y)-log_p_sex+Trim(.); loss=102.55, TC=0.33, TC_max=0.50, TC_splt=0.00, CE=0.08, CF_MSE=0.00, CF_MSE_loc=0.00, Acc=0.06, U1=90.84, U2=99.37, MMD=3.64, L=0.00, U=0.00, J_α=0.08, 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=2.00, 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=0.05, wAcc_r1=0.06, wAcc_μ_r2=0.05, minWAcc_μ_t=0.00, wAcc_μ_t=0.05, f1=0.00, m1=0.00, f2=0.26, m2=0.49, f3=0.00, m3=0.00, f4=0.04, m4=0.14, f5=0.00, m5=0.00, f6=0.28, m6=0.30, f7=0.00, m7=0.05, f8=0.01, m8=0.03, f9=0.03, m9=0.00, f10=0.00, m10=0.00, f11=0.00, m11=0.00, f12=0.00, m12=0.00, f13=0.02, m13=0.08, f14=0.00, m14=0.00, f15=0.00, m15=0.00, f16=0.00, m16=0.00, Av=0.05, f1μ=0.00, m1μ=0.00, f2μ=0.16, m2μ=0.51, f3μ=0.00, m3μ=0.00, f4μ=0.04, m4μ=0.29, f5μ=0.00, m5μ=0.00, f6μ=0.30, m6μ=0.27, f7μ=0.00, m7μ=0.03, f8μ=0.02, m8μ=0.03, f9μ=0.00, m9μ=0.00, f10μ=0.00, m10μ=0.00, f11μ=0.00, m11μ=0.00, f12μ=0.00, m12μ=0.00, f13μ=0.02, m13μ=0.08, f14μ=0.00, m14μ=0.00, f15μ=0.00, m15μ=0.00, f16μ=0.00, m16μ=0.00, Avμ=0.05, NELBO(x,s)_t=96.62, NLL_t=86.22, KLD_t=9.70, NELBO(x,s)_r2_u=95.98, NLL_r2_u=85.47, KLD_r2_u=9.82, NELBO(x,s)_r1_u=95.87, NLL_r1_u=85.40, KLD_r1_u=9.78, KLD_unmod=9.67, NELBO(x,s)=95.17, NLL=84.81, KLD=9.67, BCE_test=(μ±TW:, 86.22, 325.34, 1065.93, μTW:, 86.22, 325.34, 1065.93, μ¬W:, 86.09, 323.82, 1065.42), MSE_test=(μ±TW:, 0.1408, 0.1661, 0.3189, μTW:, 0.1408, 0.1661, 0.3189, μ¬W:, 0.1409, 0.1661, 0.3191) KLD_test_gauss: 1.37  0.97  1.61  1.21  0.91  1.35  1.51  0.75
ID vae-700, epoch #8600, iter. #498799, L=BCE(x)+(βKLD+(γ-1)TC)(.)+ηCE(y)-log_p_sex+Trim(.); loss=102.55, TC=0.33, TC_max=0.50, TC_splt=0.00, CE=0.08, CF_MSE=0.00, CF_MSE_loc=0.00, Acc=0.06, U1=90.84, U2=99.37, MMD=3.64, L=0.00, U=0.00, J_α=0.08, 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=2.00, τ=1000.00, ω=4.00; CF_MSE_t=0.00, CF_MSE_t_loc=0.00, minWAcc_t=0.00, wAcc_t=0.07, Acc_t=0.11, wAcc_r1=0.08, wAcc_μ_r2=0.06, minWAcc_μ_t=0.00, wAcc_μ_t=0.07, f1=0.00, m1=0.00, f2=0.13, m2=0.18, f3=0.00, m3=0.00, f4=0.00, m4=0.00, f5=0.02, m5=0.12, f6=0.00, m6=0.00, f7=0.00, m7=0.03, f8=0.28, m8=0.30, f9=0.00, m9=0.00, f10=0.00, m10=0.00, f11=0.32, m11=0.32, f12=0.00, m12=0.08, f13=0.02, m13=0.04, f14=0.00, m14=0.02, f15=0.08, m15=0.33, f16=0.00, m16=0.00, Av=0.07, f1μ=0.00, m1μ=0.00, f2μ=0.29, m2μ=0.10, f3μ=0.00, m3μ=0.00, f4μ=0.00, m4μ=0.00, f5μ=0.00, m5μ=0.12, f6μ=0.00, m6μ=0.00, f7μ=0.01, m7μ=0.00, f8μ=0.23, m8μ=0.30, f9μ=0.00, m9μ=0.00, f10μ=0.00, m10μ=0.00, f11μ=0.38, m11μ=0.40, f12μ=0.00, m12μ=0.08, f13μ=0.00, m13μ=0.04, f14μ=0.00, m14μ=0.00, f15μ=0.03, m15μ=0.13, f16μ=0.00, m16μ=0.00, Avμ=0.07, NELBO(x,s)_t=97.59, NLL_t=92.89, KLD_t=4.00, NELBO(x,s)_r2_u=97.22, NLL_r2_u=92.48, KLD_r2_u=4.06, NELBO(x,s)_r1_u=97.03, NLL_r1_u=92.26, KLD_r1_u=4.08, TCKLD=6.21, MI=3.38, TC=0.30, DW=0.39, KLD_unmod=4.08, NELBO(x,s)=98.63, NLL=91.73, KLD=6.21, BCE_test=(μ±TW:, 92.89, 325.67, 1163.98, μTW:, 92.89, 325.67, 1163.98, μ¬W:, 92.91, 326.38, 1164.84), MSE_test=(μ±TW:, 0.1576, 0.1843, 0.3517, μTW:, 0.1576, 0.1843, 0.3517, μ¬W:, 0.1580, 0.1849, 0.3524) KLD_test_gauss: 0.58  0.33  0.77  0.47  0.30  0.57  0.68  0.29
ID vae-700, epoch #8610, iter. #499379, L=BCE(x)+(βKLD+(γ-1)TC)(.)+ηCE(y)-log_p_sex+Trim(.); loss=102.76, TC=0.31, TC_max=0.44, TC_splt=0.00, CE=0.08, CF_MSE=0.00, CF_MSE_loc=0.00, Acc=0.05, U1=90.99, U2=99.43, MMD=3.76, L=0.00, U=0.00, J_α=0.08, 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=2.00, 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=0.05, wAcc_r1=0.07, wAcc_μ_r2=0.06, minWAcc_μ_t=0.00, wAcc_μ_t=0.05, f1=0.00, m1=0.00, f2=0.24, m2=0.56, f3=0.00, m3=0.00, f4=0.04, m4=0.00, f5=0.00, m5=0.00, f6=0.37, m6=0.27, f7=0.00, m7=0.00, f8=0.02, m8=0.07, f9=0.03, m9=0.00, f10=0.00, m10=0.00, f11=0.00, m11=0.00, f12=0.00, m12=0.00, f13=0.02, m13=0.08, f14=0.00, m14=0.00, f15=0.00, m15=0.00, f16=0.00, m16=0.00, Av=0.05, f1μ=0.00, m1μ=0.00, f2μ=0.16, m2μ=0.51, f3μ=0.00, m3μ=0.00, f4μ=0.04, m4μ=0.29, f5μ=0.00, m5μ=0.00, f6μ=0.30, m6μ=0.23, f7μ=0.00, m7μ=0.03, f8μ=0.02, m8μ=0.03, f9μ=0.00, m9μ=0.00, f10μ=0.00, m10μ=0.00, f11μ=0.00, m11μ=0.00, f12μ=0.00, m12μ=0.00, f13μ=0.02, m13μ=0.08, f14μ=0.00, m14μ=0.00, f15μ=0.00, m15μ=0.00, f16μ=0.00, m16μ=0.00, Avμ=0.05, NELBO(x,s)_t=96.63, NLL_t=86.24, KLD_t=9.70, NELBO(x,s)_r2_u=95.83, NLL_r2_u=85.35, KLD_r2_u=9.79, NELBO(x,s)_r1_u=95.64, NLL_r1_u=85.15, KLD_r1_u=9.80, KLD_unmod=9.76, NELBO(x,s)=97.04, NLL=86.58, KLD=9.76, BCE_test=(μ±TW:, 86.24, 326.66, 1068.10, μTW:, 86.24, 326.66, 1068.10, μ¬W:, 86.09, 324.52, 1067.39), MSE_test=(μ±TW:, 0.1409, 0.1665, 0.3196, μTW:, 0.1409, 0.1665, 0.3196, μ¬W:, 0.1409, 0.1663, 0.3198) KLD_test_gauss: 1.38  0.98  1.62  1.21  0.92  1.36  1.52  0.76
ID vae-700, epoch #8610, iter. #499379, L=BCE(x)+(βKLD+(γ-1)TC)(.)+ηCE(y)-log_p_sex+Trim(.); loss=102.76, TC=0.31, TC_max=0.44, TC_splt=0.00, CE=0.08, CF_MSE=0.00, CF_MSE_loc=0.00, Acc=0.05, U1=90.99, U2=99.43, MMD=3.76, L=0.00, U=0.00, J_α=0.08, 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=2.00, τ=1000.00, ω=4.00; CF_MSE_t=0.00, CF_MSE_t_loc=0.00, minWAcc_t=0.00, wAcc_t=0.07, Acc_t=0.11, wAcc_r1=0.08, wAcc_μ_r2=0.08, minWAcc_μ_t=0.00, wAcc_μ_t=0.07, f1=0.00, m1=0.00, f2=0.26, m2=0.18, f3=0.00, m3=0.00, f4=0.00, m4=0.00, f5=0.00, m5=0.06, f6=0.00, m6=0.00, f7=0.00, m7=0.00, f8=0.29, m8=0.40, f9=0.00, m9=0.00, f10=0.02, m10=0.00, f11=0.30, m11=0.30, f12=0.00, m12=0.00, f13=0.03, m13=0.08, f14=0.01, m14=0.00, f15=0.08, m15=0.23, f16=0.00, m16=0.00, Av=0.07, f1μ=0.00, m1μ=0.00, f2μ=0.29, m2μ=0.10, f3μ=0.00, m3μ=0.00, f4μ=0.00, m4μ=0.00, f5μ=0.00, m5μ=0.12, f6μ=0.00, m6μ=0.00, f7μ=0.01, m7μ=0.00, f8μ=0.23, m8μ=0.30, f9μ=0.00, m9μ=0.00, f10μ=0.00, m10μ=0.00, f11μ=0.38, m11μ=0.39, f12μ=0.00, m12μ=0.08, f13μ=0.00, m13μ=0.04, f14μ=0.00, m14μ=0.00, f15μ=0.03, m15μ=0.13, f16μ=0.00, m16μ=0.00, Avμ=0.07, NELBO(x,s)_t=97.49, NLL_t=92.78, KLD_t=4.02, NELBO(x,s)_r2_u=97.10, NLL_r2_u=92.34, KLD_r2_u=4.07, NELBO(x,s)_r1_u=97.26, NLL_r1_u=92.51, KLD_r1_u=4.06, TCKLD=5.91, MI=3.34, TC=0.29, DW=0.25, KLD_unmod=3.88, NELBO(x,s)=99.83, NLL=93.22, KLD=5.91, BCE_test=(μ±TW:, 92.78, 320.87, 1166.81, μTW:, 92.78, 320.87, 1166.81, μ¬W:, 92.71, 320.59, 1164.68), MSE_test=(μ±TW:, 0.1573, 0.1837, 0.3527, μTW:, 0.1573, 0.1837, 0.3527, μ¬W:, 0.1575, 0.1838, 0.3524) KLD_test_gauss: 0.59  0.33  0.78  0.48  0.31  0.57  0.69  0.29
ID vae-700, epoch #8620, iter. #499959, L=BCE(x)+(βKLD+(γ-1)TC)(.)+ηCE(y)-log_p_sex+Trim(.); loss=102.63, TC=0.32, TC_max=0.52, TC_splt=0.00, CE=0.08, CF_MSE=0.00, CF_MSE_loc=0.00, Acc=0.05, U1=90.96, U2=99.41, MMD=3.64, L=0.00, U=0.00, J_α=0.08, 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=2.00, 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=0.05, wAcc_r1=0.06, wAcc_μ_r2=0.05, minWAcc_μ_t=0.00, wAcc_μ_t=0.06, f1=0.00, m1=0.00, f2=0.26, m2=0.51, f3=0.00, m3=0.00, f4=0.04, m4=0.14, f5=0.00, m5=0.00, f6=0.35, m6=0.33, f7=0.00, m7=0.03, f8=0.02, m8=0.03, f9=0.00, m9=0.00, f10=0.00, m10=0.00, f11=0.00, m11=0.00, f12=0.00, m12=0.00, f13=0.00, m13=0.04, f14=0.00, m14=0.00, f15=0.00, m15=0.00, f16=0.00, m16=0.00, Av=0.05, f1μ=0.00, m1μ=0.00, f2μ=0.18, m2μ=0.51, f3μ=0.00, m3μ=0.00, f4μ=0.04, m4μ=0.29, f5μ=0.00, m5μ=0.00, f6μ=0.30, m6μ=0.27, f7μ=0.00, m7μ=0.03, f8μ=0.02, m8μ=0.03, f9μ=0.00, m9μ=0.00, f10μ=0.00, m10μ=0.00, f11μ=0.00, m11μ=0.00, f12μ=0.00, m12μ=0.00, f13μ=0.02, m13μ=0.08, f14μ=0.00, m14μ=0.00, f15μ=0.00, m15μ=0.00, f16μ=0.00, m16μ=0.00, Avμ=0.06, NELBO(x,s)_t=96.65, NLL_t=86.18, KLD_t=9.78, NELBO(x,s)_r2_u=96.12, NLL_r2_u=85.59, KLD_r2_u=9.83, NELBO(x,s)_r1_u=95.91, NLL_r1_u=85.51, KLD_r1_u=9.71, KLD_unmod=9.81, NELBO(x,s)=96.71, NLL=86.20, KLD=9.81, BCE_test=(μ±TW:, 86.18, 324.15, 1067.40, μTW:, 86.18, 324.15, 1067.40, μ¬W:, 86.08, 322.25, 1070.51), MSE_test=(μ±TW:, 0.1407, 0.1661, 0.3194, μTW:, 0.1407, 0.1661, 0.3194, μ¬W:, 0.1408, 0.1660, 0.3208) KLD_test_gauss: 1.37  0.98  1.63  1.21  0.91  1.36  1.51  0.75
ID vae-700, epoch #8620, iter. #499959, L=BCE(x)+(βKLD+(γ-1)TC)(.)+ηCE(y)-log_p_sex+Trim(.); loss=102.63, TC=0.32, TC_max=0.52, TC_splt=0.00, CE=0.08, CF_MSE=0.00, CF_MSE_loc=0.00, Acc=0.05, U1=90.96, U2=99.41, MMD=3.64, L=0.00, U=0.00, J_α=0.08, 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=2.00, 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=0.11, wAcc_r1=0.07, wAcc_μ_r2=0.08, minWAcc_μ_t=0.00, wAcc_μ_t=0.07, f1=0.00, m1=0.00, f2=0.34, m2=0.21, f3=0.00, m3=0.00, f4=0.00, m4=0.00, f5=0.06, m5=0.09, f6=0.00, m6=0.00, f7=0.02, m7=0.00, f8=0.29, m8=0.37, f9=0.00, m9=0.00, f10=0.00, m10=0.00, f11=0.30, m11=0.36, f12=0.00, m12=0.00, f13=0.00, m13=0.04, f14=0.00, m14=0.04, f15=0.13, m15=0.17, f16=0.00, m16=0.00, Av=0.08, f1μ=0.00, m1μ=0.00, f2μ=0.29, m2μ=0.10, f3μ=0.00, m3μ=0.00, f4μ=0.00, m4μ=0.00, f5μ=0.00, m5μ=0.12, f6μ=0.00, m6μ=0.00, f7μ=0.01, m7μ=0.00, f8μ=0.23, m8μ=0.30, f9μ=0.00, m9μ=0.00, f10μ=0.00, m10μ=0.00, f11μ=0.38, m11μ=0.39, f12μ=0.00, m12μ=0.08, f13μ=0.00, m13μ=0.04, f14μ=0.00, m14μ=0.00, f15μ=0.03, m15μ=0.13, f16μ=0.00, m16μ=0.00, Avμ=0.07, NELBO(x,s)_t=97.58, NLL_t=92.88, KLD_t=4.01, NELBO(x,s)_r2_u=97.18, NLL_r2_u=92.51, KLD_r2_u=3.98, NELBO(x,s)_r1_u=96.91, NLL_r1_u=92.14, KLD_r1_u=4.07, TCKLD=6.89, MI=3.34, TC=0.39, DW=0.40, KLD_unmod=4.14, NELBO(x,s)=100.59, NLL=93.00, KLD=6.89, BCE_test=(μ±TW:, 92.88, 324.30, 1164.45, μTW:, 92.88, 324.30, 1164.45, μ¬W:, 92.79, 323.16, 1163.91), MSE_test=(μ±TW:, 0.1576, 0.1842, 0.3519, μTW:, 0.1576, 0.1842, 0.3519, μ¬W:, 0.1577, 0.1842, 0.3521) KLD_test_gauss: 0.59  0.33  0.78  0.48  0.31  0.56  0.68  0.29
ID vae-700, epoch #8630, iter. #500539, L=BCE(x)+(βKLD+(γ-1)TC)(.)+ηCE(y)-log_p_sex+Trim(.); loss=102.53, TC=0.32, TC_max=0.48, TC_splt=0.00, CE=0.08, CF_MSE=0.00, CF_MSE_loc=0.00, Acc=0.06, U1=90.93, U2=99.43, MMD=3.56, L=0.00, U=0.00, J_α=0.08, 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=2.00, τ=1000.00, ω=4.00; CF_MSE_t=0.00, CF_MSE_t_loc=0.00, minWAcc_t=0.00, wAcc_t=0.06, Acc_t=0.05, wAcc_r1=0.06, wAcc_μ_r2=0.06, minWAcc_μ_t=0.00, wAcc_μ_t=0.05, f1=0.00, m1=0.00, f2=0.16, m2=0.56, f3=0.00, m3=0.00, f4=0.07, m4=0.14, f5=0.00, m5=0.00, f6=0.35, m6=0.30, f7=0.00, m7=0.03, f8=0.02, m8=0.03, f9=0.03, m9=0.00, f10=0.00, m10=0.00, f11=0.00, m11=0.00, f12=0.00, m12=0.00, f13=0.00, m13=0.08, f14=0.00, m14=0.00, f15=0.00, m15=0.00, f16=0.00, m16=0.00, Av=0.06, f1μ=0.00, m1μ=0.00, f2μ=0.16, m2μ=0.51, f3μ=0.00, m3μ=0.00, f4μ=0.04, m4μ=0.29, f5μ=0.00, m5μ=0.00, f6μ=0.30, m6μ=0.27, f7μ=0.00, m7μ=0.03, f8μ=0.02, m8μ=0.03, f9μ=0.00, m9μ=0.00, f10μ=0.00, m10μ=0.00, f11μ=0.00, m11μ=0.00, f12μ=0.00, m12μ=0.00, f13μ=0.02, m13μ=0.08, f14μ=0.00, m14μ=0.00, f15μ=0.00, m15μ=0.00, f16μ=0.00, m16μ=0.00, Avμ=0.05, NELBO(x,s)_t=96.65, NLL_t=86.24, KLD_t=9.71, NELBO(x,s)_r2_u=95.69, NLL_r2_u=85.14, KLD_r2_u=9.86, NELBO(x,s)_r1_u=95.67, NLL_r1_u=85.17, KLD_r1_u=9.80, KLD_unmod=9.66, NELBO(x,s)=95.26, NLL=84.90, KLD=9.66, BCE_test=(μ±TW:, 86.24, 326.31, 1071.59, μTW:, 86.24, 326.31, 1071.59, μ¬W:, 86.11, 324.60, 1069.96), MSE_test=(μ±TW:, 0.1409, 0.1666, 0.3208, μTW:, 0.1409, 0.1666, 0.3208, μ¬W:, 0.1409, 0.1665, 0.3206) KLD_test_gauss: 1.37  0.98  1.62  1.21  0.92  1.36  1.52  0.75
ID vae-700, epoch #8630, iter. #500539, L=BCE(x)+(βKLD+(γ-1)TC)(.)+ηCE(y)-log_p_sex+Trim(.); loss=102.53, TC=0.32, TC_max=0.48, TC_splt=0.00, CE=0.08, CF_MSE=0.00, CF_MSE_loc=0.00, Acc=0.06, U1=90.93, U2=99.43, MMD=3.56, L=0.00, U=0.00, J_α=0.08, 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=2.00, τ=1000.00, ω=4.00; CF_MSE_t=0.00, CF_MSE_t_loc=0.00, minWAcc_t=0.00, wAcc_t=0.07, Acc_t=0.12, wAcc_r1=0.07, wAcc_μ_r2=0.08, minWAcc_μ_t=0.00, wAcc_μ_t=0.07, f1=0.00, m1=0.00, f2=0.37, m2=0.26, f3=0.00, m3=0.00, f4=0.00, m4=0.00, f5=0.00, m5=0.09, f6=0.00, m6=0.00, f7=0.00, m7=0.00, f8=0.28, m8=0.30, f9=0.00, m9=0.00, f10=0.00, m10=0.00, f11=0.40, m11=0.34, f12=0.00, m12=0.00, f13=0.03, m13=0.08, f14=0.00, m14=0.04, f15=0.03, m15=0.10, f16=0.00, m16=0.00, Av=0.07, f1μ=0.00, m1μ=0.00, f2μ=0.29, m2μ=0.10, f3μ=0.00, m3μ=0.00, f4μ=0.00, m4μ=0.00, f5μ=0.00, m5μ=0.12, f6μ=0.00, m6μ=0.00, f7μ=0.01, m7μ=0.00, f8μ=0.23, m8μ=0.30, f9μ=0.00, m9μ=0.00, f10μ=0.00, m10μ=0.00, f11μ=0.38, m11μ=0.40, f12μ=0.00, m12μ=0.08, f13μ=0.00, m13μ=0.04, f14μ=0.00, m14μ=0.00, f15μ=0.03, m15μ=0.13, f16μ=0.00, m16μ=0.00, Avμ=0.07, NELBO(x,s)_t=97.37, NLL_t=92.67, KLD_t=4.01, NELBO(x,s)_r2_u=96.83, NLL_r2_u=92.10, KLD_r2_u=4.03, NELBO(x,s)_r1_u=97.15, NLL_r1_u=92.41, KLD_r1_u=4.05, TCKLD=6.65, MI=3.42, TC=0.36, DW=0.37, KLD_unmod=4.15, NELBO(x,s)=99.35, NLL=92.00, KLD=6.65, BCE_test=(μ±TW:, 92.67, 320.12, 1161.80, μTW:, 92.67, 320.12, 1161.80, μ¬W:, 92.68, 319.86, 1161.91), MSE_test=(μ±TW:, 0.1570, 0.1832, 0.3510, μTW:, 0.1570, 0.1832, 0.3510, μ¬W:, 0.1574, 0.1837, 0.3514) KLD_test_gauss: 0.58  0.33  0.78  0.48  0.31  0.57  0.69  0.29
ID vae-700, epoch #8640, iter. #501119, L=BCE(x)+(βKLD+(γ-1)TC)(.)+ηCE(y)-log_p_sex+Trim(.); loss=102.51, TC=0.30, TC_max=0.46, TC_splt=0.00, CE=0.08, CF_MSE=0.00, CF_MSE_loc=0.00, Acc=0.05, U1=90.76, U2=99.13, MMD=3.84, L=0.00, U=0.00, J_α=0.08, 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=2.00, 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=0.05, wAcc_r1=0.05, wAcc_μ_r2=0.05, minWAcc_μ_t=0.00, wAcc_μ_t=0.05, f1=0.00, m1=0.00, f2=0.26, m2=0.51, f3=0.00, m3=0.00, f4=0.04, m4=0.00, f5=0.00, m5=0.00, f6=0.33, m6=0.30, f7=0.00, m7=0.00, f8=0.02, m8=0.07, f9=0.00, m9=0.00, f10=0.00, m10=0.00, f11=0.00, m11=0.00, f12=0.00, m12=0.00, f13=0.00, m13=0.12, f14=0.00, m14=0.00, f15=0.00, m15=0.00, f16=0.00, m16=0.00, Av=0.05, f1μ=0.00, m1μ=0.00, f2μ=0.18, m2μ=0.51, f3μ=0.00, m3μ=0.00, f4μ=0.04, m4μ=0.29, f5μ=0.00, m5μ=0.00, f6μ=0.30, m6μ=0.23, f7μ=0.00, m7μ=0.03, f8μ=0.02, m8μ=0.03, f9μ=0.00, m9μ=0.00, f10μ=0.00, m10μ=0.00, f11μ=0.00, m11μ=0.00, f12μ=0.00, m12μ=0.00, f13μ=0.02, m13μ=0.08, f14μ=0.00, m14μ=0.00, f15μ=0.00, m15μ=0.00, f16μ=0.00, m16μ=0.00, Avμ=0.05, NELBO(x,s)_t=96.64, NLL_t=86.22, KLD_t=9.73, NELBO(x,s)_r2_u=95.54, NLL_r2_u=85.05, KLD_r2_u=9.80, NELBO(x,s)_r1_u=95.50, NLL_r1_u=85.03, KLD_r1_u=9.78, KLD_unmod=9.98, NELBO(x,s)=95.07, NLL=84.40, KLD=9.98, BCE_test=(μ±TW:, 86.22, 325.25, 1067.22, μTW:, 86.22, 325.25, 1067.22, μ¬W:, 86.07, 324.05, 1066.03), MSE_test=(μ±TW:, 0.1408, 0.1662, 0.3193, μTW:, 0.1408, 0.1662, 0.3193, μ¬W:, 0.1408, 0.1662, 0.3193) KLD_test_gauss: 1.37  0.98  1.62  1.22  0.92  1.36  1.51  0.74
ID vae-700, epoch #8640, iter. #501119, L=BCE(x)+(βKLD+(γ-1)TC)(.)+ηCE(y)-log_p_sex+Trim(.); loss=102.51, TC=0.30, TC_max=0.46, TC_splt=0.00, CE=0.08, CF_MSE=0.00, CF_MSE_loc=0.00, Acc=0.05, U1=90.76, U2=99.13, MMD=3.84, L=0.00, U=0.00, J_α=0.08, 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=2.00, τ=1000.00, ω=4.00; CF_MSE_t=0.00, CF_MSE_t_loc=0.00, minWAcc_t=0.00, wAcc_t=0.07, Acc_t=0.11, wAcc_r1=0.08, wAcc_μ_r2=0.07, minWAcc_μ_t=0.00, wAcc_μ_t=0.07, f1=0.00, m1=0.00, f2=0.29, m2=0.15, f3=0.00, m3=0.00, f4=0.00, m4=0.00, f5=0.02, m5=0.09, f6=0.00, m6=0.00, f7=0.00, m7=0.00, f8=0.25, m8=0.30, f9=0.00, m9=0.00, f10=0.00, m10=0.00, f11=0.34, m11=0.35, f12=0.00, m12=0.00, f13=0.00, m13=0.04, f14=0.01, m14=0.00, f15=0.13, m15=0.17, f16=0.00, m16=0.00, Av=0.07, f1μ=0.00, m1μ=0.00, f2μ=0.29, m2μ=0.10, f3μ=0.00, m3μ=0.00, f4μ=0.00, m4μ=0.00, f5μ=0.00, m5μ=0.12, f6μ=0.00, m6μ=0.00, f7μ=0.01, m7μ=0.00, f8μ=0.23, m8μ=0.30, f9μ=0.00, m9μ=0.00, f10μ=0.00, m10μ=0.00, f11μ=0.38, m11μ=0.39, f12μ=0.00, m12μ=0.08, f13μ=0.00, m13μ=0.04, f14μ=0.00, m14μ=0.00, f15μ=0.03, m15μ=0.13, f16μ=0.00, m16μ=0.00, Avμ=0.07, NELBO(x,s)_t=97.51, NLL_t=92.83, KLD_t=3.99, NELBO(x,s)_r2_u=97.48, NLL_r2_u=92.82, KLD_r2_u=3.97, NELBO(x,s)_r1_u=97.12, NLL_r1_u=92.41, KLD_r1_u=4.02, TCKLD=6.01, MI=3.50, TC=0.26, DW=0.44, KLD_unmod=4.19, NELBO(x,s)=98.07, NLL=91.37, KLD=6.01, BCE_test=(μ±TW:, 92.83, 324.01, 1162.19, μTW:, 92.83, 324.01, 1162.19, μ¬W:, 92.76, 324.76, 1160.48), MSE_test=(μ±TW:, 0.1574, 0.1838, 0.3511, μTW:, 0.1574, 0.1838, 0.3511, μ¬W:, 0.1576, 0.1842, 0.3510) KLD_test_gauss: 0.59  0.33  0.78  0.48  0.31  0.57  0.67  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, 0.1570, 0.3147)
MSE_all_{TW } = (0.1343, 0.1570, 0.3147)
MSE_all_{¬W } = (0.1346, 0.1574, 0.3156)
MSE_learn_{±TW} = (0.1334, 0.1558, 0.3135)
MSE_learn_{TW } = (0.1334, 0.1558, 0.3135)
MSE_learn_{¬W } = (0.1339, 0.1564, 0.3145)
MSE_test_{±TW} = (0.1364, 0.1597, 0.3177)
MSE_test_{TW } = (0.1364, 0.1597, 0.3177)
MSE_test_{¬W } = (0.1364, 0.1596, 0.3182)
MSE_ctrl1_{±TW} = (0.1331, 0.1554, 0.3123)
MSE_ctrl1_{TW } = (0.1331, 0.1554, 0.3123)
MSE_ctrl1_{¬W } = (0.1338, 0.1562, 0.3137)
MSE_ctrl2_{±TW} = (0.1331, 0.1555, 0.3135)
MSE_ctrl2_{TW } = (0.1331, 0.1555, 0.3135)
MSE_ctrl2_{¬W } = (0.1332, 0.1557, 0.3136)
NLL_all_{±TW} = (83.7628, 293.8556, 1034.9902)
NLL_all_{TW } = (83.7628, 293.8556, 1034.9902)
NLL_all_{¬W } = (83.8256, 293.7972, 1036.9319)
NLL_learn_{±TW} = (83.4902, 291.1683, 1031.8994)
NLL_learn_{TW } = (83.4902, 291.1683, 1031.8994)
NLL_learn_{¬W } = (83.6316, 291.7906, 1034.4893)
NLL_test_{±TW} = (84.4224, 300.3253, 1042.4469)
NLL_test_{TW } = (84.4224, 300.3253, 1042.4469)
NLL_test_{¬W } = (84.2846, 298.5450, 1042.7111)
NLL_ctrl1_{±TW} = (83.4672, 290.6294, 1033.0053)
NLL_ctrl1_{TW } = (83.4672, 290.6294, 1033.0053)
NLL_ctrl1_{¬W } = (83.5541, 291.2355, 1033.9249)
NLL_ctrl2_{±TW} = (83.6138, 292.3401, 1035.7820)
NLL_ctrl2_{TW } = (83.6138, 292.3401, 1035.7820)
NLL_ctrl2_{¬W } = (83.6797, 292.0215, 1037.4736)