Returns the accumulated log-posterior, the average Metropolis acceptance rate, divergent transitions, treedepth rather than terminated its evolution normally.
Examples
# \donttest{
set.seed(333)
if (require("brms", quietly = TRUE)) {
model <- suppressWarnings(brm(mpg ~ wt * cyl * vs,
data = mtcars,
iter = 100, control = list(adapt_delta = 0.80),
refresh = 0
))
diagnostic_draws(model)
}
#> Compiling Stan program...
#> Start sampling
#> Chain Iteration Acceptance_Rate Step_Size Tree_Depth n_Leapfrog Divergent
#> 1 1 1 0.9518223 0.03813651 10 1023 0
#> 2 1 2 0.9999675 0.03813651 10 1023 0
#> 3 1 3 0.9801007 0.03813651 9 767 0
#> 4 1 4 0.9750932 0.03813651 10 1023 0
#> 5 1 5 0.8717287 0.03813651 10 1023 0
#> 6 1 6 0.9997736 0.03813651 8 383 0
#> 7 1 7 0.9892475 0.03813651 6 63 0
#> 8 1 8 0.6868810 0.03813651 6 63 0
#> 9 1 9 0.9979884 0.03813651 10 1023 0
#> 10 1 10 0.8614224 0.03813651 10 1023 0
#> 11 1 11 0.9783541 0.03813651 7 127 0
#> 12 1 12 0.9915447 0.03813651 7 127 0
#> 13 1 13 0.9478282 0.03813651 7 127 0
#> 14 1 14 0.8969477 0.03813651 5 63 0
#> 15 1 15 0.9999776 0.03813651 10 1023 0
#> 16 1 16 0.9512513 0.03813651 6 63 0
#> 17 1 17 0.9689009 0.03813651 9 703 0
#> 18 1 18 0.9851710 0.03813651 5 31 0
#> 19 1 19 0.9696171 0.03813651 9 1023 0
#> 20 1 20 0.8047513 0.03813651 4 31 0
#> 21 1 21 0.8100535 0.03813651 6 127 0
#> 22 1 22 0.9813718 0.03813651 7 191 0
#> 23 1 23 0.9286945 0.03813651 7 255 0
#> 24 1 24 0.9541205 0.03813651 5 47 0
#> 25 1 25 0.9198108 0.03813651 10 1023 0
#> 26 1 26 0.9755696 0.03813651 10 1023 0
#> 27 1 27 0.9958205 0.03813651 6 127 0
#> 28 1 28 0.9831916 0.03813651 10 1023 0
#> 29 1 29 0.9998986 0.03813651 7 255 0
#> 30 1 30 0.9933605 0.03813651 10 1023 0
#> 31 1 31 0.9663187 0.03813651 9 1023 0
#> 32 1 32 0.9431863 0.03813651 10 1023 0
#> 33 1 33 0.9994200 0.03813651 10 1023 0
#> 34 1 34 0.9987293 0.03813651 6 127 0
#> 35 1 35 0.7650077 0.03813651 5 63 0
#> 36 1 36 0.9045024 0.03813651 8 351 0
#> 37 1 37 1.0000000 0.03813651 5 31 0
#> 38 1 38 0.9500080 0.03813651 10 1023 0
#> 39 1 39 0.8482122 0.03813651 10 1023 0
#> 40 1 40 0.9975702 0.03813651 10 1023 0
#> 41 1 41 0.9980460 0.03813651 10 1023 0
#> 42 1 42 0.9548004 0.03813651 10 1023 0
#> 43 1 43 0.9054731 0.03813651 8 511 0
#> 44 1 44 0.9958498 0.03813651 6 127 0
#> 45 1 45 0.8722416 0.03813651 7 127 0
#> 46 1 46 0.9175596 0.03813651 5 63 0
#> 47 1 47 0.9834023 0.03813651 10 1023 0
#> 48 1 48 0.9870499 0.03813651 10 1023 0
#> 49 1 49 0.8421329 0.03813651 10 1023 0
#> 50 1 50 0.9533279 0.03813651 8 447 0
#> 51 2 1 0.9942984 0.03742511 9 1023 0
#> 52 2 2 0.9974586 0.03742511 6 127 0
#> 53 2 3 0.9618087 0.03742511 10 1023 0
#> 54 2 4 0.9395077 0.03742511 7 127 0
#> 55 2 5 0.7058848 0.03742511 7 255 0
#> 56 2 6 0.9449148 0.03742511 8 511 0
#> 57 2 7 0.9533854 0.03742511 8 319 0
#> 58 2 8 0.9985742 0.03742511 6 63 0
#> 59 2 9 0.9741088 0.03742511 9 831 0
#> 60 2 10 0.8697726 0.03742511 6 127 0
#> 61 2 11 0.8979211 0.03742511 8 335 0
#> 62 2 12 0.9951917 0.03742511 10 1023 0
#> 63 2 13 0.9965731 0.03742511 10 1023 0
#> 64 2 14 0.9902518 0.03742511 3 15 0
#> 65 2 15 0.9329949 0.03742511 6 63 0
#> 66 2 16 0.9327242 0.03742511 6 127 0
#> 67 2 17 0.9661217 0.03742511 10 1023 0
#> 68 2 18 0.8880797 0.03742511 10 1023 0
#> 69 2 19 0.9333451 0.03742511 8 383 0
#> 70 2 20 1.0000000 0.03742511 4 31 0
#> 71 2 21 0.9932392 0.03742511 8 383 0
#> 72 2 22 0.9950198 0.03742511 6 127 0
#> 73 2 23 0.9823765 0.03742511 7 255 0
#> 74 2 24 0.8879894 0.03742511 10 1023 0
#> 75 2 25 0.9622887 0.03742511 7 127 0
#> 76 2 26 0.9639965 0.03742511 7 207 0
#> 77 2 27 0.9619045 0.03742511 7 207 0
#> 78 2 28 0.9894090 0.03742511 7 191 0
#> 79 2 29 0.9921125 0.03742511 10 1023 0
#> 80 2 30 0.6772717 0.03742511 9 767 0
#> 81 2 31 0.9272060 0.03742511 9 639 0
#> 82 2 32 0.9106396 0.03742511 10 1023 0
#> 83 2 33 0.6036875 0.03742511 7 127 0
#> 84 2 34 0.9668550 0.03742511 10 1023 0
#> 85 2 35 0.9739767 0.03742511 9 583 0
#> 86 2 36 0.9987048 0.03742511 6 63 0
#> 87 2 37 0.9998904 0.03742511 9 767 0
#> 88 2 38 0.9959910 0.03742511 6 63 0
#> 89 2 39 0.8637198 0.03742511 6 63 0
#> 90 2 40 0.9702056 0.03742511 8 383 0
#> 91 2 41 0.5560633 0.03742511 4 15 0
#> 92 2 42 0.9207831 0.03742511 10 1023 0
#> 93 2 43 0.9950492 0.03742511 10 1023 0
#> 94 2 44 0.9634650 0.03742511 7 191 0
#> 95 2 45 0.9852246 0.03742511 8 511 0
#> 96 2 46 0.9262220 0.03742511 9 767 0
#> 97 2 47 0.9465821 0.03742511 6 127 0
#> 98 2 48 0.9887467 0.03742511 10 1023 0
#> 99 2 49 0.9737241 0.03742511 10 1023 0
#> 100 2 50 0.7829408 0.03742511 8 447 0
#> 101 3 1 0.9848591 0.04010297 8 407 0
#> 102 3 2 0.8063506 0.04010297 10 1023 0
#> 103 3 3 0.9597859 0.04010297 6 127 0
#> 104 3 4 0.9203251 0.04010297 8 511 0
#> 105 3 5 0.9220852 0.04010297 6 63 0
#> 106 3 6 0.9674887 0.04010297 6 63 0
#> 107 3 7 0.9254870 0.04010297 7 135 0
#> 108 3 8 0.9936997 0.04010297 10 1023 0
#> 109 3 9 0.8589987 0.04010297 10 1023 0
#> 110 3 10 0.9098468 0.04010297 9 531 0
#> 111 3 11 1.0000000 0.04010297 6 127 0
#> 112 3 12 0.7646288 0.04010297 10 1023 0
#> 113 3 13 0.9881770 0.04010297 9 767 0
#> 114 3 14 0.9781391 0.04010297 8 447 0
#> 115 3 15 0.8776403 0.04010297 10 1023 0
#> 116 3 16 0.9997990 0.04010297 9 783 0
#> 117 3 17 0.9992967 0.04010297 8 511 0
#> 118 3 18 0.9827987 0.04010297 10 1023 0
#> 119 3 19 0.9947309 0.04010297 10 1023 0
#> 120 3 20 0.9997890 0.04010297 6 63 0
#> 121 3 21 0.9935902 0.04010297 9 575 0
#> 122 3 22 0.9869788 0.04010297 8 383 0
#> 123 3 23 0.9367410 0.04010297 6 127 0
#> 124 3 24 0.9221264 0.04010297 9 831 0
#> 125 3 25 0.9165130 0.04010297 9 575 0
#> 126 3 26 0.9680456 0.04010297 8 511 0
#> 127 3 27 0.9596899 0.04010297 10 1023 0
#> 128 3 28 0.9729233 0.04010297 10 1023 0
#> 129 3 29 0.6485087 0.04010297 9 575 0
#> 130 3 30 0.9482286 0.04010297 5 63 0
#> 131 3 31 0.9802466 0.04010297 7 223 0
#> 132 3 32 0.8061831 0.04010297 7 255 0
#> 133 3 33 0.9868143 0.04010297 6 63 0
#> 134 3 34 0.7887867 0.04010297 7 191 0
#> 135 3 35 0.9077475 0.04010297 8 511 0
#> 136 3 36 0.9949887 0.04010297 6 63 0
#> 137 3 37 0.7892307 0.04010297 6 63 0
#> 138 3 38 0.8572789 0.04010297 6 127 0
#> 139 3 39 0.9972253 0.04010297 10 1023 0
#> 140 3 40 0.6349430 0.04010297 10 1023 0
#> 141 3 41 0.9993413 0.04010297 10 1023 0
#> 142 3 42 0.9622146 0.04010297 9 959 0
#> 143 3 43 0.9376185 0.04010297 6 127 0
#> 144 3 44 0.9274533 0.04010297 4 31 0
#> 145 3 45 0.9858428 0.04010297 10 1023 0
#> 146 3 46 0.6741989 0.04010297 7 127 0
#> 147 3 47 0.9806186 0.04010297 7 127 0
#> 148 3 48 0.9254779 0.04010297 5 31 0
#> 149 3 49 0.9923296 0.04010297 9 1023 0
#> 150 3 50 0.9853857 0.04010297 6 127 0
#> 151 4 1 0.9877153 0.03294062 9 831 0
#> 152 4 2 0.9891490 0.03294062 3 15 0
#> 153 4 3 0.9708961 0.03294062 8 319 0
#> 154 4 4 0.9342205 0.03294062 6 63 0
#> 155 4 5 0.9928766 0.03294062 9 639 0
#> 156 4 6 0.8926433 0.03294062 10 1023 0
#> 157 4 7 0.9743889 0.03294062 10 1023 0
#> 158 4 8 0.7438761 0.03294062 10 1023 0
#> 159 4 9 0.9954311 0.03294062 7 175 0
#> 160 4 10 0.9866541 0.03294062 10 1023 0
#> 161 4 11 0.9999930 0.03294062 10 1023 0
#> 162 4 12 0.7637147 0.03294062 8 255 0
#> 163 4 13 0.9744280 0.03294062 10 1023 0
#> 164 4 14 0.9388204 0.03294062 8 255 0
#> 165 4 15 0.3840759 0.03294062 10 1023 0
#> 166 4 16 0.9518194 0.03294062 10 1023 0
#> 167 4 17 0.9620510 0.03294062 10 1023 0
#> 168 4 18 0.9258375 0.03294062 8 511 0
#> 169 4 19 0.9974698 0.03294062 6 63 0
#> 170 4 20 0.9558772 0.03294062 7 191 0
#> 171 4 21 0.9970313 0.03294062 6 63 0
#> 172 4 22 0.9844976 0.03294062 8 255 0
#> 173 4 23 0.9226927 0.03294062 10 1023 0
#> 174 4 24 0.9518987 0.03294062 10 1023 0
#> 175 4 25 0.9233124 0.03294062 7 127 0
#> 176 4 26 0.9884196 0.03294062 10 1023 0
#> 177 4 27 0.9222195 0.03294062 10 1023 0
#> 178 4 28 0.9159981 0.03294062 6 63 0
#> 179 4 29 0.9263841 0.03294062 6 127 0
#> 180 4 30 0.9996128 0.03294062 10 1023 0
#> 181 4 31 0.9894506 0.03294062 6 127 0
#> 182 4 32 0.6703441 0.03294062 7 191 0
#> 183 4 33 0.9549878 0.03294062 6 63 0
#> 184 4 34 0.8391503 0.03294062 9 1023 0
#> 185 4 35 0.9405409 0.03294062 10 1023 0
#> 186 4 36 0.7191308 0.03294062 8 307 0
#> 187 4 37 0.9374288 0.03294062 4 31 0
#> 188 4 38 0.7694806 0.03294062 8 255 0
#> 189 4 39 0.9537490 0.03294062 8 255 0
#> 190 4 40 0.9815695 0.03294062 7 255 0
#> 191 4 41 0.9431963 0.03294062 6 63 0
#> 192 4 42 0.9463757 0.03294062 9 639 0
#> 193 4 43 0.6797214 0.03294062 10 1023 0
#> 194 4 44 0.9999896 0.03294062 10 1023 0
#> 195 4 45 0.9989271 0.03294062 8 319 0
#> 196 4 46 0.9926023 0.03294062 5 31 0
#> 197 4 47 0.9725823 0.03294062 7 191 0
#> 198 4 48 0.9378215 0.03294062 6 127 0
#> 199 4 49 0.8758168 0.03294062 6 127 0
#> 200 4 50 0.9315004 0.03294062 6 63 0
#> Energy LogPosterior
#> 1 88.72823 -79.71584
#> 2 81.92644 -77.23319
#> 3 82.19129 -76.27791
#> 4 80.92778 -77.42208
#> 5 81.78190 -77.40304
#> 6 80.13995 -77.62974
#> 7 79.62431 -77.90486
#> 8 86.43148 -80.53134
#> 9 84.84117 -78.94113
#> 10 81.80098 -78.46512
#> 11 82.44757 -79.59165
#> 12 84.36834 -81.18719
#> 13 86.03105 -78.44942
#> 14 83.50406 -80.05956
#> 15 82.24766 -77.97604
#> 16 82.97318 -77.61000
#> 17 81.24064 -79.42491
#> 18 81.78653 -78.07333
#> 19 85.00530 -80.30828
#> 20 83.49064 -77.57779
#> 21 84.74905 -82.28676
#> 22 89.60564 -80.61505
#> 23 83.19326 -79.23986
#> 24 84.95224 -77.27530
#> 25 81.28760 -78.01322
#> 26 84.40696 -78.99492
#> 27 82.25258 -77.31538
#> 28 84.83239 -81.08728
#> 29 83.50600 -78.21385
#> 30 83.95334 -78.85135
#> 31 81.97159 -76.69703
#> 32 81.78577 -77.64265
#> 33 82.04647 -76.37772
#> 34 79.33122 -76.69094
#> 35 83.70297 -81.67730
#> 36 86.94710 -80.34568
#> 37 82.52421 -80.56450
#> 38 84.15626 -80.37233
#> 39 87.11964 -84.21521
#> 40 87.06091 -77.51564
#> 41 81.97318 -77.49202
#> 42 82.07997 -78.52180
#> 43 84.94396 -79.03051
#> 44 85.76894 -82.13167
#> 45 85.32383 -76.04260
#> 46 78.74831 -77.52916
#> 47 78.71520 -76.47894
#> 48 79.43565 -76.90393
#> 49 82.66804 -78.59361
#> 50 83.67092 -79.43890
#> 51 79.32337 -75.54376
#> 52 77.93457 -77.07975
#> 53 80.79541 -76.62784
#> 54 78.94448 -77.30344
#> 55 83.18548 -78.41630
#> 56 81.73124 -76.13328
#> 57 79.71571 -77.12949
#> 58 82.45967 -80.99307
#> 59 86.63004 -78.68252
#> 60 80.90197 -75.56304
#> 61 78.57726 -77.52539
#> 62 81.57386 -79.08522
#> 63 83.08388 -76.25277
#> 64 77.15956 -75.99794
#> 65 82.60475 -78.03709
#> 66 79.95994 -75.70662
#> 67 79.51085 -76.15356
#> 68 80.29491 -76.89533
#> 69 87.54931 -81.72495
#> 70 84.48559 -79.69225
#> 71 82.90181 -78.01387
#> 72 82.47913 -79.86994
#> 73 85.48778 -82.53606
#> 74 94.19511 -86.11703
#> 75 91.80439 -85.35257
#> 76 87.80509 -83.89761
#> 77 89.85155 -78.96379
#> 78 84.60154 -79.74314
#> 79 84.71451 -76.08671
#> 80 82.39951 -77.63566
#> 81 84.52350 -77.26972
#> 82 87.25980 -81.14223
#> 83 88.00177 -84.55655
#> 84 88.78878 -83.44046
#> 85 85.63780 -78.26291
#> 86 81.28065 -77.94392
#> 87 84.56182 -80.66676
#> 88 87.46071 -84.37307
#> 89 88.27048 -78.22719
#> 90 82.32215 -77.40941
#> 91 81.57453 -79.26815
#> 92 85.98493 -80.36687
#> 93 86.55434 -80.16466
#> 94 87.33378 -77.96720
#> 95 79.55679 -76.04721
#> 96 81.15887 -76.98332
#> 97 79.09947 -77.59816
#> 98 82.41465 -76.57522
#> 99 81.48408 -76.59515
#> 100 82.36937 -80.15097
#> 101 81.50629 -77.20981
#> 102 80.83496 -77.99517
#> 103 82.88055 -79.40865
#> 104 82.18305 -78.94940
#> 105 80.31226 -78.02839
#> 106 82.21259 -80.33124
#> 107 87.40305 -80.85359
#> 108 84.78344 -78.92884
#> 109 84.91727 -78.87204
#> 110 81.27093 -79.44832
#> 111 81.28217 -78.89515
#> 112 85.99862 -80.45754
#> 113 85.09058 -81.87135
#> 114 84.82064 -81.04850
#> 115 85.50438 -83.58423
#> 116 87.17266 -79.41205
#> 117 80.11866 -78.84906
#> 118 86.58425 -81.98979
#> 119 83.75640 -81.25949
#> 120 84.35811 -81.73645
#> 121 84.23923 -80.46270
#> 122 85.83805 -77.81735
#> 123 80.22976 -77.61183
#> 124 79.44234 -77.20299
#> 125 79.15253 -77.74725
#> 126 82.88915 -78.55748
#> 127 84.17852 -77.43028
#> 128 80.08496 -77.31208
#> 129 83.90934 -78.93080
#> 130 80.60665 -78.13348
#> 131 81.36774 -77.96599
#> 132 83.50240 -80.30777
#> 133 84.32425 -79.73869
#> 134 86.11630 -83.75447
#> 135 91.93614 -83.17443
#> 136 86.32658 -82.00492
#> 137 85.78508 -77.27715
#> 138 80.44121 -77.22325
#> 139 79.63163 -78.11702
#> 140 83.54012 -81.19119
#> 141 83.30596 -79.19406
#> 142 85.30550 -78.75429
#> 143 84.89073 -77.64972
#> 144 81.60666 -77.20680
#> 145 82.59583 -77.43128
#> 146 85.36940 -81.53244
#> 147 84.21347 -80.13813
#> 148 83.01565 -78.66367
#> 149 87.09991 -78.01638
#> 150 79.28678 -75.51478
#> 151 85.93475 -78.03875
#> 152 79.21686 -77.91080
#> 153 81.06906 -78.38143
#> 154 80.63429 -77.46983
#> 155 79.48405 -77.03045
#> 156 81.13265 -77.98983
#> 157 81.98902 -75.38256
#> 158 80.20409 -76.16568
#> 159 78.18199 -76.80631
#> 160 82.31416 -76.87809
#> 161 82.59499 -79.47412
#> 162 88.81766 -83.85114
#> 163 86.11125 -79.49297
#> 164 82.27910 -79.50611
#> 165 93.49763 -83.77884
#> 166 88.69710 -81.74681
#> 167 88.75043 -82.57774
#> 168 87.42097 -81.08728
#> 169 84.69918 -79.86064
#> 170 87.58994 -82.93310
#> 171 84.51690 -80.78678
#> 172 83.56889 -80.38814
#> 173 83.66370 -79.33916
#> 174 83.12177 -77.93584
#> 175 83.28170 -76.78482
#> 176 83.27314 -78.30721
#> 177 83.77400 -80.07098
#> 178 81.98020 -77.73988
#> 179 82.87082 -79.42171
#> 180 81.35242 -76.82008
#> 181 83.94805 -79.46088
#> 182 85.58450 -80.64997
#> 183 84.27251 -78.15703
#> 184 82.39802 -78.26349
#> 185 82.11357 -78.73302
#> 186 83.53299 -81.42431
#> 187 86.17695 -78.87642
#> 188 89.12022 -84.12258
#> 189 89.70747 -84.86539
#> 190 89.11327 -81.33055
#> 191 84.57640 -81.46297
#> 192 83.99530 -77.39721
#> 193 83.29539 -77.72249
#> 194 82.05603 -78.56741
#> 195 81.28343 -77.20728
#> 196 78.77535 -77.53008
#> 197 82.29409 -77.88978
#> 198 84.30232 -78.34842
#> 199 87.03334 -82.39521
#> 200 86.02024 -81.96460
# }