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zwRv(X6TGbI(OTIISvp(~P>Z4w?Q7H#n+Ko%W71BrWa(c0yC$I^A{jb4zr7&k;P31+ zO6F3OIMKfKq7w-1%MGh&?gY40MY|_&SLta&!AsII40X4Z;SU`hhhv%Zl@~b!Dp1M$ z=W!zE4QAP-(J*cr36lG7-&)(N2~iH~iD@KVW-uWp@y&hbxng43$aZ9GYt+-%C)=NWLM2+JjuF6%tb@zMub&lFRc_o75=b;>AC1=bD?prY zLtx!pl=B7wyeA@RCGHR+O)yYqd-jCmSW23RQ5;2bPGv}f51B%V76ilCkk_jmBPzet z!fa>5V;~W-2j~&AJYcK~a91~O-+l;UI@`V-;Iht>#Qa{ED-U{En(mn|bZltt7YrA7>%__}6@L#whPzKF%s~1xXS_ z^HYX=d^!>hInF diff --git a/chapters/problems/straightline/straighlinefit_emcee.html b/chapters/problems/straightline/straighlinefit_emcee.html index 81775de..b34885a 100644 --- a/chapters/problems/straightline/straighlinefit_emcee.html +++ b/chapters/problems/straightline/straighlinefit_emcee.html @@ -779,85 +779,85 @@

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@@ -884,7 +884,7 @@ 
Coding
 

 

-../../../_images/fd83950a8c54af837358d7c6417845b746c7235dee9ef51e3d24907bd30460b7.png
+../../../_images/fa2f8cb9c71926e25c863decc92df54fe1bd8e7c391f819ec689b7eecfef40c1.png
 

 

 

@@ -908,10 +908,10 @@ 
Coding
 
Without outlier modeling:

 
    
-
  • $\alpha$ = 39.6 [38.5, 40.9]
    • 
-
  • $\beta$ = 0.238 [0.211, 0.266]
    • 
+
  • $\alpha$ = 39.6 [38.4, 40.8]
    • 
+
  • $\beta$ = 0.239 [0.212, 0.266]
    • 
 

-../../../_images/bfefedca0a2262dadc7d83159b5774f46223588890ca25ca340070ed28a9a77f.png
+../../../_images/d9a313871b42522535fda00a95e3581dacb9f2da9c78122f402f7c04466c2fe0.png
 

 

 
It’s clear from this plot that the outliers exerts a disproportionate influence on the fit.

diff --git a/chapters/problems/straightline/straighlinefit_jax.html b/chapters/problems/straightline/straighlinefit_jax.html
index 461ded4..0e6da1a 100644
--- a/chapters/problems/straightline/straighlinefit_jax.html
+++ b/chapters/problems/straightline/straighlinefit_jax.html
@@ -912,7 +912,7 @@ 
CodingExecutableNotFound: failed to execute PosixPath('dot'), make sure the Graphviz executables are on your systems' PATH
 

 

-
<graphviz.graphs.Digraph at 0x7f69d97c15e0>
+
<graphviz.graphs.Digraph at 0x7ff44edd2910>
 

 

 

@@ -1067,7 +1067,7 @@ 
CodingExecutableNotFound: failed to execute PosixPath('dot'), make sure the Graphviz executables are on your systems' PATH
 

 

-
<graphviz.graphs.Digraph at 0x7f6a07ac1940>
+
<graphviz.graphs.Digraph at 0x7ff44ccbaaf0>
 

 

 

diff --git a/chapters/problems/straightline/straighlinefit_pystan.html b/chapters/problems/straightline/straighlinefit_pystan.html
index b21ef27..24edd71 100644
--- a/chapters/problems/straightline/straighlinefit_pystan.html
+++ b/chapters/problems/straightline/straighlinefit_pystan.html
@@ -841,19 +841,19 @@ 
Coding    499 building_output.clear() if io.supports_ansi() else building_output.write("\n")
     500 if model_in_cache:
 
-RuntimeError: Error in '/tmp/httpstan__77h759m/model_rfnfx7fe.stan', line 15, column 4: Declaration
+RuntimeError: Error in '/tmp/httpstan_jji5wpuj/model_rfnfx7fe.stan', line 15, column 4: Declaration
     of arrays by placing brackets after a variable name was removed in Stan
     2.33.0. Instead use the array keyword before the type. This can be
     changed automatically using the auto-format flag to stanc
-Error in '/tmp/httpstan__77h759m/model_rfnfx7fe.stan', line 6, column 4: Declaration
+Error in '/tmp/httpstan_jji5wpuj/model_rfnfx7fe.stan', line 6, column 4: Declaration
     of arrays by placing brackets after a variable name was removed in Stan
     2.33.0. Instead use the array keyword before the type. This can be
     changed automatically using the auto-format flag to stanc
-Error in '/tmp/httpstan__77h759m/model_rfnfx7fe.stan', line 5, column 4: Declaration
+Error in '/tmp/httpstan_jji5wpuj/model_rfnfx7fe.stan', line 5, column 4: Declaration
     of arrays by placing brackets after a variable name was removed in Stan
     2.33.0. Instead use the array keyword before the type. This can be
     changed automatically using the auto-format flag to stanc
-Error in '/tmp/httpstan__77h759m/model_rfnfx7fe.stan', line 4, column 4: Declaration
+Error in '/tmp/httpstan_jji5wpuj/model_rfnfx7fe.stan', line 4, column 4: Declaration
     of arrays by placing brackets after a variable name was removed in Stan
     2.33.0. Instead use the array keyword before the type. This can be
     changed automatically using the auto-format flag to stanc
diff --git a/chapters/python/NumbaFun.html b/chapters/python/NumbaFun.html
index a5d11ff..779c17c 100644
--- a/chapters/python/NumbaFun.html
+++ b/chapters/python/NumbaFun.html
@@ -482,7 +482,7 @@ 
Some Fun with Numba
-
143 ms ± 1.92 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)
+
144 ms ± 2.43 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)
 

 

 

@@ -495,7 +495,7 @@ 
Some Fun with Numba
-
143 ms ± 2.85 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)
+
143 ms ± 691 µs per loop (mean ± std. dev. of 7 runs, 10 loops each)
 

 

 

@@ -508,7 +508,7 @@ 
Some Fun with Numba
-
143 ms ± 1.08 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)
+
144 ms ± 1.93 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)
 

 

 

@@ -522,7 +522,7 @@ 
Some Fun with Numba
-
4.36 ms ± 58.7 µs per loop (mean ± std. dev. of 7 runs, 1 loop each)
+
4.34 ms ± 40.9 µs per loop (mean ± std. dev. of 7 runs, 1 loop each)
 

 

 

@@ -535,7 +535,7 @@ 
Some Fun with Numba
-
4.36 ms ± 69.7 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)
+
4.32 ms ± 1.9 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)
 

 

 

@@ -548,7 +548,7 @@ 
Some Fun with Numba
-
4.35 ms ± 14.2 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)
+
4.32 ms ± 2.41 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)
 

 

 

@@ -609,7 +609,7 @@ 
Some Fun with Numba
-../../_images/633eea0ad990564b9751ef05eda5de09b325d12009f3acf4b0c719558c701ba1.png
+../../_images/ec2781ed4373ca7cdc524a0cb1abd4bdcea387746ecec8eec7397e5809ee6529.png
 

 

 
diff --git a/chapters/python/parallel-code-slower.html b/chapters/python/parallel-code-slower.html
index 613ae8e..bf38dcf 100644
--- a/chapters/python/parallel-code-slower.html
+++ b/chapters/python/parallel-code-slower.html
@@ -482,7 +482,7 @@ 
Why does my parallel code take much more time than a non-paralleled one?
 

 

-
Joblib Parallel+delayed: 5.09 s
+
Joblib Parallel+delayed: 5.04 s
 

 

 

@@ -497,7 +497,7 @@ 
Why does my parallel code take much more time than a non-paralleled one?
 

 

-
Multiprocessing.Pool: 161 ms
+
Multiprocessing.Pool: 158 ms
 

 

 

@@ -512,7 +512,7 @@ 
Why does my parallel code take much more time than a non-paralleled one?
 

 

-
Multiprocessing.ThreadPool: 102 ms
+
Multiprocessing.ThreadPool: 104 ms
 

 

 

@@ -627,16 +627,16 @@ 
So, how to measure which solution is worth? How Much You Have To Pay?
 

 

-
Serial: 374 ms
+
Serial: 385 ms
 

 

-
Joblib Parallel+delayed: 4.72 s
+
Joblib Parallel+delayed: 4.62 s
 

 

-
Multiprocessing.Pool: 166 ms
+
Multiprocessing.Pool: 164 ms
 

 

-
Multiprocessing.ThreadPool: 100 ms
+
Multiprocessing.ThreadPool: 99.5 ms
 

 

 

diff --git a/notebooks.html b/notebooks.html
index 918a1ca..08dc098 100644
--- a/notebooks.html
+++ b/notebooks.html
@@ -459,7 +459,7 @@ 
Code blocks and outputs
 

 

-
<contextlib.ExitStack at 0x7ff8289c4730>
+
<contextlib.ExitStack at 0x7fe74ca23700>
 

 

 

diff --git a/reports/chapters/problems/straightline/straighlinefit_pystan.err.log b/reports/chapters/problems/straightline/straighlinefit_pystan.err.log
index 18793c0..2d5d115 100644
--- a/reports/chapters/problems/straightline/straighlinefit_pystan.err.log
+++ b/reports/chapters/problems/straightline/straighlinefit_pystan.err.log
@@ -118,19 +118,19 @@ File /opt/hostedtoolcache/Python/3.8.18/x64/lib/python3.8/site-packages/s
     499 building_output.clear() if io.supports_ansi() else building_output.write("\n")
     500 if model_in_cache:
 
-RuntimeError: Error in '/tmp/httpstan__77h759m/model_rfnfx7fe.stan', line 15, column 4: Declaration
+RuntimeError: Error in '/tmp/httpstan_jji5wpuj/model_rfnfx7fe.stan', line 15, column 4: Declaration
     of arrays by placing brackets after a variable name was removed in Stan
     2.33.0. Instead use the array keyword before the type. This can be
     changed automatically using the auto-format flag to stanc
-Error in '/tmp/httpstan__77h759m/model_rfnfx7fe.stan', line 6, column 4: Declaration
+Error in '/tmp/httpstan_jji5wpuj/model_rfnfx7fe.stan', line 6, column 4: Declaration
     of arrays by placing brackets after a variable name was removed in Stan
     2.33.0. Instead use the array keyword before the type. This can be
     changed automatically using the auto-format flag to stanc
-Error in '/tmp/httpstan__77h759m/model_rfnfx7fe.stan', line 5, column 4: Declaration
+Error in '/tmp/httpstan_jji5wpuj/model_rfnfx7fe.stan', line 5, column 4: Declaration
     of arrays by placing brackets after a variable name was removed in Stan
     2.33.0. Instead use the array keyword before the type. This can be
     changed automatically using the auto-format flag to stanc
-Error in '/tmp/httpstan__77h759m/model_rfnfx7fe.stan', line 4, column 4: Declaration
+Error in '/tmp/httpstan_jji5wpuj/model_rfnfx7fe.stan', line 4, column 4: Declaration
     of arrays by placing brackets after a variable name was removed in Stan
     2.33.0. Instead use the array keyword before the type. This can be
     changed automatically using the auto-format flag to stanc
diff --git a/searchindex.js b/searchindex.js
index e533555..312fd78 100644
--- a/searchindex.js
+++ b/searchindex.js
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