diff --git a/doc/sphinx/02_amg/amg.rst b/doc/sphinx/02_amg/amg.rst
index 22c8527f..dec6a00f 100644
--- a/doc/sphinx/02_amg/amg.rst
+++ b/doc/sphinx/02_amg/amg.rst
@@ -394,24 +394,68 @@ The FOMs of AMG2023 on V100 for Problem 2 is provided in the following table and
 Multi-node scaling on Crossroads
 ================================
 
-The results of the scaling runs performed on rocinante hbm partition are presented below.
+The results of the scaling runs performed on Crossroadsare presented below.
 Amg and hypre were built with intel oneapi 2023.1.0 and cray-mpich 8.1.25.
-These runs used 32, 64, and 96 nodes with 108 tasks per node.
+These runs used 32 to 2048 nodes with 108 tasks per node.
 Problems 1 and 2 were run with problem sizes per MPI process, `-n`, of 38,38,38 and 60,60,60 respectively to use roughly 15% of available memory while maintaining a cubic grid.
 The product of the x,y,z process topology must equal the number of processors.
 In this case, x=y=24 for all node counts and z was set to 6, 12, and 18 for 32, 64, and 96 nodes respectively. 
+Output files can be found in ``./docs/sphinx/02_amg/scaling/output/``
 
-.. figure:: cpu_scale_roci_cubes.png
+.. figure:: ./scaling/p1weak.png
+   :align: center
+   :scale: 50%
+   :alt: 
+
+.. figure:: ./scaling/p2weak.png
    :align: center
    :scale: 50%
    :alt: 
 
 .. csv-table:: Multi Node Scaling AMG problem 1 and 2
-   :file: amg_scale_roci_cubes_pernode.csv
+   :file: ./scaling/weak.csv
    :align: center
-   :widths: 10, 10, 10, 10, 10
+   :widths: 10, 10, 10, 10, 10, 10, 10
    :header-rows: 1
 
+Timings were captured using Caliper and are presented below. 
+Caliper files can be found in ``./doc/sphinx/02_amg/scaling/plots/Caliper``
+
+.. figure:: ./scaling/plots/prob1-totaltime-line.png
+   :align: center
+   :scale: 50%
+   :alt: AMG P1 time spent (exclusive) in each function/region.
+
+
+.. figure:: ./scaling/plots/prob1-totaltime-area.png
+   :align: center
+   :scale: 50%
+   :alt: AMG P1 time spent (exclusive) in each function/region (Area plot).
+
+.. figure:: ./scaling/plots/prob1-pct.png
+   :align: center
+   :scale: 50%
+   :alt: Percentage of AMG P1  time spent (exclusive) in each function/region.
+
+
+.. figure:: ./scaling/plots/prob2-totaltime-line.png
+   :align: center
+   :scale: 50%
+   :alt: AMG P2 time spent (exclusive) in each function/region.
+
+
+.. figure:: ./scaling/plots/prob2-totaltime-area.png
+   :align: center
+   :scale: 50%
+   :alt: AMG prob2-totaltime-line time spent (exclusive) in each function/region (Area plot).
+
+.. figure:: ./scaling/plots/prob2-pct.png
+   :align: center
+   :scale: 50%
+   :alt: Percentage of AMG P2 time spent (exclusive) in each function/region.
+
+
+
 References
 ==========
 
diff --git a/doc/sphinx/02_amg/amg_scale_roci.csv b/doc/sphinx/02_amg/amg_scale_roci.csv
deleted file mode 100644
index 8e5585be..00000000
--- a/doc/sphinx/02_amg/amg_scale_roci.csv
+++ /dev/null
@@ -1,4 +0,0 @@
-NumNodes,Problem1,Problem2,Problem1,Problem2
-96,7.30E+09,3.01E+09,7.60E+07,3.14E+07
-64,5.44E+09,2.09E+09,8.50E+07,3.27E+07
-32,3.29E+09,1.19E+09,1.03E+08,3.72E+07
\ No newline at end of file
diff --git a/doc/sphinx/02_amg/amg_scale_roci_cubes.csv b/doc/sphinx/02_amg/amg_scale_roci_cubes.csv
deleted file mode 100644
index a9dcebba..00000000
--- a/doc/sphinx/02_amg/amg_scale_roci_cubes.csv
+++ /dev/null
@@ -1,4 +0,0 @@
-Nodes,Problem1,Problem2
-32,6.636799e+09,2.000133e+09
-64,2.034274e+09,3.288118e+08
-96,2.840158e+09,4.669072e+08
diff --git a/doc/sphinx/02_amg/amg_scale_roci_cubes_pernode.csv b/doc/sphinx/02_amg/amg_scale_roci_cubes_pernode.csv
deleted file mode 100644
index 463670d4..00000000
--- a/doc/sphinx/02_amg/amg_scale_roci_cubes_pernode.csv
+++ /dev/null
@@ -1,4 +0,0 @@
-Nodes,Problem1,Problem2,Problem1/Node,Problem2/Node
-32,6.64e+09,2e+09,2.07e+08,6.25e+07
-64,2.03e+09,3.29e+08,3.18e+07,5.14e+06
-96,2.84e+09,4.67e+08,2.96e+07,4.86e+06
diff --git a/doc/sphinx/02_amg/amg_scale_roci_header.csv b/doc/sphinx/02_amg/amg_scale_roci_header.csv
deleted file mode 100644
index 93603ae8..00000000
--- a/doc/sphinx/02_amg/amg_scale_roci_header.csv
+++ /dev/null
@@ -1,4 +0,0 @@
-Nodes,Problem1,Problem2,Problem1/Node,Problem2/Node
-32,3.29E+09,1.19E+09,1.03E+08,3.72E+07
-64,5.44E+09,2.09E+09,8.50E+07,3.27E+07
-96,7.30E+09,3.01E+09,7.60E+07,3.14E+07
\ No newline at end of file
diff --git a/doc/sphinx/02_amg/cpu.gp b/doc/sphinx/02_amg/cpu.gp
index 1b179ff3..8914fba9 100644
--- a/doc/sphinx/02_amg/cpu.gp
+++ b/doc/sphinx/02_amg/cpu.gp
@@ -44,14 +44,3 @@ set output "roci_2_320.png"
 set title "AMG2023 Strong Scaling for Problem 2, 320 x 320 x 320" font "serif,22"
 plot "roci_2_320.csv" using 1:2 with linespoints linestyle 1, "" using 1:3 with line linestyle 2
 
-# SCALING PLOTS, Y IS FOM PER NODE
-unset logscale xy
-set xrange [32:96]
-set yrange [1e5:3e8]
-set xlabel "Nodes"
-set format y "%.1e"
-set ylabel "FOM/node"
-unset title
-set output "cpu_scale_roci_cubes.png"
-# set title "AMG Multi Node Scaling" font "serif,22"
-plot "amg_scale_roci_cubes_pernode.csv" using 1:4 with linespoints linestyle 1 title "Problem 1", "" using 1:5 with line linestyle 2 title "Problem 2"
diff --git a/doc/sphinx/02_amg/scaling/caliper/240213-152700_130740_vPTPepEmoRgH.cali b/doc/sphinx/02_amg/scaling/caliper/240213-152700_130740_vPTPepEmoRgH.cali
new file mode 100644
index 00000000..e00a8345
--- /dev/null
+++ b/doc/sphinx/02_amg/scaling/caliper/240213-152700_130740_vPTPepEmoRgH.cali
@@ -0,0 +1,227 @@
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diff --git a/doc/sphinx/02_amg/scaling/caliper/240213-152710_131483_xXCDdwP26XSC.cali b/doc/sphinx/02_amg/scaling/caliper/240213-152710_131483_xXCDdwP26XSC.cali
new file mode 100644
index 00000000..6d181eaa
--- /dev/null
+++ b/doc/sphinx/02_amg/scaling/caliper/240213-152710_131483_xXCDdwP26XSC.cali
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diff --git a/doc/sphinx/02_amg/scaling/caliper/240213-152719_131052_Tts6ieNmsxT6.cali b/doc/sphinx/02_amg/scaling/caliper/240213-152719_131052_Tts6ieNmsxT6.cali
new file mode 100644
index 00000000..cb5029eb
--- /dev/null
+++ b/doc/sphinx/02_amg/scaling/caliper/240213-152719_131052_Tts6ieNmsxT6.cali
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diff --git a/doc/sphinx/02_amg/scaling/caliper/240213-152730_131306_255NSZfzYSli.cali b/doc/sphinx/02_amg/scaling/caliper/240213-152730_131306_255NSZfzYSli.cali
new file mode 100644
index 00000000..d86f0917
--- /dev/null
+++ b/doc/sphinx/02_amg/scaling/caliper/240213-152730_131306_255NSZfzYSli.cali
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diff --git a/doc/sphinx/02_amg/scaling/caliper/240213-152743_131561_rxU0OJV3JKA3.cali b/doc/sphinx/02_amg/scaling/caliper/240213-152743_131561_rxU0OJV3JKA3.cali
new file mode 100644
index 00000000..c7c13de6
--- /dev/null
+++ b/doc/sphinx/02_amg/scaling/caliper/240213-152743_131561_rxU0OJV3JKA3.cali
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diff --git a/doc/sphinx/02_amg/scaling/caliper/240213-152755_131796_0sugr0hJiPAX.cali b/doc/sphinx/02_amg/scaling/caliper/240213-152755_131796_0sugr0hJiPAX.cali
new file mode 100644
index 00000000..f5bd8a14
--- /dev/null
+++ b/doc/sphinx/02_amg/scaling/caliper/240213-152755_131796_0sugr0hJiPAX.cali
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diff --git a/doc/sphinx/02_amg/scaling/caliper/240213-152815_132030_3iY47o7v9rbP.cali b/doc/sphinx/02_amg/scaling/caliper/240213-152815_132030_3iY47o7v9rbP.cali
new file mode 100644
index 00000000..adb5a4a0
--- /dev/null
+++ b/doc/sphinx/02_amg/scaling/caliper/240213-152815_132030_3iY47o7v9rbP.cali
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diff --git a/doc/sphinx/02_amg/scaling/caliper/240213-152833_132277_6hJUVCkG9zO2.cali b/doc/sphinx/02_amg/scaling/caliper/240213-152833_132277_6hJUVCkG9zO2.cali
new file mode 100644
index 00000000..03ec551d
--- /dev/null
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diff --git a/doc/sphinx/02_amg/scaling/caliper/240213-152858_132523_WUiTiK7Q1Oxy.cali b/doc/sphinx/02_amg/scaling/caliper/240213-152858_132523_WUiTiK7Q1Oxy.cali
new file mode 100644
index 00000000..024efa64
--- /dev/null
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diff --git a/doc/sphinx/02_amg/scaling/caliper/240213-152925_132802_mvRB8IzUXy1r.cali b/doc/sphinx/02_amg/scaling/caliper/240213-152925_132802_mvRB8IzUXy1r.cali
new file mode 100644
index 00000000..5a8c9b8d
--- /dev/null
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diff --git a/doc/sphinx/02_amg/scaling/caliper/240213-153001_133062_KRNuQu3iTWL6.cali b/doc/sphinx/02_amg/scaling/caliper/240213-153001_133062_KRNuQu3iTWL6.cali
new file mode 100644
index 00000000..10b5fee7
--- /dev/null
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diff --git a/doc/sphinx/02_amg/scaling/caliper/240213-153041_133417_QkNvAKytIOhR.cali b/doc/sphinx/02_amg/scaling/caliper/240213-153041_133417_QkNvAKytIOhR.cali
new file mode 100644
index 00000000..1ead7880
--- /dev/null
+++ b/doc/sphinx/02_amg/scaling/caliper/240213-153041_133417_QkNvAKytIOhR.cali
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diff --git a/doc/sphinx/02_amg/scaling/caliper/240213-153137_133741_fakvMp6XJaF5.cali b/doc/sphinx/02_amg/scaling/caliper/240213-153137_133741_fakvMp6XJaF5.cali
new file mode 100644
index 00000000..4625d2ff
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diff --git a/doc/sphinx/02_amg/scaling/caliper/240213-153235_134224_lXoU2ue7hREJ.cali b/doc/sphinx/02_amg/scaling/caliper/240213-153235_134224_lXoU2ue7hREJ.cali
new file mode 100644
index 00000000..2ca7f850
--- /dev/null
+++ b/doc/sphinx/02_amg/scaling/caliper/240213-153235_134224_lXoU2ue7hREJ.cali
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+__rec=node,id=211,attr=136,data=CRAY MPICH,parent=210
+__rec=node,id=212,attr=133,data=8.1.25.17,parent=211
+__rec=node,id=213,attr=128,data=AMG2023_COMPILER_ID,parent=212
+__rec=node,id=214,attr=127,data=AMG2023_COMPILER_VERSION,parent=213
+__rec=node,id=215,attr=126,data=60,parent=214
+__rec=node,id=216,attr=125,data=60,parent=215
+__rec=node,id=217,attr=124,data=60,parent=216
+__rec=node,id=218,attr=123,data=2,parent=217
+__rec=node,id=219,attr=118,data=PCG,parent=218
+__rec=node,id=220,attr=113,data=89801776530.515259,parent=219
+__rec=node,id=221,attr=112,data=95490785641.905136,parent=220
+__rec=node,id=222,attr=111,data=23500502841.614212,parent=221
+__rec=globals,ref=234=222
diff --git a/doc/sphinx/02_amg/scaling/output/amg-1.1.1024.out b/doc/sphinx/02_amg/scaling/output/amg-1.1.1024.out
new file mode 100644
index 00000000..2f3b54fc
--- /dev/null
+++ b/doc/sphinx/02_amg/scaling/output/amg-1.1.1024.out
@@ -0,0 +1,108 @@
+   --------------------- --------------------- 
+srun -N 1024 --ntasks-per-node=108 --hint=nomultithread --distribution=block:block /usr/projects/hpctools/agood/projects/ats5-testing/SSI-scripts-main/bin/amg -problem 1 -n 38 38 38 -P 48 48 48
+Running with these driver parameters:
+  Problem ID    = 1
+
+=============================================
+Hypre init times:
+=============================================
+Hypre init:
+  wall clock time = 0.000041 seconds
+  Laplacian_27pt:
+    (Nx, Ny, Nz) = (1824, 1824, 1824)
+    (Px, Py, Pz) = (48, 48, 48)
+
+=============================================
+Generate Matrix:
+=============================================
+Spatial Operator:
+  wall clock time = 0.082292 seconds
+  RHS vector has unit components
+  Initial guess is 0
+=============================================
+IJ Vector Setup:
+=============================================
+RHS and Initial Guess:
+  wall clock time = 0.002909 seconds
+=============================================
+Problem 1: AMG Setup Time:
+=============================================
+GMRES Setup:
+  wall clock time = 6.279385 seconds
+
+FOM_Setup: nnz_AP / Setup Phase Time: 6.585183e+10
+
+=============================================
+Problem 1: AMG-GMRES Solve Time:
+=============================================
+GMRES Solve:
+  wall clock time = 4.745409 seconds
+
+Iterations = 12
+Final Relative Residual Norm = 4.880826e-13
+
+
+FOM_Solve: nnz_AP / Solve Phase Time: 8.713874e+10
+
+
+
+Figure of Merit (FOM): nnz_AP / (Setup Phase Time + Solve Phase Time) 3.750719e+10
+
+Mem Used: 25766114204 Total Ram: 134277042176 Fraction Ram: 19.190000%
+TOTAL RSS MAX: 24572 (GiB) - 19.190000%
+MIN RSS MAX: 24719552 23 (GiB) - 18.850000% -- On NODE: 810 - nid002430
+MAX RSS MAX: 25352224 24 (GiB) - 19.330000% -- On NODE: 194 - nid001451
+   ______------ ------_____ 
+srun -N 1024 --ntasks-per-node=108 --hint=nomultithread --distribution=block:block /usr/projects/hpctools/agood/projects/ats5-testing/SSI-scripts-main/bin/amg -problem 2 -n 60 60 60 -P 48 48 48
+Running with these driver parameters:
+  Problem ID    = 2
+
+=============================================
+Hypre init times:
+=============================================
+Hypre init:
+  wall clock time = 0.000070 seconds
+  Laplacian_7pt:
+    (Nx, Ny, Nz) = (2880, 2880, 2880)
+    (Px, Py, Pz) = (48, 48, 48)
+
+=============================================
+Generate Matrix:
+=============================================
+Spatial Operator:
+  wall clock time = 0.071304 seconds
+  RHS vector has unit components
+  Initial guess is 0
+=============================================
+IJ Vector Setup:
+=============================================
+RHS and Initial Guess:
+  wall clock time = 0.005967 seconds
+=============================================
+Problem 2: AMG Setup Time:
+=============================================
+PCG Setup:
+  wall clock time = 4.799400 seconds
+
+FOM_Setup: nnz_AP / Setup Phase Time: 5.951326e+10
+
+=============================================
+Problem 2: AMG-PCG Solve Time:
+=============================================
+PCG Solve:
+  wall clock time = 5.476434 seconds
+
+Iterations = 34
+Final Relative Residual Norm = 6.929663e-09
+
+
+FOM_Solve: nnz_AP * iterations / Solve Phase Time: 5.215582e+10
+
+
+
+Figure of Merit (FOM): nnz_AP / (Setup Phase Time + 3 * Solve Phase Time) 1.345480e+10
+
+Mem Used: 26891301208 Total Ram: 134277042176 Fraction Ram: 20.030000%
+TOTAL RSS MAX: 25645 (GiB) - 20.030000%
+MIN RSS MAX: 26086960 24 (GiB) - 19.890000% -- On NODE: 889 - nid002614
+MAX RSS MAX: 26310204 25 (GiB) - 20.060000% -- On NODE: 1017 - nid003015
diff --git a/doc/sphinx/02_amg/scaling/output/amg-1.1.128.out b/doc/sphinx/02_amg/scaling/output/amg-1.1.128.out
new file mode 100644
index 00000000..ce40c57c
--- /dev/null
+++ b/doc/sphinx/02_amg/scaling/output/amg-1.1.128.out
@@ -0,0 +1,108 @@
+   --------------------- --------------------- 
+srun -N 128 --ntasks-per-node=108 --hint=nomultithread --distribution=block:block /usr/projects/hpctools/agood/projects/ats5-testing/SSI-scripts-main/bin/amg -problem 1 -n 38 38 38 -P 24 24 24
+Running with these driver parameters:
+  Problem ID    = 1
+
+=============================================
+Hypre init times:
+=============================================
+Hypre init:
+  wall clock time = 0.000049 seconds
+  Laplacian_27pt:
+    (Nx, Ny, Nz) = (912, 912, 912)
+    (Px, Py, Pz) = (24, 24, 24)
+
+=============================================
+Generate Matrix:
+=============================================
+Spatial Operator:
+  wall clock time = 0.053407 seconds
+  RHS vector has unit components
+  Initial guess is 0
+=============================================
+IJ Vector Setup:
+=============================================
+RHS and Initial Guess:
+  wall clock time = 0.002185 seconds
+=============================================
+Problem 1: AMG Setup Time:
+=============================================
+GMRES Setup:
+  wall clock time = 3.345961 seconds
+
+FOM_Setup: nnz_AP / Setup Phase Time: 1.542544e+10
+
+=============================================
+Problem 1: AMG-GMRES Solve Time:
+=============================================
+GMRES Solve:
+  wall clock time = 2.517649 seconds
+
+Iterations = 12
+Final Relative Residual Norm = 5.351352e-13
+
+
+FOM_Solve: nnz_AP / Solve Phase Time: 2.050045e+10
+
+
+
+Figure of Merit (FOM): nnz_AP / (Setup Phase Time + Solve Phase Time) 8.802245e+09
+
+Mem Used: 3142859408 Total Ram: 16784630272 Fraction Ram: 18.720000%
+TOTAL RSS MAX: 2997 (GiB) - 18.720000%
+MIN RSS MAX: 24187588 23 (GiB) - 18.450000% -- On NODE: 122 - nid001379
+MAX RSS MAX: 24730588 23 (GiB) - 18.860000% -- On NODE: 126 - nid001383
+   ______------ ------_____ 
+srun -N 128 --ntasks-per-node=108 --hint=nomultithread --distribution=block:block /usr/projects/hpctools/agood/projects/ats5-testing/SSI-scripts-main/bin/amg -problem 2 -n 60 60 60 -P 24 24 24
+Running with these driver parameters:
+  Problem ID    = 2
+
+=============================================
+Hypre init times:
+=============================================
+Hypre init:
+  wall clock time = 0.000097 seconds
+  Laplacian_7pt:
+    (Nx, Ny, Nz) = (1440, 1440, 1440)
+    (Px, Py, Pz) = (24, 24, 24)
+
+=============================================
+Generate Matrix:
+=============================================
+Spatial Operator:
+  wall clock time = 0.069923 seconds
+  RHS vector has unit components
+  Initial guess is 0
+=============================================
+IJ Vector Setup:
+=============================================
+RHS and Initial Guess:
+  wall clock time = 0.006537 seconds
+=============================================
+Problem 2: AMG Setup Time:
+=============================================
+PCG Setup:
+  wall clock time = 2.278168 seconds
+
+FOM_Setup: nnz_AP / Setup Phase Time: 1.566778e+10
+
+=============================================
+Problem 2: AMG-PCG Solve Time:
+=============================================
+PCG Solve:
+  wall clock time = 2.948403 seconds
+
+Iterations = 30
+Final Relative Residual Norm = 5.836549e-09
+
+
+FOM_Solve: nnz_AP * iterations / Solve Phase Time: 1.210616e+10
+
+
+
+Figure of Merit (FOM): nnz_AP / (Setup Phase Time + 3 * Solve Phase Time) 3.208902e+09
+
+Mem Used: 3123950132 Total Ram: 16784630272 Fraction Ram: 18.610000%
+TOTAL RSS MAX: 2979 (GiB) - 18.610000%
+MIN RSS MAX: 24371076 23 (GiB) - 18.590000% -- On NODE: 84 - nid001341
+MAX RSS MAX: 24443928 23 (GiB) - 18.640000% -- On NODE: 94 - nid001351
diff --git a/doc/sphinx/02_amg/scaling/output/amg-1.1.2048.out b/doc/sphinx/02_amg/scaling/output/amg-1.1.2048.out
new file mode 100644
index 00000000..96bac590
--- /dev/null
+++ b/doc/sphinx/02_amg/scaling/output/amg-1.1.2048.out
@@ -0,0 +1,108 @@
+   --------------------- --------------------- 
+srun -N 2048 --ntasks-per-node=108 --hint=nomultithread --distribution=block:block /usr/projects/hpctools/agood/projects/ats5-testing/SSI-scripts-main/bin/amg -problem 1 -n 38 38 38 -P 96 48 48
+Running with these driver parameters:
+  Problem ID    = 1
+
+=============================================
+Hypre init times:
+=============================================
+Hypre init:
+  wall clock time = 0.000048 seconds
+  Laplacian_27pt:
+    (Nx, Ny, Nz) = (3648, 1824, 1824)
+    (Px, Py, Pz) = (96, 48, 48)
+
+=============================================
+Generate Matrix:
+=============================================
+Spatial Operator:
+  wall clock time = 0.052833 seconds
+  RHS vector has unit components
+  Initial guess is 0
+=============================================
+IJ Vector Setup:
+=============================================
+RHS and Initial Guess:
+  wall clock time = 0.005162 seconds
+=============================================
+Problem 1: AMG Setup Time:
+=============================================
+GMRES Setup:
+  wall clock time = 7.503324 seconds
+
+FOM_Setup: nnz_AP / Setup Phase Time: 1.102491e+11
+
+=============================================
+Problem 1: AMG-GMRES Solve Time:
+=============================================
+GMRES Solve:
+  wall clock time = 4.464504 seconds
+
+Iterations = 12
+Final Relative Residual Norm = 5.085000e-13
+
+
+FOM_Solve: nnz_AP / Solve Phase Time: 1.852915e+11
+
+
+
+Figure of Merit (FOM): nnz_AP / (Setup Phase Time + Solve Phase Time) 6.912154e+10
+
+Mem Used: 62191453944 Total Ram: 268554084352 Fraction Ram: 23.160000%
+TOTAL RSS MAX: 59310 (GiB) - 23.160000%
+MIN RSS MAX: 29348664 27 (GiB) - 22.380000% -- On NODE: 2005 - nid004719
+MAX RSS MAX: 30583388 29 (GiB) - 23.320000% -- On NODE: 1899 - nid004607
+   ______------ ------_____ 
+srun -N 2048 --ntasks-per-node=108 --hint=nomultithread --distribution=block:block /usr/projects/hpctools/agood/projects/ats5-testing/SSI-scripts-main/bin/amg -problem 2 -n 60 60 60 -P 96 48 48
+Running with these driver parameters:
+  Problem ID    = 2
+
+=============================================
+Hypre init times:
+=============================================
+Hypre init:
+  wall clock time = 0.000038 seconds
+  Laplacian_7pt:
+    (Nx, Ny, Nz) = (5760, 2880, 2880)
+    (Px, Py, Pz) = (96, 48, 48)
+
+=============================================
+Generate Matrix:
+=============================================
+Spatial Operator:
+  wall clock time = 0.093044 seconds
+  RHS vector has unit components
+  Initial guess is 0
+=============================================
+IJ Vector Setup:
+=============================================
+RHS and Initial Guess:
+  wall clock time = 0.009902 seconds
+=============================================
+Problem 2: AMG Setup Time:
+=============================================
+PCG Setup:
+  wall clock time = 6.361566 seconds
+
+FOM_Setup: nnz_AP / Setup Phase Time: 8.980178e+10
+
+=============================================
+Problem 2: AMG-PCG Solve Time:
+=============================================
+PCG Solve:
+  wall clock time = 5.982566 seconds
+
+Iterations = 35
+Final Relative Residual Norm = 6.072587e-09
+
+
+FOM_Solve: nnz_AP * iterations / Solve Phase Time: 9.549079e+10
+
+
+
+Figure of Merit (FOM): nnz_AP / (Setup Phase Time + 3 * Solve Phase Time) 2.350050e+10
+
+Mem Used: 55905954928 Total Ram: 268554084352 Fraction Ram: 20.820000%
+TOTAL RSS MAX: 53316 (GiB) - 20.820000%
+MIN RSS MAX: 27142756 25 (GiB) - 20.700000% -- On NODE: 889 - nid002614
+MAX RSS MAX: 27374276 26 (GiB) - 20.880000% -- On NODE: 2003 - nid004717
diff --git a/doc/sphinx/02_amg/scaling/output/amg-1.1.256.out b/doc/sphinx/02_amg/scaling/output/amg-1.1.256.out
new file mode 100644
index 00000000..b732d5f9
--- /dev/null
+++ b/doc/sphinx/02_amg/scaling/output/amg-1.1.256.out
@@ -0,0 +1,108 @@
+   --------------------- --------------------- 
+srun -N 256 --ntasks-per-node=108 --hint=nomultithread --distribution=block:block /usr/projects/hpctools/agood/projects/ats5-testing/SSI-scripts-main/bin/amg -problem 1 -n 38 38 38 -P 48 24 24
+Running with these driver parameters:
+  Problem ID    = 1
+
+=============================================
+Hypre init times:
+=============================================
+Hypre init:
+  wall clock time = 0.000025 seconds
+  Laplacian_27pt:
+    (Nx, Ny, Nz) = (1824, 912, 912)
+    (Px, Py, Pz) = (48, 24, 24)
+
+=============================================
+Generate Matrix:
+=============================================
+Spatial Operator:
+  wall clock time = 0.056109 seconds
+  RHS vector has unit components
+  Initial guess is 0
+=============================================
+IJ Vector Setup:
+=============================================
+RHS and Initial Guess:
+  wall clock time = 0.002131 seconds
+=============================================
+Problem 1: AMG Setup Time:
+=============================================
+GMRES Setup:
+  wall clock time = 5.118064 seconds
+
+FOM_Setup: nnz_AP / Setup Phase Time: 2.017917e+10
+
+=============================================
+Problem 1: AMG-GMRES Solve Time:
+=============================================
+GMRES Solve:
+  wall clock time = 3.600297 seconds
+
+Iterations = 12
+Final Relative Residual Norm = 5.025547e-13
+
+
+FOM_Solve: nnz_AP / Solve Phase Time: 2.868604e+10
+
+
+
+Figure of Merit (FOM): nnz_AP / (Setup Phase Time + Solve Phase Time) 1.184606e+10
+
+Mem Used: 6250828312 Total Ram: 33569260544 Fraction Ram: 18.620000%
+TOTAL RSS MAX: 5961 (GiB) - 18.620000%
+MIN RSS MAX: 24012856 22 (GiB) - 18.310000% -- On NODE: 170 - nid001427
+MAX RSS MAX: 24613964 23 (GiB) - 18.770000% -- On NODE: 68 - nid001325
+   ______------ ------_____ 
+srun -N 256 --ntasks-per-node=108 --hint=nomultithread --distribution=block:block /usr/projects/hpctools/agood/projects/ats5-testing/SSI-scripts-main/bin/amg -problem 2 -n 60 60 60 -P 48 24 24
+Running with these driver parameters:
+  Problem ID    = 2
+
+=============================================
+Hypre init times:
+=============================================
+Hypre init:
+  wall clock time = 0.000025 seconds
+  Laplacian_7pt:
+    (Nx, Ny, Nz) = (2880, 1440, 1440)
+    (Px, Py, Pz) = (48, 24, 24)
+
+=============================================
+Generate Matrix:
+=============================================
+Spatial Operator:
+  wall clock time = 0.068690 seconds
+  RHS vector has unit components
+  Initial guess is 0
+=============================================
+IJ Vector Setup:
+=============================================
+RHS and Initial Guess:
+  wall clock time = 0.003164 seconds
+=============================================
+Problem 2: AMG Setup Time:
+=============================================
+PCG Setup:
+  wall clock time = 3.011165 seconds
+
+FOM_Setup: nnz_AP / Setup Phase Time: 2.370939e+10
+
+=============================================
+Problem 2: AMG-PCG Solve Time:
+=============================================
+PCG Solve:
+  wall clock time = 3.388148 seconds
+
+Iterations = 30
+Final Relative Residual Norm = 9.358183e-09
+
+
+FOM_Solve: nnz_AP * iterations / Solve Phase Time: 2.107136e+10
+
+
+
+Figure of Merit (FOM): nnz_AP / (Setup Phase Time + 3 * Solve Phase Time) 5.418565e+09
+
+Mem Used: 6489363780 Total Ram: 33569260544 Fraction Ram: 19.330000%
+TOTAL RSS MAX: 6188 (GiB) - 19.330000%
+MIN RSS MAX: 25311068 24 (GiB) - 19.300000% -- On NODE: 66 - nid001323
+MAX RSS MAX: 25447488 24 (GiB) - 19.410000% -- On NODE: 255 - nid001512
diff --git a/doc/sphinx/02_amg/scaling/output/amg-1.1.32.out b/doc/sphinx/02_amg/scaling/output/amg-1.1.32.out
new file mode 100644
index 00000000..5fdfc701
--- /dev/null
+++ b/doc/sphinx/02_amg/scaling/output/amg-1.1.32.out
@@ -0,0 +1,108 @@
+   --------------------- --------------------- 
+srun -N 32 --ntasks-per-node=108 --hint=nomultithread --distribution=block:block /usr/projects/hpctools/agood/projects/ats5-testing/SSI-scripts-main/bin/amg -problem 1 -n 38 38 38 -P 24 12 12
+Running with these driver parameters:
+  Problem ID    = 1
+
+=============================================
+Hypre init times:
+=============================================
+Hypre init:
+  wall clock time = 0.000014 seconds
+  Laplacian_27pt:
+    (Nx, Ny, Nz) = (912, 456, 456)
+    (Px, Py, Pz) = (24, 12, 12)
+
+=============================================
+Generate Matrix:
+=============================================
+Spatial Operator:
+  wall clock time = 0.051547 seconds
+  RHS vector has unit components
+  Initial guess is 0
+=============================================
+IJ Vector Setup:
+=============================================
+RHS and Initial Guess:
+  wall clock time = 0.002855 seconds
+=============================================
+Problem 1: AMG Setup Time:
+=============================================
+GMRES Setup:
+  wall clock time = 1.633190 seconds
+
+FOM_Setup: nnz_AP / Setup Phase Time: 7.884978e+09
+
+=============================================
+Problem 1: AMG-GMRES Solve Time:
+=============================================
+GMRES Solve:
+  wall clock time = 1.317902 seconds
+
+Iterations = 12
+Final Relative Residual Norm = 4.474272e-13
+
+
+FOM_Solve: nnz_AP / Solve Phase Time: 9.771341e+09
+
+
+
+Figure of Merit (FOM): nnz_AP / (Setup Phase Time + Solve Phase Time) 4.363696e+09
+
+Mem Used: 778349872 Total Ram: 4196157568 Fraction Ram: 18.550000%
+TOTAL RSS MAX: 742 (GiB) - 18.550000%
+MIN RSS MAX: 23979908 22 (GiB) - 18.290000% -- On NODE: 29 - nid001284
+MAX RSS MAX: 24511692 23 (GiB) - 18.690000% -- On NODE: 1 - nid001256
+   ______------ ------_____ 
+srun -N 32 --ntasks-per-node=108 --hint=nomultithread --distribution=block:block /usr/projects/hpctools/agood/projects/ats5-testing/SSI-scripts-main/bin/amg -problem 2 -n 60 60 60 -P 24 12 12
+Running with these driver parameters:
+  Problem ID    = 2
+
+=============================================
+Hypre init times:
+=============================================
+Hypre init:
+  wall clock time = 0.000021 seconds
+  Laplacian_7pt:
+    (Nx, Ny, Nz) = (1440, 720, 720)
+    (Px, Py, Pz) = (24, 12, 12)
+
+=============================================
+Generate Matrix:
+=============================================
+Spatial Operator:
+  wall clock time = 0.069044 seconds
+  RHS vector has unit components
+  Initial guess is 0
+=============================================
+IJ Vector Setup:
+=============================================
+RHS and Initial Guess:
+  wall clock time = 0.006071 seconds
+=============================================
+Problem 2: AMG Setup Time:
+=============================================
+PCG Setup:
+  wall clock time = 1.393385 seconds
+
+FOM_Setup: nnz_AP / Setup Phase Time: 6.401701e+09
+
+=============================================
+Problem 2: AMG-PCG Solve Time:
+=============================================
+PCG Solve:
+  wall clock time = 1.251026 seconds
+
+Iterations = 26
+Final Relative Residual Norm = 8.681188e-09
+
+
+FOM_Solve: nnz_AP * iterations / Solve Phase Time: 7.130175e+09
+
+
+
+Figure of Merit (FOM): nnz_AP / (Setup Phase Time + 3 * Solve Phase Time) 1.733236e+09
+
+Mem Used: 778023524 Total Ram: 4196151040 Fraction Ram: 18.540000%
+TOTAL RSS MAX: 741 (GiB) - 18.540000%
+MIN RSS MAX: 24001900 22 (GiB) - 18.300000% -- On NODE: 18 - nid001307
+MAX RSS MAX: 24480680 23 (GiB) - 18.670000% -- On NODE: 6 - nid001293
diff --git a/doc/sphinx/02_amg/scaling/output/amg-1.1.512.out b/doc/sphinx/02_amg/scaling/output/amg-1.1.512.out
new file mode 100644
index 00000000..229ba876
--- /dev/null
+++ b/doc/sphinx/02_amg/scaling/output/amg-1.1.512.out
@@ -0,0 +1,108 @@
+   --------------------- --------------------- 
+srun -N 512 --ntasks-per-node=108 --hint=nomultithread --distribution=block:block /usr/projects/hpctools/agood/projects/ats5-testing/SSI-scripts-main/bin/amg -problem 1 -n 38 38 38 -P 48 48 24
+Running with these driver parameters:
+  Problem ID    = 1
+
+=============================================
+Hypre init times:
+=============================================
+Hypre init:
+  wall clock time = 0.000057 seconds
+  Laplacian_27pt:
+    (Nx, Ny, Nz) = (1824, 1824, 912)
+    (Px, Py, Pz) = (48, 48, 24)
+
+=============================================
+Generate Matrix:
+=============================================
+Spatial Operator:
+  wall clock time = 0.057795 seconds
+  RHS vector has unit components
+  Initial guess is 0
+=============================================
+IJ Vector Setup:
+=============================================
+RHS and Initial Guess:
+  wall clock time = 0.002375 seconds
+=============================================
+Problem 1: AMG Setup Time:
+=============================================
+GMRES Setup:
+  wall clock time = 5.879138 seconds
+
+FOM_Setup: nnz_AP / Setup Phase Time: 3.515167e+10
+
+=============================================
+Problem 1: AMG-GMRES Solve Time:
+=============================================
+GMRES Solve:
+  wall clock time = 4.145039 seconds
+
+Iterations = 12
+Final Relative Residual Norm = 4.926356e-13
+
+
+FOM_Solve: nnz_AP / Solve Phase Time: 4.985757e+10
+
+
+
+Figure of Merit (FOM): nnz_AP / (Setup Phase Time + Solve Phase Time) 2.061631e+10
+
+Mem Used: 12612452972 Total Ram: 67138521088 Fraction Ram: 18.790000%
+TOTAL RSS MAX: 12028 (GiB) - 18.790000%
+MIN RSS MAX: 24201504 23 (GiB) - 18.460000% -- On NODE: 490 - nid001949
+MAX RSS MAX: 24799336 23 (GiB) - 18.910000% -- On NODE: 194 - nid001451
+   ______------ ------_____ 
+srun -N 512 --ntasks-per-node=108 --hint=nomultithread --distribution=block:block /usr/projects/hpctools/agood/projects/ats5-testing/SSI-scripts-main/bin/amg -problem 2 -n 60 60 60 -P 48 48 24
+Running with these driver parameters:
+  Problem ID    = 2
+
+=============================================
+Hypre init times:
+=============================================
+Hypre init:
+  wall clock time = 0.000050 seconds
+  Laplacian_7pt:
+    (Nx, Ny, Nz) = (2880, 2880, 1440)
+    (Px, Py, Pz) = (48, 48, 24)
+
+=============================================
+Generate Matrix:
+=============================================
+Spatial Operator:
+  wall clock time = 0.069167 seconds
+  RHS vector has unit components
+  Initial guess is 0
+=============================================
+IJ Vector Setup:
+=============================================
+RHS and Initial Guess:
+  wall clock time = 0.003302 seconds
+=============================================
+Problem 2: AMG Setup Time:
+=============================================
+PCG Setup:
+  wall clock time = 3.374041 seconds
+
+FOM_Setup: nnz_AP / Setup Phase Time: 4.232347e+10
+
+=============================================
+Problem 2: AMG-PCG Solve Time:
+=============================================
+PCG Solve:
+  wall clock time = 5.068096 seconds
+
+Iterations = 32
+Final Relative Residual Norm = 7.743097e-09
+
+
+FOM_Solve: nnz_AP * iterations / Solve Phase Time: 2.817649e+10
+
+
+
+Figure of Merit (FOM): nnz_AP / (Setup Phase Time + 3 * Solve Phase Time) 7.686436e+09
+
+Mem Used: 13080479348 Total Ram: 67138521088 Fraction Ram: 19.480000%
+TOTAL RSS MAX: 12474 (GiB) - 19.480000%
+MIN RSS MAX: 25502096 24 (GiB) - 19.450000% -- On NODE: 266 - nid001666
+MAX RSS MAX: 25634572 24 (GiB) - 19.550000% -- On NODE: 511 - nid001971
diff --git a/doc/sphinx/02_amg/scaling/output/amg-1.1.64.out b/doc/sphinx/02_amg/scaling/output/amg-1.1.64.out
new file mode 100644
index 00000000..7b42df90
--- /dev/null
+++ b/doc/sphinx/02_amg/scaling/output/amg-1.1.64.out
@@ -0,0 +1,108 @@
+   --------------------- --------------------- 
+srun -N 64 --ntasks-per-node=108 --hint=nomultithread --distribution=block:block /usr/projects/hpctools/agood/projects/ats5-testing/SSI-scripts-main/bin/amg -problem 1 -n 38 38 38 -P 24 24 12
+Running with these driver parameters:
+  Problem ID    = 1
+
+=============================================
+Hypre init times:
+=============================================
+Hypre init:
+  wall clock time = 0.000016 seconds
+  Laplacian_27pt:
+    (Nx, Ny, Nz) = (912, 912, 456)
+    (Px, Py, Pz) = (24, 24, 12)
+
+=============================================
+Generate Matrix:
+=============================================
+Spatial Operator:
+  wall clock time = 0.046526 seconds
+  RHS vector has unit components
+  Initial guess is 0
+=============================================
+IJ Vector Setup:
+=============================================
+RHS and Initial Guess:
+  wall clock time = 0.002100 seconds
+=============================================
+Problem 1: AMG Setup Time:
+=============================================
+GMRES Setup:
+  wall clock time = 2.085731 seconds
+
+FOM_Setup: nnz_AP / Setup Phase Time: 1.236172e+10
+
+=============================================
+Problem 1: AMG-GMRES Solve Time:
+=============================================
+GMRES Solve:
+  wall clock time = 1.502563 seconds
+
+Iterations = 12
+Final Relative Residual Norm = 5.847058e-13
+
+
+FOM_Solve: nnz_AP / Solve Phase Time: 1.715950e+10
+
+
+
+Figure of Merit (FOM): nnz_AP / (Setup Phase Time + Solve Phase Time) 7.185370e+09
+
+Mem Used: 1566461320 Total Ram: 8392315136 Fraction Ram: 18.670000%
+TOTAL RSS MAX: 1493 (GiB) - 18.670000%
+MIN RSS MAX: 24127200 23 (GiB) - 18.400000% -- On NODE: 58 - nid001315
+MAX RSS MAX: 24645948 23 (GiB) - 18.800000% -- On NODE: 23 - nid001278
+   ______------ ------_____ 
+srun -N 64 --ntasks-per-node=108 --hint=nomultithread --distribution=block:block /usr/projects/hpctools/agood/projects/ats5-testing/SSI-scripts-main/bin/amg -problem 2 -n 60 60 60 -P 24 24 12
+Running with these driver parameters:
+  Problem ID    = 2
+
+=============================================
+Hypre init times:
+=============================================
+Hypre init:
+  wall clock time = 0.000019 seconds
+  Laplacian_7pt:
+    (Nx, Ny, Nz) = (1440, 1440, 720)
+    (Px, Py, Pz) = (24, 24, 12)
+
+=============================================
+Generate Matrix:
+=============================================
+Spatial Operator:
+  wall clock time = 0.063936 seconds
+  RHS vector has unit components
+  Initial guess is 0
+=============================================
+IJ Vector Setup:
+=============================================
+RHS and Initial Guess:
+  wall clock time = 0.006608 seconds
+=============================================
+Problem 2: AMG Setup Time:
+=============================================
+PCG Setup:
+  wall clock time = 1.816815 seconds
+
+FOM_Setup: nnz_AP / Setup Phase Time: 9.821587e+09
+
+=============================================
+Problem 2: AMG-PCG Solve Time:
+=============================================
+PCG Solve:
+  wall clock time = 2.190714 seconds
+
+Iterations = 28
+Final Relative Residual Norm = 4.746854e-09
+
+
+FOM_Solve: nnz_AP * iterations / Solve Phase Time: 8.145294e+09
+
+
+
+Figure of Merit (FOM): nnz_AP / (Setup Phase Time + 3 * Solve Phase Time) 2.127083e+09
+
+Mem Used: 1551855652 Total Ram: 8392315136 Fraction Ram: 18.490000%
+TOTAL RSS MAX: 1479 (GiB) - 18.490000%
+MIN RSS MAX: 24201704 23 (GiB) - 18.460000% -- On NODE: 21 - nid001276
+MAX RSS MAX: 24285368 23 (GiB) - 18.520000% -- On NODE: 58 - nid001315
diff --git a/doc/sphinx/02_amg/scaling/p1weak.png b/doc/sphinx/02_amg/scaling/p1weak.png
new file mode 100644
index 00000000..068e8d80
Binary files /dev/null and b/doc/sphinx/02_amg/scaling/p1weak.png differ
diff --git a/doc/sphinx/02_amg/scaling/p2weak.png b/doc/sphinx/02_amg/scaling/p2weak.png
new file mode 100644
index 00000000..0be8423d
Binary files /dev/null and b/doc/sphinx/02_amg/scaling/p2weak.png differ
diff --git a/doc/sphinx/02_amg/scaling/plots/prob1-pct.png b/doc/sphinx/02_amg/scaling/plots/prob1-pct.png
new file mode 100644
index 00000000..728a7a5f
Binary files /dev/null and b/doc/sphinx/02_amg/scaling/plots/prob1-pct.png differ
diff --git a/doc/sphinx/02_amg/scaling/plots/prob1-totaltime-area.png b/doc/sphinx/02_amg/scaling/plots/prob1-totaltime-area.png
new file mode 100644
index 00000000..7cc1591a
Binary files /dev/null and b/doc/sphinx/02_amg/scaling/plots/prob1-totaltime-area.png differ
diff --git a/doc/sphinx/02_amg/scaling/plots/prob1-totaltime-line.png b/doc/sphinx/02_amg/scaling/plots/prob1-totaltime-line.png
new file mode 100644
index 00000000..92f8b685
Binary files /dev/null and b/doc/sphinx/02_amg/scaling/plots/prob1-totaltime-line.png differ
diff --git a/doc/sphinx/02_amg/scaling/plots/prob2-pct.png b/doc/sphinx/02_amg/scaling/plots/prob2-pct.png
new file mode 100644
index 00000000..61904f74
Binary files /dev/null and b/doc/sphinx/02_amg/scaling/plots/prob2-pct.png differ
diff --git a/doc/sphinx/02_amg/scaling/plots/prob2-totaltime-area.png b/doc/sphinx/02_amg/scaling/plots/prob2-totaltime-area.png
new file mode 100644
index 00000000..aab715db
Binary files /dev/null and b/doc/sphinx/02_amg/scaling/plots/prob2-totaltime-area.png differ
diff --git a/doc/sphinx/02_amg/scaling/plots/prob2-totaltime-line.png b/doc/sphinx/02_amg/scaling/plots/prob2-totaltime-line.png
new file mode 100644
index 00000000..eb5d4207
Binary files /dev/null and b/doc/sphinx/02_amg/scaling/plots/prob2-totaltime-line.png differ
diff --git a/doc/sphinx/02_amg/scaling/scripts/read_lanl_amg.py b/doc/sphinx/02_amg/scaling/scripts/read_lanl_amg.py
new file mode 100644
index 00000000..4b16c914
--- /dev/null
+++ b/doc/sphinx/02_amg/scaling/scripts/read_lanl_amg.py
@@ -0,0 +1,118 @@
+# %%
+import sys
+from glob import glob
+from matplotlib.style import context
+
+import matplotlib.pyplot as plt
+
+from cycler import cycler
+ 
+default_cycler = (cycler(color=['r', 'g', 'b', 'y'])+
+                  cycler(linestyle=['-', '--', ':', '-.']))
+
+
+sys.path.append("/usr/gapps/spot/dev/hatchet-venv/x86_64/lib/python3.9/site-packages/")
+sys.path.append("/usr/gapps/spot/dev/hatchet/x86_64/")
+sys.path.append("/usr/gapps/spot/dev/thicket-playground-dev/")
+
+import thicket as th
+
+# %%
+tk = th.Thicket.from_caliperreader(glob("AMG/*.cali"))
+
+# %%
+problem_sizes = list(sorted(tk.metadata["Problem"].unique()))
+ranks = list(sorted(tk.metadata["mpi.world.size"].unique()))
+
+gb = tk.groupby("mpi.world.size")
+thickets = list(gb.values())
+ctk = th.Thicket.concat_thickets(
+    thickets=thickets,
+    headers=list(gb.keys()),
+    axis="columns",
+    metadata_key="Problem",
+)
+
+# %%
+for p in problem_sizes:
+    for r in ranks:
+        ctk.dataframe.loc[(slice(None), p), (r, "perc")] = (ctk.dataframe.loc[(slice(None), p), (r, "Avg time/rank (exc)")] / ctk.dataframe.loc[(slice(None), p), (r, "Avg time/rank (exc)")].sum()) * 100
+
+# %%
+for p in problem_sizes:
+    plt.style.use('fivethirtyeight')
+    ax = ctk.dataframe.loc[(slice(None), p), [(r, "perc") for r in ranks]].T.plot(
+        kind="area",
+        title=f"AMG2023 Problem {p} (Weak Scaling)",
+        xlabel="Number of MPI ranks",
+        ylabel="% of Runtime (Exclusive)",
+        figsize=(10,5), 
+        colormap="tab20"
+    )
+    # Custom legend
+    handles, labels = ax.get_legend_handles_labels()
+    legend = ax.legend(handles[::-1], labels[::-1], bbox_to_anchor=(1, 1))#, title='Line', loc='upper left')
+    labels = ctk.dataframe.loc[(slice(None), 1), ("name", "")].tolist()
+    print(labels)
+    labels.reverse()
+    for i, label in enumerate(legend.get_texts()):
+        label.set_text(labels[i])
+    # Set custom x labels
+    xlabels = [item.get_text() for item in ax.get_xticklabels()]
+    print(xlabels)
+    print([xlabels[0]] + ranks + [xlabels[-1]])
+    quit()
+    ax.set_xticklabels([xlabels[0]] + ranks + [xlabels[-1]])
+    plt.savefig(f"prob{p}-pct.png", bbox_inches="tight")
+    #plt.show()
+
+# %%
+for p in problem_sizes:
+    plt.style.use('fivethirtyeight')
+    ax = ctk.dataframe.loc[(slice(None), p), [(r, "Avg time/rank (exc)") for r in ranks]].T.plot(
+        kind="line",
+        title=f"AMG2023 Problem {p} (Weak Scaling)",
+        xlabel="Number of MPI ranks",
+        ylabel="Runtime (sec) (Exclusive)",
+        figsize=(10,5),
+        colormap="tab20"
+    )
+    # Custom legend
+    handles, labels = ax.get_legend_handles_labels()
+    legend = ax.legend(handles[::-1], labels[::-1], bbox_to_anchor=(1, 1))#, title='Line', loc='upper left')
+    labels = ctk.dataframe.loc[(slice(None), 1), ("name", "")].tolist()
+    labels.reverse()
+    for i, label in enumerate(legend.get_texts()):
+        label.set_text(labels[i])
+    # Set custom x labels
+    xlabels = [item.get_text() for item in ax.get_xticklabels()]
+    ax.set_xticklabels([xlabels[0]] + ranks + [xlabels[-1]])
+    plt.savefig(f"prob{p}-totaltime-line.png", bbox_inches="tight")
+    #plt.show()
+for p in problem_sizes:
+    plt.style.use('fivethirtyeight')
+    ax = ctk.dataframe.loc[(slice(None), p), [(r, "Avg time/rank (exc)") for r in ranks]].T.plot(
+        kind="area",
+        title=f"AMG2023 Problem {p} (Weak Scaling)",
+        xlabel="Number of MPI ranks",
+        ylabel="Runtime (sec) (Exclusive)",
+        figsize=(10,5),
+        colormap="tab20"
+    )
+    
+    # Custom legend
+    handles, labels = ax.get_legend_handles_labels()
+    legend = ax.legend(handles[::-1], labels[::-1], bbox_to_anchor=(1, 1))#, title='Line', loc='upper left')
+    labels = ctk.dataframe.loc[(slice(None), 1), ("name", "")].tolist()
+    labels.reverse()
+    for i, label in enumerate(legend.get_texts()):
+        label.set_text(labels[i])
+    # Set custom x labels
+    xlabels = [item.get_text() for item in ax.get_xticklabels()]
+    ax.set_xticklabels([xlabels[0]] + ranks + [xlabels[-1]])
+    #ax.set_prop_cycle(default_cycler)
+    plt.savefig(f"prob{p}-totaltime-area.png", bbox_inches="tight")
+
+#ctk.dataframe.to_csv("out.csv", index=True)
+    #print (plt.style.available) 
+    #print(plt.colormaps)
diff --git a/doc/sphinx/02_amg/scaling/weak.csv b/doc/sphinx/02_amg/scaling/weak.csv
new file mode 100644
index 00000000..e6cdb8ba
--- /dev/null
+++ b/doc/sphinx/02_amg/scaling/weak.csv
@@ -0,0 +1,8 @@
+Nodes,Problem1,Problem2,p1-per-node-FOM,p2-per-node-FOM,p1-per-node-ideal,p2-per-node-ideal
+32,3.90E+09,1.58E+09,1.22E+08,4.93E+07,1.22E+08,4.93E+07
+64,5.94E+09,2.23E+09,9.28E+07,3.48E+07,1.22E+08,4.93E+07
+128,8.39E+09,2.92E+09,6.56E+07,2.28E+07,1.22E+08,4.93E+07
+256,1.21E+10,4.98E+09,4.73E+07,1.94E+07,1.22E+08,4.93E+07
+512,2.10E+10,8.06E+09,4.09E+07,1.58E+07,1.22E+08,4.93E+07
+1024,3.98E+10,1.33E+10,3.89E+07,1.30E+07,1.22E+08,4.93E+07
+2048,7.29E+10,2.36E+10,3.56E+07,1.15E+07,1.22E+08,4.93E+07
\ No newline at end of file
diff --git a/doc/sphinx/02_amg/scaling/weak.gp b/doc/sphinx/02_amg/scaling/weak.gp
new file mode 100644
index 00000000..66468884
--- /dev/null
+++ b/doc/sphinx/02_amg/scaling/weak.gp
@@ -0,0 +1,29 @@
+#!/usr/bin/gnuplot
+set terminal pngcairo enhanced size 1024, 768 dashed font 'Helvetica,18'
+
+#set title "AMG2023 Problem 1 weak-scaling on Crossroads" font "serif,22"
+set xlabel "No. of Nodes (108 ranks per node)"
+set ylabel "Figure of Merit per Node"
+set format y "%.2e"
+set xrange [32:2048]
+set key left top
+
+set logscale x 2
+set logscale y 2
+
+set grid
+show grid
+
+set datafile separator comma
+set key autotitle columnheader
+
+set style line 1 linetype 6 dashtype 1 linecolor rgb "#FF0000" linewidth 2 pointtype 6 pointsize 3
+set style line 2 linetype 1 dashtype 2 linecolor rgb "#FF0000" linewidth 2
+
+
+set output "p1weak.png"
+plot "weak.csv" using 1:4 with linespoints linestyle 1, "" using 1:6 with line linestyle 2
+
+#set title "AMG2023 Problem 2 weak-scaling on Crossroads" font "serif,22"
+set output "p2weak.png"
+plot "weak.csv" using 1:5 with linespoints linestyle 1, "" using 1:7 with line linestyle 2
diff --git a/doc/sphinx/03_vibe/cpu.gp b/doc/sphinx/03_vibe/cpu.gp
index 093967c3..20ecdc45 100644
--- a/doc/sphinx/03_vibe/cpu.gp
+++ b/doc/sphinx/03_vibe/cpu.gp
@@ -36,24 +36,3 @@ plot "cpu_40.csv" using 1:2 with linespoints linestyle 1, "" using 1:3 with line
 set output "ats3_60.png"
 plot "cpu_60.csv" using 1:2 with linespoints linestyle 1, "" using 1:3 with line linestyle 2
 
-# Scaling Output
-set output "parthenon_roci_scale_range.png"
-set xrange [380:650]
-unset logscale xy
-set format y "%.1e"
-set xlabel "NX (NX=nx=ny=nz)"
-set key title "Nodes"
-set title "Parthenon Multi Node Scaling" font "serif,22"
-plot "parthenon_roci_scale_nxrange.csv" using 1:2 with linespoints linestyle 1, "" using 1:3 with line linestyle 2, "" using 1:4 with line linestyle 3
-
-# SCALING PLOTS, Y IS FOM PER NODE
-
-set xrange [32:96]
-set yrange [7e6:1.5e7]
-set xlabel "Nodes"
-set ylabel "FOM/node"
-unset title
-unset key
-# set title "Branson Multi Node Scaling" font "serif,22"
-set output "parthenon_roci_scale_pernode.png"
-plot "parthenon_roci_scale_pernode.csv" using 1:5 with linespoints linestyle 1
diff --git a/doc/sphinx/03_vibe/parthenon_roci_scale_nxrange.csv b/doc/sphinx/03_vibe/parthenon_roci_scale_nxrange.csv
deleted file mode 100644
index 5b5c4057..00000000
--- a/doc/sphinx/03_vibe/parthenon_roci_scale_nxrange.csv
+++ /dev/null
@@ -1,6 +0,0 @@
-NX,32,64,96
-384,488000000.0,836000000.0,1200000000.0
-448,513000000.0,917000000.0,964000000.0
-512,463000000.0,805000000.0,1100000000.0
-576,386000000.0,748000000.0,1070000000.0
-640,412000000.0,767000000.0,1040000000.0
diff --git a/doc/sphinx/03_vibe/parthenon_roci_scale_pernode.csv b/doc/sphinx/03_vibe/parthenon_roci_scale_pernode.csv
deleted file mode 100644
index aef9e6a4..00000000
--- a/doc/sphinx/03_vibe/parthenon_roci_scale_pernode.csv
+++ /dev/null
@@ -1,4 +0,0 @@
-Nodes,NX,Zcycles/sec,NX/Node,Zcycles/sec/Node
-32,528,2.6e+08,16.5,8.12e+06
-64,672,7.34e+08,10.5,1.15e+07
-96,768,1e+09,8,1.04e+07
diff --git a/doc/sphinx/03_vibe/parthenon_scale_Zcyclessec_pivot.csv b/doc/sphinx/03_vibe/parthenon_scale_Zcyclessec_pivot.csv
deleted file mode 100644
index bcaf0f6f..00000000
--- a/doc/sphinx/03_vibe/parthenon_scale_Zcyclessec_pivot.csv
+++ /dev/null
@@ -1,6 +0,0 @@
-NX,32,64,96
-384,4.88e+08,8.36e+08,1.2e+09
-448,5.13e+08,9.17e+08,9.64e+08
-512,4.63e+08,8.05e+08,1.1e+09
-576,3.86e+08,7.48e+08,1.07e+09
-640,4.12e+08,7.67e+08,1.04e+09
diff --git a/doc/sphinx/03_vibe/parthenon_scale_pivot.csv b/doc/sphinx/03_vibe/parthenon_scale_pivot.csv
deleted file mode 100644
index f19d02d9..00000000
--- a/doc/sphinx/03_vibe/parthenon_scale_pivot.csv
+++ /dev/null
@@ -1,4 +0,0 @@
-Nodes,384,448,512,576,640
-32,4.88e+08,5.13e+08,4.63e+08,3.86e+08,4.12e+08
-64,8.36e+08,9.17e+08,8.05e+08,7.48e+08,7.67e+08
-96,1.2e+09,9.64e+08,1.1e+09,1.07e+09,1.04e+09
diff --git a/doc/sphinx/03_vibe/parthenon_scale_raw_nxrange.csv b/doc/sphinx/03_vibe/parthenon_scale_raw_nxrange.csv
deleted file mode 100644
index 3573a237..00000000
--- a/doc/sphinx/03_vibe/parthenon_scale_raw_nxrange.csv
+++ /dev/null
@@ -1,16 +0,0 @@
-Iteration,NX,Nodes,Zcycles/sec
-1,384,32,4.88e+08
-1,384,64,8.36e+08
-1,384,96,1.20e+09
-1,448,32,5.13e+08
-1,448,64,9.17e+08
-1,448,96,9.64e+08
-1,512,32,4.63e+08
-1,512,64,8.05e+08
-1,512,96,1.10e+09
-1,576,32,3.86e+08
-1,576,64,7.48e+08
-1,576,96,1.07e+09
-1,640,32,4.12e+08
-1,640,64,7.67e+08
-1,640,96,1.04e+09
diff --git a/doc/sphinx/03_vibe/plots/cpu-strong.png b/doc/sphinx/03_vibe/plots/cpu-strong.png
deleted file mode 100644
index b126fa53..00000000
Binary files a/doc/sphinx/03_vibe/plots/cpu-strong.png and /dev/null differ
diff --git a/doc/sphinx/03_vibe/plots/gpu-throughput.png b/doc/sphinx/03_vibe/plots/gpu-throughput.png
deleted file mode 100644
index 9e0042e8..00000000
Binary files a/doc/sphinx/03_vibe/plots/gpu-throughput.png and /dev/null differ
diff --git a/doc/sphinx/03_vibe/scaling/caliper/240429-144712_195902_Sa0zvuPeClbC.cali b/doc/sphinx/03_vibe/scaling/caliper/240429-144712_195902_Sa0zvuPeClbC.cali
new file mode 100644
index 00000000..4f750f65
--- /dev/null
+++ b/doc/sphinx/03_vibe/scaling/caliper/240429-144712_195902_Sa0zvuPeClbC.cali
@@ -0,0 +1,255 @@
+__rec=node,id=12,attr=10,data=64,parent=3
+__rec=node,id=13,attr=8,data=attribute.alias,parent=12
+__rec=node,id=14,attr=8,data=attribute.unit,parent=12
+__rec=node,id=100,attr=14,data=sec,parent=5
+__rec=node,id=101,attr=13,data=Min time/rank,parent=100
+__rec=node,id=102,attr=10,data=65,parent=101
+__rec=node,id=103,attr=8,data=min#inclusive#sum#time.duration,parent=102
+__rec=node,id=104,attr=13,data=Max time/rank,parent=100
+__rec=node,id=105,attr=10,data=65,parent=104
+__rec=node,id=106,attr=8,data=max#inclusive#sum#time.duration,parent=105
+__rec=node,id=107,attr=13,data=Avg time/rank,parent=100
+__rec=node,id=108,attr=10,data=65,parent=107
+__rec=node,id=109,attr=8,data=avg#inclusive#sum#time.duration,parent=108
+__rec=node,id=112,attr=10,data=193,parent=5
+__rec=node,id=113,attr=8,data=avg.sum#inclusive#sum#time.duration,parent=112
+__rec=node,id=110,attr=10,data=193,parent=2
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diff --git a/doc/sphinx/03_vibe/scaling/caliper/240429-145301_197160_6kyvopdyRWPJ.cali b/doc/sphinx/03_vibe/scaling/caliper/240429-145301_197160_6kyvopdyRWPJ.cali
new file mode 100644
index 00000000..613b11df
--- /dev/null
+++ b/doc/sphinx/03_vibe/scaling/caliper/240429-145301_197160_6kyvopdyRWPJ.cali
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diff --git a/doc/sphinx/03_vibe/scaling/caliper/240429-145822_198270_yAQepWSZUvh4.cali b/doc/sphinx/03_vibe/scaling/caliper/240429-145822_198270_yAQepWSZUvh4.cali
new file mode 100644
index 00000000..a4a4b7e4
--- /dev/null
+++ b/doc/sphinx/03_vibe/scaling/caliper/240429-145822_198270_yAQepWSZUvh4.cali
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diff --git a/doc/sphinx/03_vibe/scaling/caliper/240429-150412_200096_Iueyr9lMDqXR.cali b/doc/sphinx/03_vibe/scaling/caliper/240429-150412_200096_Iueyr9lMDqXR.cali
new file mode 100644
index 00000000..2b1cb380
--- /dev/null
+++ b/doc/sphinx/03_vibe/scaling/caliper/240429-150412_200096_Iueyr9lMDqXR.cali
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diff --git a/doc/sphinx/03_vibe/scaling/caliper/240429-150933_201247_yFqLMgKJCgVy.cali b/doc/sphinx/03_vibe/scaling/caliper/240429-150933_201247_yFqLMgKJCgVy.cali
new file mode 100644
index 00000000..4b02e882
--- /dev/null
+++ b/doc/sphinx/03_vibe/scaling/caliper/240429-150933_201247_yFqLMgKJCgVy.cali
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diff --git a/doc/sphinx/03_vibe/scaling/caliper/240429-151531_202324_KL1k4N4s5LVT.cali b/doc/sphinx/03_vibe/scaling/caliper/240429-151531_202324_KL1k4N4s5LVT.cali
new file mode 100644
index 00000000..d4db3427
--- /dev/null
+++ b/doc/sphinx/03_vibe/scaling/caliper/240429-151531_202324_KL1k4N4s5LVT.cali
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diff --git a/doc/sphinx/03_vibe/scaling/caliper/240429-152149_203530_oSKyhWFo8n0l.cali b/doc/sphinx/03_vibe/scaling/caliper/240429-152149_203530_oSKyhWFo8n0l.cali
new file mode 100644
index 00000000..e8a1ce1f
--- /dev/null
+++ b/doc/sphinx/03_vibe/scaling/caliper/240429-152149_203530_oSKyhWFo8n0l.cali
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diff --git a/doc/sphinx/03_vibe/scaling/caliper/240429-152847_205056_Bkxnb8hFKAk9.cali b/doc/sphinx/03_vibe/scaling/caliper/240429-152847_205056_Bkxnb8hFKAk9.cali
new file mode 100644
index 00000000..0b7341fa
--- /dev/null
+++ b/doc/sphinx/03_vibe/scaling/caliper/240429-152847_205056_Bkxnb8hFKAk9.cali
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diff --git a/doc/sphinx/03_vibe/scaling/caliper/240429-153626_206346_XE7gsK9bgQka.cali b/doc/sphinx/03_vibe/scaling/caliper/240429-153626_206346_XE7gsK9bgQka.cali
new file mode 100644
index 00000000..ecc3f356
--- /dev/null
+++ b/doc/sphinx/03_vibe/scaling/caliper/240429-153626_206346_XE7gsK9bgQka.cali
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diff --git a/doc/sphinx/03_vibe/scaling/caliper/240429-154528_207748_dVkdUmTbO38C.cali b/doc/sphinx/03_vibe/scaling/caliper/240429-154528_207748_dVkdUmTbO38C.cali
new file mode 100644
index 00000000..81bdef3d
--- /dev/null
+++ b/doc/sphinx/03_vibe/scaling/caliper/240429-154528_207748_dVkdUmTbO38C.cali
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diff --git a/doc/sphinx/03_vibe/scaling/caliper/240429-155712_209496_vqnhUl63N4xb.cali b/doc/sphinx/03_vibe/scaling/caliper/240429-155712_209496_vqnhUl63N4xb.cali
new file mode 100644
index 00000000..19d86969
--- /dev/null
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diff --git a/doc/sphinx/03_vibe/scaling/caliper/240429-161926_212456_exLnRhD5JVYF.cali b/doc/sphinx/03_vibe/scaling/caliper/240429-161926_212456_exLnRhD5JVYF.cali
new file mode 100644
index 00000000..a5de8239
--- /dev/null
+++ b/doc/sphinx/03_vibe/scaling/caliper/240429-161926_212456_exLnRhD5JVYF.cali
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+__rec=node,id=221,attr=150,data=3.1,parent=220
+__rec=node,id=222,attr=149,data=CRAY MPICH,parent=221
+__rec=node,id=223,attr=144,data=8.1.25.17,parent=222
+__rec=globals,ref=235=223
diff --git a/doc/sphinx/03_vibe/scaling/output/scale-cpu.16.1024.256.out b/doc/sphinx/03_vibe/scaling/output/scale-cpu.16.1024.256.out
new file mode 100644
index 00000000..57c48c7b
--- /dev/null
+++ b/doc/sphinx/03_vibe/scaling/output/scale-cpu.16.1024.256.out
@@ -0,0 +1,88 @@
+# Variables in use:
+# Package: parthenon::resolved_state
+# ---------------------------------------------------
+# Variables:
+# Name	Metadata flags
+# ---------------------------------------------------
+derived                   Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Urz                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Ulz                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Ury                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Urx                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Ulx                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Uly                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+U                         Cell,Provides,Real,Independent,Conserved,Intensive,FillGhost,WithFluxes,burgers_package,parthenon::resolved_state
+# ---------------------------------------------------
+# Sparse Variables:
+# Name	sparse id	Metadata flags
+# ---------------------------------------------------
+# ---------------------------------------------------
+# Swarms:
+# Swarm	Value	metadata
+# ---------------------------------------------------
+
+
+Setup complete, executing driver...
+
+cycle=0 time=0.0000000000000000e+00 dt=7.1182008185240690e-05 zone-cycles/wsec_step=0.00e+00 wsec_total=6.27e-02 wsec_step=6.59e+00 zone-cycles/wsec=0.00e+00 wsec_AMR=0.00e+00
+---------------------- Current Mesh structure ----------------------
+Root grid = 64 x 64 x 64 MeshBlocks
+Total number of MeshBlocks = 275528
+Number of physical refinement levels = 2
+Number of logical  refinement levels = 8
+  Physical level = 0 (logical level = 6): 261424 MeshBlocks, cost = 261424
+  Physical level = 1 (logical level = 7): 4568 MeshBlocks, cost = 4568
+  Physical level = 2 (logical level = 8): 9536 MeshBlocks, cost = 9536
+--------------------------------------------------------------------
+cycle=10 time=7.1041012709203890e-04 dt=7.0881177357293295e-05 zone-cycles/wsec_step=3.02e+09 wsec_total=5.18e+00 wsec_step=3.74e+00 zone-cycles/wsec=2.20e+09 wsec_AMR=1.38e+00
+cycle=20 time=1.4147068665534195e-03 dt=6.9584409951730592e-05 zone-cycles/wsec_step=1.98e+09 wsec_total=1.73e+01 wsec_step=5.77e+00 zone-cycles/wsec=9.40e+08 wsec_AMR=6.35e+00
+cycle=30 time=2.1095963147398852e-03 dt=6.9341623156009500e-05 zone-cycles/wsec_step=1.65e+09 wsec_total=3.41e+01 wsec_step=7.36e+00 zone-cycles/wsec=7.23e+08 wsec_AMR=9.40e+00
+cycle=40 time=2.8006557666287761e-03 dt=6.8789455997025968e-05 zone-cycles/wsec_step=1.69e+09 wsec_total=5.13e+01 wsec_step=7.45e+00 zone-cycles/wsec=7.31e+08 wsec_AMR=9.78e+00
+cycle=50 time=3.4863846041643179e-03 dt=6.9061362391379798e-05 zone-cycles/wsec_step=1.71e+09 wsec_total=6.88e+01 wsec_step=7.54e+00 zone-cycles/wsec=7.38e+08 wsec_AMR=9.95e+00
+cycle=60 time=4.1847347729933870e-03 dt=6.9602260023876971e-05 zone-cycles/wsec_step=1.71e+09 wsec_total=8.67e+01 wsec_step=7.65e+00 zone-cycles/wsec=7.33e+08 wsec_AMR=1.03e+01
+cycle=70 time=4.8775814605231827e-03 dt=6.8906715149052615e-05 zone-cycles/wsec_step=1.75e+09 wsec_total=1.04e+02 wsec_step=7.61e+00 zone-cycles/wsec=7.60e+08 wsec_AMR=9.90e+00
+cycle=80 time=5.5638206803346338e-03 dt=6.8338500732741141e-05 zone-cycles/wsec_step=1.84e+09 wsec_total=1.21e+02 wsec_step=7.33e+00 zone-cycles/wsec=7.95e+08 wsec_AMR=9.61e+00
+cycle=90 time=6.2552587493612290e-03 dt=6.9552691069142206e-05 zone-cycles/wsec_step=1.78e+09 wsec_total=1.38e+02 wsec_step=7.63e+00 zone-cycles/wsec=7.86e+08 wsec_AMR=9.64e+00
+cycle=100 time=6.9479228737888421e-03 dt=6.8944296877768065e-05 zone-cycles/wsec_step=1.72e+09 wsec_total=1.55e+02 wsec_step=7.97e+00 zone-cycles/wsec=8.07e+08 wsec_AMR=9.03e+00
+---------------------- Current Mesh structure ----------------------
+Root grid = 64 x 64 x 64 MeshBlocks
+Total number of MeshBlocks = 336092
+Number of physical refinement levels = 2
+Number of logical  refinement levels = 8
+  Physical level = 0 (logical level = 6): 259581 MeshBlocks, cost = 259581
+  Physical level = 1 (logical level = 7): 12503 MeshBlocks, cost = 12503
+  Physical level = 2 (logical level = 8): 64008 MeshBlocks, cost = 64008
+--------------------------------------------------------------------
+cycle=110 time=7.6346004081685008e-03 dt=6.8274428726555346e-05 zone-cycles/wsec_step=1.84e+09 wsec_total=1.72e+02 wsec_step=7.49e+00 zone-cycles/wsec=8.17e+08 wsec_AMR=9.41e+00
+cycle=120 time=8.3130647067087837e-03 dt=6.7331342990996021e-05 zone-cycles/wsec_step=1.87e+09 wsec_total=1.89e+02 wsec_step=7.43e+00 zone-cycles/wsec=8.40e+08 wsec_AMR=9.13e+00
+cycle=130 time=8.9833715016407172e-03 dt=6.6733040053044119e-05 zone-cycles/wsec_step=1.87e+09 wsec_total=2.06e+02 wsec_step=7.48e+00 zone-cycles/wsec=8.25e+08 wsec_AMR=9.48e+00
+cycle=140 time=9.6485210485903385e-03 dt=6.6245203025248225e-05 zone-cycles/wsec_step=1.81e+09 wsec_total=2.22e+02 wsec_step=7.74e+00 zone-cycles/wsec=8.50e+08 wsec_AMR=8.79e+00
+cycle=150 time=1.0308575161384052e-02 dt=6.5631369875994425e-05 zone-cycles/wsec_step=1.82e+09 wsec_total=2.39e+02 wsec_step=7.75e+00 zone-cycles/wsec=8.24e+08 wsec_AMR=9.36e+00
+cycle=160 time=1.0961779563246028e-02 dt=6.4973421123972597e-05 zone-cycles/wsec_step=1.80e+09 wsec_total=2.57e+02 wsec_step=7.87e+00 zone-cycles/wsec=8.04e+08 wsec_AMR=9.77e+00
+cycle=170 time=1.1609043904640124e-02 dt=6.4424556004075400e-05 zone-cycles/wsec_step=1.91e+09 wsec_total=2.74e+02 wsec_step=7.43e+00 zone-cycles/wsec=8.58e+08 wsec_AMR=9.14e+00
+cycle=180 time=1.2250950049022411e-02 dt=6.3976464305564996e-05 zone-cycles/wsec_step=1.89e+09 wsec_total=2.91e+02 wsec_step=7.57e+00 zone-cycles/wsec=8.45e+08 wsec_AMR=9.33e+00
+cycle=190 time=1.2894137658731226e-02 dt=6.4434495823130302e-05 zone-cycles/wsec_step=1.87e+09 wsec_total=3.08e+02 wsec_step=7.65e+00 zone-cycles/wsec=8.38e+08 wsec_AMR=9.43e+00
+cycle=200 time=1.3538243628138229e-02 dt=6.4088675125210877e-05 zone-cycles/wsec_step=1.90e+09 wsec_total=3.25e+02 wsec_step=7.55e+00 zone-cycles/wsec=8.29e+08 wsec_AMR=9.77e+00
+---------------------- Current Mesh structure ----------------------
+Root grid = 64 x 64 x 64 MeshBlocks
+Total number of MeshBlocks = 351408
+Number of physical refinement levels = 2
+Number of logical  refinement levels = 8
+  Physical level = 0 (logical level = 6): 259054 MeshBlocks, cost = 259054
+  Physical level = 1 (logical level = 7): 15058 MeshBlocks, cost = 15058
+  Physical level = 2 (logical level = 8): 77296 MeshBlocks, cost = 77296
+--------------------------------------------------------------------
+cycle=210 time=1.4176547909577465e-02 dt=6.3525522188761022e-05 zone-cycles/wsec_step=1.90e+09 wsec_total=3.41e+02 wsec_step=7.57e+00 zone-cycles/wsec=8.90e+08 wsec_AMR=8.61e+00
+cycle=220 time=1.4809307368565113e-02 dt=6.2953174726910558e-05 zone-cycles/wsec_step=1.90e+09 wsec_total=3.59e+02 wsec_step=7.58e+00 zone-cycles/wsec=8.24e+08 wsec_AMR=9.92e+00
+cycle=230 time=1.5436093958020924e-02 dt=6.2354036584795760e-05 zone-cycles/wsec_step=1.83e+09 wsec_total=3.76e+02 wsec_step=7.93e+00 zone-cycles/wsec=8.43e+08 wsec_AMR=9.23e+00
+cycle=240 time=1.6057127332213667e-02 dt=6.1799668555205021e-05 zone-cycles/wsec_step=1.93e+09 wsec_total=3.93e+02 wsec_step=7.51e+00 zone-cycles/wsec=8.50e+08 wsec_AMR=9.54e+00
+cycle=250 time=1.6672668497514854e-02 dt=6.1253347179259223e-05 zone-cycles/wsec_step=1.86e+09 wsec_total=4.10e+02 wsec_step=7.83e+00 zone-cycles/wsec=8.59e+08 wsec_AMR=9.08e+00
+
+Driver completed.
+time=1.67e-02 cycle=250
+tlim=4.00e-01 nlim=250
+
+Number of MeshBlocks = 354600; 166537  created, 74081 destroyed during this simulation.
+
+walltime used = 4.10e+02
+zone-cycles/wallsecond = 8.32e+08
diff --git a/doc/sphinx/03_vibe/scaling/output/scale-cpu.16.1280.512.out b/doc/sphinx/03_vibe/scaling/output/scale-cpu.16.1280.512.out
new file mode 100644
index 00000000..a07b0f3a
--- /dev/null
+++ b/doc/sphinx/03_vibe/scaling/output/scale-cpu.16.1280.512.out
@@ -0,0 +1,88 @@
+# Variables in use:
+# Package: parthenon::resolved_state
+# ---------------------------------------------------
+# Variables:
+# Name	Metadata flags
+# ---------------------------------------------------
+derived                   Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Urz                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Ulz                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Ury                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Urx                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Ulx                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Uly                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+U                         Cell,Provides,Real,Independent,Conserved,Intensive,FillGhost,WithFluxes,burgers_package,parthenon::resolved_state
+# ---------------------------------------------------
+# Sparse Variables:
+# Name	sparse id	Metadata flags
+# ---------------------------------------------------
+# ---------------------------------------------------
+# Swarms:
+# Swarm	Value	metadata
+# ---------------------------------------------------
+
+
+Setup complete, executing driver...
+
+cycle=0 time=0.0000000000000000e+00 dt=5.6935160264819248e-05 zone-cycles/wsec_step=0.00e+00 wsec_total=9.33e-02 wsec_step=1.11e+01 zone-cycles/wsec=0.00e+00 wsec_AMR=0.00e+00
+---------------------- Current Mesh structure ----------------------
+Root grid = 80 x 80 x 80 MeshBlocks
+Total number of MeshBlocks = 541344
+Number of physical refinement levels = 2
+Number of logical  refinement levels = 9
+  Physical level = 0 (logical level = 7): 511152 MeshBlocks, cost = 511152
+  Physical level = 1 (logical level = 8): 3440 MeshBlocks, cost = 3440
+  Physical level = 2 (logical level = 9): 26752 MeshBlocks, cost = 26752
+--------------------------------------------------------------------
+cycle=10 time=5.6845009130350921e-04 dt=5.6742949330816059e-05 zone-cycles/wsec_step=5.89e+09 wsec_total=4.61e+00 wsec_step=3.76e+00 zone-cycles/wsec=4.91e+09 wsec_AMR=7.50e-01
+cycle=20 time=1.1344774720238855e-03 dt=5.7163244905379479e-05 zone-cycles/wsec_step=3.93e+09 wsec_total=1.65e+01 wsec_step=5.68e+00 zone-cycles/wsec=1.88e+09 wsec_AMR=6.18e+00
+cycle=30 time=1.7072060864809404e-03 dt=5.7114728372762287e-05 zone-cycles/wsec_step=3.28e+09 wsec_total=3.28e+01 wsec_step=7.10e+00 zone-cycles/wsec=1.43e+09 wsec_AMR=9.21e+00
+cycle=40 time=2.2765542453947276e-03 dt=5.6737558678153621e-05 zone-cycles/wsec_step=3.37e+09 wsec_total=5.00e+01 wsec_step=7.09e+00 zone-cycles/wsec=1.39e+09 wsec_AMR=1.01e+01
+cycle=50 time=2.8506513013765587e-03 dt=5.7705947144866345e-05 zone-cycles/wsec_step=3.41e+09 wsec_total=6.77e+01 wsec_step=7.13e+00 zone-cycles/wsec=1.38e+09 wsec_AMR=1.05e+01
+cycle=60 time=3.4255840145673774e-03 dt=5.7232527628538107e-05 zone-cycles/wsec_step=3.45e+09 wsec_total=8.56e+01 wsec_step=7.14e+00 zone-cycles/wsec=1.37e+09 wsec_AMR=1.08e+01
+cycle=70 time=3.9957919776842446e-03 dt=5.6764348856217833e-05 zone-cycles/wsec_step=3.42e+09 wsec_total=1.04e+02 wsec_step=7.28e+00 zone-cycles/wsec=1.34e+09 wsec_AMR=1.14e+01
+cycle=80 time=4.5613350148866151e-03 dt=5.6295641138488182e-05 zone-cycles/wsec_step=3.36e+09 wsec_total=1.23e+02 wsec_step=7.51e+00 zone-cycles/wsec=1.36e+09 wsec_AMR=1.10e+01
+cycle=90 time=5.1221973925295707e-03 dt=5.5842093873547870e-05 zone-cycles/wsec_step=3.34e+09 wsec_total=1.41e+02 wsec_step=7.59e+00 zone-cycles/wsec=1.36e+09 wsec_AMR=1.11e+01
+cycle=100 time=5.6789073980032150e-03 dt=5.5470348884559971e-05 zone-cycles/wsec_step=3.32e+09 wsec_total=1.60e+02 wsec_step=7.71e+00 zone-cycles/wsec=1.39e+09 wsec_AMR=1.07e+01
+---------------------- Current Mesh structure ----------------------
+Root grid = 80 x 80 x 80 MeshBlocks
+Total number of MeshBlocks = 627206
+Number of physical refinement levels = 2
+Number of logical  refinement levels = 9
+  Physical level = 0 (logical level = 7): 508248 MeshBlocks, cost = 508248
+  Physical level = 1 (logical level = 8): 17310 MeshBlocks, cost = 17310
+  Physical level = 2 (logical level = 9): 101648 MeshBlocks, cost = 101648
+--------------------------------------------------------------------
+cycle=110 time=6.2317168328780400e-03 dt=5.5010813080668173e-05 zone-cycles/wsec_step=3.31e+09 wsec_total=1.78e+02 wsec_step=7.77e+00 zone-cycles/wsec=1.40e+09 wsec_AMR=1.07e+01
+cycle=120 time=6.7791301120106416e-03 dt=5.4430563909698111e-05 zone-cycles/wsec_step=3.09e+09 wsec_total=1.97e+02 wsec_step=8.39e+00 zone-cycles/wsec=1.37e+09 wsec_AMR=1.06e+01
+cycle=130 time=7.3216238587568662e-03 dt=5.4066712198106825e-05 zone-cycles/wsec_step=3.23e+09 wsec_total=2.16e+02 wsec_step=8.06e+00 zone-cycles/wsec=1.37e+09 wsec_AMR=1.09e+01
+cycle=140 time=7.8609400901110595e-03 dt=5.3764728508394684e-05 zone-cycles/wsec_step=3.34e+09 wsec_total=2.36e+02 wsec_step=7.86e+00 zone-cycles/wsec=1.36e+09 wsec_AMR=1.14e+01
+cycle=150 time=8.3968590874234864e-03 dt=5.3341166058012870e-05 zone-cycles/wsec_step=3.02e+09 wsec_total=2.55e+02 wsec_step=8.71e+00 zone-cycles/wsec=1.39e+09 wsec_AMR=1.03e+01
+cycle=160 time=8.9307891646090987e-03 dt=5.3626518951769372e-05 zone-cycles/wsec_step=3.02e+09 wsec_total=2.73e+02 wsec_step=8.75e+00 zone-cycles/wsec=1.42e+09 wsec_AMR=9.85e+00
+cycle=170 time=9.4693604005478913e-03 dt=5.3754626248024576e-05 zone-cycles/wsec_step=3.28e+09 wsec_total=2.92e+02 wsec_step=8.06e+00 zone-cycles/wsec=1.41e+09 wsec_AMR=1.06e+01
+cycle=180 time=1.0004826214795677e-02 dt=5.3288238872453991e-05 zone-cycles/wsec_step=3.35e+09 wsec_total=3.10e+02 wsec_step=7.93e+00 zone-cycles/wsec=1.46e+09 wsec_AMR=1.03e+01
+cycle=190 time=1.0535605265336789e-02 dt=5.2823843165526418e-05 zone-cycles/wsec_step=3.18e+09 wsec_total=3.29e+02 wsec_step=8.37e+00 zone-cycles/wsec=1.40e+09 wsec_AMR=1.06e+01
+cycle=200 time=1.1061852686290119e-02 dt=5.2392451410450404e-05 zone-cycles/wsec_step=3.40e+09 wsec_total=3.48e+02 wsec_step=7.84e+00 zone-cycles/wsec=1.37e+09 wsec_AMR=1.16e+01
+---------------------- Current Mesh structure ----------------------
+Root grid = 80 x 80 x 80 MeshBlocks
+Total number of MeshBlocks = 651811
+Number of physical refinement levels = 2
+Number of logical  refinement levels = 9
+  Physical level = 0 (logical level = 7): 507371 MeshBlocks, cost = 507371
+  Physical level = 1 (logical level = 8): 21688 MeshBlocks, cost = 21688
+  Physical level = 2 (logical level = 9): 122752 MeshBlocks, cost = 122752
+--------------------------------------------------------------------
+cycle=210 time=1.1584118042571959e-02 dt=5.2033798981155604e-05 zone-cycles/wsec_step=3.37e+09 wsec_total=3.67e+02 wsec_step=7.94e+00 zone-cycles/wsec=1.44e+09 wsec_AMR=1.06e+01
+cycle=220 time=1.2102826631674207e-02 dt=5.1660781749723579e-05 zone-cycles/wsec_step=3.59e+09 wsec_total=3.86e+02 wsec_step=7.46e+00 zone-cycles/wsec=1.41e+09 wsec_AMR=1.16e+01
+cycle=230 time=1.2617667904165790e-02 dt=5.1272911252555008e-05 zone-cycles/wsec_step=3.07e+09 wsec_total=4.05e+02 wsec_step=8.75e+00 zone-cycles/wsec=1.40e+09 wsec_AMR=1.05e+01
+cycle=240 time=1.3128720188052839e-02 dt=5.0901098321105658e-05 zone-cycles/wsec_step=3.26e+09 wsec_total=4.25e+02 wsec_step=8.27e+00 zone-cycles/wsec=1.38e+09 wsec_AMR=1.12e+01
+cycle=250 time=1.3636081445606926e-02 dt=5.0536140697771845e-05 zone-cycles/wsec_step=3.24e+09 wsec_total=4.44e+02 wsec_step=8.33e+00 zone-cycles/wsec=1.39e+09 wsec_AMR=1.11e+01
+
+Driver completed.
+time=1.36e-02 cycle=250
+tlim=4.00e-01 nlim=250
+
+Number of MeshBlocks = 660351; 268464  created, 120113 destroyed during this simulation.
+
+walltime used = 4.44e+02
+zone-cycles/wallsecond = 1.44e+09
diff --git a/doc/sphinx/03_vibe/scaling/output/scale-cpu.16.1616.1024.out b/doc/sphinx/03_vibe/scaling/output/scale-cpu.16.1616.1024.out
new file mode 100644
index 00000000..f4d9fe91
--- /dev/null
+++ b/doc/sphinx/03_vibe/scaling/output/scale-cpu.16.1616.1024.out
@@ -0,0 +1,91 @@
+# Variables in use:
+# Package: parthenon::resolved_state
+# ---------------------------------------------------
+# Variables:
+# Name	Metadata flags
+# ---------------------------------------------------
+derived                   Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Urz                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Ulz                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Ury                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Urx                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Ulx                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Uly                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+U                         Cell,Provides,Real,Independent,Conserved,Intensive,FillGhost,WithFluxes,burgers_package,parthenon::resolved_state
+# ---------------------------------------------------
+# Sparse Variables:
+# Name	sparse id	Metadata flags
+# ---------------------------------------------------
+# ---------------------------------------------------
+# Swarms:
+# Swarm	Value	metadata
+# ---------------------------------------------------
+
+
+Setup complete, executing driver...
+
+cycle=0 time=0.0000000000000000e+00 dt=4.5637026810847511e-05 zone-cycles/wsec_step=0.00e+00 wsec_total=3.19e-01 wsec_step=1.39e+01 zone-cycles/wsec=0.00e+00 wsec_AMR=0.00e+00
+---------------------- Current Mesh structure ----------------------
+Root grid = 101 x 101 x 101 MeshBlocks
+Total number of MeshBlocks = 1060289
+Number of physical refinement levels = 2
+Number of logical  refinement levels = 9
+  Physical level = 0 (logical level = 7): 1028945 MeshBlocks, cost = 1028945
+  Physical level = 1 (logical level = 8): 7920 MeshBlocks, cost = 7920
+  Physical level = 2 (logical level = 9): 23424 MeshBlocks, cost = 23424
+--------------------------------------------------------------------
+cycle=10 time=4.5539852815511028e-04 dt=4.5454695400455537e-05 zone-cycles/wsec_step=8.16e+09 wsec_total=1.05e+01 wsec_step=5.35e+00 zone-cycles/wsec=4.30e+09 wsec_AMR=4.80e+00
+cycle=20 time=9.0843405567049877e-04 dt=4.5061748415570119e-05 zone-cycles/wsec_step=7.50e+09 wsec_total=2.41e+01 wsec_step=5.86e+00 zone-cycles/wsec=3.22e+09 wsec_AMR=7.80e+00
+cycle=30 time=1.3586403769453984e-03 dt=4.5626561639620770e-05 zone-cycles/wsec_step=6.00e+09 wsec_total=4.31e+01 wsec_step=7.57e+00 zone-cycles/wsec=2.39e+09 wsec_AMR=1.14e+01
+cycle=40 time=1.8152607880180848e-03 dt=4.5536682411556529e-05 zone-cycles/wsec_step=6.25e+09 wsec_total=6.59e+01 wsec_step=7.44e+00 zone-cycles/wsec=2.04e+09 wsec_AMR=1.54e+01
+cycle=50 time=2.2700614439419291e-03 dt=4.6036368879688843e-05 zone-cycles/wsec_step=6.27e+09 wsec_total=8.77e+01 wsec_step=7.55e+00 zone-cycles/wsec=2.17e+09 wsec_AMR=1.43e+01
+cycle=60 time=2.7304186500863811e-03 dt=4.5884453260944792e-05 zone-cycles/wsec_step=6.45e+09 wsec_total=1.08e+02 wsec_step=7.42e+00 zone-cycles/wsec=2.37e+09 wsec_AMR=1.28e+01
+cycle=70 time=3.1879005002566087e-03 dt=4.5580642191202262e-05 zone-cycles/wsec_step=6.58e+09 wsec_total=1.28e+02 wsec_step=7.35e+00 zone-cycles/wsec=2.37e+09 wsec_AMR=1.30e+01
+cycle=80 time=3.6423423114763254e-03 dt=4.5278340470705871e-05 zone-cycles/wsec_step=6.06e+09 wsec_total=1.50e+02 wsec_step=8.04e+00 zone-cycles/wsec=2.27e+09 wsec_AMR=1.34e+01
+cycle=90 time=4.0937757332705918e-03 dt=4.4980076349777716e-05 zone-cycles/wsec_step=6.63e+09 wsec_total=1.70e+02 wsec_step=7.40e+00 zone-cycles/wsec=2.37e+09 wsec_AMR=1.33e+01
+cycle=100 time=4.5423182265812495e-03 dt=4.4705434076699064e-05 zone-cycles/wsec_step=6.31e+09 wsec_total=1.91e+02 wsec_step=7.83e+00 zone-cycles/wsec=2.38e+09 wsec_AMR=1.29e+01
+---------------------- Current Mesh structure ----------------------
+Root grid = 101 x 101 x 101 MeshBlocks
+Total number of MeshBlocks = 1209221
+Number of physical refinement levels = 2
+Number of logical  refinement levels = 9
+  Physical level = 0 (logical level = 7): 1024375 MeshBlocks, cost = 1024375
+  Physical level = 1 (logical level = 8): 27774 MeshBlocks, cost = 27774
+  Physical level = 2 (logical level = 9): 157072 MeshBlocks, cost = 157072
+--------------------------------------------------------------------
+cycle=110 time=4.9881267372026885e-03 dt=4.4418468270367951e-05 zone-cycles/wsec_step=6.23e+09 wsec_total=2.12e+02 wsec_step=7.97e+00 zone-cycles/wsec=2.36e+09 wsec_AMR=1.31e+01
+cycle=120 time=5.4308316594521601e-03 dt=4.4090676835611198e-05 zone-cycles/wsec_step=5.93e+09 wsec_total=2.33e+02 wsec_step=8.42e+00 zone-cycles/wsec=2.36e+09 wsec_AMR=1.27e+01
+cycle=130 time=5.8704586399112692e-03 dt=4.3822234406763106e-05 zone-cycles/wsec_step=6.45e+09 wsec_total=2.54e+02 wsec_step=7.77e+00 zone-cycles/wsec=2.37e+09 wsec_AMR=1.34e+01
+cycle=140 time=6.3076554690288710e-03 dt=4.3588267939354924e-05 zone-cycles/wsec_step=6.42e+09 wsec_total=2.77e+02 wsec_step=7.85e+00 zone-cycles/wsec=2.22e+09 wsec_AMR=1.48e+01
+cycle=150 time=6.7422839422511850e-03 dt=4.3303047406226699e-05 zone-cycles/wsec_step=6.09e+09 wsec_total=2.98e+02 wsec_step=8.29e+00 zone-cycles/wsec=2.40e+09 wsec_AMR=1.27e+01
+cycle=160 time=7.1740496181901233e-03 dt=4.3034422980918671e-05 zone-cycles/wsec_step=5.90e+09 wsec_total=3.19e+02 wsec_step=8.59e+00 zone-cycles/wsec=2.39e+09 wsec_AMR=1.27e+01
+cycle=170 time=7.6063450410969857e-03 dt=4.3630691254741308e-05 zone-cycles/wsec_step=5.25e+09 wsec_total=3.40e+02 wsec_step=9.67e+00 zone-cycles/wsec=2.45e+09 wsec_AMR=1.10e+01
+cycle=180 time=8.0413458973428130e-03 dt=4.3338857633815776e-05 zone-cycles/wsec_step=6.29e+09 wsec_total=3.62e+02 wsec_step=8.09e+00 zone-cycles/wsec=2.35e+09 wsec_AMR=1.35e+01
+cycle=190 time=8.4734025714835494e-03 dt=4.3043383784516531e-05 zone-cycles/wsec_step=5.95e+09 wsec_total=3.85e+02 wsec_step=8.57e+00 zone-cycles/wsec=2.15e+09 wsec_AMR=1.52e+01
+cycle=200 time=8.9025195415847903e-03 dt=4.2752334743867458e-05 zone-cycles/wsec_step=5.69e+09 wsec_total=4.07e+02 wsec_step=8.98e+00 zone-cycles/wsec=2.36e+09 wsec_AMR=1.27e+01
+---------------------- Current Mesh structure ----------------------
+Root grid = 101 x 101 x 101 MeshBlocks
+Total number of MeshBlocks = 1249772
+Number of physical refinement levels = 2
+Number of logical  refinement levels = 9
+  Physical level = 0 (logical level = 7): 1022933 MeshBlocks, cost = 1022933
+  Physical level = 1 (logical level = 8): 34959 MeshBlocks, cost = 34959
+  Physical level = 2 (logical level = 9): 191880 MeshBlocks, cost = 191880
+--------------------------------------------------------------------
+cycle=210 time=9.3288070063021027e-03 dt=4.2483518837350632e-05 zone-cycles/wsec_step=6.02e+09 wsec_total=4.30e+02 wsec_step=8.51e+00 zone-cycles/wsec=2.27e+09 wsec_AMR=1.41e+01
+cycle=220 time=9.7524998106453785e-03 dt=4.2227760212291705e-05 zone-cycles/wsec_step=5.95e+09 wsec_total=4.53e+02 wsec_step=8.62e+00 zone-cycles/wsec=2.21e+09 wsec_AMR=1.46e+01
+cycle=230 time=1.0173582794844597e-02 dt=4.1962685959113393e-05 zone-cycles/wsec_step=6.16e+09 wsec_total=4.76e+02 wsec_step=8.35e+00 zone-cycles/wsec=2.22e+09 wsec_AMR=1.49e+01
+cycle=240 time=1.0592043997097870e-02 dt=4.1704282529446384e-05 zone-cycles/wsec_step=6.10e+09 wsec_total=4.99e+02 wsec_step=8.45e+00 zone-cycles/wsec=2.25e+09 wsec_AMR=1.45e+01
+cycle=250 time=1.1007930667901216e-02 dt=4.1448262129983193e-05 zone-cycles/wsec_step=5.99e+09 wsec_total=5.23e+02 wsec_step=8.62e+00 zone-cycles/wsec=2.21e+09 wsec_AMR=1.48e+01
+
+Driver completed.
+time=1.10e-02 cycle=250
+tlim=4.00e-01 nlim=250
+
+Number of MeshBlocks = 1263380; 421092  created, 188013 destroyed during this simulation.
+
+walltime used = 5.23e+02
+zone-cycles/wallsecond = 2.36e+09
+
+MPICH Slingshot Network Summary: 21 network timeouts
+
diff --git a/doc/sphinx/03_vibe/scaling/output/scale-cpu.16.2048.2048.out b/doc/sphinx/03_vibe/scaling/output/scale-cpu.16.2048.2048.out
new file mode 100644
index 00000000..7dec54f4
--- /dev/null
+++ b/doc/sphinx/03_vibe/scaling/output/scale-cpu.16.2048.2048.out
@@ -0,0 +1,91 @@
+# Variables in use:
+# Package: parthenon::resolved_state
+# ---------------------------------------------------
+# Variables:
+# Name	Metadata flags
+# ---------------------------------------------------
+derived                   Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Urz                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Ulz                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Ury                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Urx                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Ulx                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Uly                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+U                         Cell,Provides,Real,Independent,Conserved,Intensive,FillGhost,WithFluxes,burgers_package,parthenon::resolved_state
+# ---------------------------------------------------
+# Sparse Variables:
+# Name	sparse id	Metadata flags
+# ---------------------------------------------------
+# ---------------------------------------------------
+# Swarms:
+# Swarm	Value	metadata
+# ---------------------------------------------------
+
+
+Setup complete, executing driver...
+
+cycle=0 time=0.0000000000000000e+00 dt=3.6738349926542142e-05 zone-cycles/wsec_step=0.00e+00 wsec_total=1.43e-01 wsec_step=1.69e+01 zone-cycles/wsec=0.00e+00 wsec_AMR=0.00e+00
+---------------------- Current Mesh structure ----------------------
+Root grid = 128 x 128 x 128 MeshBlocks
+Total number of MeshBlocks = 2141448
+Number of physical refinement levels = 2
+Number of logical  refinement levels = 9
+  Physical level = 0 (logical level = 7): 2095168 MeshBlocks, cost = 2095168
+  Physical level = 1 (logical level = 8): 11528 MeshBlocks, cost = 11528
+  Physical level = 2 (logical level = 9): 34752 MeshBlocks, cost = 34752
+--------------------------------------------------------------------
+cycle=10 time=3.6698173487508868e-04 dt=3.6655551655556577e-05 zone-cycles/wsec_step=2.44e+10 wsec_total=4.79e+00 wsec_step=3.59e+00 zone-cycles/wsec=1.89e+10 wsec_AMR=1.06e+00
+cycle=20 time=7.3218728778301446e-04 dt=3.6269913789554422e-05 zone-cycles/wsec_step=1.42e+10 wsec_total=2.51e+01 wsec_step=6.21e+00 zone-cycles/wsec=4.33e+09 wsec_AMR=1.41e+01
+cycle=30 time=1.0946218845553505e-03 dt=3.6204356956271827e-05 zone-cycles/wsec_step=1.27e+10 wsec_total=5.01e+01 wsec_step=7.11e+00 zone-cycles/wsec=3.62e+09 wsec_AMR=1.78e+01
+cycle=40 time=1.4558360477801104e-03 dt=3.6020807810536254e-05 zone-cycles/wsec_step=1.33e+10 wsec_total=7.55e+01 wsec_step=6.91e+00 zone-cycles/wsec=3.62e+09 wsec_AMR=1.85e+01
+cycle=50 time=1.8152595765652155e-03 dt=3.5843322640753248e-05 zone-cycles/wsec_step=1.33e+10 wsec_total=1.04e+02 wsec_step=7.03e+00 zone-cycles/wsec=3.33e+09 wsec_AMR=2.11e+01
+cycle=60 time=2.1728945493198672e-03 dt=3.5667195960785497e-05 zone-cycles/wsec_step=1.33e+10 wsec_total=1.32e+02 wsec_step=7.15e+00 zone-cycles/wsec=3.38e+09 wsec_AMR=2.09e+01
+cycle=70 time=2.5287868866941828e-03 dt=3.5494480097490554e-05 zone-cycles/wsec_step=1.28e+10 wsec_total=1.58e+02 wsec_step=7.50e+00 zone-cycles/wsec=3.58e+09 wsec_AMR=1.92e+01
+cycle=80 time=2.8838007068476886e-03 dt=3.5874398752678957e-05 zone-cycles/wsec_step=1.30e+10 wsec_total=1.85e+02 wsec_step=7.40e+00 zone-cycles/wsec=3.59e+09 wsec_AMR=1.95e+01
+cycle=90 time=3.2421318868633342e-03 dt=3.5739915178592358e-05 zone-cycles/wsec_step=1.30e+10 wsec_total=2.12e+02 wsec_step=7.43e+00 zone-cycles/wsec=3.60e+09 wsec_AMR=1.95e+01
+cycle=100 time=3.5987366959769358e-03 dt=3.5562269524897019e-05 zone-cycles/wsec_step=1.26e+10 wsec_total=2.41e+02 wsec_step=7.71e+00 zone-cycles/wsec=3.40e+09 wsec_AMR=2.10e+01
+---------------------- Current Mesh structure ----------------------
+Root grid = 128 x 128 x 128 MeshBlocks
+Total number of MeshBlocks = 2385447
+Number of physical refinement levels = 2
+Number of logical  refinement levels = 9
+  Physical level = 0 (logical level = 7): 2087984 MeshBlocks, cost = 2087984
+  Physical level = 1 (logical level = 8): 41327 MeshBlocks, cost = 41327
+  Physical level = 2 (logical level = 9): 256136 MeshBlocks, cost = 256136
+--------------------------------------------------------------------
+cycle=110 time=3.9535536918411567e-03 dt=3.5383903350561797e-05 zone-cycles/wsec_step=1.27e+10 wsec_total=2.73e+02 wsec_step=7.73e+00 zone-cycles/wsec=3.06e+09 wsec_AMR=2.42e+01
+cycle=120 time=4.3066046376818096e-03 dt=3.5208805209312583e-05 zone-cycles/wsec_step=1.20e+10 wsec_total=3.02e+02 wsec_step=8.23e+00 zone-cycles/wsec=3.39e+09 wsec_AMR=2.08e+01
+cycle=130 time=4.6578991053129824e-03 dt=3.5055673657331038e-05 zone-cycles/wsec_step=1.34e+10 wsec_total=3.29e+02 wsec_step=7.36e+00 zone-cycles/wsec=3.60e+09 wsec_AMR=2.00e+01
+cycle=140 time=5.0102282834003087e-03 dt=3.5422564097837479e-05 zone-cycles/wsec_step=1.34e+10 wsec_total=3.59e+02 wsec_step=7.38e+00 zone-cycles/wsec=3.33e+09 wsec_AMR=2.24e+01
+cycle=150 time=5.3638212135425703e-03 dt=3.5260549189873121e-05 zone-cycles/wsec_step=1.14e+10 wsec_total=3.88e+02 wsec_step=8.67e+00 zone-cycles/wsec=3.36e+09 wsec_AMR=2.08e+01
+cycle=160 time=5.7154224791230220e-03 dt=3.5044679565351838e-05 zone-cycles/wsec_step=1.22e+10 wsec_total=4.18e+02 wsec_step=8.17e+00 zone-cycles/wsec=3.39e+09 wsec_AMR=2.12e+01
+cycle=170 time=6.0650617179718990e-03 dt=3.4868624021579492e-05 zone-cycles/wsec_step=1.29e+10 wsec_total=4.46e+02 wsec_step=7.69e+00 zone-cycles/wsec=3.52e+09 wsec_AMR=2.06e+01
+cycle=180 time=6.4129239097742048e-03 dt=3.4682358150495370e-05 zone-cycles/wsec_step=1.31e+10 wsec_total=4.74e+02 wsec_step=7.63e+00 zone-cycles/wsec=3.60e+09 wsec_AMR=2.01e+01
+cycle=190 time=6.7589448046715865e-03 dt=3.4511504119836332e-05 zone-cycles/wsec_step=1.21e+10 wsec_total=5.03e+02 wsec_step=8.24e+00 zone-cycles/wsec=3.47e+09 wsec_AMR=2.06e+01
+cycle=200 time=7.1034053284824402e-03 dt=3.4364172635760117e-05 zone-cycles/wsec_step=1.24e+10 wsec_total=5.33e+02 wsec_step=8.08e+00 zone-cycles/wsec=3.29e+09 wsec_AMR=2.24e+01
+---------------------- Current Mesh structure ----------------------
+Root grid = 128 x 128 x 128 MeshBlocks
+Total number of MeshBlocks = 2450624
+Number of physical refinement levels = 2
+Number of logical  refinement levels = 9
+  Physical level = 0 (logical level = 7): 2085431 MeshBlocks, cost = 2085431
+  Physical level = 1 (logical level = 8): 54993 MeshBlocks, cost = 54993
+  Physical level = 2 (logical level = 9): 310200 MeshBlocks, cost = 310200
+--------------------------------------------------------------------
+cycle=210 time=7.4469159618570681e-03 dt=3.4505003665494411e-05 zone-cycles/wsec_step=1.18e+10 wsec_total=5.61e+02 wsec_step=8.50e+00 zone-cycles/wsec=3.61e+09 wsec_AMR=1.93e+01
+cycle=220 time=7.7925084482290729e-03 dt=3.4548556521990121e-05 zone-cycles/wsec_step=1.28e+10 wsec_total=5.91e+02 wsec_step=7.88e+00 zone-cycles/wsec=3.38e+09 wsec_AMR=2.19e+01
+cycle=230 time=8.1372101417812488e-03 dt=3.4368494550859954e-05 zone-cycles/wsec_step=1.15e+10 wsec_total=6.18e+02 wsec_step=8.76e+00 zone-cycles/wsec=3.63e+09 wsec_AMR=1.90e+01
+cycle=240 time=8.4800382049407801e-03 dt=3.4180439084111180e-05 zone-cycles/wsec_step=1.13e+10 wsec_total=6.48e+02 wsec_step=8.93e+00 zone-cycles/wsec=3.42e+09 wsec_AMR=2.05e+01
+cycle=250 time=8.8210321295489821e-03 dt=3.4000509662774616e-05 zone-cycles/wsec_step=1.22e+10 wsec_total=6.79e+02 wsec_step=8.28e+00 zone-cycles/wsec=3.26e+09 wsec_AMR=2.27e+01
+
+Driver completed.
+time=8.82e-03 cycle=250
+tlim=4.00e-01 nlim=250
+
+Number of MeshBlocks = 2467515; 664594  created, 294231 destroyed during this simulation.
+
+walltime used = 6.79e+02
+zone-cycles/wallsecond = 3.58e+09
+
+MPICH Slingshot Network Summary: 45 network timeouts
+
diff --git a/doc/sphinx/03_vibe/scaling/output/scale-cpu.16.208.2.out b/doc/sphinx/03_vibe/scaling/output/scale-cpu.16.208.2.out
new file mode 100644
index 00000000..e752777f
--- /dev/null
+++ b/doc/sphinx/03_vibe/scaling/output/scale-cpu.16.208.2.out
@@ -0,0 +1,88 @@
+# Variables in use:
+# Package: parthenon::resolved_state
+# ---------------------------------------------------
+# Variables:
+# Name	Metadata flags
+# ---------------------------------------------------
+derived                   Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Urz                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Ulz                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Ury                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Urx                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Ulx                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Uly                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+U                         Cell,Provides,Real,Independent,Conserved,Intensive,FillGhost,WithFluxes,burgers_package,parthenon::resolved_state
+# ---------------------------------------------------
+# Sparse Variables:
+# Name	sparse id	Metadata flags
+# ---------------------------------------------------
+# ---------------------------------------------------
+# Swarms:
+# Swarm	Value	metadata
+# ---------------------------------------------------
+
+
+Setup complete, executing driver...
+
+cycle=0 time=0.0000000000000000e+00 dt=3.3585572804947577e-04 zone-cycles/wsec_step=0.00e+00 wsec_total=4.26e-02 wsec_step=6.19e+00 zone-cycles/wsec=0.00e+00 wsec_AMR=0.00e+00
+---------------------- Current Mesh structure ----------------------
+Root grid = 13 x 13 x 13 MeshBlocks
+Total number of MeshBlocks = 2918
+Number of physical refinement levels = 2
+Number of logical  refinement levels = 6
+  Physical level = 0 (logical level = 4): 2134 MeshBlocks, cost = 2134
+  Physical level = 1 (logical level = 5): 464 MeshBlocks, cost = 464
+  Physical level = 2 (logical level = 6): 320 MeshBlocks, cost = 320
+--------------------------------------------------------------------
+cycle=10 time=3.3305063782172436e-03 dt=3.2761974364561039e-04 zone-cycles/wsec_step=2.13e+07 wsec_total=7.08e+00 wsec_step=5.61e+00 zone-cycles/wsec=1.70e+07 wsec_AMR=1.42e+00
+cycle=20 time=6.5327333865118891e-03 dt=3.1598247266233421e-04 zone-cycles/wsec_step=1.71e+07 wsec_total=1.85e+01 wsec_step=7.54e+00 zone-cycles/wsec=1.12e+07 wsec_AMR=3.93e+00
+cycle=30 time=9.6624812462080840e-03 dt=3.0941929334670285e-04 zone-cycles/wsec_step=1.80e+07 wsec_total=3.08e+01 wsec_step=9.00e+00 zone-cycles/wsec=1.32e+07 wsec_AMR=3.27e+00
+cycle=40 time=1.2712403357232097e-02 dt=3.0162004475160385e-04 zone-cycles/wsec_step=1.99e+07 wsec_total=4.20e+01 wsec_step=8.45e+00 zone-cycles/wsec=1.50e+07 wsec_AMR=2.76e+00
+cycle=50 time=1.5699468194045163e-02 dt=2.9543342405645006e-04 zone-cycles/wsec_step=1.91e+07 wsec_total=5.49e+01 wsec_step=9.69e+00 zone-cycles/wsec=1.44e+07 wsec_AMR=3.15e+00
+cycle=60 time=1.8623973555358567e-02 dt=2.8858655947598287e-04 zone-cycles/wsec_step=2.03e+07 wsec_total=6.76e+01 wsec_step=9.99e+00 zone-cycles/wsec=1.59e+07 wsec_AMR=2.76e+00
+cycle=70 time=2.1473482035623232e-02 dt=2.8044016531039533e-04 zone-cycles/wsec_step=2.39e+07 wsec_total=7.72e+01 wsec_step=8.58e+00 zone-cycles/wsec=2.14e+07 wsec_AMR=9.92e-01
+cycle=80 time=2.4236644095233795e-02 dt=2.6262707924345086e-04 zone-cycles/wsec_step=2.27e+07 wsec_total=8.81e+01 wsec_step=9.11e+00 zone-cycles/wsec=1.90e+07 wsec_AMR=1.78e+00
+cycle=90 time=2.6810258404201429e-02 dt=2.5349158180695478e-04 zone-cycles/wsec_step=2.28e+07 wsec_total=9.87e+01 wsec_step=9.20e+00 zone-cycles/wsec=1.98e+07 wsec_AMR=1.39e+00
+cycle=100 time=2.9303429147531986e-02 dt=2.4504348895638359e-04 zone-cycles/wsec_step=1.94e+07 wsec_total=1.13e+02 wsec_step=1.09e+01 zone-cycles/wsec=1.49e+07 wsec_AMR=3.32e+00
+---------------------- Current Mesh structure ----------------------
+Root grid = 13 x 13 x 13 MeshBlocks
+Total number of MeshBlocks = 5151
+Number of physical refinement levels = 2
+Number of logical  refinement levels = 6
+  Physical level = 0 (logical level = 4): 2044 MeshBlocks, cost = 2044
+  Physical level = 1 (logical level = 5): 955 MeshBlocks, cost = 955
+  Physical level = 2 (logical level = 6): 2152 MeshBlocks, cost = 2152
+--------------------------------------------------------------------
+cycle=110 time=3.1713150093349581e-02 dt=2.3735551685114225e-04 zone-cycles/wsec_step=1.95e+07 wsec_total=1.27e+02 wsec_step=1.09e+01 zone-cycles/wsec=1.49e+07 wsec_AMR=3.38e+00
+cycle=120 time=3.4047860272230404e-02 dt=2.2720832690237625e-04 zone-cycles/wsec_step=1.93e+07 wsec_total=1.41e+02 wsec_step=1.12e+01 zone-cycles/wsec=1.50e+07 wsec_AMR=3.14e+00
+cycle=130 time=3.6245706606909657e-02 dt=2.1035601827248878e-04 zone-cycles/wsec_step=1.86e+07 wsec_total=1.57e+02 wsec_step=1.16e+01 zone-cycles/wsec=1.36e+07 wsec_AMR=4.29e+00
+cycle=140 time=3.8264927189060924e-02 dt=1.9133087043131012e-04 zone-cycles/wsec_step=2.04e+07 wsec_total=1.71e+02 wsec_step=1.06e+01 zone-cycles/wsec=1.55e+07 wsec_AMR=3.32e+00
+cycle=150 time=4.0086445184022851e-02 dt=1.7070336782597191e-04 zone-cycles/wsec_step=1.98e+07 wsec_total=1.86e+02 wsec_step=1.10e+01 zone-cycles/wsec=1.52e+07 wsec_AMR=3.36e+00
+cycle=160 time=4.1702818324577749e-02 dt=1.5038992689205943e-04 zone-cycles/wsec_step=1.98e+07 wsec_total=2.00e+02 wsec_step=1.12e+01 zone-cycles/wsec=1.53e+07 wsec_AMR=3.30e+00
+cycle=170 time=4.3130563069945609e-02 dt=1.3293146623895007e-04 zone-cycles/wsec_step=1.78e+07 wsec_total=2.18e+02 wsec_step=1.24e+01 zone-cycles/wsec=1.26e+07 wsec_AMR=5.11e+00
+cycle=180 time=4.4397214464540327e-02 dt=1.1823416289039862e-04 zone-cycles/wsec_step=1.76e+07 wsec_total=2.37e+02 wsec_step=1.28e+01 zone-cycles/wsec=1.19e+07 wsec_AMR=6.14e+00
+cycle=190 time=4.5529219352826750e-02 dt=1.0529906147565816e-04 zone-cycles/wsec_step=1.74e+07 wsec_total=2.55e+02 wsec_step=1.30e+01 zone-cycles/wsec=1.24e+07 wsec_AMR=5.32e+00
+cycle=200 time=4.6533755438985559e-02 dt=9.2312018816249672e-05 zone-cycles/wsec_step=1.75e+07 wsec_total=2.73e+02 wsec_step=1.29e+01 zone-cycles/wsec=1.24e+07 wsec_AMR=5.31e+00
+---------------------- Current Mesh structure ----------------------
+Root grid = 13 x 13 x 13 MeshBlocks
+Total number of MeshBlocks = 5536
+Number of physical refinement levels = 2
+Number of logical  refinement levels = 6
+  Physical level = 0 (logical level = 4): 2036 MeshBlocks, cost = 2036
+  Physical level = 1 (logical level = 5): 972 MeshBlocks, cost = 972
+  Physical level = 2 (logical level = 6): 2528 MeshBlocks, cost = 2528
+--------------------------------------------------------------------
+cycle=210 time=4.7417210540347698e-02 dt=8.2138048186156175e-05 zone-cycles/wsec_step=1.67e+07 wsec_total=2.95e+02 wsec_step=1.43e+01 zone-cycles/wsec=1.10e+07 wsec_AMR=7.35e+00
+cycle=220 time=4.8209915881151144e-02 dt=7.5994706590752181e-05 zone-cycles/wsec_step=1.88e+07 wsec_total=3.12e+02 wsec_step=1.29e+01 zone-cycles/wsec=1.39e+07 wsec_AMR=4.51e+00
+cycle=230 time=4.8936355506434631e-02 dt=7.1353414016270438e-05 zone-cycles/wsec_step=1.84e+07 wsec_total=3.30e+02 wsec_step=1.34e+01 zone-cycles/wsec=1.37e+07 wsec_AMR=4.54e+00
+cycle=240 time=4.9631265792543906e-02 dt=6.6403014127823932e-05 zone-cycles/wsec_step=1.82e+07 wsec_total=3.49e+02 wsec_step=1.39e+01 zone-cycles/wsec=1.35e+07 wsec_AMR=4.85e+00
+cycle=250 time=5.0288241814619328e-02 dt=6.4121747008505541e-05 zone-cycles/wsec_step=1.89e+07 wsec_total=3.67e+02 wsec_step=1.36e+01 zone-cycles/wsec=1.40e+07 wsec_AMR=4.79e+00
+
+Driver completed.
+time=5.03e-02 cycle=250
+tlim=4.00e-01 nlim=250
+
+Number of MeshBlocks = 6306; 5971  created, 1862 destroyed during this simulation.
+
+walltime used = 3.67e+02
+zone-cycles/wallsecond = 1.42e+07
diff --git a/doc/sphinx/03_vibe/scaling/output/scale-cpu.16.256.4.out b/doc/sphinx/03_vibe/scaling/output/scale-cpu.16.256.4.out
new file mode 100644
index 00000000..487483c9
--- /dev/null
+++ b/doc/sphinx/03_vibe/scaling/output/scale-cpu.16.256.4.out
@@ -0,0 +1,88 @@
+# Variables in use:
+# Package: parthenon::resolved_state
+# ---------------------------------------------------
+# Variables:
+# Name	Metadata flags
+# ---------------------------------------------------
+derived                   Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Urz                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Ulz                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Ury                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Urx                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Ulx                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Uly                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+U                         Cell,Provides,Real,Independent,Conserved,Intensive,FillGhost,WithFluxes,burgers_package,parthenon::resolved_state
+# ---------------------------------------------------
+# Sparse Variables:
+# Name	sparse id	Metadata flags
+# ---------------------------------------------------
+# ---------------------------------------------------
+# Swarms:
+# Swarm	Value	metadata
+# ---------------------------------------------------
+
+
+Setup complete, executing driver...
+
+cycle=0 time=0.0000000000000000e+00 dt=2.8552015432366256e-04 zone-cycles/wsec_step=0.00e+00 wsec_total=1.06e-01 wsec_step=2.84e+00 zone-cycles/wsec=0.00e+00 wsec_AMR=0.00e+00
+---------------------- Current Mesh structure ----------------------
+Root grid = 16 x 16 x 16 MeshBlocks
+Total number of MeshBlocks = 4544
+Number of physical refinement levels = 2
+Number of logical  refinement levels = 6
+  Physical level = 0 (logical level = 4): 4072 MeshBlocks, cost = 4072
+  Physical level = 1 (logical level = 5): 152 MeshBlocks, cost = 152
+  Physical level = 2 (logical level = 6): 320 MeshBlocks, cost = 320
+--------------------------------------------------------------------
+cycle=10 time=2.8322486893106839e-03 dt=2.8057905112906229e-04 zone-cycles/wsec_step=4.67e+07 wsec_total=4.39e+00 wsec_step=3.99e+00 zone-cycles/wsec=4.34e+07 wsec_AMR=3.01e-01
+cycle=20 time=5.5688564301307076e-03 dt=2.6093736192200591e-04 zone-cycles/wsec_step=3.76e+07 wsec_total=1.33e+01 wsec_step=5.42e+00 zone-cycles/wsec=2.30e+07 wsec_AMR=3.46e+00
+cycle=30 time=8.1645211335104623e-03 dt=2.5712367537374391e-04 zone-cycles/wsec_step=3.78e+07 wsec_total=2.24e+01 wsec_step=6.51e+00 zone-cycles/wsec=2.69e+07 wsec_AMR=2.65e+00
+cycle=40 time=1.0717299578976667e-02 dt=2.5194750010447165e-04 zone-cycles/wsec_step=4.13e+07 wsec_total=3.23e+01 wsec_step=6.37e+00 zone-cycles/wsec=2.66e+07 wsec_AMR=3.53e+00
+cycle=50 time=1.3213440071305926e-02 dt=2.4686118113885231e-04 zone-cycles/wsec_step=3.83e+07 wsec_total=4.39e+01 wsec_step=7.66e+00 zone-cycles/wsec=2.53e+07 wsec_AMR=3.96e+00
+cycle=60 time=1.5653242944877369e-02 dt=2.4117196843745738e-04 zone-cycles/wsec_step=3.85e+07 wsec_total=5.63e+01 wsec_step=8.04e+00 zone-cycles/wsec=2.51e+07 wsec_AMR=4.29e+00
+cycle=70 time=1.8044184036425819e-02 dt=2.3659554503307836e-04 zone-cycles/wsec_step=4.21e+07 wsec_total=6.62e+01 wsec_step=7.60e+00 zone-cycles/wsec=3.22e+07 wsec_AMR=2.34e+00
+cycle=80 time=2.0385932368745658e-02 dt=2.3087447235205390e-04 zone-cycles/wsec_step=4.28e+07 wsec_total=7.69e+01 wsec_step=7.61e+00 zone-cycles/wsec=3.04e+07 wsec_AMR=3.11e+00
+cycle=90 time=2.2671281166101197e-02 dt=2.2553107634204033e-04 zone-cycles/wsec_step=4.47e+07 wsec_total=8.79e+01 wsec_step=7.50e+00 zone-cycles/wsec=3.05e+07 wsec_AMR=3.50e+00
+cycle=100 time=2.4899558389552223e-02 dt=2.1919197595270343e-04 zone-cycles/wsec_step=4.43e+07 wsec_total=9.90e+01 wsec_step=7.57e+00 zone-cycles/wsec=3.04e+07 wsec_AMR=3.45e+00
+---------------------- Current Mesh structure ----------------------
+Root grid = 16 x 16 x 16 MeshBlocks
+Total number of MeshBlocks = 8170
+Number of physical refinement levels = 2
+Number of logical  refinement levels = 6
+  Physical level = 0 (logical level = 4): 3936 MeshBlocks, cost = 3936
+  Physical level = 1 (logical level = 5): 858 MeshBlocks, cost = 858
+  Physical level = 2 (logical level = 6): 3376 MeshBlocks, cost = 3376
+--------------------------------------------------------------------
+cycle=110 time=2.7060771725290478e-02 dt=2.1231855940739578e-04 zone-cycles/wsec_step=4.31e+07 wsec_total=1.11e+02 wsec_step=7.76e+00 zone-cycles/wsec=2.86e+07 wsec_AMR=3.94e+00
+cycle=120 time=2.9149564076226694e-02 dt=2.0456812913767866e-04 zone-cycles/wsec_step=4.05e+07 wsec_total=1.25e+02 wsec_step=8.52e+00 zone-cycles/wsec=2.35e+07 wsec_AMR=6.15e+00
+cycle=130 time=3.1160078178331874e-02 dt=1.9667369991428882e-04 zone-cycles/wsec_step=4.07e+07 wsec_total=1.40e+02 wsec_step=8.96e+00 zone-cycles/wsec=2.46e+07 wsec_AMR=5.85e+00
+cycle=140 time=3.3087585169655730e-02 dt=1.8785984461677915e-04 zone-cycles/wsec_step=3.99e+07 wsec_total=1.57e+02 wsec_step=9.34e+00 zone-cycles/wsec=2.27e+07 wsec_AMR=7.07e+00
+cycle=150 time=3.4925612741053984e-02 dt=1.7871133415479803e-04 zone-cycles/wsec_step=3.80e+07 wsec_total=1.73e+02 wsec_step=9.83e+00 zone-cycles/wsec=2.29e+07 wsec_AMR=6.53e+00
+cycle=160 time=3.6664200655876417e-02 dt=1.6743012267864644e-04 zone-cycles/wsec_step=3.84e+07 wsec_total=1.91e+02 wsec_step=9.93e+00 zone-cycles/wsec=2.14e+07 wsec_AMR=7.84e+00
+cycle=170 time=3.8282241815984677e-02 dt=1.5469811709873947e-04 zone-cycles/wsec_step=3.81e+07 wsec_total=2.08e+02 wsec_step=1.04e+01 zone-cycles/wsec=2.27e+07 wsec_AMR=7.08e+00
+cycle=180 time=3.9770426721601707e-02 dt=1.4148128901955888e-04 zone-cycles/wsec_step=4.10e+07 wsec_total=2.25e+02 wsec_step=9.68e+00 zone-cycles/wsec=2.30e+07 wsec_AMR=7.54e+00
+cycle=190 time=4.1126204097122518e-02 dt=1.2849702439362393e-04 zone-cycles/wsec_step=3.84e+07 wsec_total=2.44e+02 wsec_step=1.03e+01 zone-cycles/wsec=2.18e+07 wsec_AMR=7.87e+00
+cycle=200 time=4.2356022970990913e-02 dt=1.1621535187413539e-04 zone-cycles/wsec_step=3.82e+07 wsec_total=2.62e+02 wsec_step=1.03e+01 zone-cycles/wsec=2.17e+07 wsec_AMR=7.90e+00
+---------------------- Current Mesh structure ----------------------
+Root grid = 16 x 16 x 16 MeshBlocks
+Total number of MeshBlocks = 9668
+Number of physical refinement levels = 2
+Number of logical  refinement levels = 6
+  Physical level = 0 (logical level = 4): 3874 MeshBlocks, cost = 3874
+  Physical level = 1 (logical level = 5): 1202 MeshBlocks, cost = 1202
+  Physical level = 2 (logical level = 6): 4592 MeshBlocks, cost = 4592
+--------------------------------------------------------------------
+cycle=210 time=4.3461610417546273e-02 dt=1.0378273051365893e-04 zone-cycles/wsec_step=4.05e+07 wsec_total=2.79e+02 wsec_step=9.71e+00 zone-cycles/wsec=2.36e+07 wsec_AMR=7.00e+00
+cycle=220 time=4.4456765733099576e-02 dt=9.3968700594517776e-05 zone-cycles/wsec_step=4.05e+07 wsec_total=2.96e+02 wsec_step=9.71e+00 zone-cycles/wsec=2.32e+07 wsec_AMR=7.24e+00
+cycle=230 time=4.5356343036170386e-02 dt=8.4634619003600700e-05 zone-cycles/wsec_step=4.16e+07 wsec_total=3.12e+02 wsec_step=9.50e+00 zone-cycles/wsec=2.41e+07 wsec_AMR=6.95e+00
+cycle=240 time=4.6172205653112766e-02 dt=7.7533298851446429e-05 zone-cycles/wsec_step=4.05e+07 wsec_total=3.30e+02 wsec_step=9.92e+00 zone-cycles/wsec=2.28e+07 wsec_AMR=7.72e+00
+cycle=250 time=4.6917898597692603e-02 dt=7.0368648602971666e-05 zone-cycles/wsec_step=4.17e+07 wsec_total=3.46e+02 wsec_step=9.62e+00 zone-cycles/wsec=2.48e+07 wsec_AMR=6.58e+00
+
+Driver completed.
+time=4.69e-02 cycle=250
+tlim=4.00e-01 nlim=250
+
+Number of MeshBlocks = 9829; 9604  created, 3871 destroyed during this simulation.
+
+walltime used = 3.46e+02
+zone-cycles/wallsecond = 2.48e+07
diff --git a/doc/sphinx/03_vibe/scaling/output/scale-cpu.16.2576.4096.out b/doc/sphinx/03_vibe/scaling/output/scale-cpu.16.2576.4096.out
new file mode 100644
index 00000000..9f214d07
--- /dev/null
+++ b/doc/sphinx/03_vibe/scaling/output/scale-cpu.16.2576.4096.out
@@ -0,0 +1,91 @@
+# Variables in use:
+# Package: parthenon::resolved_state
+# ---------------------------------------------------
+# Variables:
+# Name	Metadata flags
+# ---------------------------------------------------
+derived                   Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Urz                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Ulz                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Ury                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Urx                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Ulx                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Uly                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+U                         Cell,Provides,Real,Independent,Conserved,Intensive,FillGhost,WithFluxes,burgers_package,parthenon::resolved_state
+# ---------------------------------------------------
+# Sparse Variables:
+# Name	sparse id	Metadata flags
+# ---------------------------------------------------
+# ---------------------------------------------------
+# Swarms:
+# Swarm	Value	metadata
+# ---------------------------------------------------
+
+
+Setup complete, executing driver...
+
+cycle=0 time=0.0000000000000000e+00 dt=2.9047991967985833e-05 zone-cycles/wsec_step=0.00e+00 wsec_total=1.42e-01 wsec_step=2.53e+01 zone-cycles/wsec=0.00e+00 wsec_AMR=0.00e+00
+---------------------- Current Mesh structure ----------------------
+Root grid = 161 x 161 x 161 MeshBlocks
+Total number of MeshBlocks = 4250589
+Number of physical refinement levels = 2
+Number of logical  refinement levels = 10
+  Physical level = 0 (logical level = 8): 4169413 MeshBlocks, cost = 4169413
+  Physical level = 1 (logical level = 9): 23768 MeshBlocks, cost = 23768
+  Physical level = 2 (logical level = 10): 57408 MeshBlocks, cost = 57408
+--------------------------------------------------------------------
+cycle=10 time=2.9004274648435031e-04 dt=2.8965669558768311e-05 zone-cycles/wsec_step=1.74e+10 wsec_total=2.98e+01 wsec_step=1.01e+01 zone-cycles/wsec=5.90e+09 wsec_AMR=1.96e+01
+cycle=20 time=5.7910009485500496e-04 dt=2.8816566343946651e-05 zone-cycles/wsec_step=1.33e+10 wsec_total=6.71e+01 wsec_step=1.32e+01 zone-cycles/wsec=4.71e+09 wsec_AMR=2.41e+01
+cycle=30 time=8.6709389105747692e-04 dt=2.9116914707472859e-05 zone-cycles/wsec_step=9.15e+09 wsec_total=1.20e+02 wsec_step=1.95e+01 zone-cycles/wsec=3.36e+09 wsec_AMR=3.36e+01
+cycle=40 time=1.1577767937324263e-03 dt=2.9008204760594220e-05 zone-cycles/wsec_step=1.05e+10 wsec_total=1.72e+02 wsec_step=1.72e+01 zone-cycles/wsec=3.47e+09 wsec_AMR=3.49e+01
+cycle=50 time=1.4479603930204099e-03 dt=2.9208643190080551e-05 zone-cycles/wsec_step=1.09e+10 wsec_total=2.27e+02 wsec_step=1.69e+01 zone-cycles/wsec=3.36e+09 wsec_AMR=3.77e+01
+cycle=60 time=1.7395684103931593e-03 dt=2.9167241563380830e-05 zone-cycles/wsec_step=8.39e+09 wsec_total=2.80e+02 wsec_step=2.20e+01 zone-cycles/wsec=3.46e+09 wsec_AMR=3.15e+01
+cycle=70 time=2.0306891727714313e-03 dt=2.9044210580010960e-05 zone-cycles/wsec_step=9.49e+09 wsec_total=3.35e+02 wsec_step=1.96e+01 zone-cycles/wsec=3.42e+09 wsec_AMR=3.49e+01
+cycle=80 time=2.3205777778419600e-03 dt=2.8921586901006428e-05 zone-cycles/wsec_step=1.03e+10 wsec_total=3.88e+02 wsec_step=1.82e+01 zone-cycles/wsec=3.56e+09 wsec_AMR=3.44e+01
+cycle=90 time=2.6092454074044986e-03 dt=2.8800061487467907e-05 zone-cycles/wsec_step=1.38e+10 wsec_total=4.41e+02 wsec_step=1.37e+01 zone-cycles/wsec=3.55e+09 wsec_AMR=3.94e+01
+cycle=100 time=2.8967189061547337e-03 dt=2.8684407133634215e-05 zone-cycles/wsec_step=1.26e+10 wsec_total=4.95e+02 wsec_step=1.50e+01 zone-cycles/wsec=3.47e+09 wsec_AMR=3.95e+01
+---------------------- Current Mesh structure ----------------------
+Root grid = 161 x 161 x 161 MeshBlocks
+Total number of MeshBlocks = 4625936
+Number of physical refinement levels = 2
+Number of logical  refinement levels = 10
+  Physical level = 0 (logical level = 8): 4158472 MeshBlocks, cost = 4158472
+  Physical level = 1 (logical level = 9): 68616 MeshBlocks, cost = 68616
+  Physical level = 2 (logical level = 10): 398848 MeshBlocks, cost = 398848
+--------------------------------------------------------------------
+cycle=110 time=3.1830459290611715e-03 dt=2.8566822918343397e-05 zone-cycles/wsec_step=1.45e+10 wsec_total=5.46e+02 wsec_step=1.31e+01 zone-cycles/wsec=3.71e+09 wsec_AMR=3.80e+01
+cycle=120 time=3.4681274641832974e-03 dt=2.8435822051635945e-05 zone-cycles/wsec_step=1.47e+10 wsec_total=6.00e+02 wsec_step=1.30e+01 zone-cycles/wsec=3.53e+09 wsec_AMR=4.11e+01
+cycle=130 time=3.7519415588639299e-03 dt=2.8320104152964668e-05 zone-cycles/wsec_step=1.29e+10 wsec_total=6.50e+02 wsec_step=1.48e+01 zone-cycles/wsec=3.84e+09 wsec_AMR=3.50e+01
+cycle=140 time=4.0346948743842301e-03 dt=2.8219594215798913e-05 zone-cycles/wsec_step=1.58e+10 wsec_total=7.03e+02 wsec_step=1.21e+01 zone-cycles/wsec=3.65e+09 wsec_AMR=4.04e+01
+cycle=150 time=4.3163719466171304e-03 dt=2.8100603687621924e-05 zone-cycles/wsec_step=1.36e+10 wsec_total=7.58e+02 wsec_step=1.41e+01 zone-cycles/wsec=3.48e+09 wsec_AMR=4.10e+01
+cycle=160 time=4.5968254685934571e-03 dt=2.8008644851952940e-05 zone-cycles/wsec_step=1.77e+10 wsec_total=8.13e+02 wsec_step=1.09e+01 zone-cycles/wsec=3.49e+09 wsec_AMR=4.43e+01
+cycle=170 time=4.8783276751804307e-03 dt=2.8259171968271737e-05 zone-cycles/wsec_step=1.84e+10 wsec_total=8.71e+02 wsec_step=1.05e+01 zone-cycles/wsec=3.31e+09 wsec_AMR=4.77e+01
+cycle=180 time=5.1603877905992647e-03 dt=2.8140433219446466e-05 zone-cycles/wsec_step=1.14e+10 wsec_total=9.27e+02 wsec_step=1.69e+01 zone-cycles/wsec=3.43e+09 wsec_AMR=3.94e+01
+cycle=190 time=5.4412462685686511e-03 dt=2.8019053838028264e-05 zone-cycles/wsec_step=1.47e+10 wsec_total=9.80e+02 wsec_step=1.31e+01 zone-cycles/wsec=3.66e+09 wsec_AMR=3.96e+01
+cycle=200 time=5.7208878098843176e-03 dt=2.7896882522113275e-05 zone-cycles/wsec_step=1.85e+10 wsec_total=1.03e+03 wsec_step=1.05e+01 zone-cycles/wsec=3.60e+09 wsec_AMR=4.33e+01
+---------------------- Current Mesh structure ----------------------
+Root grid = 161 x 161 x 161 MeshBlocks
+Total number of MeshBlocks = 4727940
+Number of physical refinement levels = 2
+Number of logical  refinement levels = 10
+  Physical level = 0 (logical level = 8): 4154815 MeshBlocks, cost = 4154815
+  Physical level = 1 (logical level = 9): 86957 MeshBlocks, cost = 86957
+  Physical level = 2 (logical level = 10): 486168 MeshBlocks, cost = 486168
+--------------------------------------------------------------------
+cycle=210 time=5.9993160528839197e-03 dt=2.7778539709226343e-05 zone-cycles/wsec_step=1.79e+10 wsec_total=1.09e+03 wsec_step=1.08e+01 zone-cycles/wsec=3.56e+09 wsec_AMR=4.36e+01
+cycle=220 time=6.2766064560997020e-03 dt=2.7669365137490883e-05 zone-cycles/wsec_step=1.62e+10 wsec_total=1.14e+03 wsec_step=1.20e+01 zone-cycles/wsec=3.83e+09 wsec_AMR=3.87e+01
+cycle=230 time=6.5528033940780292e-03 dt=2.7558140602312080e-05 zone-cycles/wsec_step=1.63e+10 wsec_total=1.19e+03 wsec_step=1.20e+01 zone-cycles/wsec=3.61e+09 wsec_AMR=4.18e+01
+cycle=240 time=6.8278786113907903e-03 dt=2.7445668600129107e-05 zone-cycles/wsec_step=1.64e+10 wsec_total=1.24e+03 wsec_step=1.19e+01 zone-cycles/wsec=3.77e+09 wsec_AMR=3.98e+01
+cycle=250 time=7.1018223408151372e-03 dt=2.7331234357264362e-05 zone-cycles/wsec_step=1.66e+10 wsec_total=1.29e+03 wsec_step=1.18e+01 zone-cycles/wsec=3.91e+09 wsec_AMR=3.81e+01
+
+Driver completed.
+time=7.10e-03 cycle=250
+tlim=4.00e-01 nlim=250
+
+Number of MeshBlocks = 4765082; 1081045  created, 489244 destroyed during this simulation.
+
+walltime used = 1.29e+03
+zone-cycles/wallsecond = 3.65e+09
+
+MPICH Slingshot Network Summary: 1181 network timeouts
+
diff --git a/doc/sphinx/03_vibe/scaling/output/scale-cpu.16.320.8.out b/doc/sphinx/03_vibe/scaling/output/scale-cpu.16.320.8.out
new file mode 100644
index 00000000..596ee66a
--- /dev/null
+++ b/doc/sphinx/03_vibe/scaling/output/scale-cpu.16.320.8.out
@@ -0,0 +1,88 @@
+# Variables in use:
+# Package: parthenon::resolved_state
+# ---------------------------------------------------
+# Variables:
+# Name	Metadata flags
+# ---------------------------------------------------
+derived                   Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Urz                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Ulz                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Ury                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Urx                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Ulx                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Uly                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+U                         Cell,Provides,Real,Independent,Conserved,Intensive,FillGhost,WithFluxes,burgers_package,parthenon::resolved_state
+# ---------------------------------------------------
+# Sparse Variables:
+# Name	sparse id	Metadata flags
+# ---------------------------------------------------
+# ---------------------------------------------------
+# Swarms:
+# Swarm	Value	metadata
+# ---------------------------------------------------
+
+
+Setup complete, executing driver...
+
+cycle=0 time=0.0000000000000000e+00 dt=2.0977375166863224e-04 zone-cycles/wsec_step=0.00e+00 wsec_total=1.09e-01 wsec_step=4.63e+00 zone-cycles/wsec=0.00e+00 wsec_AMR=0.00e+00
+---------------------- Current Mesh structure ----------------------
+Root grid = 20 x 20 x 20 MeshBlocks
+Total number of MeshBlocks = 10464
+Number of physical refinement levels = 2
+Number of logical  refinement levels = 7
+  Physical level = 0 (logical level = 5): 7872 MeshBlocks, cost = 7872
+  Physical level = 1 (logical level = 6): 800 MeshBlocks, cost = 800
+  Physical level = 2 (logical level = 7): 1792 MeshBlocks, cost = 1792
+--------------------------------------------------------------------
+cycle=10 time=2.0888718901080241e-03 dt=2.0776320595804342e-04 zone-cycles/wsec_step=9.40e+07 wsec_total=5.62e+00 wsec_step=4.56e+00 zone-cycles/wsec=7.78e+07 wsec_AMR=9.45e-01
+cycle=20 time=4.1541037802748449e-03 dt=2.0915536389633934e-04 zone-cycles/wsec_step=8.11e+07 wsec_total=1.48e+01 wsec_step=5.43e+00 zone-cycles/wsec=4.78e+07 wsec_AMR=3.79e+00
+cycle=30 time=6.2499518702171476e-03 dt=2.0889923290925351e-04 zone-cycles/wsec_step=6.98e+07 wsec_total=2.83e+01 wsec_step=7.21e+00 zone-cycles/wsec=3.74e+07 wsec_AMR=6.25e+00
+cycle=40 time=8.3235014423626540e-03 dt=2.0545246775000053e-04 zone-cycles/wsec_step=6.68e+07 wsec_total=4.05e+01 wsec_step=8.00e+00 zone-cycles/wsec=4.40e+07 wsec_AMR=4.15e+00
+cycle=50 time=1.0389054844623796e-02 dt=2.0848594589001769e-04 zone-cycles/wsec_step=7.81e+07 wsec_total=5.20e+01 wsec_step=7.02e+00 zone-cycles/wsec=4.76e+07 wsec_AMR=4.49e+00
+cycle=60 time=1.2445883953879378e-02 dt=2.0257868126603886e-04 zone-cycles/wsec_step=7.70e+07 wsec_total=6.37e+01 wsec_step=7.13e+00 zone-cycles/wsec=4.67e+07 wsec_AMR=4.62e+00
+cycle=70 time=1.4453223702941199e-02 dt=1.9757615421984515e-04 zone-cycles/wsec_step=8.72e+07 wsec_total=7.33e+01 wsec_step=6.74e+00 zone-cycles/wsec=6.14e+07 wsec_AMR=2.84e+00
+cycle=80 time=1.6410395603594249e-02 dt=1.9317512543379155e-04 zone-cycles/wsec_step=8.17e+07 wsec_total=8.61e+01 wsec_step=7.49e+00 zone-cycles/wsec=4.78e+07 wsec_AMR=5.31e+00
+cycle=90 time=1.8326754267789448e-02 dt=1.8956115678627362e-04 zone-cycles/wsec_step=8.34e+07 wsec_total=9.64e+01 wsec_step=7.47e+00 zone-cycles/wsec=6.05e+07 wsec_AMR=2.82e+00
+cycle=100 time=2.0207085408777956e-02 dt=1.8583967554329267e-04 zone-cycles/wsec_step=8.14e+07 wsec_total=1.08e+02 wsec_step=7.64e+00 zone-cycles/wsec=5.41e+07 wsec_AMR=3.86e+00
+---------------------- Current Mesh structure ----------------------
+Root grid = 20 x 20 x 20 MeshBlocks
+Total number of MeshBlocks = 15175
+Number of physical refinement levels = 2
+Number of logical  refinement levels = 7
+  Physical level = 0 (logical level = 5): 7708 MeshBlocks, cost = 7708
+  Physical level = 1 (logical level = 6): 1603 MeshBlocks, cost = 1603
+  Physical level = 2 (logical level = 7): 5864 MeshBlocks, cost = 5864
+--------------------------------------------------------------------
+cycle=110 time=2.2050307814356511e-02 dt=1.8248214064246480e-04 zone-cycles/wsec_step=7.62e+07 wsec_total=1.21e+02 wsec_step=8.15e+00 zone-cycles/wsec=4.66e+07 wsec_AMR=5.19e+00
+cycle=120 time=2.3859849883175275e-02 dt=1.7906711044094793e-04 zone-cycles/wsec_step=8.04e+07 wsec_total=1.35e+02 wsec_step=7.84e+00 zone-cycles/wsec=4.73e+07 wsec_AMR=5.48e+00
+cycle=130 time=2.5633467004322563e-02 dt=1.7525068660496093e-04 zone-cycles/wsec_step=8.37e+07 wsec_total=1.47e+02 wsec_step=7.62e+00 zone-cycles/wsec=5.29e+07 wsec_AMR=4.45e+00
+cycle=140 time=2.7367105505813227e-02 dt=1.7096741592292737e-04 zone-cycles/wsec_step=8.50e+07 wsec_total=1.59e+02 wsec_step=7.51e+00 zone-cycles/wsec=5.22e+07 wsec_AMR=4.71e+00
+cycle=150 time=2.9055743211080585e-02 dt=1.6623841661552496e-04 zone-cycles/wsec_step=8.29e+07 wsec_total=1.72e+02 wsec_step=7.74e+00 zone-cycles/wsec=5.06e+07 wsec_AMR=4.94e+00
+cycle=160 time=3.0695302584098267e-02 dt=1.6112851301522136e-04 zone-cycles/wsec_step=8.06e+07 wsec_total=1.85e+02 wsec_step=8.13e+00 zone-cycles/wsec=4.74e+07 wsec_AMR=5.70e+00
+cycle=170 time=3.2281975703693046e-02 dt=1.5552967593308268e-04 zone-cycles/wsec_step=7.86e+07 wsec_total=2.00e+02 wsec_step=8.67e+00 zone-cycles/wsec=4.63e+07 wsec_AMR=6.05e+00
+cycle=180 time=3.3808756861308353e-02 dt=1.4908805968828103e-04 zone-cycles/wsec_step=7.90e+07 wsec_total=2.14e+02 wsec_step=8.59e+00 zone-cycles/wsec=4.71e+07 wsec_AMR=5.83e+00
+cycle=190 time=3.5268562855864445e-02 dt=1.4207161716599048e-04 zone-cycles/wsec_step=7.94e+07 wsec_total=2.30e+02 wsec_step=8.52e+00 zone-cycles/wsec=4.38e+07 wsec_AMR=6.92e+00
+cycle=200 time=3.6655311915205088e-02 dt=1.3446402873402139e-04 zone-cycles/wsec_step=8.10e+07 wsec_total=2.45e+02 wsec_step=8.37e+00 zone-cycles/wsec=4.58e+07 wsec_AMR=6.44e+00
+---------------------- Current Mesh structure ----------------------
+Root grid = 20 x 20 x 20 MeshBlocks
+Total number of MeshBlocks = 16540
+Number of physical refinement levels = 2
+Number of logical  refinement levels = 7
+  Physical level = 0 (logical level = 5): 7664 MeshBlocks, cost = 7664
+  Physical level = 1 (logical level = 6): 1804 MeshBlocks, cost = 1804
+  Physical level = 2 (logical level = 7): 7072 MeshBlocks, cost = 7072
+--------------------------------------------------------------------
+cycle=210 time=3.7963702272571030e-02 dt=1.2636686146919404e-04 zone-cycles/wsec_step=8.00e+07 wsec_total=2.59e+02 wsec_step=8.46e+00 zone-cycles/wsec=4.81e+07 wsec_AMR=5.63e+00
+cycle=220 time=3.9189484675698071e-02 dt=1.1789009007097795e-04 zone-cycles/wsec_step=8.77e+07 wsec_total=2.71e+02 wsec_step=7.74e+00 zone-cycles/wsec=5.42e+07 wsec_AMR=4.79e+00
+cycle=230 time=4.0329092394499444e-02 dt=1.0913285748469178e-04 zone-cycles/wsec_step=8.17e+07 wsec_total=2.86e+02 wsec_step=8.29e+00 zone-cycles/wsec=4.75e+07 wsec_AMR=5.97e+00
+cycle=240 time=4.1379676711855343e-02 dt=1.0007774241621920e-04 zone-cycles/wsec_step=8.10e+07 wsec_total=3.00e+02 wsec_step=8.36e+00 zone-cycles/wsec=4.72e+07 wsec_AMR=5.99e+00
+cycle=250 time=4.2341067926246458e-02 dt=9.1874398722905938e-05 zone-cycles/wsec_step=8.06e+07 wsec_total=3.15e+02 wsec_step=8.38e+00 zone-cycles/wsec=4.41e+07 wsec_AMR=6.93e+00
+
+Driver completed.
+time=4.23e-02 cycle=250
+tlim=4.00e-01 nlim=250
+
+Number of MeshBlocks = 16519; 15316  created, 6797 destroyed during this simulation.
+
+walltime used = 3.15e+02
+zone-cycles/wallsecond = 4.88e+07
diff --git a/doc/sphinx/03_vibe/scaling/output/scale-cpu.16.400.16.out b/doc/sphinx/03_vibe/scaling/output/scale-cpu.16.400.16.out
new file mode 100644
index 00000000..dfd13a0a
--- /dev/null
+++ b/doc/sphinx/03_vibe/scaling/output/scale-cpu.16.400.16.out
@@ -0,0 +1,88 @@
+# Variables in use:
+# Package: parthenon::resolved_state
+# ---------------------------------------------------
+# Variables:
+# Name	Metadata flags
+# ---------------------------------------------------
+derived                   Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Urz                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Ulz                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Ury                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Urx                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Ulx                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Uly                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+U                         Cell,Provides,Real,Independent,Conserved,Intensive,FillGhost,WithFluxes,burgers_package,parthenon::resolved_state
+# ---------------------------------------------------
+# Sparse Variables:
+# Name	sparse id	Metadata flags
+# ---------------------------------------------------
+# ---------------------------------------------------
+# Swarms:
+# Swarm	Value	metadata
+# ---------------------------------------------------
+
+
+Setup complete, executing driver...
+
+cycle=0 time=0.0000000000000000e+00 dt=1.7309877044444848e-04 zone-cycles/wsec_step=0.00e+00 wsec_total=1.58e-01 wsec_step=5.37e+00 zone-cycles/wsec=0.00e+00 wsec_AMR=0.00e+00
+---------------------- Current Mesh structure ----------------------
+Root grid = 25 x 25 x 25 MeshBlocks
+Total number of MeshBlocks = 17592
+Number of physical refinement levels = 2
+Number of logical  refinement levels = 7
+  Physical level = 0 (logical level = 5): 15544 MeshBlocks, cost = 15544
+  Physical level = 1 (logical level = 6): 448 MeshBlocks, cost = 448
+  Physical level = 2 (logical level = 7): 1600 MeshBlocks, cost = 1600
+--------------------------------------------------------------------
+cycle=10 time=1.7238572735363154e-03 dt=1.7149781614177442e-04 zone-cycles/wsec_step=1.66e+08 wsec_total=5.15e+00 wsec_step=4.35e+00 zone-cycles/wsec=1.44e+08 wsec_AMR=6.34e-01
+cycle=20 time=3.4226289377282211e-03 dt=1.6549739337780607e-04 zone-cycles/wsec_step=1.34e+08 wsec_total=1.46e+01 wsec_step=5.56e+00 zone-cycles/wsec=7.91e+07 wsec_AMR=3.87e+00
+cycle=30 time=5.0718624973946054e-03 dt=1.6419063470156218e-04 zone-cycles/wsec_step=1.29e+08 wsec_total=2.57e+01 wsec_step=6.54e+00 zone-cycles/wsec=7.61e+07 wsec_AMR=4.58e+00
+cycle=40 time=6.7070810338862646e-03 dt=1.6275787991634966e-04 zone-cycles/wsec_step=1.46e+08 wsec_total=3.51e+01 wsec_step=6.14e+00 zone-cycles/wsec=9.54e+07 wsec_AMR=3.28e+00
+cycle=50 time=8.3282693983867274e-03 dt=1.6126576561012126e-04 zone-cycles/wsec_step=1.39e+08 wsec_total=4.63e+01 wsec_step=6.82e+00 zone-cycles/wsec=8.49e+07 wsec_AMR=4.35e+00
+cycle=60 time=9.9338319152656972e-03 dt=1.5962389473722324e-04 zone-cycles/wsec_step=1.38e+08 wsec_total=5.74e+01 wsec_step=7.15e+00 zone-cycles/wsec=8.88e+07 wsec_AMR=3.97e+00
+cycle=70 time=1.1556386410911848e-02 dt=1.6226274385699584e-04 zone-cycles/wsec_step=1.45e+08 wsec_total=6.81e+01 wsec_step=6.91e+00 zone-cycles/wsec=9.35e+07 wsec_AMR=3.82e+00
+cycle=80 time=1.3165085569003950e-02 dt=1.5921154251966450e-04 zone-cycles/wsec_step=1.57e+08 wsec_total=7.72e+01 wsec_step=6.42e+00 zone-cycles/wsec=1.11e+08 wsec_AMR=2.66e+00
+cycle=90 time=1.4746227097349606e-02 dt=1.5670378507743937e-04 zone-cycles/wsec_step=1.50e+08 wsec_total=8.92e+01 wsec_step=7.01e+00 zone-cycles/wsec=8.72e+07 wsec_AMR=5.02e+00
+cycle=100 time=1.6304902077179318e-02 dt=1.5738939800457452e-04 zone-cycles/wsec_step=1.32e+08 wsec_total=1.04e+02 wsec_step=8.25e+00 zone-cycles/wsec=7.54e+07 wsec_AMR=6.21e+00
+---------------------- Current Mesh structure ----------------------
+Root grid = 25 x 25 x 25 MeshBlocks
+Total number of MeshBlocks = 26818
+Number of physical refinement levels = 2
+Number of logical  refinement levels = 7
+  Physical level = 0 (logical level = 5): 15214 MeshBlocks, cost = 15214
+  Physical level = 1 (logical level = 6): 2100 MeshBlocks, cost = 2100
+  Physical level = 2 (logical level = 7): 9504 MeshBlocks, cost = 9504
+--------------------------------------------------------------------
+cycle=110 time=1.7867194092247012e-02 dt=1.5425675744008146e-04 zone-cycles/wsec_step=1.38e+08 wsec_total=1.18e+02 wsec_step=8.01e+00 zone-cycles/wsec=7.89e+07 wsec_AMR=5.97e+00
+cycle=120 time=1.9389904301989620e-02 dt=1.5036209751916399e-04 zone-cycles/wsec_step=1.31e+08 wsec_total=1.32e+02 wsec_step=8.60e+00 zone-cycles/wsec=7.72e+07 wsec_AMR=5.96e+00
+cycle=130 time=2.0881195430029031e-02 dt=1.4771627580913551e-04 zone-cycles/wsec_step=1.32e+08 wsec_total=1.48e+02 wsec_step=8.64e+00 zone-cycles/wsec=7.36e+07 wsec_AMR=6.80e+00
+cycle=140 time=2.2347647397107345e-02 dt=1.4533222900783130e-04 zone-cycles/wsec_step=1.32e+08 wsec_total=1.63e+02 wsec_step=8.72e+00 zone-cycles/wsec=7.56e+07 wsec_AMR=6.55e+00
+cycle=150 time=2.3790183253912148e-02 dt=1.4292817571811948e-04 zone-cycles/wsec_step=1.35e+08 wsec_total=1.79e+02 wsec_step=8.53e+00 zone-cycles/wsec=7.05e+07 wsec_AMR=7.86e+00
+cycle=160 time=2.5208607901197076e-02 dt=1.4051110467377004e-04 zone-cycles/wsec_step=1.24e+08 wsec_total=1.97e+02 wsec_step=9.44e+00 zone-cycles/wsec=6.72e+07 wsec_AMR=7.97e+00
+cycle=170 time=2.6601910038736343e-02 dt=1.3788757168915701e-04 zone-cycles/wsec_step=1.31e+08 wsec_total=2.13e+02 wsec_step=8.94e+00 zone-cycles/wsec=7.21e+07 wsec_AMR=7.31e+00
+cycle=180 time=2.7968780379391892e-02 dt=1.3520092147396298e-04 zone-cycles/wsec_step=1.32e+08 wsec_total=2.30e+02 wsec_step=8.89e+00 zone-cycles/wsec=6.93e+07 wsec_AMR=8.02e+00
+cycle=190 time=2.9308151638339303e-02 dt=1.3225636790094512e-04 zone-cycles/wsec_step=1.29e+08 wsec_total=2.47e+02 wsec_step=9.04e+00 zone-cycles/wsec=7.06e+07 wsec_AMR=7.53e+00
+cycle=200 time=3.0615863600613649e-02 dt=1.2893159950750895e-04 zone-cycles/wsec_step=1.30e+08 wsec_total=2.63e+02 wsec_step=8.96e+00 zone-cycles/wsec=7.29e+07 wsec_AMR=7.06e+00
+---------------------- Current Mesh structure ----------------------
+Root grid = 25 x 25 x 25 MeshBlocks
+Total number of MeshBlocks = 28498
+Number of physical refinement levels = 2
+Number of logical  refinement levels = 7
+  Physical level = 0 (logical level = 5): 15150 MeshBlocks, cost = 15150
+  Physical level = 1 (logical level = 6): 2436 MeshBlocks, cost = 2436
+  Physical level = 2 (logical level = 7): 10912 MeshBlocks, cost = 10912
+--------------------------------------------------------------------
+cycle=210 time=3.1889846912639498e-02 dt=1.2547979287402087e-04 zone-cycles/wsec_step=1.40e+08 wsec_total=2.78e+02 wsec_step=8.31e+00 zone-cycles/wsec=7.51e+07 wsec_AMR=7.23e+00
+cycle=220 time=3.3127580207563269e-02 dt=1.2163706316906921e-04 zone-cycles/wsec_step=1.35e+08 wsec_total=2.95e+02 wsec_step=8.65e+00 zone-cycles/wsec=7.05e+07 wsec_AMR=7.89e+00
+cycle=230 time=3.4324610506832956e-02 dt=1.1728594393961216e-04 zone-cycles/wsec_step=1.33e+08 wsec_total=3.10e+02 wsec_step=8.71e+00 zone-cycles/wsec=7.39e+07 wsec_AMR=7.03e+00
+cycle=240 time=3.5476998107785505e-02 dt=1.1267888978083244e-04 zone-cycles/wsec_step=1.30e+08 wsec_total=3.27e+02 wsec_step=8.92e+00 zone-cycles/wsec=7.06e+07 wsec_AMR=7.51e+00
+cycle=250 time=3.6582270924671659e-02 dt=1.0782495214374140e-04 zone-cycles/wsec_step=1.34e+08 wsec_total=3.42e+02 wsec_step=8.64e+00 zone-cycles/wsec=7.43e+07 wsec_AMR=6.93e+00
+
+Driver completed.
+time=3.66e-02 cycle=250
+tlim=4.00e-01 nlim=250
+
+Number of MeshBlocks = 28246; 22183  created, 9562 destroyed during this simulation.
+
+walltime used = 3.42e+02
+zone-cycles/wallsecond = 7.78e+07
diff --git a/doc/sphinx/03_vibe/scaling/output/scale-cpu.16.512.32.out b/doc/sphinx/03_vibe/scaling/output/scale-cpu.16.512.32.out
new file mode 100644
index 00000000..f5c462bc
--- /dev/null
+++ b/doc/sphinx/03_vibe/scaling/output/scale-cpu.16.512.32.out
@@ -0,0 +1,88 @@
+# Variables in use:
+# Package: parthenon::resolved_state
+# ---------------------------------------------------
+# Variables:
+# Name	Metadata flags
+# ---------------------------------------------------
+derived                   Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Urz                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Ulz                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Ury                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Urx                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Ulx                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Uly                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+U                         Cell,Provides,Real,Independent,Conserved,Intensive,FillGhost,WithFluxes,burgers_package,parthenon::resolved_state
+# ---------------------------------------------------
+# Sparse Variables:
+# Name	sparse id	Metadata flags
+# ---------------------------------------------------
+# ---------------------------------------------------
+# Swarms:
+# Swarm	Value	metadata
+# ---------------------------------------------------
+
+
+Setup complete, executing driver...
+
+cycle=0 time=0.0000000000000000e+00 dt=1.4249505519379048e-04 zone-cycles/wsec_step=0.00e+00 wsec_total=3.39e-02 wsec_step=6.10e+00 zone-cycles/wsec=0.00e+00 wsec_AMR=0.00e+00
+---------------------- Current Mesh structure ----------------------
+Root grid = 32 x 32 x 32 MeshBlocks
+Total number of MeshBlocks = 35848
+Number of physical refinement levels = 2
+Number of logical  refinement levels = 7
+  Physical level = 0 (logical level = 5): 32576 MeshBlocks, cost = 32576
+  Physical level = 1 (logical level = 6): 1288 MeshBlocks, cost = 1288
+  Physical level = 2 (logical level = 7): 1984 MeshBlocks, cost = 1984
+--------------------------------------------------------------------
+cycle=10 time=1.4192800607760296e-03 dt=1.4128130125338722e-04 zone-cycles/wsec_step=3.87e+08 wsec_total=4.68e+00 wsec_step=3.79e+00 zone-cycles/wsec=3.16e+08 wsec_AMR=8.54e-01
+cycle=20 time=2.8142659458329977e-03 dt=1.3621341177362054e-04 zone-cycles/wsec_step=2.49e+08 wsec_total=1.48e+01 wsec_step=6.08e+00 zone-cycles/wsec=1.50e+08 wsec_AMR=4.03e+00
+cycle=30 time=4.1726663730572086e-03 dt=1.3525247672219868e-04 zone-cycles/wsec_step=2.80e+08 wsec_total=2.61e+01 wsec_step=6.01e+00 zone-cycles/wsec=1.49e+08 wsec_AMR=5.26e+00
+cycle=40 time=5.5176027245508697e-03 dt=1.3343831969319091e-04 zone-cycles/wsec_step=3.05e+08 wsec_total=3.62e+01 wsec_step=5.79e+00 zone-cycles/wsec=1.75e+08 wsec_AMR=4.32e+00
+cycle=50 time=6.8421975486148666e-03 dt=1.3138969406935181e-04 zone-cycles/wsec_step=2.99e+08 wsec_total=4.71e+01 wsec_step=6.17e+00 zone-cycles/wsec=1.69e+08 wsec_AMR=4.74e+00
+cycle=60 time=8.1467637097443653e-03 dt=1.2946971720627771e-04 zone-cycles/wsec_step=3.20e+08 wsec_total=5.72e+01 wsec_step=6.00e+00 zone-cycles/wsec=1.90e+08 wsec_AMR=4.08e+00
+cycle=70 time=9.4331181373703658e-03 dt=1.2760697789824250e-04 zone-cycles/wsec_step=3.13e+08 wsec_total=6.75e+01 wsec_step=6.27e+00 zone-cycles/wsec=1.89e+08 wsec_AMR=4.11e+00
+cycle=80 time=1.0702005647319879e-02 dt=1.2599454583293344e-04 zone-cycles/wsec_step=3.40e+08 wsec_total=7.68e+01 wsec_step=5.87e+00 zone-cycles/wsec=2.15e+08 wsec_AMR=3.40e+00
+cycle=90 time=1.1954653773644837e-02 dt=1.2444909075711604e-04 zone-cycles/wsec_step=3.09e+08 wsec_total=8.87e+01 wsec_step=6.60e+00 zone-cycles/wsec=1.71e+08 wsec_AMR=5.32e+00
+cycle=100 time=1.3192165876585215e-02 dt=1.2296385013578850e-04 zone-cycles/wsec_step=2.97e+08 wsec_total=1.02e+02 wsec_step=6.92e+00 zone-cycles/wsec=1.58e+08 wsec_AMR=6.09e+00
+---------------------- Current Mesh structure ----------------------
+Root grid = 32 x 32 x 32 MeshBlocks
+Total number of MeshBlocks = 50408
+Number of physical refinement levels = 2
+Number of logical  refinement levels = 7
+  Physical level = 0 (logical level = 5): 32104 MeshBlocks, cost = 32104
+  Physical level = 1 (logical level = 6): 3456 MeshBlocks, cost = 3456
+  Physical level = 2 (logical level = 7): 14848 MeshBlocks, cost = 14848
+--------------------------------------------------------------------
+cycle=110 time=1.4422077614858550e-02 dt=1.2493010545669959e-04 zone-cycles/wsec_step=3.10e+08 wsec_total=1.15e+02 wsec_step=6.69e+00 zone-cycles/wsec=1.53e+08 wsec_AMR=6.85e+00
+cycle=120 time=1.5662164796165043e-02 dt=1.2290455640318420e-04 zone-cycles/wsec_step=2.93e+08 wsec_total=1.29e+02 wsec_step=7.27e+00 zone-cycles/wsec=1.58e+08 wsec_AMR=6.17e+00
+cycle=130 time=1.6882493032626351e-02 dt=1.2100317169802875e-04 zone-cycles/wsec_step=2.98e+08 wsec_total=1.43e+02 wsec_step=7.22e+00 zone-cycles/wsec=1.54e+08 wsec_AMR=6.78e+00
+cycle=140 time=1.8084632461529849e-02 dt=1.1927948045152185e-04 zone-cycles/wsec_step=2.99e+08 wsec_total=1.57e+02 wsec_step=7.26e+00 zone-cycles/wsec=1.55e+08 wsec_AMR=6.76e+00
+cycle=150 time=1.9269996628034729e-02 dt=1.1762516276321992e-04 zone-cycles/wsec_step=3.09e+08 wsec_total=1.70e+02 wsec_step=7.13e+00 zone-cycles/wsec=1.61e+08 wsec_AMR=6.50e+00
+cycle=160 time=2.0439232218749350e-02 dt=1.1609749647577225e-04 zone-cycles/wsec_step=2.94e+08 wsec_total=1.85e+02 wsec_step=7.54e+00 zone-cycles/wsec=1.53e+08 wsec_AMR=6.96e+00
+cycle=170 time=2.1593850100242114e-02 dt=1.1469506428105250e-04 zone-cycles/wsec_step=2.99e+08 wsec_total=1.99e+02 wsec_step=7.44e+00 zone-cycles/wsec=1.56e+08 wsec_AMR=6.79e+00
+cycle=180 time=2.2739088395711256e-02 dt=1.1438010391872088e-04 zone-cycles/wsec_step=3.11e+08 wsec_total=2.13e+02 wsec_step=7.22e+00 zone-cycles/wsec=1.61e+08 wsec_AMR=6.69e+00
+cycle=190 time=2.3874905685186531e-02 dt=1.1260527817540718e-04 zone-cycles/wsec_step=2.96e+08 wsec_total=2.28e+02 wsec_step=7.60e+00 zone-cycles/wsec=1.54e+08 wsec_AMR=7.00e+00
+cycle=200 time=2.4993065789558244e-02 dt=1.1078895810164268e-04 zone-cycles/wsec_step=3.03e+08 wsec_total=2.42e+02 wsec_step=7.44e+00 zone-cycles/wsec=1.55e+08 wsec_AMR=7.12e+00
+---------------------- Current Mesh structure ----------------------
+Root grid = 32 x 32 x 32 MeshBlocks
+Total number of MeshBlocks = 55546
+Number of physical refinement levels = 2
+Number of logical  refinement levels = 7
+  Physical level = 0 (logical level = 5): 31926 MeshBlocks, cost = 31926
+  Physical level = 1 (logical level = 6): 4324 MeshBlocks, cost = 4324
+  Physical level = 2 (logical level = 7): 19296 MeshBlocks, cost = 19296
+--------------------------------------------------------------------
+cycle=210 time=2.6092727570471860e-02 dt=1.0896879870551627e-04 zone-cycles/wsec_step=3.11e+08 wsec_total=2.57e+02 wsec_step=7.34e+00 zone-cycles/wsec=1.55e+08 wsec_AMR=7.38e+00
+cycle=220 time=2.7173989465178332e-02 dt=1.0706734913656536e-04 zone-cycles/wsec_step=3.01e+08 wsec_total=2.71e+02 wsec_step=7.60e+00 zone-cycles/wsec=1.59e+08 wsec_AMR=6.79e+00
+cycle=230 time=2.8235670091002692e-02 dt=1.0505107313102209e-04 zone-cycles/wsec_step=3.11e+08 wsec_total=2.86e+02 wsec_step=7.35e+00 zone-cycles/wsec=1.59e+08 wsec_AMR=7.07e+00
+cycle=240 time=2.9277140412113305e-02 dt=1.0303437075389608e-04 zone-cycles/wsec_step=3.08e+08 wsec_total=3.00e+02 wsec_step=7.44e+00 zone-cycles/wsec=1.62e+08 wsec_AMR=6.69e+00
+cycle=250 time=3.0297672902417534e-02 dt=1.0086648584401383e-04 zone-cycles/wsec_step=3.03e+08 wsec_total=3.14e+02 wsec_step=7.58e+00 zone-cycles/wsec=1.60e+08 wsec_AMR=6.80e+00
+
+Driver completed.
+time=3.03e-02 cycle=250
+tlim=4.00e-01 nlim=250
+
+Number of MeshBlocks = 55952; 39529  created, 16345 destroyed during this simulation.
+
+walltime used = 3.14e+02
+zone-cycles/wallsecond = 1.64e+08
diff --git a/doc/sphinx/03_vibe/scaling/output/scale-cpu.16.640.64.out b/doc/sphinx/03_vibe/scaling/output/scale-cpu.16.640.64.out
new file mode 100644
index 00000000..02da6373
--- /dev/null
+++ b/doc/sphinx/03_vibe/scaling/output/scale-cpu.16.640.64.out
@@ -0,0 +1,88 @@
+# Variables in use:
+# Package: parthenon::resolved_state
+# ---------------------------------------------------
+# Variables:
+# Name	Metadata flags
+# ---------------------------------------------------
+derived                   Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Urz                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Ulz                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Ury                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Urx                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Ulx                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Uly                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+U                         Cell,Provides,Real,Independent,Conserved,Intensive,FillGhost,WithFluxes,burgers_package,parthenon::resolved_state
+# ---------------------------------------------------
+# Sparse Variables:
+# Name	sparse id	Metadata flags
+# ---------------------------------------------------
+# ---------------------------------------------------
+# Swarms:
+# Swarm	Value	metadata
+# ---------------------------------------------------
+
+
+Setup complete, executing driver...
+
+cycle=0 time=0.0000000000000000e+00 dt=1.0947191590214664e-04 zone-cycles/wsec_step=0.00e+00 wsec_total=4.39e-02 wsec_step=3.97e+00 zone-cycles/wsec=0.00e+00 wsec_AMR=0.00e+00
+---------------------- Current Mesh structure ----------------------
+Root grid = 40 x 40 x 40 MeshBlocks
+Total number of MeshBlocks = 71504
+Number of physical refinement levels = 2
+Number of logical  refinement levels = 8
+  Physical level = 0 (logical level = 6): 63776 MeshBlocks, cost = 63776
+  Physical level = 1 (logical level = 7): 944 MeshBlocks, cost = 944
+  Physical level = 2 (logical level = 8): 6784 MeshBlocks, cost = 6784
+--------------------------------------------------------------------
+cycle=10 time=1.0917413219347226e-03 dt=1.0881162623347819e-04 zone-cycles/wsec_step=7.76e+08 wsec_total=4.56e+00 wsec_step=3.77e+00 zone-cycles/wsec=6.49e+08 wsec_AMR=7.38e-01
+cycle=20 time=2.1759784756463624e-03 dt=1.0983647353141902e-04 zone-cycles/wsec_step=5.60e+08 wsec_total=1.42e+01 wsec_step=5.31e+00 zone-cycles/wsec=3.10e+08 wsec_AMR=4.29e+00
+cycle=30 time=3.2772875001857195e-03 dt=1.0972508103998184e-04 zone-cycles/wsec_step=4.71e+08 wsec_total=2.79e+01 wsec_step=6.87e+00 zone-cycles/wsec=2.36e+08 wsec_AMR=6.83e+00
+cycle=40 time=4.3690835885411890e-03 dt=1.0850343927068274e-04 zone-cycles/wsec_step=4.74e+08 wsec_total=4.13e+01 wsec_step=7.06e+00 zone-cycles/wsec=2.48e+08 wsec_AMR=6.41e+00
+cycle=50 time=5.4686926497177681e-03 dt=1.1123800299957293e-04 zone-cycles/wsec_step=4.48e+08 wsec_total=5.58e+01 wsec_step=7.75e+00 zone-cycles/wsec=2.40e+08 wsec_AMR=6.71e+00
+cycle=60 time=6.5732811699271915e-03 dt=1.0951904772973677e-04 zone-cycles/wsec_step=5.48e+08 wsec_total=6.86e+01 wsec_step=6.47e+00 zone-cycles/wsec=2.76e+08 wsec_AMR=6.38e+00
+cycle=70 time=7.6609345126511076e-03 dt=1.0785627632633369e-04 zone-cycles/wsec_step=5.51e+08 wsec_total=8.11e+01 wsec_step=6.51e+00 zone-cycles/wsec=2.88e+08 wsec_AMR=5.95e+00
+cycle=80 time=8.7322209909439924e-03 dt=1.0621743920158080e-04 zone-cycles/wsec_step=6.17e+08 wsec_total=9.28e+01 wsec_step=5.85e+00 zone-cycles/wsec=3.10e+08 wsec_AMR=5.81e+00
+cycle=90 time=9.7874814739085329e-03 dt=1.0474874770714050e-04 zone-cycles/wsec_step=5.53e+08 wsec_total=1.06e+02 wsec_step=6.56e+00 zone-cycles/wsec=2.73e+08 wsec_AMR=6.75e+00
+cycle=100 time=1.0829772990852136e-02 dt=1.0359456480009036e-04 zone-cycles/wsec_step=5.25e+08 wsec_total=1.21e+02 wsec_step=7.03e+00 zone-cycles/wsec=2.53e+08 wsec_AMR=7.59e+00
+---------------------- Current Mesh structure ----------------------
+Root grid = 40 x 40 x 40 MeshBlocks
+Total number of MeshBlocks = 93134
+Number of physical refinement levels = 2
+Number of logical  refinement levels = 8
+  Physical level = 0 (logical level = 6): 62992 MeshBlocks, cost = 62992
+  Physical level = 1 (logical level = 7): 4910 MeshBlocks, cost = 4910
+  Physical level = 2 (logical level = 8): 25232 MeshBlocks, cost = 25232
+--------------------------------------------------------------------
+cycle=110 time=1.1858828190272586e-02 dt=1.0189691856730063e-04 zone-cycles/wsec_step=5.05e+08 wsec_total=1.35e+02 wsec_step=7.60e+00 zone-cycles/wsec=2.77e+08 wsec_AMR=6.25e+00
+cycle=120 time=1.2869308611177667e-02 dt=1.0018708065211218e-04 zone-cycles/wsec_step=5.19e+08 wsec_total=1.49e+02 wsec_step=7.47e+00 zone-cycles/wsec=2.68e+08 wsec_AMR=6.98e+00
+cycle=130 time=1.3866490050523029e-02 dt=9.9167972617477234e-05 zone-cycles/wsec_step=5.19e+08 wsec_total=1.64e+02 wsec_step=7.56e+00 zone-cycles/wsec=2.66e+08 wsec_AMR=7.19e+00
+cycle=140 time=1.4853656706909427e-02 dt=9.8166249910926380e-05 zone-cycles/wsec_step=4.81e+08 wsec_total=1.80e+02 wsec_step=8.24e+00 zone-cycles/wsec=2.44e+08 wsec_AMR=8.02e+00
+cycle=150 time=1.5830947322526129e-02 dt=9.7177286967615938e-05 zone-cycles/wsec_step=5.02e+08 wsec_total=1.95e+02 wsec_step=7.91e+00 zone-cycles/wsec=2.58e+08 wsec_AMR=7.51e+00
+cycle=160 time=1.6799604470125375e-02 dt=9.7797593951111654e-05 zone-cycles/wsec_step=5.10e+08 wsec_total=2.11e+02 wsec_step=7.85e+00 zone-cycles/wsec=2.64e+08 wsec_AMR=7.33e+00
+cycle=170 time=1.7773803244398999e-02 dt=9.6907267425236821e-05 zone-cycles/wsec_step=5.11e+08 wsec_total=2.26e+02 wsec_step=7.86e+00 zone-cycles/wsec=2.55e+08 wsec_AMR=7.92e+00
+cycle=180 time=1.8736128974784581e-02 dt=9.5441572367176993e-05 zone-cycles/wsec_step=4.94e+08 wsec_total=2.42e+02 wsec_step=8.18e+00 zone-cycles/wsec=2.50e+08 wsec_AMR=7.95e+00
+cycle=190 time=1.9684801101772592e-02 dt=9.4200731175384954e-05 zone-cycles/wsec_step=4.98e+08 wsec_total=2.58e+02 wsec_step=8.11e+00 zone-cycles/wsec=2.61e+08 wsec_AMR=7.36e+00
+cycle=200 time=2.0621445867433991e-02 dt=9.3047727644814958e-05 zone-cycles/wsec_step=5.21e+08 wsec_total=2.74e+02 wsec_step=7.81e+00 zone-cycles/wsec=2.53e+08 wsec_AMR=8.24e+00
+---------------------- Current Mesh structure ----------------------
+Root grid = 40 x 40 x 40 MeshBlocks
+Total number of MeshBlocks = 99574
+Number of physical refinement levels = 2
+Number of logical  refinement levels = 8
+  Physical level = 0 (logical level = 6): 62776 MeshBlocks, cost = 62776
+  Physical level = 1 (logical level = 7): 5934 MeshBlocks, cost = 5934
+  Physical level = 2 (logical level = 8): 30864 MeshBlocks, cost = 30864
+--------------------------------------------------------------------
+cycle=210 time=2.1547234547922126e-02 dt=9.2015463812602128e-05 zone-cycles/wsec_step=4.92e+08 wsec_total=2.90e+02 wsec_step=8.29e+00 zone-cycles/wsec=2.61e+08 wsec_AMR=7.38e+00
+cycle=220 time=2.2462691131798680e-02 dt=9.0986823524313317e-05 zone-cycles/wsec_step=5.12e+08 wsec_total=3.06e+02 wsec_step=8.01e+00 zone-cycles/wsec=2.57e+08 wsec_AMR=7.93e+00
+cycle=230 time=2.3368069943741028e-02 dt=8.9981887095007387e-05 zone-cycles/wsec_step=5.17e+08 wsec_total=3.21e+02 wsec_step=7.96e+00 zone-cycles/wsec=2.69e+08 wsec_AMR=7.38e+00
+cycle=240 time=2.4263475492075085e-02 dt=8.9001317633381440e-05 zone-cycles/wsec_step=4.83e+08 wsec_total=3.37e+02 wsec_step=8.56e+00 zone-cycles/wsec=2.53e+08 wsec_AMR=7.78e+00
+cycle=250 time=2.5148993910408157e-02 dt=8.7988071116761404e-05 zone-cycles/wsec_step=5.10e+08 wsec_total=3.53e+02 wsec_step=8.12e+00 zone-cycles/wsec=2.70e+08 wsec_AMR=7.21e+00
+
+Driver completed.
+time=2.51e-02 cycle=250
+tlim=4.00e-01 nlim=250
+
+Number of MeshBlocks = 101282; 65737  created, 28455 destroyed during this simulation.
+
+walltime used = 3.53e+02
+zone-cycles/wallsecond = 2.67e+08
diff --git a/doc/sphinx/03_vibe/scaling/output/scale-cpu.16.800.128.out b/doc/sphinx/03_vibe/scaling/output/scale-cpu.16.800.128.out
new file mode 100644
index 00000000..c50f6b39
--- /dev/null
+++ b/doc/sphinx/03_vibe/scaling/output/scale-cpu.16.800.128.out
@@ -0,0 +1,91 @@
+# Variables in use:
+# Package: parthenon::resolved_state
+# ---------------------------------------------------
+# Variables:
+# Name	Metadata flags
+# ---------------------------------------------------
+derived                   Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Urz                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Ulz                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Ury                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Urx                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Ulx                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+Uly                       Cell,Provides,Real,Derived,OneCopy,burgers_package,parthenon::resolved_state
+U                         Cell,Provides,Real,Independent,Conserved,Intensive,FillGhost,WithFluxes,burgers_package,parthenon::resolved_state
+# ---------------------------------------------------
+# Sparse Variables:
+# Name	sparse id	Metadata flags
+# ---------------------------------------------------
+# ---------------------------------------------------
+# Swarms:
+# Swarm	Value	metadata
+# ---------------------------------------------------
+
+
+Setup complete, executing driver...
+
+cycle=0 time=0.0000000000000000e+00 dt=9.2025204052323379e-05 zone-cycles/wsec_step=0.00e+00 wsec_total=1.68e-01 wsec_step=8.05e+00 zone-cycles/wsec=0.00e+00 wsec_AMR=0.00e+00
+---------------------- Current Mesh structure ----------------------
+Root grid = 50 x 50 x 50 MeshBlocks
+Total number of MeshBlocks = 131944
+Number of physical refinement levels = 2
+Number of logical  refinement levels = 8
+  Physical level = 0 (logical level = 6): 124712 MeshBlocks, cost = 124712
+  Physical level = 1 (logical level = 7): 1600 MeshBlocks, cost = 1600
+  Physical level = 2 (logical level = 8): 5632 MeshBlocks, cost = 5632
+--------------------------------------------------------------------
+cycle=10 time=9.1783925266158701e-04 dt=9.1514892066305690e-05 zone-cycles/wsec_step=1.50e+09 wsec_total=4.87e+00 wsec_step=3.60e+00 zone-cycles/wsec=1.15e+09 wsec_AMR=1.10e+00
+cycle=20 time=1.8252001273116466e-03 dt=8.9289101278147251e-05 zone-cycles/wsec_step=1.07e+09 wsec_total=1.57e+01 wsec_step=5.11e+00 zone-cycles/wsec=5.04e+08 wsec_AMR=5.77e+00
+cycle=30 time=2.7165068803870853e-03 dt=8.8882950457577585e-05 zone-cycles/wsec_step=8.91e+08 wsec_total=3.09e+01 wsec_step=6.64e+00 zone-cycles/wsec=3.92e+08 wsec_AMR=8.47e+00
+cycle=40 time=3.6012742401409156e-03 dt=8.7940492194906673e-05 zone-cycles/wsec_step=9.14e+08 wsec_total=4.66e+01 wsec_step=6.74e+00 zone-cycles/wsec=3.92e+08 wsec_AMR=8.96e+00
+cycle=50 time=4.4764521704676700e-03 dt=8.6972609569598553e-05 zone-cycles/wsec_step=1.00e+09 wsec_total=6.07e+01 wsec_step=6.34e+00 zone-cycles/wsec=4.47e+08 wsec_AMR=7.85e+00
+cycle=60 time=5.3419611251969961e-03 dt=8.6047611444608119e-05 zone-cycles/wsec_step=8.91e+08 wsec_total=7.64e+01 wsec_step=7.28e+00 zone-cycles/wsec=4.13e+08 wsec_AMR=8.41e+00
+cycle=70 time=6.1984822672039438e-03 dt=8.5171472733098152e-05 zone-cycles/wsec_step=1.06e+09 wsec_total=9.00e+01 wsec_step=6.24e+00 zone-cycles/wsec=4.86e+08 wsec_AMR=7.33e+00
+cycle=80 time=7.0461111722513571e-03 dt=8.4277820797563983e-05 zone-cycles/wsec_step=1.01e+09 wsec_total=1.04e+02 wsec_step=6.62e+00 zone-cycles/wsec=4.72e+08 wsec_AMR=7.60e+00
+cycle=90 time=7.8850704667083795e-03 dt=8.3503192070234869e-05 zone-cycles/wsec_step=9.86e+08 wsec_total=1.19e+02 wsec_step=6.93e+00 zone-cycles/wsec=4.61e+08 wsec_AMR=7.90e+00
+cycle=100 time=8.7303696281590439e-03 dt=8.5191075010276451e-05 zone-cycles/wsec_step=9.67e+08 wsec_total=1.34e+02 wsec_step=7.13e+00 zone-cycles/wsec=4.54e+08 wsec_AMR=8.07e+00
+---------------------- Current Mesh structure ----------------------
+Root grid = 50 x 50 x 50 MeshBlocks
+Total number of MeshBlocks = 169660
+Number of physical refinement levels = 2
+Number of logical  refinement levels = 8
+  Physical level = 0 (logical level = 6): 123512 MeshBlocks, cost = 123512
+  Physical level = 1 (logical level = 7): 7012 MeshBlocks, cost = 7012
+  Physical level = 2 (logical level = 8): 39136 MeshBlocks, cost = 39136
+--------------------------------------------------------------------
+cycle=110 time=9.5779025114157632e-03 dt=8.4218389676553868e-05 zone-cycles/wsec_step=1.02e+09 wsec_total=1.49e+02 wsec_step=6.86e+00 zone-cycles/wsec=4.59e+08 wsec_AMR=8.34e+00
+cycle=120 time=1.0415775701630499e-02 dt=8.3263264415666519e-05 zone-cycles/wsec_step=1.01e+09 wsec_total=1.65e+02 wsec_step=6.98e+00 zone-cycles/wsec=4.50e+08 wsec_AMR=8.67e+00
+cycle=130 time=1.1244180421739643e-02 dt=8.2334885804699856e-05 zone-cycles/wsec_step=8.11e+08 wsec_total=1.82e+02 wsec_step=8.75e+00 zone-cycles/wsec=4.15e+08 wsec_AMR=8.34e+00
+cycle=140 time=1.2063642659656483e-02 dt=8.1482456332635677e-05 zone-cycles/wsec_step=9.77e+08 wsec_total=1.98e+02 wsec_step=7.30e+00 zone-cycles/wsec=4.43e+08 wsec_AMR=8.80e+00
+cycle=150 time=1.2874731856479008e-02 dt=8.0654084419941582e-05 zone-cycles/wsec_step=1.06e+09 wsec_total=2.13e+02 wsec_step=6.76e+00 zone-cycles/wsec=4.81e+08 wsec_AMR=8.15e+00
+cycle=160 time=1.3680100687189597e-02 dt=8.1423121747946126e-05 zone-cycles/wsec_step=1.01e+09 wsec_total=2.28e+02 wsec_step=7.15e+00 zone-cycles/wsec=4.73e+08 wsec_AMR=8.09e+00
+cycle=170 time=1.4491336899446716e-02 dt=8.0755194703649913e-05 zone-cycles/wsec_step=9.90e+08 wsec_total=2.44e+02 wsec_step=7.30e+00 zone-cycles/wsec=4.59e+08 wsec_AMR=8.45e+00
+cycle=180 time=1.5294482990948228e-02 dt=7.9810673901565908e-05 zone-cycles/wsec_step=1.02e+09 wsec_total=2.59e+02 wsec_step=7.15e+00 zone-cycles/wsec=4.95e+08 wsec_AMR=7.53e+00
+cycle=190 time=1.6089120955534435e-02 dt=7.9049197822547306e-05 zone-cycles/wsec_step=9.82e+08 wsec_total=2.74e+02 wsec_step=7.42e+00 zone-cycles/wsec=4.72e+08 wsec_AMR=8.01e+00
+cycle=200 time=1.6875887466227073e-02 dt=7.8122476620536883e-05 zone-cycles/wsec_step=9.70e+08 wsec_total=2.90e+02 wsec_step=7.53e+00 zone-cycles/wsec=4.68e+08 wsec_AMR=8.06e+00
+---------------------- Current Mesh structure ----------------------
+Root grid = 50 x 50 x 50 MeshBlocks
+Total number of MeshBlocks = 179236
+Number of physical refinement levels = 2
+Number of logical  refinement levels = 8
+  Physical level = 0 (logical level = 6): 123168 MeshBlocks, cost = 123168
+  Physical level = 1 (logical level = 7): 8740 MeshBlocks, cost = 8740
+  Physical level = 2 (logical level = 8): 47328 MeshBlocks, cost = 47328
+--------------------------------------------------------------------
+cycle=210 time=1.7651921698144172e-02 dt=7.7024261608495093e-05 zone-cycles/wsec_step=9.57e+08 wsec_total=3.06e+02 wsec_step=7.70e+00 zone-cycles/wsec=4.59e+08 wsec_AMR=8.34e+00
+cycle=220 time=1.8418974821208793e-02 dt=7.6370156063786259e-05 zone-cycles/wsec_step=9.92e+08 wsec_total=3.21e+02 wsec_step=7.46e+00 zone-cycles/wsec=4.93e+08 wsec_AMR=7.54e+00
+cycle=230 time=1.9185736825782139e-02 dt=7.7066651941531939e-05 zone-cycles/wsec_step=1.00e+09 wsec_total=3.36e+02 wsec_step=7.40e+00 zone-cycles/wsec=4.80e+08 wsec_AMR=8.05e+00
+cycle=240 time=1.9952086426599978e-02 dt=7.6115679117120421e-05 zone-cycles/wsec_step=1.00e+09 wsec_total=3.52e+02 wsec_step=7.42e+00 zone-cycles/wsec=4.79e+08 wsec_AMR=8.12e+00
+cycle=250 time=2.0709075977305900e-02 dt=7.5199030648613865e-05 zone-cycles/wsec_step=9.33e+08 wsec_total=3.68e+02 wsec_step=8.00e+00 zone-cycles/wsec=4.67e+08 wsec_AMR=7.98e+00
+
+Driver completed.
+time=2.07e-02 cycle=250
+tlim=4.00e-01 nlim=250
+
+Number of MeshBlocks = 182631; 99610  created, 41979 destroyed during this simulation.
+
+walltime used = 3.68e+02
+zone-cycles/wallsecond = 4.67e+08
+
+MPICH Slingshot Network Summary: 4 network timeouts
+
diff --git a/doc/sphinx/03_vibe/scaling/plots/parthenon-pct.png b/doc/sphinx/03_vibe/scaling/plots/parthenon-pct.png
new file mode 100644
index 00000000..baaf46c3
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diff --git a/doc/sphinx/03_vibe/scaling/plots/parthenon-totaltime-area.png b/doc/sphinx/03_vibe/scaling/plots/parthenon-totaltime-area.png
new file mode 100644
index 00000000..b590c56d
Binary files /dev/null and b/doc/sphinx/03_vibe/scaling/plots/parthenon-totaltime-area.png differ
diff --git a/doc/sphinx/03_vibe/scaling/plots/parthenon-totaltime-line.png b/doc/sphinx/03_vibe/scaling/plots/parthenon-totaltime-line.png
new file mode 100644
index 00000000..3be9099a
Binary files /dev/null and b/doc/sphinx/03_vibe/scaling/plots/parthenon-totaltime-line.png differ
diff --git a/doc/sphinx/03_vibe/scaling/scripts/read_lanl_vibe.py b/doc/sphinx/03_vibe/scaling/scripts/read_lanl_vibe.py
new file mode 100644
index 00000000..5bc35d15
--- /dev/null
+++ b/doc/sphinx/03_vibe/scaling/scripts/read_lanl_vibe.py
@@ -0,0 +1,138 @@
+# %%
+import sys
+from glob import glob
+from matplotlib.style import context
+
+import matplotlib.pyplot as plt
+
+# from cycler import cycler
+ 
+# default_cycler = (cycler(color=['r', 'g', 'b', 'y']) *
+#                   cycler(linestyle=['-', '--', ':', '-.']))
+
+
+# sys.path.append("/usr/gapps/spot/dev/hatchet-venv/x86_64/lib/python3.9/site-packages/")
+# sys.path.append("/usr/gapps/spot/dev/hatchet/x86_64/")
+# sys.path.append("/usr/gapps/spot/dev/thicket-playground-dev/")
+
+import thicket as th
+
+plotx=12
+ploty=7
+
+def filter_df(df, category, criteria):
+    dfclean    = df.reset_index('profile', drop=True).T
+    totalmeans = dfclean.loc[(slice(None), category),:].mean()
+    mean_filt = list(totalmeans[totalmeans > criteria].index)
+    cols = list(dfclean.columns)
+    for code_section in cols:
+        if code_section not in mean_filt:
+            dfclean.drop(code_section, axis=1, inplace=True)
+    
+    return dfclean
+
+# %%
+tk = th.Thicket.from_caliperreader(glob("VIBE/*.cali"))
+
+# %%
+#problem_sizes = list(sorted(tk.metadata["Problem"].unique()))
+ranks = list(sorted(tk.metadata["mpi.world.size"].unique()))
+
+gb = tk.groupby("mpi.world.size")
+thickets = list(gb.values())
+ranks = list(gb.keys())
+problem_sizes = [0]
+ctk = th.Thicket.concat_thickets(
+    thickets=thickets,
+    headers=ranks,
+    axis="columns"
+)
+rank_str=[str(r) for r in ranks]
+print(ranks)
+
+df_filtered = filter_df(ctk.dataframe, 'Avg time/rank', 3.5)
+
+#quit()
+# %%
+for r in ranks:
+    df_filtered.loc[(r, "perc"),:] = (df_filtered.loc[(r, "Avg time/rank (exc)"),:] / df_filtered.loc[(r, "Avg time/rank (exc)"),:].sum()) * 100
+
+# %%
+
+plt.style.use('fivethirtyeight')
+ax = df_filtered.loc[[(r, "perc") for r in ranks],:].reset_index(1, drop=True).plot(
+    kind="area",
+    title=f"Parthenon-VIBE (Weak Scaling)",
+    xlabel="Number of Ranks (14 OpenMP threads per Rank)",
+    ylabel="% of Runtime (Exclusive)",
+    figsize=(10,5), 
+    colormap="tab20"
+)
+# Custom legend
+handles, labels = ax.get_legend_handles_labels()
+legend = ax.legend(handles[::-1], labels[::-1], bbox_to_anchor=(1, 1))#, title='Line', loc='upper left')
+#print (ctk.dataframe[(slice(None), 1), ("name", "")].tolist())
+labels = df_filtered.loc[("name", "")].tolist()
+
+labels.reverse()
+print(labels)
+for i, label in enumerate(legend.get_texts()):
+    label.set_text(labels[i])
+
+f=ax.get_figure()
+f.set_size_inches(plotx,ploty)
+plt.tight_layout()
+plt.savefig(f"parthenon-pct.png", bbox_inches="tight")
+#plt.show()
+
+# %%
+for p in problem_sizes:
+    plt.style.use('fivethirtyeight')
+    ax = df_filtered.loc[[(r, "Avg time/rank (exc)") for r in ranks],:].reset_index(1, drop=True).plot(
+        kind="line",
+        title=f"Parthenon-VIBE (Weak Scaling)",
+        xlabel="Number of Ranks (14 OpenMP threads per Rank)",
+        ylabel="Runtime (sec) (Exclusive)",
+        figsize=(10,5),
+        colormap="tab20"
+    )
+    # Custom legend
+    handles, labels = ax.get_legend_handles_labels()
+    legend = ax.legend(handles[::-1], labels[::-1], bbox_to_anchor=(1, 1))#, title='Line', loc='upper left')
+    labels = df_filtered.loc[("name", "")].tolist()
+    labels.reverse()
+    for i, label in enumerate(legend.get_texts()):
+        label.set_text(labels[i])
+    f=ax.get_figure()
+    f.set_size_inches(plotx,ploty)
+    plt.tight_layout()
+    plt.savefig(f"parthenon-totaltime-line.png", bbox_inches="tight")
+    #plt.show()
+
+for p in problem_sizes:
+    plt.style.use('fivethirtyeight')
+    ax = df_filtered.loc[[(r, "Avg time/rank (exc)") for r in ranks],:].reset_index(1, drop=True).plot(
+        kind="area",
+        title=f"Parthenon-VIBE (Weak Scaling)",
+        xlabel="Number of Ranks (14 OpenMP threads per Rank)",
+        ylabel="Runtime (sec) (Exclusive)",
+        figsize=(10,5),
+        colormap="tab20"
+    )
+    
+    # Custom legend
+    handles, labels = ax.get_legend_handles_labels()
+    legend = ax.legend(handles[::-1], labels[::-1], bbox_to_anchor=(1, 1))#, title='Line', loc='upper left')
+    labels = df_filtered.loc[("name", "")].tolist()
+    labels.reverse()
+    for i, label in enumerate(legend.get_texts()):
+        label.set_text(labels[i])
+
+    f=ax.get_figure()
+    f.set_size_inches(plotx,ploty)
+    plt.tight_layout()
+    plt.savefig(f"parthenon-totaltime-area.png", bbox_inches="tight")
+
+#ctk.dataframe.to_csv("out.csv", index=True)
+    #print (plt.style.available) 
+    #print(plt.colormaps)
diff --git a/doc/sphinx/03_vibe/scaling/scripts/weak_scale_cpu_threads_scale.sh b/doc/sphinx/03_vibe/scaling/scripts/weak_scale_cpu_threads_scale.sh
new file mode 100755
index 00000000..ddae2272
--- /dev/null
+++ b/doc/sphinx/03_vibe/scaling/scripts/weak_scale_cpu_threads_scale.sh
@@ -0,0 +1,67 @@
+#!/bin/bash
+set +x
+set +e
+export CALI_CONFIG="spot,time.exclusive,profile.mpi"
+
+numas=8
+cores=14
+mynodes=1
+NX=96
+ht=--hint=nomultithread 
+while getopts N:n:c:x:h opt; do
+    case $opt in
+        N) mynodes=${OPTARG}
+        ;;
+        n) numas=${OPTARG}
+        ;;
+        c) cores=${OPTARG}
+        ;;
+	h) ht=""
+        ;;
+    esac
+done
+
+echo "numas: ${numas} cores: ${cores}  ht: ${ht} mynodes: ${mynodes}"
+
+
+SUFFIX="numas_${numas}_cores_${cores}"
+input=burgers.pin
+workdir=${SUFFIX}_${SLURM_JOB_ID}_scale
+mkdir ${workdir}
+cd ${workdir}
+cp ../../../../benchmarks/burgers/${input} . 
+sed -i 's/pack_size = .*/pack_size = '${cores}'/g' ${input}
+NXs=(208 256 320 400 512 640 800 1024 1280 1616 2048 2576)  
+NXBs=(16) # 32)
+NLIM=250
+NLVL=3
+NODES=(2 4 8 16 32 64 128 256 512 1024 2048 4096)
+export OMP_PROC_BIND=spread
+export OMP_PLACES=threads
+i=0
+for N in ${NODES[@]}; do
+    ranks=$((${N}*${numas}))
+    threads=$((${ranks}*${cores}))
+    if [ $N -gt ${mynodes} ]; then
+	    exit 0
+    fi 
+    for NXB in ${NXBs[@]}; do     
+	
+    NX=${NXs[i]}
+#            echo "ranks: ${ranks} threads: ${threads}"
+            echo "${NXB} blocksize, ${NX} grid, ${N} nodes, ${ranks} ranks, ${threads} threads"
+            if [ 0 -eq `echo "((${NX}^3) / (${NXB}^3)) >= ${ranks}" | bc ` ];  then            
+                echo "not enough blocks! skipping" 
+		continue
+            fi
+#            if [  0 -eq `echo "((${NX}^3) / ${N}) <= (190^3) " | bc ` ];  then            
+#                echo "too much mesh for number of nodes!  skipping" 
+#		        continue
+#	        fi
+            echo "ranks: ${ranks} threads: ${threads}"
+            echo "running ${NXB} blocksize, ${NX} grid, ${N} nodes, ${ranks} ranks"
+            OMP_NUM_THREADS=${cores} srun ${BINDOPTS}  --exclusive  --distribution=block:block ${ht} -n ${ranks} -N ${N}  --ntasks-per-node=${numas} -c ${cores} ../burgers-benchmark -i ./burgers.pin parthenon/mesh/nx1=${NX}  parthenon/mesh/nx2=${NX} parthenon/mesh/nx3=${NX} parthenon/meshblock/nx1=${NXB}  parthenon/meshblock/nx2=${NXB} parthenon/meshblock/nx3=${NXB} parthenon/time/nlim=${NLIM} parthenon/mesh/numlevel=${NLVL} |& tee scale-cpu.$NXB.$NX.$N.out
+done
+i=$((i+1))
+
+done
diff --git a/doc/sphinx/03_vibe/scaling/weak.csv b/doc/sphinx/03_vibe/scaling/weak.csv
new file mode 100644
index 00000000..72eaa191
--- /dev/null
+++ b/doc/sphinx/03_vibe/scaling/weak.csv
@@ -0,0 +1,13 @@
+Nodes,aggregate-FOM,per-node-FOM,per-node-Ideal
+4096,3.65E+09,8.91E+05,7.10E+06
+2048,3.58E+09,1.75E+06,7.10E+06
+1024,2.36E+09,2.30E+06,7.10E+06
+512,1.44E+09,2.81E+06,7.10E+06
+256,8.32E+08,3.25E+06,7.10E+06
+128,4.67E+08,3.65E+06,7.10E+06
+64,2.67E+08,4.17E+06,7.10E+06
+32,1.64E+08,5.13E+06,7.10E+06
+16,7.78E+07,4.86E+06,7.10E+06
+8,4.88E+07,6.10E+06,7.10E+06
+4,2.48E+07,6.20E+06,7.10E+06
+2,1.42E+07,7.10E+06,7.10E+06
\ No newline at end of file
diff --git a/doc/sphinx/03_vibe/scaling/weak.gp b/doc/sphinx/03_vibe/scaling/weak.gp
new file mode 100644
index 00000000..4be2bb80
--- /dev/null
+++ b/doc/sphinx/03_vibe/scaling/weak.gp
@@ -0,0 +1,25 @@
+#!/usr/bin/gnuplot
+set terminal pngcairo enhanced size 1024, 768 dashed font 'Helvetica,18'
+
+#set title "Parthenon-VIBE weak-scaling on Crossroads" font "serif,22"
+set xlabel "No. of Nodes (8 ranks x 14 threads per Node)"
+set ylabel "Figure of Merit (zone-cycles/sec) per Node"
+set format y "%.2e"
+set xrange [2:4096]
+set key left top
+
+set logscale x 2
+set logscale y 2
+
+set grid
+show grid
+
+set datafile separator comma
+set key autotitle columnheader
+
+set style line 1 linetype 6 dashtype 1 linecolor rgb "#FF0000" linewidth 2 pointtype 6 pointsize 3
+set style line 2 linetype 1 dashtype 2 linecolor rgb "#FF0000" linewidth 2
+
+
+set output "weak.png"
+plot "weak.csv" using 1:3 with linespoints linestyle 1, "" using 1:4 with line linestyle 2
diff --git a/doc/sphinx/03_vibe/scaling/weak.png b/doc/sphinx/03_vibe/scaling/weak.png
new file mode 100644
index 00000000..5dbcddeb
Binary files /dev/null and b/doc/sphinx/03_vibe/scaling/weak.png differ
diff --git a/doc/sphinx/03_vibe/vibe.rst b/doc/sphinx/03_vibe/vibe.rst
index 38320294..15612c24 100644
--- a/doc/sphinx/03_vibe/vibe.rst
+++ b/doc/sphinx/03_vibe/vibe.rst
@@ -138,6 +138,8 @@ script, which takes one argument, specifying the desired memory
 footprint on a system with 128GB system memory. Running it will generate a csv file
 containing scaling numbers.
 
+Also included with this respository under ``doc/sphinx/03_vibe/scaling/scripts/weak_scale_cpu_threads.sh``
+
 Crossroads
 -------------------
 
@@ -203,32 +205,43 @@ Throughput performance of Parthenon-VIBE on a 96 GB H100 is provided within the
 Multi-node scaling on Crossroads
 ================================
 
-The results of the scaling runs performed on rocinante hbm partition are presented below.
+The results of the scaling runs performed on Crossroads are presented below.
 Parthenon was built with intel oneapi 2023.1.0 and cray-mpich 8.1.25.
-These runs used 32, 64, and 96 nodes with 96 tasks per node.
-These runs used approximately 1122 mesh blocks per node for a problem size using 50% of the total avalable memory across nodes.
-The problem size for Parthenon-VIBE is determined by parthenon/mesh/nx{1,2,3} which should be equal to produce a cubic grid.
-To find the appropriate nx value, use:
-
-.. math::
-   \begin{align}
-      \mathbf{blocks\_per\_side} &= \mathbf{int}((\mathbf{number\_of\_nodes}\times\mathbf{blocks\_per\_node})^\frac{1}{3}) \\
-      \mathbf{nx}                &= \mathbf{blocks\_per\_side}\times\mathbf{block\_size\_side}
-   \end{align}
-
-Where :math:`block\_size\_side=parthenon/meshblock/nx1=16`. 
+These runs used between 2 and 4096 nodes with 8 ranks per node and 14 threads (using Kokkos OpenMP) per rank.
+NXs=(208 256 320 400 512 640 800 1024 1280 1616 2048 2576)  
+NODES=(2 4 8 16 32 64 128 256 512 1024 2048 4096)
+Output files can be found in ``./docs/sphinx/03_vibe/scaling/output/``
 
-.. figure:: parthenon_roci_scale_pernode.png
+.. figure:: ./scaling/weak.png
    :align: center
    :scale: 50%
    :alt: VIBE Weak scaling per node.
 
 .. csv-table:: Multi Node Scaling Parthenon
-   :file: parthenon_roci_scale_pernode.csv
+   :file: ./scaling/weak.csv
    :align: center
-   :widths: 10, 10, 10, 10, 10
+   :widths: 10, 10, 10, 10
    :header-rows: 1
 
+Timings were captured using Caliper and are presented below. 
+Caliper files can be found in ``./doc/sphinx/03_vibe/scaling/plots/Caliper``
+
+.. figure:: ./scaling/plots/parthenon-totaltime-line.png
+   :align: center
+   :scale: 50%
+   :alt: VIBE time spent (exclusive) in each function/region.
+
+
+.. figure:: ./scaling/plots/parthenon-totaltime-area.png
+   :align: center
+   :scale: 50%
+   :alt: VIBE time spent (exclusive) in each function/region (Area plot).
+
+.. figure:: ./scaling/plots/parthenon-pct.png
+   :align: center
+   :scale: 50%
+   :alt: Percentage of VIBE time spent (exclusive) in each function/region.
+
 Validation
 ==========