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‎pr-previews/629/core-functionality/index.html

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‎pr-previews/629/developers/compiler/minituring-compiler/index.html

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@@ -999,16 +999,16 @@ <h1>Consider a probabilistic model defined by</h1>
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<span class="ansi-bold"> parameters </span><span class="ansi-bold"> mean </span><span class="ansi-bold"> std </span><span class="ansi-bold"> mcse </span><span class="ansi-bold"> ess_bulk </span><span class="ansi-bold"> ess_tail </span><span class="ansi-bold"> rh ⋯
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</span><span class="ansi-bright-black-fg ansi-bold"> Symbol </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float ⋯
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1002-
a 0.9761 0.9003 0.0032 80996.1504 120761.1548 1.00 ⋯
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b 2.8807 0.4892 0.0012 169532.7931 212343.5210 1.00 ⋯
1002+
a 0.9706 0.8990 0.0032 80392.4200 120300.9258 1.00 ⋯
1003+
b 2.8798 0.4873 0.0012 173675.4502 215025.5166 1.00 ⋯
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</span><span class="ansi-cyan-fg ansi-bold"> 2 columns omitted
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Quantiles
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</span><span class="ansi-cyan-fg ansi-bold"> parameters </span><span class="ansi-cyan-fg ansi-bold"> 2.5% </span><span class="ansi-cyan-fg ansi-bold"> 25.0% </span><span class="ansi-cyan-fg ansi-bold"> 50.0% </span><span class="ansi-cyan-fg ansi-bold"> 75.0% </span><span class="ansi-cyan-fg ansi-bold"> 97.5%
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</span><span class="ansi-bright-black-fg ansi-bold"> Symbol </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64
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1010-
a -0.7900 0.3698 0.9736 1.5849 2.7370
1011-
b 1.9201 2.5500 2.8813 3.2103 3.8383
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a -0.8004 0.3659 0.9711 1.5773 2.7351
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b 1.9258 2.5505 2.8803 3.2089 3.8326
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</span></pre>
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</div>
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</div>
@@ -1033,25 +1033,25 @@ <h1>Consider a probabilistic model defined by</h1>
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Iterations = 1:1:1000000
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Number of chains = 1
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Samples per chain = 1000000
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Wall duration = 24.45 seconds
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Compute duration = 24.45 seconds
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Wall duration = 21.52 seconds
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Compute duration = 21.52 seconds
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parameters = a, b
10391039
internals = lp
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10411041
Summary Statistics
10421042
<span class="ansi-bold"> parameters </span><span class="ansi-bold"> mean </span><span class="ansi-bold"> std </span><span class="ansi-bold"> mcse </span><span class="ansi-bold"> ess_bulk </span><span class="ansi-bold"> ess_tail </span><span class="ansi-bold"> rh ⋯
10431043
</span><span class="ansi-bright-black-fg ansi-bold"> Symbol </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float ⋯
10441044

1045-
a 0.9780 0.9016 0.0031 82020.3602 121725.2524 1.00 ⋯
1046-
b 2.8810 0.4897 0.0012 175647.1391 216521.0287 1.00 ⋯
1045+
a 0.9790 0.9003 0.0032 79935.0883 119137.4996 1.00 ⋯
1046+
b 2.8820 0.4880 0.0012 172433.8558 210909.4029 1.00 ⋯
10471047
</span><span class="ansi-cyan-fg ansi-bold"> 2 columns omitted
10481048

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Quantiles
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</span><span class="ansi-cyan-fg ansi-bold"> parameters </span><span class="ansi-cyan-fg ansi-bold"> 2.5% </span><span class="ansi-cyan-fg ansi-bold"> 25.0% </span><span class="ansi-cyan-fg ansi-bold"> 50.0% </span><span class="ansi-cyan-fg ansi-bold"> 75.0% </span><span class="ansi-cyan-fg ansi-bold"> 97.5%
10511051
</span><span class="ansi-bright-black-fg ansi-bold"> Symbol </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64
10521052

1053-
a -0.7965 0.3693 0.9783 1.5882 2.7384
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b 1.9215 2.5505 2.8800 3.2120 3.8379
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a -0.7864 0.3704 0.9799 1.5867 2.7419
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b 1.9246 2.5538 2.8824 3.2116 3.8389
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</span></pre>
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‎pr-previews/629/developers/compiler/minituring-contexts/index.html

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@@ -991,16 +991,16 @@ <h2 class="anchored" data-anchor-id="contexts-within-contexts">Contexts within c
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<span class="ansi-bold"> parameters </span><span class="ansi-bold"> mean </span><span class="ansi-bold"> std </span><span class="ansi-bold"> mcse </span><span class="ansi-bold"> ess_bulk </span><span class="ansi-bold"> ess_tail </span><span class="ansi-bold"> rh ⋯
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</span><span class="ansi-bright-black-fg ansi-bold"> Symbol </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float ⋯
993993

994-
a 0.9752 0.8986 0.0031 81919.4857 120372.9676 1.00 ⋯
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b 2.8814 0.4878 0.0012 173103.2059 217966.0645 1.00 ⋯
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a 0.9785 0.8987 0.0031 82853.8801 121825.2930 1.00 ⋯
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b 2.8817 0.4874 0.0012 175660.8510 215375.3533 1.00 ⋯
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</span><span class="ansi-cyan-fg ansi-bold"> 2 columns omitted
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Quantiles
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</span><span class="ansi-cyan-fg ansi-bold"> parameters </span><span class="ansi-cyan-fg ansi-bold"> 2.5% </span><span class="ansi-cyan-fg ansi-bold"> 25.0% </span><span class="ansi-cyan-fg ansi-bold"> 50.0% </span><span class="ansi-cyan-fg ansi-bold"> 75.0% </span><span class="ansi-cyan-fg ansi-bold"> 97.5%
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</span><span class="ansi-bright-black-fg ansi-bold"> Symbol </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64
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1002-
a -0.7923 0.3684 0.9765 1.5835 2.7277
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b 1.9254 2.5518 2.8806 3.2100 3.8387
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a -0.7830 0.3711 0.9797 1.5843 2.7386
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b 1.9289 2.5509 2.8804 3.2121 3.8372
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</span></pre>
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@@ -1021,16 +1021,16 @@ <h2 class="anchored" data-anchor-id="contexts-within-contexts">Contexts within c
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<span class="ansi-bold"> parameters </span><span class="ansi-bold"> mean </span><span class="ansi-bold"> std </span><span class="ansi-bold"> mcse </span><span class="ansi-bold"> ess_bulk </span><span class="ansi-bold"> ess_tail </span><span class="ansi-bold"> rha ⋯
10221022
</span><span class="ansi-bright-black-fg ansi-bold"> Symbol </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float6 ⋯
10231023

1024-
a 0.5019 1.0016 0.0040 63377.1363 126813.6278 1.000 ⋯
1025-
b 0.4952 2.2426 0.0137 26906.3461 50835.2695 1.000 ⋯
1024+
a 0.5047 1.0027 0.0040 63112.1798 125649.5095 1.000 ⋯
1025+
b 0.5229 2.2335 0.0136 27125.6788 52656.5826 1.000 ⋯
10261026
</span><span class="ansi-cyan-fg ansi-bold"> 2 columns omitted
10271027

10281028
Quantiles
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</span><span class="ansi-cyan-fg ansi-bold"> parameters </span><span class="ansi-cyan-fg ansi-bold"> 2.5% </span><span class="ansi-cyan-fg ansi-bold"> 25.0% </span><span class="ansi-cyan-fg ansi-bold"> 50.0% </span><span class="ansi-cyan-fg ansi-bold"> 75.0% </span><span class="ansi-cyan-fg ansi-bold"> 97.5%
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</span><span class="ansi-bright-black-fg ansi-bold"> Symbol </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64
10311031

1032-
a -1.4600 -0.1731 0.5022 1.1784 2.4619
1033-
b -3.9145 -1.0156 0.4968 2.0051 4.8872
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a -1.4634 -0.1717 0.5064 1.1815 2.4673
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b -3.8657 -0.9822 0.5232 2.0305 4.8879
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</span></pre>
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</div>

‎pr-previews/629/developers/compiler/model-manual/index.html

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@@ -777,7 +777,7 @@ <h1 class="title">Manually Defining a Model</h1>
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<div class="cell-output cell-output-stdout">
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<div class="ansi-escaped-output">
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<pre><span class="ansi-cyan-fg ansi-bold">┌ </span><span class="ansi-cyan-fg ansi-bold">Info: </span>Found initial step size
780-
<span class="ansi-cyan-fg ansi-bold">└ </span> ϵ = 3.2
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<span class="ansi-cyan-fg ansi-bold">└ </span> ϵ = 0.4
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</pre>
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@@ -788,25 +788,25 @@ <h1 class="title">Manually Defining a Model</h1>
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Iterations = 501:1:1500
789789
Number of chains = 1
790790
Samples per chain = 1000
791-
Wall duration = 7.22 seconds
792-
Compute duration = 7.22 seconds
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Wall duration = 7.51 seconds
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Compute duration = 7.51 seconds
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parameters = s², m
794794
internals = lp, n_steps, is_accept, acceptance_rate, log_density, hamiltonian_energy, hamiltonian_energy_error, max_hamiltonian_energy_error, tree_depth, numerical_error, step_size, nom_step_size
795795

796796
Summary Statistics
797797
<span class="ansi-bold"> parameters </span><span class="ansi-bold"> mean </span><span class="ansi-bold"> std </span><span class="ansi-bold"> mcse </span><span class="ansi-bold"> ess_bulk </span><span class="ansi-bold"> ess_tail </span><span class="ansi-bold"> rhat </span><span class="ansi-bold"> e ⋯
798798
</span><span class="ansi-bright-black-fg ansi-bold"> Symbol </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> ⋯
799799

800-
s² 1.9764 1.8850 0.1118 424.9188 360.7935 1.0068 ⋯
801-
m 1.2004 0.7541 0.0299 649.8943 553.2861 0.9993 ⋯
800+
s² 2.1790 2.3190 0.1152 451.5165 464.0839 1.0018 ⋯
801+
m 1.1882 0.8208 0.0355 569.4435 390.1391 1.0004 ⋯
802802
</span><span class="ansi-cyan-fg ansi-bold"> 1 column omitted
803803

804804
Quantiles
805805
</span><span class="ansi-cyan-fg ansi-bold"> parameters </span><span class="ansi-cyan-fg ansi-bold"> 2.5% </span><span class="ansi-cyan-fg ansi-bold"> 25.0% </span><span class="ansi-cyan-fg ansi-bold"> 50.0% </span><span class="ansi-cyan-fg ansi-bold"> 75.0% </span><span class="ansi-cyan-fg ansi-bold"> 97.5%
806806
</span><span class="ansi-bright-black-fg ansi-bold"> Symbol </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64
807807

808-
s² 0.5640 1.0055 1.4524 2.2129 6.3452
809-
m -0.2507 0.7474 1.1909 1.6659 2.7612
808+
s² 0.6063 1.0733 1.5023 2.4183 7.3153
809+
m -0.3240 0.6432 1.2032 1.7310 2.8036
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</span></pre>
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‎pr-previews/629/developers/inference/abstractmcmc-turing/index.html

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@@ -785,29 +785,29 @@ <h2 class="anchored" data-anchor-id="introduction">Introduction</h2>
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<div class="ansi-escaped-output">
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<pre>Chains MCMC chain (1000×3×1 Array{Float64, 3}):
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788-
Log evidence = -3.6688971182991565
788+
Log evidence = -3.687867886690892
789789
Iterations = 1:1:1000
790790
Number of chains = 1
791791
Samples per chain = 1000
792-
Wall duration = 2.3 seconds
793-
Compute duration = 2.3 seconds
792+
Wall duration = 2.08 seconds
793+
Compute duration = 2.08 seconds
794794
parameters = s², m
795795
internals = lp
796796

797797
Summary Statistics
798-
<span class="ansi-bold"> parameters </span><span class="ansi-bold"> mean </span><span class="ansi-bold"> std </span><span class="ansi-bold"> mcse </span><span class="ansi-bold"> ess_bulk </span><span class="ansi-bold"> ess_tail </span><span class="ansi-bold"> rhat </span><span class="ansi-bold"> ⋯
799-
</span><span class="ansi-bright-black-fg ansi-bold"> Symbol </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> ⋯
798+
<span class="ansi-bold"> parameters </span><span class="ansi-bold"> mean </span><span class="ansi-bold"> std </span><span class="ansi-bold"> mcse </span><span class="ansi-bold"> ess_bulk </span><span class="ansi-bold"> ess_tail </span><span class="ansi-bold"> rhat </span><span class="ansi-bold"> e ⋯
799+
</span><span class="ansi-bright-black-fg ansi-bold"> Symbol </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> ⋯
800800

801-
s² 2.8567 4.1230 0.1399 1008.9658 974.1928 0.9993 ⋯
802-
m -0.0331 1.6536 0.0529 984.0693 935.0420 1.0032 ⋯
801+
s² 3.1728 7.1153 0.2283 761.4782 896.2014 0.9992 ⋯
802+
m 0.0652 1.7572 0.0579 903.1116 979.4315 0.9998 ⋯
803803
</span><span class="ansi-cyan-fg ansi-bold"> 1 column omitted
804804

805805
Quantiles
806806
</span><span class="ansi-cyan-fg ansi-bold"> parameters </span><span class="ansi-cyan-fg ansi-bold"> 2.5% </span><span class="ansi-cyan-fg ansi-bold"> 25.0% </span><span class="ansi-cyan-fg ansi-bold"> 50.0% </span><span class="ansi-cyan-fg ansi-bold"> 75.0% </span><span class="ansi-cyan-fg ansi-bold"> 97.5%
807807
</span><span class="ansi-bright-black-fg ansi-bold"> Symbol </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64
808808

809-
s² 0.5009 1.0770 1.7924 3.0164 13.4678
810-
m -3.5517 -0.9915 0.0246 0.8327 3.1154
809+
s² 0.5059 1.1522 1.8702 3.2386 11.6716
810+
m -3.5795 -0.8384 0.0499 1.0756 3.4988
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</span></pre>
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@@ -843,29 +843,29 @@ <h2 class="anchored" data-anchor-id="define-a-sampler">1. Define a Sampler</h2>
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<div class="ansi-escaped-output">
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<pre>Chains MCMC chain (1000×3×1 Array{Float64, 3}):
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846-
Log evidence = -3.762191956781653
846+
Log evidence = -3.7055425719320736
847847
Iterations = 1:1:1000
848848
Number of chains = 1
849849
Samples per chain = 1000
850-
Wall duration = 0.06 seconds
851-
Compute duration = 0.06 seconds
850+
Wall duration = 0.05 seconds
851+
Compute duration = 0.05 seconds
852852
parameters = s², m
853853
internals = lp
854854

855855
Summary Statistics
856-
<span class="ansi-bold"> parameters </span><span class="ansi-bold"> mean </span><span class="ansi-bold"> std </span><span class="ansi-bold"> mcse </span><span class="ansi-bold"> ess_bulk </span><span class="ansi-bold"> ess_tail </span><span class="ansi-bold"> rhat </span><span class="ansi-bold"> ⋯
857-
</span><span class="ansi-bright-black-fg ansi-bold"> Symbol </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> ⋯
856+
<span class="ansi-bold"> parameters </span><span class="ansi-bold"> mean </span><span class="ansi-bold"> std </span><span class="ansi-bold"> mcse </span><span class="ansi-bold"> ess_bulk </span><span class="ansi-bold"> ess_tail </span><span class="ansi-bold"> rhat </span><span class="ansi-bold"> ⋯
857+
</span><span class="ansi-bright-black-fg ansi-bold"> Symbol </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> ⋯
858858

859-
s² 2.9581 5.2908 0.1768 991.6196 915.3549 0.9998 ⋯
860-
m -0.0547 1.7044 0.0530 1035.4052 1025.7469 1.0029 ⋯
859+
s² 2.9719 4.4465 0.1461 963.2234 837.0625 0.9995 ⋯
860+
m -0.0264 1.6303 0.0504 1067.3918 942.0177 0.9999 ⋯
861861
</span><span class="ansi-cyan-fg ansi-bold"> 1 column omitted
862862

863863
Quantiles
864864
</span><span class="ansi-cyan-fg ansi-bold"> parameters </span><span class="ansi-cyan-fg ansi-bold"> 2.5% </span><span class="ansi-cyan-fg ansi-bold"> 25.0% </span><span class="ansi-cyan-fg ansi-bold"> 50.0% </span><span class="ansi-cyan-fg ansi-bold"> 75.0% </span><span class="ansi-cyan-fg ansi-bold"> 97.5%
865865
</span><span class="ansi-bright-black-fg ansi-bold"> Symbol </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64 </span><span class="ansi-bright-black-fg ansi-bold"> Float64
866866

867-
s² 0.5524 1.0801 1.8451 3.1037 13.2626
868-
m -3.6948 -0.9014 -0.0303 0.8787 3.2679
867+
s² 0.5495 1.0802 1.7515 3.0937 15.0081
868+
m -3.2444 -0.9452 -0.0428 0.9026 2.9114
869869
</span></pre>
870870
</div>
871871
</div>

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