R Under development (unstable) (2026-03-20 r89667 ucrt) -- "Unsuffered Consequences"
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> # This file is part of the standard setup for testthat.
> # It is recommended that you do not modify it.
> #
> # Where should you do additional test configuration?
> # Learn more about the roles of various files in:
> # * https://r-pkgs.org/testing-design.html#sec-tests-files-overview
> # * https://testthat.r-lib.org/articles/special-files.html
> 
> library(testthat)
> library(mlstm)
> 
> test_check("mlstm")
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 num [1:5000, 1:10] 2.22e-07 2.22e-07 2.22e-07 2.22e-07 2.22e-07 ...
 num [1:1000, 1:10] 0.165649 0.07012 0.19519 0.140047 0.000256 ...

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[run_stm_vi] iter = 1 / 200; ELBO = -3625763.88727; dELBO = NA; label = -1780.16894; dLabel = NA

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[run_stm_vi] iter = 2 / 200; ELBO = -3620721.42525; dELBO = 1.39073e-03; label = -677.41239; dLabel = 6.19467e-01

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[run_stm_vi] iter = 3 / 200; ELBO = -3610617.09480; dELBO = 2.79070e-03; label = -408.54481; dLabel = 3.96904e-01

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[run_stm_vi] iter = 4 / 200; ELBO = -3598488.79526; dELBO = 3.35907e-03; label = -362.00398; dLabel = 1.13919e-01

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[run_stm_vi] iter = 5 / 200; ELBO = -3583105.66741; dELBO = 4.27489e-03; label = -365.21313; dLabel = -8.86496e-03

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[run_stm_vi] iter = 6 / 200; ELBO = -3564888.38327; dELBO = 5.08422e-03; label = -384.92342; dLabel = -5.39693e-02

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[run_stm_vi] iter = 7 / 200; ELBO = -3545636.56254; dELBO = 5.40040e-03; label = -410.93483; dLabel = -6.75756e-02

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[run_stm_vi] iter = 8 / 200; ELBO = -3526641.59434; dELBO = 5.35728e-03; label = -438.48802; dLabel = -6.70500e-02

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[run_stm_vi] iter = 9 / 200; ELBO = -3508749.38503; dELBO = 5.07344e-03; label = -465.00877; dLabel = -6.04823e-02

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[run_stm_vi] iter = 10 / 200; ELBO = -3492802.34297; dELBO = 4.54494e-03; label = -489.24830; dLabel = -5.21271e-02

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[run_stm_vi] iter = 11 / 200; ELBO = -3479320.52988; dELBO = 3.85988e-03; label = -510.77642; dLabel = -4.40024e-02

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[run_stm_vi] iter = 12 / 200; ELBO = -3468150.38683; dELBO = 3.21044e-03; label = -529.69380; dLabel = -3.70365e-02

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[run_stm_vi] iter = 13 / 200; ELBO = -3458714.66489; dELBO = 2.72068e-03; label = -546.31060; dLabel = -3.13706e-02

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[run_stm_vi] iter = 14 / 200; ELBO = -3450826.78253; dELBO = 2.28058e-03; label = -561.00446; dLabel = -2.68965e-02

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[run_stm_vi] iter = 15 / 200; ELBO = -3444165.77165; dELBO = 1.93027e-03; label = -574.10654; dLabel = -2.33547e-02

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[run_stm_vi] iter = 16 / 200; ELBO = -3438499.76964; dELBO = 1.64510e-03; label = -585.92536; dLabel = -2.05865e-02

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[run_stm_vi] iter = 17 / 200; ELBO = -3433664.73325; dELBO = 1.40615e-03; label = -596.73452; dLabel = -1.84480e-02

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[run_stm_vi] iter = 18 / 200; ELBO = -3429569.91898; dELBO = 1.19255e-03; label = -606.69242; dLabel = -1.66873e-02

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[run_stm_vi] iter = 19 / 200; ELBO = -3426043.26000; dELBO = 1.02831e-03; label = -615.85537; dLabel = -1.51031e-02

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[run_stm_vi] iter = 20 / 200; ELBO = -3422948.84930; dELBO = 9.03202e-04; label = -624.29552; dLabel = -1.37048e-02

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[run_stm_vi] iter = 21 / 200; ELBO = -3420295.98418; dELBO = 7.75023e-04; label = -632.07828; dLabel = -1.24665e-02

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[run_stm_vi] iter = 22 / 200; ELBO = -3417949.22117; dELBO = 6.86129e-04; label = -639.26107; dLabel = -1.13638e-02

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[run_stm_vi] iter = 23 / 200; ELBO = -3415835.35140; dELBO = 6.18461e-04; label = -645.89381; dLabel = -1.03756e-02

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[run_stm_vi] iter = 24 / 200; ELBO = -3413981.36665; dELBO = 5.42762e-04; label = -652.04261; dLabel = -9.51982e-03

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[run_stm_vi] iter = 25 / 200; ELBO = -3412317.92827; dELBO = 4.87243e-04; label = -657.78932; dLabel = -8.81340e-03

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[run_stm_vi] iter = 26 / 200; ELBO = -3410858.19957; dELBO = 4.27782e-04; label = -663.15973; dLabel = -8.16433e-03

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[run_stm_vi] iter = 27 / 200; ELBO = -3409530.88205; dELBO = 3.89145e-04; label = -668.18665; dLabel = -7.58025e-03

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[run_stm_vi] iter = 28 / 200; ELBO = -3408350.36890; dELBO = 3.46239e-04; label = -672.92073; dLabel = -7.08497e-03

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[run_stm_vi] iter = 29 / 200; ELBO = -3407202.76503; dELBO = 3.36704e-04; label = -677.41460; dLabel = -6.67816e-03

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[run_stm_vi] iter = 30 / 200; ELBO = -3406156.36970; dELBO = 3.07113e-04; label = -681.71582; dLabel = -6.34946e-03

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[run_stm_vi] iter = 31 / 200; ELBO = -3405182.77660; dELBO = 2.85833e-04; label = -685.82434; dLabel = -6.02674e-03

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[run_stm_vi] iter = 32 / 200; ELBO = -3404301.87609; dELBO = 2.58694e-04; label = -689.73690; dLabel = -5.70490e-03

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[run_stm_vi] iter = 33 / 200; ELBO = -3403493.85353; dELBO = 2.37353e-04; label = -693.47345; dLabel = -5.41735e-03

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[run_stm_vi] iter = 34 / 200; ELBO = -3402706.46568; dELBO = 2.31347e-04; label = -697.07330; dLabel = -5.19104e-03

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[run_stm_vi] iter = 35 / 200; ELBO = -3401981.12552; dELBO = 2.13166e-04; label = -700.53700; dLabel = -4.96891e-03

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[run_stm_vi] iter = 36 / 200; ELBO = -3401328.37646; dELBO = 1.91873e-04; label = -703.84994; dLabel = -4.72915e-03

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[run_stm_vi] iter = 37 / 200; ELBO = -3400716.99675; dELBO = 1.79747e-04; label = -707.00487; dLabel = -4.48238e-03

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[run_stm_vi] iter = 38 / 200; ELBO = -3400168.21046; dELBO = 1.61374e-04; label = -710.01406; dLabel = -4.25625e-03

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[run_stm_vi] iter = 39 / 200; ELBO = -3399640.86428; dELBO = 1.55094e-04; label = -712.85072; dLabel = -3.99522e-03

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[run_stm_vi] iter = 40 / 200; ELBO = -3399106.79174; dELBO = 1.57097e-04; label = -715.50380; dLabel = -3.72179e-03

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[run_stm_vi] iter = 41 / 200; ELBO = -3398626.05739; dELBO = 1.41430e-04; label = -717.99185; dLabel = -3.47734e-03

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[run_stm_vi] iter = 42 / 200; ELBO = -3398182.07393; dELBO = 1.30636e-04; label = -720.31470; dLabel = -3.23520e-03

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[run_stm_vi] iter = 43 / 200; ELBO = -3397740.98935; dELBO = 1.29800e-04; label = -722.48204; dLabel = -3.00887e-03

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[run_stm_vi] iter = 44 / 200; ELBO = -3397302.44529; dELBO = 1.29069e-04; label = -724.51721; dLabel = -2.81692e-03

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[run_stm_vi] iter = 45 / 200; ELBO = -3396901.98276; dELBO = 1.17877e-04; label = -726.43378; dLabel = -2.64531e-03

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[run_stm_vi] iter = 46 / 200; ELBO = -3396556.69164; dELBO = 1.01649e-04; label = -728.24098; dLabel = -2.48777e-03

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[run_stm_vi] iter = 47 / 200; ELBO = -3396221.76924; dELBO = 9.86065e-05; label = -729.95124; dLabel = -2.34848e-03

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[run_stm_vi] iter = 48 / 200; ELBO = -3395909.12319; dELBO = 9.20570e-05; label = -731.57283; dLabel = -2.22150e-03

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[run_stm_vi] iter = 49 / 200; ELBO = -3395606.64096; dELBO = 8.90725e-05; label = -733.10138; dLabel = -2.08940e-03

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[run_stm_vi] iter = 50 / 200; ELBO = -3395312.75953; dELBO = 8.65475e-05; label = -734.53821; dLabel = -1.95994e-03

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[run_stm_vi] iter = 51 / 200; ELBO = -3395059.45869; dELBO = 7.46031e-05; label = -735.89650; dLabel = -1.84918e-03

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[run_stm_vi] iter = 52 / 200; ELBO = -3394835.86201; dELBO = 6.58594e-05; label = -737.18270; dLabel = -1.74780e-03

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[run_stm_vi] iter = 53 / 200; ELBO = -3394611.60480; dELBO = 6.60583e-05; label = -738.40560; dLabel = -1.65889e-03

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[run_stm_vi] iter = 54 / 200; ELBO = -3394385.05967; dELBO = 6.67367e-05; label = -739.57626; dLabel = -1.58539e-03

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[run_stm_vi] iter = 55 / 200; ELBO = -3394188.88128; dELBO = 5.77950e-05; label = -740.69739; dLabel = -1.51590e-03

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[run_stm_vi] iter = 56 / 200; ELBO = -3393993.78918; dELBO = 5.74783e-05; label = -741.76527; dLabel = -1.44173e-03

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[run_stm_vi] iter = 57 / 200; ELBO = -3393795.91656; dELBO = 5.83008e-05; label = -742.76856; dLabel = -1.35257e-03

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[run_stm_vi] iter = 58 / 200; ELBO = -3393611.84181; dELBO = 5.42386e-05; label = -743.71947; dLabel = -1.28022e-03

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[run_stm_vi] iter = 59 / 200; ELBO = -3393460.24612; dELBO = 4.46709e-05; label = -744.64237; dLabel = -1.24092e-03

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[run_stm_vi] iter = 60 / 200; ELBO = -3393304.63747; dELBO = 4.58555e-05; label = -745.54905; dLabel = -1.21761e-03

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[run_stm_vi] iter = 61 / 200; ELBO = -3393154.30562; dELBO = 4.43025e-05; label = -746.45013; dLabel = -1.20861e-03

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[run_stm_vi] iter = 62 / 200; ELBO = -3392981.22147; dELBO = 5.10098e-05; label = -747.34930; dLabel = -1.20459e-03

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[run_stm_vi] iter = 63 / 200; ELBO = -3392833.68492; dELBO = 4.34829e-05; label = -748.23576; dLabel = -1.18614e-03

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[run_stm_vi] iter = 64 / 200; ELBO = -3392689.11091; dELBO = 4.26116e-05; label = -749.09504; dLabel = -1.14840e-03

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[run_stm_vi] iter = 65 / 200; ELBO = -3392561.53967; dELBO = 3.76018e-05; label = -749.92511; dLabel = -1.10810e-03

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[run_stm_vi] iter = 66 / 200; ELBO = -3392437.48091; dELBO = 3.65679e-05; label = -750.72896; dLabel = -1.07190e-03

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[run_stm_vi] iter = 67 / 200; ELBO = -3392300.33990; dELBO = 4.04255e-05; label = -751.49963; dLabel = -1.02657e-03

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[run_stm_vi] iter = 68 / 200; ELBO = -3392157.46156; dELBO = 4.21184e-05; label = -752.22398; dLabel = -9.63865e-04

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[run_stm_vi] iter = 69 / 200; ELBO = -3392035.33202; dELBO = 3.60035e-05; label = -752.88818; dLabel = -8.82982e-04

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[run_stm_vi] iter = 70 / 200; ELBO = -3391905.98539; dELBO = 3.81325e-05; label = -753.49792; dLabel = -8.09879e-04

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[run_stm_vi] iter = 71 / 200; ELBO = -3391800.87743; dELBO = 3.09879e-05; label = -754.06692; dLabel = -7.55139e-04

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[run_stm_vi] iter = 72 / 200; ELBO = -3391692.28955; dELBO = 3.20148e-05; label = -754.60389; dLabel = -7.12103e-04

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[run_stm_vi] iter = 73 / 200; ELBO = -3391592.28813; dELBO = 2.94842e-05; label = -755.11447; dLabel = -6.76616e-04

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[run_stm_vi] iter = 74 / 200; ELBO = -3391499.89202; dELBO = 2.72427e-05; label = -755.59274; dLabel = -6.33373e-04

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[run_stm_vi] iter = 75 / 200; ELBO = -3391419.72094; dELBO = 2.36388e-05; label = -756.03669; dLabel = -5.87548e-04

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[run_stm_vi] iter = 76 / 200; ELBO = -3391347.14049; dELBO = 2.14012e-05; label = -756.44231; dLabel = -5.36508e-04

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[run_stm_vi] iter = 77 / 200; ELBO = -3391264.39520; dELBO = 2.43989e-05; label = -756.81190; dLabel = -4.88600e-04

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[run_stm_vi] iter = 78 / 200; ELBO = -3391197.56044; dELBO = 1.97079e-05; label = -757.14719; dLabel = -4.43024e-04

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[run_stm_vi] iter = 79 / 200; ELBO = -3391134.97443; dELBO = 1.84554e-05; label = -757.44904; dLabel = -3.98673e-04

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[run_stm_vi] iter = 80 / 200; ELBO = -3391073.40130; dELBO = 1.81571e-05; label = -757.72357; dLabel = -3.62429e-04

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[run_stm_vi] iter = 81 / 200; ELBO = -3391016.47871; dELBO = 1.67860e-05; label = -757.97425; dLabel = -3.30843e-04

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[run_stm_vi] iter = 82 / 200; ELBO = -3390956.28632; dELBO = 1.77505e-05; label = -758.20501; dLabel = -3.04434e-04

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[run_stm_vi] iter = 83 / 200; ELBO = -3390890.12523; dELBO = 1.95110e-05; label = -758.41918; dLabel = -2.82480e-04

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[run_stm_vi] iter = 84 / 200; ELBO = -3390828.17008; dELBO = 1.82711e-05; label = -758.62104; dLabel = -2.66148e-04

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[run_stm_vi] iter = 85 / 200; ELBO = -3390769.08151; dELBO = 1.74260e-05; label = -758.81038; dLabel = -2.49586e-04

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[run_stm_vi] iter = 86 / 200; ELBO = -3390725.08327; dELBO = 1.29759e-05; label = -758.98734; dLabel = -2.33215e-04

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[run_stm_vi] iter = 87 / 200; ELBO = -3390683.14166; dELBO = 1.23695e-05; label = -759.15209; dLabel = -2.17060e-04

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[run_stm_vi] iter = 88 / 200; ELBO = -3390642.63591; dELBO = 1.19462e-05; label = -759.31043; dLabel = -2.08579e-04

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[run_stm_vi] iter = 89 / 200; ELBO = -3390606.24748; dELBO = 1.07320e-05; label = -759.46691; dLabel = -2.06080e-04

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[run_stm_vi] iter = 90 / 200; ELBO = -3390564.85284; dELBO = 1.22086e-05; label = -759.61718; dLabel = -1.97866e-04

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[run_stm_vi] iter = 91 / 200; ELBO = -3390524.31073; dELBO = 1.19573e-05; label = -759.75798; dLabel = -1.85351e-04

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[run_stm_vi] iter = 92 / 200; ELBO = -3390485.24806; dELBO = 1.15211e-05; label = -759.88831; dLabel = -1.71535e-04

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[run_stm_vi] iter = 93 / 200; ELBO = -3390429.29369; dELBO = 1.65034e-05; label = -760.00930; dLabel = -1.59233e-04

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[run_stm_vi] iter = 94 / 200; ELBO = -3390370.78839; dELBO = 1.72560e-05; label = -760.12148; dLabel = -1.47594e-04

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[run_stm_vi] iter = 95 / 200; ELBO = -3390315.50092; dELBO = 1.63072e-05; label = -760.23080; dLabel = -1.43817e-04

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[run_stm_vi] iter = 96 / 200; ELBO = -3390269.55097; dELBO = 1.35533e-05; label = -760.34018; dLabel = -1.43888e-04

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[run_stm_vi] iter = 97 / 200; ELBO = -3390231.94281; dELBO = 1.10930e-05; label = -760.44833; dLabel = -1.42236e-04

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[run_stm_vi] iter = 98 / 200; ELBO = -3390185.09360; dELBO = 1.38189e-05; label = -760.55455; dLabel = -1.39684e-04

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[run_stm_vi] iter = 99 / 200; ELBO = -3390140.47768; dELBO = 1.31603e-05; label = -760.65941; dLabel = -1.37865e-04

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[run_stm_vi] iter = 100 / 200; ELBO = -3390105.98594; dELBO = 1.01741e-05; label = -760.76215; dLabel = -1.35067e-04

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[run_stm_vi] iter = 101 / 200; ELBO = -3390084.01813; dELBO = 6.47998e-06; label = -760.86122; dLabel = -1.30233e-04

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[run_stm_vi] iter = 102 / 200; ELBO = -3390053.41613; dELBO = 9.02692e-06; label = -760.95929; dLabel = -1.28894e-04

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[run_stm_vi] iter = 103 / 200; ELBO = -3390017.49707; dELBO = 1.05954e-05; label = -761.06008; dLabel = -1.32447e-04

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[run_stm_vi] iter = 104 / 200; ELBO = -3389976.99405; dELBO = 1.19477e-05; label = -761.16602; dLabel = -1.39195e-04

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[run_stm_vi] iter = 105 / 200; ELBO = -3389946.00132; dELBO = 9.14246e-06; label = -761.27676; dLabel = -1.45498e-04

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[run_stm_vi] iter = 106 / 200; ELBO = -3389920.77463; dELBO = 7.44162e-06; label = -761.38715; dLabel = -1.45002e-04

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[run_stm_vi] iter = 107 / 200; ELBO = -3389895.98795; dELBO = 7.31187e-06; label = -761.49086; dLabel = -1.36212e-04

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[run_stm_vi] iter = 108 / 200; ELBO = -3389868.88846; dELBO = 7.99419e-06; label = -761.58762; dLabel = -1.27060e-04

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[run_stm_vi] iter = 109 / 200; ELBO = -3389838.19529; dELBO = 9.05438e-06; label = -761.68424; dLabel = -1.26865e-04

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[run_stm_vi] iter = 110 / 200; ELBO = -3389811.58557; dELBO = 7.84985e-06; label = -761.78512; dLabel = -1.32454e-04

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[run_stm_vi] iter = 111 / 200; ELBO = -3389780.05549; dELBO = 9.30143e-06; label = -761.88716; dLabel = -1.33943e-04

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[run_stm_vi] iter = 112 / 200; ELBO = -3389748.43630; dELBO = 9.32780e-06; label = -761.98623; dLabel = -1.30028e-04

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[run_stm_vi] iter = 113 / 200; ELBO = -3389730.64927; dELBO = 5.24730e-06; label = -762.08237; dLabel = -1.26179e-04

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[run_stm_vi] iter = 114 / 200; ELBO = -3389713.85210; dELBO = 4.95531e-06; label = -762.17644; dLabel = -1.23438e-04

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[run_stm_vi] iter = 115 / 200; ELBO = -3389688.98322; dELBO = 7.33657e-06; label = -762.27010; dLabel = -1.22874e-04

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[run_stm_vi] iter = 116 / 200; ELBO = -3389660.87374; dELBO = 8.29264e-06; label = -762.36647; dLabel = -1.26427e-04

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[run_stm_vi] iter = 117 / 200; ELBO = -3389639.22056; dELBO = 6.38801e-06; label = -762.46644; dLabel = -1.31133e-04

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[run_stm_vi] iter = 118 / 200; ELBO = -3389604.66811; dELBO = 1.01935e-05; label = -762.56299; dLabel = -1.26633e-04

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[run_stm_vi] iter = 119 / 200; ELBO = -3389580.77734; dELBO = 7.04825e-06; label = -762.64958; dLabel = -1.13552e-04

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[run_stm_vi] iter = 120 / 200; ELBO = -3389562.36482; dELBO = 5.43209e-06; label = -762.72438; dLabel = -9.80716e-05

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[run_stm_vi] iter = 121 / 200; ELBO = -3389541.88567; dELBO = 6.04183e-06; label = -762.78814; dLabel = -8.36027e-05

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[run_stm_vi] iter = 122 / 200; ELBO = -3389517.43804; dELBO = 7.21266e-06; label = -762.84563; dLabel = -7.53664e-05

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[run_stm_vi] iter = 123 / 200; ELBO = -3389492.60763; dELBO = 7.32565e-06; label = -762.90170; dLabel = -7.35037e-05

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[run_stm_vi] iter = 124 / 200; ELBO = -3389466.50362; dELBO = 7.70145e-06; label = -762.95528; dLabel = -7.02245e-05

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[run_stm_vi] iter = 125 / 200; ELBO = -3389450.11913; dELBO = 4.83394e-06; label = -763.00490; dLabel = -6.50439e-05

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[run_stm_vi] iter = 126 / 200; ELBO = -3389431.85525; dELBO = 5.38845e-06; label = -763.04914; dLabel = -5.79820e-05

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[run_stm_vi] iter = 127 / 200; ELBO = -3389419.14594; dELBO = 3.74969e-06; label = -763.09152; dLabel = -5.55402e-05

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[run_stm_vi] iter = 128 / 200; ELBO = -3389409.66380; dELBO = 2.79757e-06; label = -763.13395; dLabel = -5.56045e-05

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[run_stm_vi] iter = 129 / 200; ELBO = -3389393.10782; dELBO = 4.88462e-06; label = -763.17485; dLabel = -5.35933e-05

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[run_stm_vi] iter = 130 / 200; ELBO = -3389380.58301; dELBO = 3.69530e-06; label = -763.21344; dLabel = -5.05566e-05

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[run_stm_vi] iter = 131 / 200; ELBO = -3389368.61369; dELBO = 3.53142e-06; label = -763.25142; dLabel = -4.97696e-05

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[run_stm_vi] iter = 132 / 200; ELBO = -3389351.72757; dELBO = 4.98208e-06; label = -763.29023; dLabel = -5.08441e-05

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[run_stm_vi] iter = 133 / 200; ELBO = -3389338.79872; dELBO = 3.81455e-06; label = -763.33066; dLabel = -5.29700e-05

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[run_stm_vi] iter = 134 / 200; ELBO = -3389325.59662; dELBO = 3.89518e-06; label = -763.37393; dLabel = -5.66837e-05

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[run_stm_vi] iter = 135 / 200; ELBO = -3389306.66483; dELBO = 5.58571e-06; label = -763.42020; dLabel = -6.06157e-05

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[run_stm_vi] iter = 136 / 200; ELBO = -3389296.98310; dELBO = 2.85655e-06; label = -763.46546; dLabel = -5.92881e-05

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[run_stm_vi] iter = 137 / 200; ELBO = -3389284.14619; dELBO = 3.78748e-06; label = -763.50850; dLabel = -5.63731e-05

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[run_stm_vi] iter = 138 / 200; ELBO = -3389272.06589; dELBO = 3.56426e-06; label = -763.54843; dLabel = -5.22948e-05

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[run_stm_vi] iter = 139 / 200; ELBO = -3389257.92043; dELBO = 4.17360e-06; label = -763.58686; dLabel = -5.03380e-05

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[run_stm_vi] iter = 140 / 200; ELBO = -3389241.56930; dELBO = 4.82440e-06; label = -763.62399; dLabel = -4.86242e-05

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[run_stm_vi] iter = 141 / 200; ELBO = -3389228.29607; dELBO = 3.91628e-06; label = -763.65721; dLabel = -4.35059e-05

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[run_stm_vi] iter = 142 / 200; ELBO = -3389219.67741; dELBO = 2.54295e-06; label = -763.69098; dLabel = -4.42144e-05

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[run_stm_vi] iter = 143 / 200; ELBO = -3389207.91751; dELBO = 3.46980e-06; label = -763.73022; dLabel = -5.13876e-05

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[run_stm_vi] iter = 144 / 200; ELBO = -3389190.77175; dELBO = 5.05893e-06; label = -763.77267; dLabel = -5.55794e-05

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[run_stm_vi] iter = 145 / 200; ELBO = -3389177.67335; dELBO = 3.86476e-06; label = -763.81669; dLabel = -5.76389e-05

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[run_stm_vi] iter = 146 / 200; ELBO = -3389161.73240; dELBO = 4.70349e-06; label = -763.86152; dLabel = -5.86855e-05

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[run_stm_vi] iter = 147 / 200; ELBO = -3389149.48547; dELBO = 3.61356e-06; label = -763.90658; dLabel = -5.89874e-05

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[run_stm_vi] iter = 148 / 200; ELBO = -3389131.31683; dELBO = 5.36083e-06; label = -763.95056; dLabel = -5.75817e-05

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[run_stm_vi] iter = 149 / 200; ELBO = -3389115.84879; dELBO = 4.56402e-06; label = -763.99366; dLabel = -5.64067e-05

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[run_stm_vi] iter = 150 / 200; ELBO = -3389103.12263; dELBO = 3.75501e-06; label = -764.03424; dLabel = -5.31233e-05

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[run_stm_vi] iter = 151 / 200; ELBO = -3389096.49263; dELBO = 1.95627e-06; label = -764.07058; dLabel = -4.75596e-05

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[run_stm_vi] iter = 152 / 200; ELBO = -3389089.25316; dELBO = 2.13611e-06; label = -764.10520; dLabel = -4.53108e-05

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[run_stm_vi] iter = 153 / 200; ELBO = -3389077.64028; dELBO = 3.42655e-06; label = -764.13960; dLabel = -4.50154e-05

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[run_stm_vi] iter = 154 / 200; ELBO = -3389061.75817; dELBO = 4.68626e-06; label = -764.17340; dLabel = -4.42386e-05

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[run_stm_vi] iter = 155 / 200; ELBO = -3389053.46287; dELBO = 2.44767e-06; label = -764.20615; dLabel = -4.28584e-05

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[run_stm_vi] iter = 156 / 200; ELBO = -3389039.18267; dELBO = 4.21362e-06; label = -764.23680; dLabel = -4.00983e-05

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[run_stm_vi] iter = 157 / 200; ELBO = -3389030.12622; dELBO = 2.67228e-06; label = -764.26568; dLabel = -3.77963e-05

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[run_stm_vi] iter = 158 / 200; ELBO = -3389022.11587; dELBO = 2.36361e-06; label = -764.29461; dLabel = -3.78545e-05

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[run_stm_vi] iter = 159 / 200; ELBO = -3389016.37971; dELBO = 1.69257e-06; label = -764.32353; dLabel = -3.78361e-05

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[run_stm_vi] iter = 160 / 200; ELBO = -3389013.08996; dELBO = 9.70712e-07; label = -764.35250; dLabel = -3.79020e-05

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[run_stm_vi] iter = 161 / 200; ELBO = -3389005.58297; dELBO = 2.21509e-06; label = -764.38280; dLabel = -3.96479e-05

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[run_stm_vi] iter = 162 / 200; ELBO = -3389000.29793; dELBO = 1.55947e-06; label = -764.41490; dLabel = -4.19827e-05

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[run_stm_vi] iter = 163 / 200; ELBO = -3388997.51967; dELBO = 8.19787e-07; label = -764.44759; dLabel = -4.27660e-05

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[run_stm_vi] iter = 164 / 200; ELBO = -3388993.23427; dELBO = 1.26450e-06; label = -764.48199; dLabel = -4.50071e-05

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[run_stm_vi] iter = 165 / 200; ELBO = -3388985.61845; dELBO = 2.24722e-06; label = -764.52013; dLabel = -4.98859e-05

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[run_stm_vi] iter = 166 / 200; ELBO = -3388971.54590; dELBO = 4.15243e-06; label = -764.56321; dLabel = -5.63511e-05

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[run_stm_vi] iter = 167 / 200; ELBO = -3388962.03643; dELBO = 2.80601e-06; label = -764.61057; dLabel = -6.19376e-05

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[run_stm_vi] iter = 168 / 200; ELBO = -3388957.24042; dELBO = 1.41518e-06; label = -764.65933; dLabel = -6.37798e-05

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[run_stm_vi] iter = 169 / 200; ELBO = -3388947.17872; dELBO = 2.96897e-06; label = -764.70750; dLabel = -6.29904e-05

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[run_stm_vi] iter = 170 / 200; ELBO = -3388935.88228; dELBO = 3.33332e-06; label = -764.75362; dLabel = -6.03153e-05

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[run_stm_vi] iter = 171 / 200; ELBO = -3388926.34884; dELBO = 2.81311e-06; label = -764.79928; dLabel = -5.97037e-05

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[run_stm_vi] iter = 172 / 200; ELBO = -3388922.82133; dELBO = 1.04089e-06; label = -764.84628; dLabel = -6.14577e-05

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[run_stm_vi] iter = 173 / 200; ELBO = -3388916.19685; dELBO = 1.95475e-06; label = -764.89473; dLabel = -6.33403e-05

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[run_stm_vi] iter = 174 / 200; ELBO = -3388909.74213; dELBO = 1.90466e-06; label = -764.94477; dLabel = -6.54168e-05

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[run_stm_vi] iter = 175 / 200; ELBO = -3388901.28598; dELBO = 2.49524e-06; label = -764.99497; dLabel = -6.56305e-05

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[run_stm_vi] iter = 176 / 200; ELBO = -3388897.94857; dELBO = 9.84806e-07; label = -765.04427; dLabel = -6.44483e-05

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[run_stm_vi] iter = 177 / 200; ELBO = -3388893.87218; dELBO = 1.20287e-06; label = -765.09448; dLabel = -6.56337e-05

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[run_stm_vi] iter = 178 / 200; ELBO = -3388890.07329; dELBO = 1.12098e-06; label = -765.14559; dLabel = -6.67984e-05

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[run_stm_vi] iter = 179 / 200; ELBO = -3388883.22623; dELBO = 2.02044e-06; label = -765.19602; dLabel = -6.59122e-05

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[run_stm_vi] iter = 180 / 200; ELBO = -3388874.57842; dELBO = 2.55182e-06; label = -765.24311; dLabel = -6.15363e-05

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[run_stm_vi] iter = 181 / 200; ELBO = -3388868.42517; dELBO = 1.81572e-06; label = -765.28585; dLabel = -5.58554e-05

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[run_stm_vi] iter = 182 / 200; ELBO = -3388860.94397; dELBO = 2.20758e-06; label = -765.32734; dLabel = -5.42095e-05

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[run_stm_vi] iter = 183 / 200; ELBO = -3388849.38170; dELBO = 3.41184e-06; label = -765.36982; dLabel = -5.55019e-05

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[run_stm_vi] iter = 184 / 200; ELBO = -3388840.89010; dELBO = 2.50575e-06; label = -765.41211; dLabel = -5.52600e-05

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[run_stm_vi] iter = 185 / 200; ELBO = -3388837.27923; dELBO = 1.06552e-06; label = -765.45349; dLabel = -5.40592e-05

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[run_stm_vi] iter = 186 / 200; ELBO = -3388832.28356; dELBO = 1.47416e-06; label = -765.49093; dLabel = -4.89081e-05

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[run_stm_vi] iter = 187 / 200; ELBO = -3388826.72587; dELBO = 1.64000e-06; label = -765.52170; dLabel = -4.01974e-05

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[run_stm_vi] iter = 188 / 200; ELBO = -3388822.73899; dELBO = 1.17648e-06; label = -765.54765; dLabel = -3.38977e-05

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[run_stm_vi] iter = 189 / 200; ELBO = -3388817.04344; dELBO = 1.68069e-06; label = -765.57015; dLabel = -2.93962e-05

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[run_stm_vi] iter = 190 / 200; ELBO = -3388811.06732; dELBO = 1.76348e-06; label = -765.59071; dLabel = -2.68576e-05

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[run_stm_vi] iter = 191 / 200; ELBO = -3388803.97179; dELBO = 2.09381e-06; label = -765.61219; dLabel = -2.80504e-05

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[run_stm_vi] iter = 192 / 200; ELBO = -3388801.53479; dELBO = 7.19131e-07; label = -765.63542; dLabel = -3.03512e-05

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[run_stm_vi] iter = 193 / 200; ELBO = -3388799.17864; dELBO = 6.95276e-07; label = -765.65973; dLabel = -3.17454e-05

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[run_stm_vi] iter = 194 / 200; ELBO = -3388796.24151; dELBO = 8.66718e-07; label = -765.68321; dLabel = -3.06729e-05

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[run_stm_vi] iter = 195 / 200; ELBO = -3388795.22728; dELBO = 2.99287e-07; label = -765.70539; dLabel = -2.89567e-05

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[run_stm_vi] iter = 197 / 200; ELBO = -3388791.63067; dELBO = 6.62626e-07; label = -765.74656; dLabel = -2.59760e-05

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[run_stm_vi] iter = 198 / 200; ELBO = -3388786.60596; dELBO = 1.48274e-06; label = -765.76303; dLabel = -2.15044e-05

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[run_stm_vi] iter = 199 / 200; ELBO = -3388781.86817; dELBO = 1.39808e-06; label = -765.77290; dLabel = -1.28925e-05

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[run_stm_vi] iter = 200 / 200; ELBO = -3388776.43908; dELBO = 1.60208e-06; label = -765.77909; dLabel = -8.07890e-06

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[run_mlstm_vi] iter = 17 / 200; ELBO = -3431845.39403; dELBO = 1.50245e-03; label = -4204.84023; dLabel = -7.45262e-05

[E-step] 1000/1000 (100.0%)
[run_mlstm_vi] iter = 18 / 200; ELBO = -3427462.51662; dELBO = 1.27712e-03; label = -4205.14995; dLabel = -7.36589e-05

[E-step] 1000/1000 (100.0%)
[run_mlstm_vi] iter = 19 / 200; ELBO = -3423659.59784; dELBO = 1.10954e-03; label = -4205.45742; dLabel = -7.31164e-05

[E-step] 1000/1000 (100.0%)
[run_mlstm_vi] iter = 20 / 200; ELBO = -3420429.29474; dELBO = 9.43523e-04; label = -4205.76418; dLabel = -7.29441e-05

[E-step] 1000/1000 (100.0%)
[run_mlstm_vi] iter = 21 / 200; ELBO = -3417627.45235; dELBO = 8.19149e-04; label = -4206.06290; dLabel = -7.10259e-05

[E-step] 1000/1000 (100.0%)
[run_mlstm_vi] iter = 22 / 200; ELBO = -3415132.66601; dELBO = 7.29976e-04; label = -4206.35205; dLabel = -6.87462e-05

[E-step] 1000/1000 (100.0%)
[run_mlstm_vi] iter = 23 / 200; ELBO = -3412914.97712; dELBO = 6.49371e-04; label = -4206.63052; dLabel = -6.62016e-05

[E-step] 1000/1000 (100.0%)
[run_mlstm_vi] iter = 24 / 200; ELBO = -3410941.20466; dELBO = 5.78325e-04; label = -4206.89049; dLabel = -6.17996e-05

[E-step] 1000/1000 (100.0%)
[run_mlstm_vi] iter = 25 / 200; ELBO = -3409210.45955; dELBO = 5.07410e-04; label = -4207.12802; dLabel = -5.64618e-05

[E-step] 1000/1000 (100.0%)
[run_mlstm_vi] iter = 26 / 200; ELBO = -3407699.40475; dELBO = 4.43227e-04; label = -4207.34162; dLabel = -5.07712e-05

[E-step] 1000/1000 (100.0%)
[run_mlstm_vi] iter = 27 / 200; ELBO = -3406341.87736; dELBO = 3.98371e-04; label = -4207.52324; dLabel = -4.31679e-05

[E-step] 1000/1000 (100.0%)
[run_mlstm_vi] iter = 28 / 200; ELBO = -3405119.82297; dELBO = 3.58759e-04; label = -4207.67302; dLabel = -3.55980e-05

[E-step] 1000/1000 (100.0%)
[run_mlstm_vi] iter = 29 / 200; ELBO = -3404005.03068; dELBO = 3.27387e-04; label = -4207.79669; dLabel = -2.93910e-05

[E-step] 1000/1000 (100.0%)
[run_mlstm_vi] iter = 30 / 200; ELBO = -3402983.89417; dELBO = 2.99981e-04; label = -4207.90140; dLabel = -2.48861e-05

[E-step] 1000/1000 (100.0%)
[run_mlstm_vi] iter = 31 / 200; ELBO = -3402013.68913; dELBO = 2.85104e-04; label = -4207.98676; dLabel = -2.02841e-05

[E-step] 1000/1000 (100.0%)
[run_mlstm_vi] iter = 32 / 200; ELBO = -3401132.36309; dELBO = 2.59060e-04; label = -4208.05025; dLabel = -1.50885e-05

[E-step] 1000/1000 (100.0%)
[run_mlstm_vi] iter = 33 / 200; ELBO = -3400322.44959; dELBO = 2.38131e-04; label = -4208.09344; dLabel = -1.02631e-05

[E-step] 1000/1000 (100.0%)
[run_mlstm_vi] iter = 34 / 200; ELBO = -3399592.54278; dELBO = 2.14658e-04; label = -4208.12404; dLabel = -7.27152e-06

[E-step] 1000/1000 (100.0%)
[run_mlstm_vi] iter = 35 / 200; ELBO = -3398944.16644; dELBO = 1.90722e-04; label = -4208.14865; dLabel = -5.84995e-06

[E-step] 1000/1000 (100.0%)
[run_mlstm_vi] iter = 36 / 200; ELBO = -3398320.27788; dELBO = 1.83554e-04; label = -4208.16784; dLabel = -4.55908e-06

[E-step] 1000/1000 (100.0%)
[run_mlstm_vi] iter = 37 / 200; ELBO = -3397733.14731; dELBO = 1.72771e-04; label = -4208.18265; dLabel = -3.52016e-06

[E-step] 1000/1000 (100.0%)
[run_mlstm_vi] iter = 38 / 200; ELBO = -3397200.90958; dELBO = 1.56645e-04; label = -4208.19529; dLabel = -3.00346e-06

[E-step] 1000/1000 (100.0%)
[run_mlstm_vi] iter = 39 / 200; ELBO = -3396699.01887; dELBO = 1.47737e-04; label = -4208.20787; dLabel = -2.98871e-06

[E-step] 1000/1000 (100.0%)
[run_mlstm_vi] iter = 40 / 200; ELBO = -3396235.54288; dELBO = 1.36449e-04; label = -4208.21926; dLabel = -2.70715e-06

[E-step] 1000/1000 (100.0%)
[run_mlstm_vi] iter = 41 / 200; ELBO = -3395822.11594; dELBO = 1.21731e-04; label = -4208.23024; dLabel = -2.60850e-06

[E-step] 1000/1000 (100.0%)
[run_mlstm_vi] iter = 42 / 200; ELBO = -3395408.03847; dELBO = 1.21937e-04; label = -4208.23911; dLabel = -2.10906e-06

[E-step] 1000/1000 (100.0%)
[run_mlstm_vi] iter = 43 / 200; ELBO = -3395013.45062; dELBO = 1.16212e-04; label = -4208.24519; dLabel = -1.44382e-06

[E-step] 1000/1000 (100.0%)
[run_mlstm_vi] iter = 44 / 200; ELBO = -3394661.60386; dELBO = 1.03636e-04; label = -4208.24948; dLabel = -1.01890e-06

[E-step] 1000/1000 (100.0%)
[run_mlstm_vi] iter = 45 / 200; ELBO = -3394322.98481; dELBO = 9.97505e-05; label = -4208.25205; dLabel = -6.10904e-07

[E-step] 1000/1000 (100.0%)
[run_mlstm_vi] iter = 46 / 200; ELBO = -3394020.22838; dELBO = 8.91949e-05; label = -4208.25325; dLabel = -2.86941e-07

[E-step] 1000/1000 (100.0%)
[run_mlstm_vi] iter = 47 / 200; ELBO = -3393749.16356; dELBO = 7.98654e-05; label = -4208.25569; dLabel = -5.77888e-07

[E-step] 1000/1000 (100.0%)
[run_mlstm_vi] iter = 48 / 200; ELBO = -3393504.21418; dELBO = 7.21766e-05; label = -4208.25876; dLabel = -7.30034e-07

[E-step] 1000/1000 (100.0%)
[run_mlstm_vi] iter = 49 / 200; ELBO = -3393271.91281; dELBO = 6.84547e-05; label = -4208.26105; dLabel = -5.43542e-07

[E-step] 1000/1000 (100.0%)
[run_mlstm_vi] iter = 50 / 200; ELBO = -3393052.07788; dELBO = 6.47855e-05; label = -4208.26016; dLabel = 2.11055e-07
[run_mlstm_vi] converged at iter 50 with dELBO = 6.47855e-05 and dLabel = 2.11055e-07
[ FAIL 0 | WARN 0 | SKIP 1 | PASS 0 ]

══ Skipped tests (1) ═══════════════════════════════════════════════════════════
• empty test (1): 'test-test_mlstm.R:1:1'

[ FAIL 0 | WARN 0 | SKIP 1 | PASS 0 ]
> 
> proc.time()
   user  system elapsed 
  87.64   46.64   70.39