Basic Thicket Tutorial: Thicket 101

Thicket is a python-based toolkit for Exploratory Data Analysis (EDA) of parallel performance data that enables performance optimization and understanding of applications’ performance on supercomputers. It bridges the performance tool gap between being able to consider only a single instance of a simulation run (e.g., single platform, single measurement tool, or single scale) and finding actionable insights in multi-dimensional, multi-scale, multi-architecture, and multi-tool performance datasets.

NOTE: An interactive version of this notebook is available in the Binder environment.

Binder

1. Import Necessary Packages

To explore the structure and various capabilities of thicket components, we begin by importing necessary packages. These include python extensions and thicket’s statistical functions.

[1]:

import re

import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
from IPython.display import display
from IPython.display import HTML
import hatchet as ht

import thicket as tt

display(HTML("<style>.container { width:80% !important; }</style>"))

2. Read in Performance Profiles

For this notebook, we select profiles generated on Lawrence Livermore National Lab (LLNL) machine, lassen. We create two thicket objects, one generated with the same block size of 128 and the other generated with different block sizes (128 and 256).

[2]:

problem_sizes = [
    "1048576",
    "2097152",
    "4194304",
    "8388608"
]
lassen1 = [f"../data/lassen/clang10.0.1_nvcc10.2.89_{x}/Base_CUDA-block_128.cali" for x in problem_sizes]
lassen2 = [f"../data/lassen/clang10.0.1_nvcc10.2.89_1048576/Base_CUDA-block_256.cali"]

# generate thicket(s)
th_lassen = tt.Thicket.from_caliperreader(lassen1)
th_obj = tt.Thicket.from_caliperreader(lassen1 + lassen2)

/opt/conda/lib/python3.9/site-packages/thicket/ensemble.py:319: FutureWarning: A value is trying to be set on a copy of a DataFrame or Series through chained assignment using an inplace method.
The behavior will change in pandas 3.0. This inplace method will never work because the intermediate object on which we are setting values always behaves as a copy.

For example, when doing 'df[col].method(value, inplace=True)', try using 'df.method({col: value}, inplace=True)' or df[col] = df[col].method(value) instead, to perform the operation inplace on the original object.


  perfdata[col].replace({fill_value: None}, inplace=True)
/opt/conda/lib/python3.9/site-packages/thicket/ensemble.py:319: FutureWarning: A value is trying to be set on a copy of a DataFrame or Series through chained assignment using an inplace method.
The behavior will change in pandas 3.0. This inplace method will never work because the intermediate object on which we are setting values always behaves as a copy.

For example, when doing 'df[col].method(value, inplace=True)', try using 'df.method({col: value}, inplace=True)' or df[col] = df[col].method(value) instead, to perform the operation inplace on the original object.


  perfdata[col].replace({fill_value: None}, inplace=True)

3. More Information on a Function

You can use the help() method within Python to see the information for a given object. You can do this by typing help(object). This will allow you to see the arguments for the function, and what will be returned. An example is below.

[3]:

help(tt.median)

Help on function median in module thicket.stats.median:

median(thicket, columns=None)
    Calculate the median for each node in the performance data table.

    Designed to take in a thicket, and append one or more columns to the
    aggregated statistics table for the median calculation for each node.

    Arguments:
        thicket (thicket): Thicket object
        columns (list): List of hardware/timing metrics to perform median calculation
            on. Note, if using a columnar joined thicket a list of tuples must be passed
            in with the format (column index, column name).

4. Thicket Components

4.1 Performance Data

The performance data table is a multi-dimensional, multi-indexed component of thicket. The rows represent nodes that each contain a different execution (i.e., profile index) of the associated call tree node.

View performance data table

[4]:

display(HTML(th_lassen.dataframe.to_html()))
nid spot.channel Min time/rank Max time/rank Avg time/rank Total time BlockSize Bytes/Rep Flops/Rep Iterations/Rep Kernels/Rep ProblemSize Reps name
node profile
{'name': 'RAJAPerf', 'type': 'function'} 624563627 1 regionprofile 1.780923 1.780923 1.780923 1.780923 128.0 3.359049e+09 6.797544e+09 1.259520e+08 160.0 1135363.0 2500.0 RAJAPerf
2710045944 1 regionprofile 6.766278 6.766278 6.766278 6.766278 128.0 1.342898e+10 3.576198e+10 5.035623e+08 160.0 4437343.0 2500.0 RAJAPerf
2723196174 1 regionprofile 3.381119 3.381119 3.381119 3.381119 128.0 6.714551e+09 1.536488e+10 2.517783e+08 160.0 2264854.0 2500.0 RAJAPerf
3578424102 1 regionprofile 14.407950 14.407950 14.407950 14.407950 128.0 2.684801e+10 8.572211e+10 1.006765e+09 160.0 8783629.0 2500.0 RAJAPerf
{'name': 'Algorithm', 'type': 'function'} 624563627 10 regionprofile 0.006810 0.006810 0.006810 0.006810 128.0 1.677722e+07 1.048576e+06 1.048576e+06 1.0 1048576.0 100.0 Algorithm
2710045944 10 regionprofile 0.020310 0.020310 0.020310 0.020310 128.0 6.710886e+07 4.194304e+06 4.194304e+06 1.0 4194304.0 100.0 Algorithm
2723196174 10 regionprofile 0.010733 0.010733 0.010733 0.010733 128.0 3.355443e+07 2.097152e+06 2.097152e+06 1.0 2097152.0 100.0 Algorithm
3578424102 10 regionprofile 0.037690 0.037690 0.037690 0.037690 128.0 1.342177e+08 8.388608e+06 8.388608e+06 1.0 8388608.0 100.0 Algorithm
{'name': 'Algorithm_MEMCPY', 'type': 'function'} 624563627 13 regionprofile 0.002439 0.002439 0.002439 0.002439 128.0 1.677722e+07 0.000000e+00 1.048576e+06 1.0 1048576.0 100.0 Algorithm_MEMCPY
2710045944 13 regionprofile 0.008672 0.008672 0.008672 0.008672 128.0 6.710886e+07 0.000000e+00 4.194304e+06 1.0 4194304.0 100.0 Algorithm_MEMCPY
2723196174 13 regionprofile 0.004507 0.004507 0.004507 0.004507 128.0 3.355443e+07 0.000000e+00 2.097152e+06 1.0 2097152.0 100.0 Algorithm_MEMCPY
3578424102 13 regionprofile 0.016936 0.016936 0.016936 0.016936 128.0 1.342177e+08 0.000000e+00 8.388608e+06 1.0 8388608.0 100.0 Algorithm_MEMCPY
{'name': 'Algorithm_MEMSET', 'type': 'function'} 624563627 12 regionprofile 0.001710 0.001710 0.001710 0.001710 128.0 8.388616e+06 0.000000e+00 1.048576e+06 1.0 1048576.0 100.0 Algorithm_MEMSET
2710045944 12 regionprofile 0.005782 0.005782 0.005782 0.005782 128.0 3.355444e+07 0.000000e+00 4.194304e+06 1.0 4194304.0 100.0 Algorithm_MEMSET
2723196174 12 regionprofile 0.002665 0.002665 0.002665 0.002665 128.0 1.677722e+07 0.000000e+00 2.097152e+06 1.0 2097152.0 100.0 Algorithm_MEMSET
3578424102 12 regionprofile 0.011187 0.011187 0.011187 0.011187 128.0 6.710887e+07 0.000000e+00 8.388608e+06 1.0 8388608.0 100.0 Algorithm_MEMSET
{'name': 'Algorithm_REDUCE_SUM', 'type': 'function'} 624563627 11 regionprofile 0.002638 0.002638 0.002638 0.002638 128.0 8.388616e+06 1.048576e+06 1.048576e+06 1.0 1048576.0 50.0 Algorithm_REDUCE_SUM
2710045944 11 regionprofile 0.005833 0.005833 0.005833 0.005833 128.0 3.355444e+07 4.194304e+06 4.194304e+06 1.0 4194304.0 50.0 Algorithm_REDUCE_SUM
2723196174 11 regionprofile 0.003538 0.003538 0.003538 0.003538 128.0 1.677722e+07 2.097152e+06 2.097152e+06 1.0 2097152.0 50.0 Algorithm_REDUCE_SUM
3578424102 11 regionprofile 0.009542 0.009542 0.009542 0.009542 128.0 6.710887e+07 8.388608e+06 8.388608e+06 1.0 8388608.0 50.0 Algorithm_REDUCE_SUM
{'name': 'Apps', 'type': 'function'} 624563627 4 regionprofile 0.185395 0.185395 0.185395 0.185395 128.0 2.264924e+08 8.174614e+07 6.291456e+06 156.0 1135363.0 700.0 Apps
2710045944 4 regionprofile 0.562581 0.562581 0.562581 0.562581 128.0 9.059697e+08 3.194887e+08 2.516582e+07 156.0 4437343.0 700.0 Apps
2723196174 4 regionprofile 0.308868 0.308868 0.308868 0.308868 128.0 4.529848e+08 1.630695e+08 1.258291e+07 156.0 2264854.0 700.0 Apps
3578424102 4 regionprofile 1.092784 1.092784 1.092784 1.092784 128.0 1.811939e+09 6.324213e+08 5.033165e+07 156.0 8783629.0 700.0 Apps
{'name': 'Apps_DEL_DOT_VEC_2D', 'type': 'function'} 624563627 59 regionprofile 0.006987 0.006987 0.006987 0.006987 128.0 5.039722e+07 5.662310e+07 1.048576e+06 1.0 1048576.0 100.0 Apps_DEL_DOT_VEC_2D
2710045944 59 regionprofile 0.026393 0.026393 0.026393 0.026393 128.0 2.014577e+08 2.264924e+08 4.194304e+06 1.0 4194304.0 100.0 Apps_DEL_DOT_VEC_2D
2723196174 59 regionprofile 0.013385 0.013385 0.013385 0.013385 128.0 1.007345e+08 1.132220e+08 2.096704e+06 1.0 2096704.0 100.0 Apps_DEL_DOT_VEC_2D
3578424102 59 regionprofile 0.052154 0.052154 0.052154 0.052154 128.0 4.027525e+08 4.528881e+08 8.386816e+06 1.0 8386816.0 100.0 Apps_DEL_DOT_VEC_2D
{'name': 'Apps_ENERGY', 'type': 'function'} 624563627 60 regionprofile 0.039157 0.039157 0.039157 0.039157 128.0 2.264924e+08 5.767168e+07 6.291456e+06 6.0 1048576.0 130.0 Apps_ENERGY
2710045944 60 regionprofile 0.147702 0.147702 0.147702 0.147702 128.0 9.059697e+08 2.306867e+08 2.516582e+07 6.0 4194304.0 130.0 Apps_ENERGY
2723196174 60 regionprofile 0.075688 0.075688 0.075688 0.075688 128.0 4.529848e+08 1.153434e+08 1.258291e+07 6.0 2097152.0 130.0 Apps_ENERGY
3578424102 60 regionprofile 0.291748 0.291748 0.291748 0.291748 128.0 1.811939e+09 4.613734e+08 5.033165e+07 6.0 8388608.0 130.0 Apps_ENERGY
{'name': 'Apps_FIR', 'type': 'function'} 624563627 61 regionprofile 0.004270 0.004270 0.004270 0.004270 128.0 1.677709e+07 3.355392e+07 1.048560e+06 1.0 1048576.0 160.0 Apps_FIR
2710045944 61 regionprofile 0.014277 0.014277 0.014277 0.014277 128.0 6.710874e+07 1.342172e+08 4.194288e+06 1.0 4194304.0 160.0 Apps_FIR
2723196174 61 regionprofile 0.007529 0.007529 0.007529 0.007529 128.0 3.355430e+07 6.710835e+07 2.097136e+06 1.0 2097152.0 160.0 Apps_FIR
3578424102 61 regionprofile 0.027741 0.027741 0.027741 0.027741 128.0 1.342176e+08 2.684349e+08 8.388592e+06 1.0 8388608.0 160.0 Apps_FIR
{'name': 'Apps_HALOEXCHANGE', 'type': 'function'} 624563627 62 regionprofile 0.035092 0.035092 0.035092 0.035092 128.0 7.491120e+06 0.000000e+00 1.872780e+05 156.0 1030301.0 50.0 Apps_HALOEXCHANGE
2710045944 62 regionprofile 0.032822 0.032822 0.032822 0.032822 128.0 1.889592e+07 0.000000e+00 4.723980e+05 156.0 4173281.0 50.0 Apps_HALOEXCHANGE
2723196174 62 regionprofile 0.034307 0.034307 0.034307 0.034307 128.0 1.198176e+07 0.000000e+00 2.995440e+05 156.0 2097152.0 50.0 Apps_HALOEXCHANGE
3578424102 62 regionprofile 0.036228 0.036228 0.036228 0.036228 128.0 2.996376e+07 0.000000e+00 7.490940e+05 156.0 8365427.0 50.0 Apps_HALOEXCHANGE
{'name': 'Apps_HALOEXCHANGE_FUSED', 'type': 'function'} 624563627 63 regionprofile 0.005166 0.005166 0.005166 0.005166 128.0 7.491120e+06 0.000000e+00 1.872780e+05 2.0 1030301.0 50.0 Apps_HALOEXCHANGE_FUSED
2710045944 63 regionprofile 0.008232 0.008232 0.008232 0.008232 128.0 1.889592e+07 0.000000e+00 4.723980e+05 2.0 4173281.0 50.0 Apps_HALOEXCHANGE_FUSED
2723196174 63 regionprofile 0.006447 0.006447 0.006447 0.006447 128.0 1.198176e+07 0.000000e+00 2.995440e+05 2.0 2097152.0 50.0 Apps_HALOEXCHANGE_FUSED
3578424102 63 regionprofile 0.011687 0.011687 0.011687 0.011687 128.0 2.996376e+07 0.000000e+00 7.490940e+05 2.0 8365427.0 50.0 Apps_HALOEXCHANGE_FUSED
{'name': 'Apps_LTIMES', 'type': 'function'} 624563627 64 regionprofile 0.014145 0.014145 0.014145 0.014145 128.0 1.495501e+07 5.242880e+07 1.048576e+06 1.0 1048576.0 50.0 Apps_LTIMES
2710045944 64 regionprofile 0.047071 0.047071 0.047071 0.047071 128.0 5.978163e+07 2.097152e+08 4.194304e+06 1.0 4194304.0 50.0 Apps_LTIMES
2723196174 64 regionprofile 0.023788 0.023788 0.023788 0.023788 128.0 2.989722e+07 1.048576e+08 2.097152e+06 1.0 2097152.0 50.0 Apps_LTIMES
3578424102 64 regionprofile 0.109502 0.109502 0.109502 0.109502 128.0 1.195505e+08 4.194304e+08 8.388608e+06 1.0 8388608.0 50.0 Apps_LTIMES
{'name': 'Apps_LTIMES_NOVIEW', 'type': 'function'} 624563627 5 regionprofile 0.014158 0.014158 0.014158 0.014158 128.0 1.495501e+07 5.242880e+07 1.048576e+06 1.0 1048576.0 50.0 Apps_LTIMES_NOVIEW
2710045944 5 regionprofile 0.047085 0.047085 0.047085 0.047085 128.0 5.978163e+07 2.097152e+08 4.194304e+06 1.0 4194304.0 50.0 Apps_LTIMES_NOVIEW
2723196174 5 regionprofile 0.023791 0.023791 0.023791 0.023791 128.0 2.989722e+07 1.048576e+08 2.097152e+06 1.0 2097152.0 50.0 Apps_LTIMES_NOVIEW
3578424102 5 regionprofile 0.093582 0.093582 0.093582 0.093582 128.0 1.195505e+08 4.194304e+08 8.388608e+06 1.0 8388608.0 50.0 Apps_LTIMES_NOVIEW
{'name': 'Apps_NODAL_ACCUMULATION_3D', 'type': 'function'} 624563627 6 regionprofile 0.007990 0.007990 0.007990 0.007990 128.0 3.346414e+07 9.272709e+06 1.030301e+06 1.0 1030301.0 100.0 Apps_NODAL_ACCUMULATION_3D
2710045944 6 regionprofile 0.027399 0.027399 0.027399 0.027399 128.0 1.347969e+08 3.755953e+07 4.173281e+06 1.0 4173281.0 100.0 Apps_NODAL_ACCUMULATION_3D
2723196174 6 regionprofile 0.014248 0.014248 0.014248 0.014248 128.0 6.790146e+07 1.887437e+07 2.097152e+06 1.0 2097152.0 100.0 Apps_NODAL_ACCUMULATION_3D
3578424102 6 regionprofile 0.054349 0.054349 0.054349 0.054349 128.0 2.696815e+08 7.528884e+07 8.365427e+06 1.0 8365427.0 100.0 Apps_NODAL_ACCUMULATION_3D
{'name': 'Apps_PRESSURE', 'type': 'function'} 624563627 7 regionprofile 0.048417 0.048417 0.048417 0.048417 128.0 4.194304e+07 3.145728e+06 2.097152e+06 2.0 1048576.0 700.0 Apps_PRESSURE
2710045944 7 regionprofile 0.176734 0.176734 0.176734 0.176734 128.0 1.677722e+08 1.258291e+07 8.388608e+06 2.0 4194304.0 700.0 Apps_PRESSURE
2723196174 7 regionprofile 0.091304 0.091304 0.091304 0.091304 128.0 8.388608e+07 6.291456e+06 4.194304e+06 2.0 2097152.0 700.0 Apps_PRESSURE
3578424102 7 regionprofile 0.347866 0.347866 0.347866 0.347866 128.0 3.355443e+08 2.516582e+07 1.677722e+07 2.0 8388608.0 700.0 Apps_PRESSURE
{'name': 'Apps_VOL3D', 'type': 'function'} 624563627 8 regionprofile 0.006177 0.006177 0.006177 0.006177 128.0 3.659876e+07 8.174614e+07 1.135363e+06 1.0 1135363.0 100.0 Apps_VOL3D
2710045944 8 regionprofile 0.021192 0.021192 0.021192 0.021192 128.0 1.426524e+08 3.194887e+08 4.437343e+06 1.0 4437343.0 100.0 Apps_VOL3D
2723196174 8 regionprofile 0.011187 0.011187 0.011187 0.011187 128.0 7.289670e+07 1.630695e+08 2.264854e+06 1.0 2264854.0 100.0 Apps_VOL3D
3578424102 8 regionprofile 0.041352 0.041352 0.041352 0.041352 128.0 2.821095e+08 6.324213e+08 8.783629e+06 1.0 8783629.0 100.0 Apps_VOL3D
{'name': 'Apps_ZONAL_ACCUMULATION_3D', 'type': 'function'} 624563627 9 regionprofile 0.003759 0.003759 0.003759 0.003759 128.0 2.497448e+07 8.242408e+06 1.030301e+06 1.0 1030301.0 100.0 Apps_ZONAL_ACCUMULATION_3D
2710045944 9 regionprofile 0.013590 0.013590 0.013590 0.013590 128.0 1.007847e+08 3.338625e+07 4.173281e+06 1.0 4173281.0 100.0 Apps_ZONAL_ACCUMULATION_3D
2723196174 9 regionprofile 0.007109 0.007109 0.007109 0.007109 128.0 5.072794e+07 1.677722e+07 2.097152e+06 1.0 2097152.0 100.0 Apps_ZONAL_ACCUMULATION_3D
3578424102 9 regionprofile 0.026485 0.026485 0.026485 0.026485 128.0 2.017641e+08 6.692342e+07 8.365427e+06 1.0 8365427.0 100.0 Apps_ZONAL_ACCUMULATION_3D
{'name': 'Basic', 'type': 'function'} 624563627 2 regionprofile 0.358472 0.358472 0.358472 0.358472 128.0 1.342177e+08 1.153434e+07 1.048576e+06 1.0 1048576.0 2500.0 Basic
2710045944 2 regionprofile 1.212360 1.212360 1.212360 1.212360 128.0 5.368709e+08 4.613734e+07 4.194304e+06 1.0 4194304.0 2500.0 Basic
2723196174 2 regionprofile 0.660031 0.660031 0.660031 0.660031 128.0 2.684355e+08 2.306867e+07 2.097152e+06 1.0 2097152.0 2500.0 Basic
3578424102 2 regionprofile 2.390606 2.390606 2.390606 2.390606 128.0 1.073742e+09 9.227469e+07 8.388608e+06 1.0 8388608.0 2500.0 Basic
{'name': 'Basic_COPY8', 'type': 'function'} 624563627 3 regionprofile 0.008633 0.008633 0.008633 0.008633 128.0 1.342177e+08 0.000000e+00 1.048576e+06 1.0 1048576.0 50.0 Basic_COPY8
2710045944 3 regionprofile 0.033142 0.033142 0.033142 0.033142 128.0 5.368709e+08 0.000000e+00 4.194304e+06 1.0 4194304.0 50.0 Basic_COPY8
2723196174 3 regionprofile 0.016652 0.016652 0.016652 0.016652 128.0 2.684355e+08 0.000000e+00 2.097152e+06 1.0 2097152.0 50.0 Basic_COPY8
3578424102 3 regionprofile 0.065729 0.065729 0.065729 0.065729 128.0 1.073742e+09 0.000000e+00 8.388608e+06 1.0 8388608.0 50.0 Basic_COPY8
{'name': 'Basic_DAXPY', 'type': 'function'} 624563627 14 regionprofile 0.016969 0.016969 0.016969 0.016969 128.0 2.516582e+07 2.097152e+06 1.048576e+06 1.0 1048576.0 500.0 Basic_DAXPY
2710045944 14 regionprofile 0.061511 0.061511 0.061511 0.061511 128.0 1.006633e+08 8.388608e+06 4.194304e+06 1.0 4194304.0 500.0 Basic_DAXPY
2723196174 14 regionprofile 0.031757 0.031757 0.031757 0.031757 128.0 5.033165e+07 4.194304e+06 2.097152e+06 1.0 2097152.0 500.0 Basic_DAXPY
3578424102 14 regionprofile 0.120519 0.120519 0.120519 0.120519 128.0 2.013266e+08 1.677722e+07 8.388608e+06 1.0 8388608.0 500.0 Basic_DAXPY
{'name': 'Basic_DAXPY_ATOMIC', 'type': 'function'} 624563627 15 regionprofile 0.016964 0.016964 0.016964 0.016964 128.0 2.516582e+07 2.097152e+06 1.048576e+06 1.0 1048576.0 500.0 Basic_DAXPY_ATOMIC
2710045944 15 regionprofile 0.062023 0.062023 0.062023 0.062023 128.0 1.006633e+08 8.388608e+06 4.194304e+06 1.0 4194304.0 500.0 Basic_DAXPY_ATOMIC
2723196174 15 regionprofile 0.031928 0.031928 0.031928 0.031928 128.0 5.033165e+07 4.194304e+06 2.097152e+06 1.0 2097152.0 500.0 Basic_DAXPY_ATOMIC
3578424102 15 regionprofile 0.121737 0.121737 0.121737 0.121737 128.0 2.013266e+08 1.677722e+07 8.388608e+06 1.0 8388608.0 500.0 Basic_DAXPY_ATOMIC
{'name': 'Basic_IF_QUAD', 'type': 'function'} 624563627 16 regionprofile 0.012196 0.012196 0.012196 0.012196 128.0 4.194304e+07 1.153434e+07 1.048576e+06 1.0 1048576.0 180.0 Basic_IF_QUAD
2710045944 16 regionprofile 0.047678 0.047678 0.047678 0.047678 128.0 1.677722e+08 4.613734e+07 4.194304e+06 1.0 4194304.0 180.0 Basic_IF_QUAD
2723196174 16 regionprofile 0.024207 0.024207 0.024207 0.024207 128.0 8.388608e+07 2.306867e+07 2.097152e+06 1.0 2097152.0 180.0 Basic_IF_QUAD
3578424102 16 regionprofile 0.095443 0.095443 0.095443 0.095443 128.0 3.355443e+08 9.227469e+07 8.388608e+06 1.0 8388608.0 180.0 Basic_IF_QUAD
{'name': 'Basic_INIT3', 'type': 'function'} 624563627 17 regionprofile 0.028175 0.028175 0.028175 0.028175 128.0 4.194304e+07 1.048576e+06 1.048576e+06 1.0 1048576.0 500.0 Basic_INIT3
2710045944 17 regionprofile 0.106234 0.106234 0.106234 0.106234 128.0 1.677722e+08 4.194304e+06 4.194304e+06 1.0 4194304.0 500.0 Basic_INIT3
2723196174 17 regionprofile 0.054312 0.054312 0.054312 0.054312 128.0 8.388608e+07 2.097152e+06 2.097152e+06 1.0 2097152.0 500.0 Basic_INIT3
3578424102 17 regionprofile 0.210474 0.210474 0.210474 0.210474 128.0 3.355443e+08 8.388608e+06 8.388608e+06 1.0 8388608.0 500.0 Basic_INIT3
{'name': 'Basic_INIT_VIEW1D', 'type': 'function'} 624563627 18 regionprofile 0.042175 0.042175 0.042175 0.042175 128.0 8.388608e+06 1.048576e+06 1.048576e+06 1.0 1048576.0 2500.0 Basic_INIT_VIEW1D
2710045944 18 regionprofile 0.123815 0.123815 0.123815 0.123815 128.0 3.355443e+07 4.194304e+06 4.194304e+06 1.0 4194304.0 2500.0 Basic_INIT_VIEW1D
2723196174 18 regionprofile 0.076089 0.076089 0.076089 0.076089 128.0 1.677722e+07 2.097152e+06 2.097152e+06 1.0 2097152.0 2500.0 Basic_INIT_VIEW1D
3578424102 18 regionprofile 0.239395 0.239395 0.239395 0.239395 128.0 6.710886e+07 8.388608e+06 8.388608e+06 1.0 8388608.0 2500.0 Basic_INIT_VIEW1D
{'name': 'Basic_INIT_VIEW1D_OFFSET', 'type': 'function'} 624563627 19 regionprofile 0.042183 0.042183 0.042183 0.042183 128.0 8.388608e+06 1.048576e+06 1.048576e+06 1.0 1048576.0 2500.0 Basic_INIT_VIEW1D_OFFSET
2710045944 19 regionprofile 0.123782 0.123782 0.123782 0.123782 128.0 3.355443e+07 4.194304e+06 4.194304e+06 1.0 4194304.0 2500.0 Basic_INIT_VIEW1D_OFFSET
2723196174 19 regionprofile 0.066220 0.066220 0.066220 0.066220 128.0 1.677722e+07 2.097152e+06 2.097152e+06 1.0 2097152.0 2500.0 Basic_INIT_VIEW1D_OFFSET
3578424102 19 regionprofile 0.239354 0.239354 0.239354 0.239354 128.0 6.710886e+07 8.388608e+06 8.388608e+06 1.0 8388608.0 2500.0 Basic_INIT_VIEW1D_OFFSET
{'name': 'Basic_MULADDSUB', 'type': 'function'} 624563627 20 regionprofile 0.019719 0.019719 0.019719 0.019719 128.0 4.194304e+07 3.145728e+06 1.048576e+06 1.0 1048576.0 350.0 Basic_MULADDSUB
2710045944 20 regionprofile 0.074557 0.074557 0.074557 0.074557 128.0 1.677722e+08 1.258291e+07 4.194304e+06 1.0 4194304.0 350.0 Basic_MULADDSUB
2723196174 20 regionprofile 0.038028 0.038028 0.038028 0.038028 128.0 8.388608e+07 6.291456e+06 2.097152e+06 1.0 2097152.0 350.0 Basic_MULADDSUB
3578424102 20 regionprofile 0.148068 0.148068 0.148068 0.148068 128.0 3.355443e+08 2.516582e+07 8.388608e+06 1.0 8388608.0 350.0 Basic_MULADDSUB
{'name': 'Basic_NESTED_INIT', 'type': 'function'} 624563627 21 regionprofile 0.020746 0.020746 0.020746 0.020746 128.0 8.242408e+06 3.090903e+06 1.030301e+06 1.0 1030301.0 1000.0 Basic_NESTED_INIT
2710045944 21 regionprofile 0.059267 0.059267 0.059267 0.059267 128.0 3.338625e+07 1.251984e+07 4.173281e+06 1.0 4173281.0 1000.0 Basic_NESTED_INIT
2723196174 21 regionprofile 0.030605 0.030605 0.030605 0.030605 128.0 1.677722e+07 6.291456e+06 2.097152e+06 1.0 2097152.0 1000.0 Basic_NESTED_INIT
3578424102 21 regionprofile 0.105673 0.105673 0.105673 0.105673 128.0 6.692342e+07 2.509628e+07 8.365427e+06 1.0 8365427.0 1000.0 Basic_NESTED_INIT
{'name': 'Basic_PI_ATOMIC', 'type': 'function'} 624563627 22 regionprofile 0.127441 0.127441 0.127441 0.127441 128.0 1.600000e+01 6.291457e+06 1.048576e+06 1.0 1048576.0 50.0 Basic_PI_ATOMIC
2710045944 22 regionprofile 0.436268 0.436268 0.436268 0.436268 128.0 1.600000e+01 2.516582e+07 4.194304e+06 1.0 4194304.0 50.0 Basic_PI_ATOMIC
2723196174 22 regionprofile 0.247100 0.247100 0.247100 0.247100 128.0 1.600000e+01 1.258291e+07 2.097152e+06 1.0 2097152.0 50.0 Basic_PI_ATOMIC
3578424102 22 regionprofile 0.871399 0.871399 0.871399 0.871399 128.0 1.600000e+01 5.033165e+07 8.388608e+06 1.0 8388608.0 50.0 Basic_PI_ATOMIC
{'name': 'Basic_PI_REDUCE', 'type': 'function'} 624563627 23 regionprofile 0.002507 0.002507 0.002507 0.002507 128.0 1.600000e+01 6.291457e+06 1.048576e+06 1.0 1048576.0 50.0 Basic_PI_REDUCE
2710045944 23 regionprofile 0.004897 0.004897 0.004897 0.004897 128.0 1.600000e+01 2.516582e+07 4.194304e+06 1.0 4194304.0 50.0 Basic_PI_REDUCE
2723196174 23 regionprofile 0.003325 0.003325 0.003325 0.003325 128.0 1.600000e+01 1.258291e+07 2.097152e+06 1.0 2097152.0 50.0 Basic_PI_REDUCE
3578424102 23 regionprofile 0.008562 0.008562 0.008562 0.008562 128.0 1.600000e+01 5.033165e+07 8.388608e+06 1.0 8388608.0 50.0 Basic_PI_REDUCE
{'name': 'Basic_REDUCE3_INT', 'type': 'function'} 624563627 24 regionprofile 0.002289 0.002289 0.002289 0.002289 128.0 4.194328e+06 1.048577e+06 1.048576e+06 1.0 1048576.0 50.0 Basic_REDUCE3_INT
2710045944 24 regionprofile 0.005095 0.005095 0.005095 0.005095 128.0 1.677724e+07 4.194305e+06 4.194304e+06 1.0 4194304.0 50.0 Basic_REDUCE3_INT
2723196174 24 regionprofile 0.003286 0.003286 0.003286 0.003286 128.0 8.388632e+06 2.097153e+06 2.097152e+06 1.0 2097152.0 50.0 Basic_REDUCE3_INT
3578424102 24 regionprofile 0.008823 0.008823 0.008823 0.008823 128.0 3.355446e+07 8.388609e+06 8.388608e+06 1.0 8388608.0 50.0 Basic_REDUCE3_INT
{'name': 'Basic_REDUCE_STRUCT', 'type': 'function'} 624563627 25 regionprofile 0.015869 0.015869 0.015869 0.015869 128.0 1.677726e+07 2.097154e+06 1.048576e+06 1.0 1048576.0 50.0 Basic_REDUCE_STRUCT
2710045944 25 regionprofile 0.069074 0.069074 0.069074 0.069074 128.0 6.710891e+07 8.388610e+06 4.194304e+06 1.0 4194304.0 50.0 Basic_REDUCE_STRUCT
2723196174 25 regionprofile 0.033105 0.033105 0.033105 0.033105 128.0 3.355448e+07 4.194306e+06 2.097152e+06 1.0 2097152.0 50.0 Basic_REDUCE_STRUCT
3578424102 25 regionprofile 0.146754 0.146754 0.146754 0.146754 128.0 1.342178e+08 1.677722e+07 8.388608e+06 1.0 8388608.0 50.0 Basic_REDUCE_STRUCT
{'name': 'Basic_TRAP_INT', 'type': 'function'} 624563627 26 regionprofile 0.002508 0.002508 0.002508 0.002508 128.0 1.600000e+01 1.048576e+07 1.048576e+06 1.0 1048576.0 50.0 Basic_TRAP_INT
2710045944 26 regionprofile 0.004914 0.004914 0.004914 0.004914 128.0 1.600000e+01 4.194304e+07 4.194304e+06 1.0 4194304.0 50.0 Basic_TRAP_INT
2723196174 26 regionprofile 0.003319 0.003319 0.003319 0.003319 128.0 1.600000e+01 2.097152e+07 2.097152e+06 1.0 2097152.0 50.0 Basic_TRAP_INT
3578424102 26 regionprofile 0.008568 0.008568 0.008568 0.008568 128.0 1.600000e+01 8.388608e+07 8.388608e+06 1.0 8388608.0 50.0 Basic_TRAP_INT
{'name': 'Lcals', 'type': 'function'} 624563627 27 regionprofile 0.386209 0.386209 0.386209 0.386209 128.0 1.677722e+08 4.595730e+07 3.145728e+06 3.0 1048576.0 2000.0 Lcals
2710045944 27 regionprofile 1.449984 1.449984 1.449984 1.449984 128.0 6.710886e+08 1.841891e+08 1.258291e+07 3.0 4194304.0 2000.0 Lcals
2723196174 27 regionprofile 0.740920 0.740920 0.740920 0.740920 128.0 3.355443e+08 9.200030e+07 6.291456e+06 3.0 2097152.0 2000.0 Lcals
3578424102 27 regionprofile 2.866099 2.866099 2.866099 2.866099 128.0 1.342177e+09 3.685104e+08 2.516582e+07 3.0 8388608.0 2000.0 Lcals
{'name': 'Lcals_DIFF_PREDICT', 'type': 'function'} 624563627 28 regionprofile 0.061602 0.061602 0.061602 0.061602 128.0 1.677722e+08 9.437184e+06 1.048576e+06 1.0 1048576.0 200.0 Lcals_DIFF_PREDICT
2710045944 28 regionprofile 0.236979 0.236979 0.236979 0.236979 128.0 6.710886e+08 3.774874e+07 4.194304e+06 1.0 4194304.0 200.0 Lcals_DIFF_PREDICT
2723196174 28 regionprofile 0.119687 0.119687 0.119687 0.119687 128.0 3.355443e+08 1.887437e+07 2.097152e+06 1.0 2097152.0 200.0 Lcals_DIFF_PREDICT
3578424102 28 regionprofile 0.471917 0.471917 0.471917 0.471917 128.0 1.342177e+09 7.549747e+07 8.388608e+06 1.0 8388608.0 200.0 Lcals_DIFF_PREDICT
{'name': 'Lcals_EOS', 'type': 'function'} 624563627 29 regionprofile 0.022674 0.022674 0.022674 0.022674 128.0 3.355449e+07 1.677722e+07 1.048576e+06 1.0 1048576.0 500.0 Lcals_EOS
2710045944 29 regionprofile 0.084055 0.084055 0.084055 0.084055 128.0 1.342178e+08 6.710886e+07 4.194304e+06 1.0 4194304.0 500.0 Lcals_EOS
2723196174 29 regionprofile 0.043212 0.043212 0.043212 0.043212 128.0 6.710892e+07 3.355443e+07 2.097152e+06 1.0 2097152.0 500.0 Lcals_EOS
3578424102 29 regionprofile 0.163718 0.163718 0.163718 0.163718 128.0 2.684355e+08 1.342177e+08 8.388608e+06 1.0 8388608.0 500.0 Lcals_EOS
{'name': 'Lcals_FIRST_DIFF', 'type': 'function'} 624563627 30 regionprofile 0.048094 0.048094 0.048094 0.048094 128.0 1.677722e+07 1.048576e+06 1.048576e+06 1.0 1048576.0 2000.0 Lcals_FIRST_DIFF
2710045944 30 regionprofile 0.173070 0.173070 0.173070 0.173070 128.0 6.710887e+07 4.194304e+06 4.194304e+06 1.0 4194304.0 2000.0 Lcals_FIRST_DIFF
2723196174 30 regionprofile 0.089910 0.089910 0.089910 0.089910 128.0 3.355444e+07 2.097152e+06 2.097152e+06 1.0 2097152.0 2000.0 Lcals_FIRST_DIFF
3578424102 30 regionprofile 0.339211 0.339211 0.339211 0.339211 128.0 1.342177e+08 8.388608e+06 8.388608e+06 1.0 8388608.0 2000.0 Lcals_FIRST_DIFF
{'name': 'Lcals_FIRST_MIN', 'type': 'function'} 624563627 31 regionprofile 0.005570 0.005570 0.005570 0.005570 128.0 8.388640e+06 0.000000e+00 1.048576e+06 1.0 1048576.0 100.0 Lcals_FIRST_MIN
2710045944 31 regionprofile 0.012164 0.012164 0.012164 0.012164 128.0 3.355446e+07 0.000000e+00 4.194304e+06 1.0 4194304.0 100.0 Lcals_FIRST_MIN
2723196174 31 regionprofile 0.007701 0.007701 0.007701 0.007701 128.0 1.677725e+07 0.000000e+00 2.097152e+06 1.0 2097152.0 100.0 Lcals_FIRST_MIN
3578424102 31 regionprofile 0.021264 0.021264 0.021264 0.021264 128.0 6.710890e+07 0.000000e+00 8.388608e+06 1.0 8388608.0 100.0 Lcals_FIRST_MIN
{'name': 'Lcals_FIRST_SUM', 'type': 'function'} 624563627 32 regionprofile 0.048174 0.048174 0.048174 0.048174 128.0 1.677721e+07 1.048575e+06 1.048576e+06 1.0 1048576.0 2000.0 Lcals_FIRST_SUM
2710045944 32 regionprofile 0.173145 0.173145 0.173145 0.173145 128.0 6.710886e+07 4.194303e+06 4.194304e+06 1.0 4194304.0 2000.0 Lcals_FIRST_SUM
2723196174 32 regionprofile 0.090045 0.090045 0.090045 0.090045 128.0 3.355442e+07 2.097151e+06 2.097152e+06 1.0 2097152.0 2000.0 Lcals_FIRST_SUM
3578424102 32 regionprofile 0.339436 0.339436 0.339436 0.339436 128.0 1.342177e+08 8.388607e+06 8.388608e+06 1.0 8388608.0 2000.0 Lcals_FIRST_SUM
{'name': 'Lcals_GEN_LIN_RECUR', 'type': 'function'} 624563627 33 regionprofile 0.049221 0.049221 0.049221 0.049221 128.0 8.388608e+07 6.291456e+06 1.048576e+06 2.0 1048576.0 500.0 Lcals_GEN_LIN_RECUR
2710045944 33 regionprofile 0.202627 0.202627 0.202627 0.202627 128.0 3.355443e+08 2.516582e+07 4.194304e+06 2.0 4194304.0 500.0 Lcals_GEN_LIN_RECUR
2723196174 33 regionprofile 0.100018 0.100018 0.100018 0.100018 128.0 1.677722e+08 1.258291e+07 2.097152e+06 2.0 2097152.0 500.0 Lcals_GEN_LIN_RECUR
3578424102 33 regionprofile 0.407307 0.407307 0.407307 0.407307 128.0 6.710886e+08 5.033165e+07 8.388608e+06 2.0 8388608.0 500.0 Lcals_GEN_LIN_RECUR
{'name': 'Lcals_HYDRO_1D', 'type': 'function'} 624563627 34 regionprofile 0.033902 0.033902 0.033902 0.033902 128.0 2.516583e+07 5.242880e+06 1.048576e+06 1.0 1048576.0 1000.0 Lcals_HYDRO_1D
2710045944 34 regionprofile 0.123286 0.123286 0.123286 0.123286 128.0 1.006633e+08 2.097152e+07 4.194304e+06 1.0 4194304.0 1000.0 Lcals_HYDRO_1D
2723196174 34 regionprofile 0.063721 0.063721 0.063721 0.063721 128.0 5.033166e+07 1.048576e+07 2.097152e+06 1.0 2097152.0 1000.0 Lcals_HYDRO_1D
3578424102 34 regionprofile 0.242067 0.242067 0.242067 0.242067 128.0 2.013266e+08 4.194304e+07 8.388608e+06 1.0 8388608.0 1000.0 Lcals_HYDRO_1D
{'name': 'Lcals_HYDRO_2D', 'type': 'function'} 624563627 35 regionprofile 0.022876 0.022876 0.022876 0.022876 128.0 1.506676e+08 4.595730e+07 3.145728e+06 3.0 1048576.0 100.0 Lcals_HYDRO_2D
2710045944 35 regionprofile 0.086800 0.086800 0.086800 0.086800 128.0 6.033247e+08 1.841891e+08 1.258291e+07 3.0 4194304.0 100.0 Lcals_HYDRO_2D
2723196174 35 regionprofile 0.043652 0.043652 0.043652 0.043652 128.0 3.014623e+08 9.200030e+07 6.291456e+06 3.0 2097152.0 100.0 Lcals_HYDRO_2D
3578424102 35 regionprofile 0.171752 0.171752 0.171752 0.171752 128.0 1.206775e+09 3.685104e+08 2.516582e+07 3.0 8388608.0 100.0 Lcals_HYDRO_2D
{'name': 'Lcals_INT_PREDICT', 'type': 'function'} 624563627 36 regionprofile 0.046661 0.046661 0.046661 0.046661 128.0 9.227469e+07 1.782579e+07 1.048576e+06 1.0 1048576.0 400.0 Lcals_INT_PREDICT
2710045944 36 regionprofile 0.182561 0.182561 0.182561 0.182561 128.0 3.690988e+08 7.130317e+07 4.194304e+06 1.0 4194304.0 400.0 Lcals_INT_PREDICT
2723196174 36 regionprofile 0.091770 0.091770 0.091770 0.091770 128.0 1.845494e+08 3.565158e+07 2.097152e+06 1.0 2097152.0 400.0 Lcals_INT_PREDICT
3578424102 36 regionprofile 0.363553 0.363553 0.363553 0.363553 128.0 7.381975e+08 1.426063e+08 8.388608e+06 1.0 8388608.0 400.0 Lcals_INT_PREDICT
{'name': 'Lcals_PLANCKIAN', 'type': 'function'} 624563627 37 regionprofile 0.002758 0.002758 0.002758 0.002758 128.0 4.194304e+07 4.194304e+06 1.048576e+06 1.0 1048576.0 50.0 Lcals_PLANCKIAN
2710045944 37 regionprofile 0.010287 0.010287 0.010287 0.010287 128.0 1.677722e+08 1.677722e+07 4.194304e+06 1.0 4194304.0 50.0 Lcals_PLANCKIAN
2723196174 37 regionprofile 0.005265 0.005265 0.005265 0.005265 128.0 8.388608e+07 8.388608e+06 2.097152e+06 1.0 2097152.0 50.0 Lcals_PLANCKIAN
3578424102 37 regionprofile 0.020310 0.020310 0.020310 0.020310 128.0 3.355443e+08 3.355443e+07 8.388608e+06 1.0 8388608.0 50.0 Lcals_PLANCKIAN
{'name': 'Lcals_TRIDIAG_ELIM', 'type': 'function'} 624563627 38 regionprofile 0.044595 0.044595 0.044595 0.044595 128.0 3.355440e+07 2.097150e+06 1.048576e+06 1.0 1048576.0 1000.0 Lcals_TRIDIAG_ELIM
2710045944 38 regionprofile 0.164922 0.164922 0.164922 0.164922 128.0 1.342177e+08 8.388606e+06 4.194304e+06 1.0 4194304.0 1000.0 Lcals_TRIDIAG_ELIM
2723196174 38 regionprofile 0.085855 0.085855 0.085855 0.085855 128.0 6.710883e+07 4.194302e+06 2.097152e+06 1.0 2097152.0 1000.0 Lcals_TRIDIAG_ELIM
3578424102 38 regionprofile 0.325473 0.325473 0.325473 0.325473 128.0 2.684354e+08 1.677721e+07 8.388608e+06 1.0 8388608.0 1000.0 Lcals_TRIDIAG_ELIM
{'name': 'Polybench', 'type': 'function'} 624563627 39 regionprofile 0.582509 0.582509 0.582509 0.582509 128.0 3.359049e+09 6.797544e+09 1.259520e+08 160.0 1050625.0 120.0 Polybench
2710045944 39 regionprofile 2.746726 2.746726 2.746726 2.746726 128.0 1.342898e+10 3.576198e+10 5.035623e+08 160.0 4198401.0 120.0 Polybench
2723196174 39 regionprofile 1.226385 1.226385 1.226385 1.226385 128.0 6.714551e+09 1.536488e+10 2.517783e+08 160.0 2099601.0 120.0 Polybench
3578424102 39 regionprofile 6.560859 6.560859 6.560859 6.560859 128.0 2.684801e+10 8.572211e+10 1.006765e+09 160.0 8392609.0 120.0 Polybench
{'name': 'Polybench_2MM', 'type': 'function'} 624563627 40 regionprofile 0.006010 0.006010 0.006010 0.006010 128.0 5.198800e+07 5.683881e+09 2.101250e+06 2.0 1050625.0 2.0 Polybench_2MM
2710045944 40 regionprofile 0.032475 0.032475 0.032475 0.032475 128.0 1.710669e+08 3.131167e+10 8.396802e+06 2.0 4198401.0 2.0 Polybench_2MM
2723196174 40 regionprofile 0.013480 0.013480 0.013480 0.013480 128.0 9.315331e+07 1.313930e+10 4.199202e+06 2.0 2099601.0 2.0 Polybench_2MM
3578424102 40 regionprofile 0.080898 0.080898 0.080898 0.080898 128.0 3.204777e+08 7.682594e+10 1.678522e+07 2.0 8392609.0 2.0 Polybench_2MM
{'name': 'Polybench_3MM', 'type': 'function'} 624563627 41 regionprofile 0.009086 0.009086 0.009086 0.009086 128.0 7.826900e+07 6.797544e+09 3.151875e+06 3.0 1050625.0 2.0 Polybench_3MM
2710045944 41 regionprofile 0.043815 0.043815 0.043815 0.043815 128.0 2.403887e+08 3.576198e+10 1.259520e+07 3.0 4198401.0 2.0 Polybench_3MM
2723196174 41 regionprofile 0.019303 0.019303 0.019303 0.019303 128.0 1.352207e+08 1.536488e+10 6.298803e+06 3.0 2099601.0 2.0 Polybench_3MM
3578424102 41 regionprofile 0.103543 0.103543 0.103543 0.103543 128.0 4.381423e+08 8.572211e+10 2.517783e+07 3.0 8392609.0 2.0 Polybench_3MM
{'name': 'Polybench_ADI', 'type': 'function'} 624563627 42 regionprofile 0.037492 0.037492 0.037492 0.037492 128.0 4.026528e+08 1.423279e+08 8.184000e+03 8.0 1046529.0 4.0 Polybench_ADI
2710045944 42 regionprofile 0.080987 0.080987 0.080987 0.080987 128.0 1.610612e+09 5.698684e+08 1.637600e+04 8.0 4190209.0 4.0 Polybench_ADI
2723196174 42 regionprofile 0.055645 0.055645 0.055645 0.055645 128.0 8.051340e+08 2.847580e+08 1.157600e+04 8.0 2093809.0 4.0 Polybench_ADI
3578424102 42 regionprofile 0.128455 0.128455 0.128455 0.128455 128.0 3.220537e+09 1.139819e+09 2.316000e+04 8.0 8381025.0 4.0 Polybench_ADI
{'name': 'Polybench_ATAX', 'type': 'function'} 624563627 43 regionprofile 0.025928 0.025928 0.025928 0.025928 128.0 1.685100e+07 4.202500e+06 2.050000e+03 2.0 1050625.0 100.0 Polybench_ATAX
2710045944 43 regionprofile 0.053237 0.053237 0.053237 0.053237 128.0 6.725638e+07 1.679360e+07 4.098000e+03 2.0 4198401.0 100.0 Polybench_ATAX
2723196174 43 regionprofile 0.038216 0.038216 0.038216 0.038216 128.0 3.365158e+07 8.398404e+06 2.898000e+03 2.0 2099601.0 100.0 Polybench_ATAX
3578424102 43 regionprofile 0.080220 0.080220 0.080220 0.080220 128.0 1.343976e+08 3.357044e+07 5.794000e+03 2.0 8392609.0 100.0 Polybench_ATAX
{'name': 'Polybench_FDTD_2D', 'type': 'function'} 624563627 44 regionprofile 0.037030 0.037030 0.037030 0.037030 128.0 3.359049e+09 4.616192e+08 1.259520e+08 160.0 1049600.0 8.0 Polybench_FDTD_2D
2710045944 44 regionprofile 0.133299 0.133299 0.133299 0.133299 128.0 1.342898e+10 1.845985e+09 5.035623e+08 160.0 4196352.0 8.0 Polybench_FDTD_2D
2723196174 44 regionprofile 0.069062 0.069062 0.069062 0.069062 128.0 6.714551e+09 9.228973e+08 2.517783e+08 160.0 2098152.0 8.0 Polybench_FDTD_2D
3578424102 44 regionprofile 0.261247 0.261247 0.261247 0.261247 128.0 2.684801e+10 3.690894e+09 1.006765e+09 160.0 8389712.0 8.0 Polybench_FDTD_2D
{'name': 'Polybench_FLOYD_WARSHALL', 'type': 'function'} 624563627 45 regionprofile 0.205779 0.205779 0.205779 0.205779 128.0 1.681000e+07 1.076891e+09 1.050625e+06 1.0 1050625.0 8.0 Polybench_FLOYD_WARSHALL
2710045944 45 regionprofile 1.518138 1.518138 1.518138 1.518138 128.0 6.717442e+07 8.602524e+09 4.198401e+06 1.0 4198401.0 8.0 Polybench_FLOYD_WARSHALL
2723196174 45 regionprofile 0.558492 0.558492 0.558492 0.558492 128.0 3.359362e+07 3.042322e+09 2.099601e+06 1.0 2099601.0 8.0 Polybench_FLOYD_WARSHALL
3578424102 45 regionprofile 4.208355 4.208355 4.208355 4.208355 128.0 1.342817e+08 2.431339e+10 8.392609e+06 1.0 8392609.0 8.0 Polybench_FLOYD_WARSHALL
{'name': 'Polybench_GEMM', 'type': 'function'} 624563627 46 regionprofile 0.006179 0.006179 0.006179 0.006179 128.0 2.808500e+07 3.783301e+09 1.050625e+06 1.0 1050625.0 4.0 Polybench_GEMM
2710045944 46 regionprofile 0.041807 0.041807 0.041807 0.041807 128.0 7.292801e+07 1.511844e+10 4.198401e+06 1.0 4198401.0 4.0 Polybench_GEMM
2723196174 46 regionprofile 0.012245 0.012245 0.012245 0.012245 128.0 4.461761e+07 7.560663e+09 2.099601e+06 1.0 2099601.0 4.0 Polybench_GEMM
3578424102 46 regionprofile 0.099276 0.099276 0.099276 0.099276 128.0 1.227633e+08 3.022179e+10 8.392609e+06 1.0 8392609.0 4.0 Polybench_GEMM
{'name': 'Polybench_GEMVER', 'type': 'function'} 624563627 47 regionprofile 0.006881 0.006881 0.006881 0.006881 128.0 3.372660e+07 1.050728e+07 3.152900e+06 4.0 1050625.0 20.0 Polybench_GEMVER
2710045944 47 regionprofile 0.015631 0.015631 0.015631 0.015631 128.0 1.345619e+08 4.198606e+07 1.259725e+07 4.0 4198401.0 20.0 Polybench_GEMVER
2723196174 47 regionprofile 0.010060 0.010060 0.010060 0.010060 128.0 6.733793e+07 2.099746e+07 6.300252e+06 4.0 2099601.0 20.0 Polybench_GEMVER
3578424102 47 regionprofile 0.022255 0.022255 0.022255 0.022255 128.0 2.688648e+08 8.392899e+07 2.518072e+07 4.0 8392609.0 20.0 Polybench_GEMVER
{'name': 'Polybench_GESUMMV', 'type': 'function'} 624563627 48 regionprofile 0.025768 0.025768 0.025768 0.025768 128.0 1.683460e+07 4.205575e+06 1.025000e+03 1.0 1050625.0 120.0 Polybench_GESUMMV
2710045944 48 regionprofile 0.056035 0.056035 0.056035 0.056035 128.0 6.722359e+07 1.679975e+07 2.049000e+03 1.0 4198401.0 120.0 Polybench_GESUMMV
2723196174 48 regionprofile 0.038593 0.038593 0.038593 0.038593 128.0 3.362839e+07 8.402751e+06 1.449000e+03 1.0 2099601.0 120.0 Polybench_GESUMMV
3578424102 48 regionprofile 0.084444 0.084444 0.084444 0.084444 128.0 1.343513e+08 3.357913e+07 2.897000e+03 1.0 8392609.0 120.0 Polybench_GESUMMV
{'name': 'Polybench_HEAT_3D', 'type': 'function'} 624563627 49 regionprofile 0.021772 0.021772 0.021772 0.021772 128.0 6.592000e+08 6.000000e+08 4.000000e+07 40.0 1000000.0 20.0 Polybench_HEAT_3D
2710045944 49 regionprofile 0.077665 0.077665 0.077665 0.077665 128.0 2.670592e+09 2.457600e+09 1.638400e+08 40.0 4096000.0 20.0 Polybench_HEAT_3D
2723196174 49 regionprofile 0.040473 0.040473 0.040473 0.040473 128.0 1.341933e+09 1.229030e+09 8.193532e+07 40.0 2048383.0 20.0 Polybench_HEAT_3D
3578424102 49 regionprofile 0.152381 0.152381 0.152381 0.152381 128.0 5.353485e+09 4.945445e+09 3.296963e+08 40.0 8242408.0 20.0 Polybench_HEAT_3D
{'name': 'Polybench_JACOBI_1D', 'type': 'function'} 624563627 50 regionprofile 0.076720 0.076720 0.076720 0.076720 128.0 5.368704e+08 1.006631e+08 3.355437e+07 32.0 1048574.0 100.0 Polybench_JACOBI_1D
2710045944 50 regionprofile 0.277465 0.277465 0.277465 0.277465 128.0 2.147483e+09 4.026530e+08 1.342177e+08 32.0 4194302.0 100.0 Polybench_JACOBI_1D
2723196174 50 regionprofile 0.144260 0.144260 0.144260 0.144260 128.0 1.073741e+09 2.013264e+08 6.710880e+07 32.0 2097150.0 100.0 Polybench_JACOBI_1D
3578424102 50 regionprofile 0.543910 0.543910 0.543910 0.543910 128.0 4.294967e+09 8.053062e+08 2.684354e+08 32.0 8388606.0 100.0 Polybench_JACOBI_1D
{'name': 'Polybench_JACOBI_2D', 'type': 'function'} 624563627 51 regionprofile 0.101590 0.101590 0.101590 0.101590 128.0 1.342176e+09 4.186116e+08 8.372232e+07 2.0 1046529.0 50.0 Polybench_JACOBI_2D
2710045944 51 regionprofile 0.370396 0.370396 0.370396 0.370396 128.0 5.368708e+09 1.676084e+09 3.352167e+08 2.0 4190209.0 50.0 Polybench_JACOBI_2D
2723196174 51 regionprofile 0.193490 0.193490 0.193490 0.193490 128.0 2.683780e+09 8.375236e+08 1.675047e+08 2.0 2093809.0 50.0 Polybench_JACOBI_2D
3578424102 51 regionprofile 0.727029 0.727029 0.727029 0.727029 128.0 1.073512e+10 3.352410e+09 6.704820e+08 2.0 8381025.0 50.0 Polybench_JACOBI_2D
{'name': 'Polybench_MVT', 'type': 'function'} 624563627 52 regionprofile 0.022179 0.022179 0.022179 0.022179 128.0 1.685920e+07 4.202500e+06 2.050000e+03 2.0 1050625.0 100.0 Polybench_MVT
2710045944 52 regionprofile 0.045677 0.045677 0.045677 0.045677 128.0 6.727277e+07 1.679360e+07 4.098000e+03 2.0 4198401.0 100.0 Polybench_MVT
2723196174 52 regionprofile 0.032960 0.032960 0.032960 0.032960 128.0 3.366317e+07 8.398404e+06 2.898000e+03 2.0 2099601.0 100.0 Polybench_MVT
3578424102 52 regionprofile 0.068737 0.068737 0.068737 0.068737 128.0 1.344208e+08 3.357044e+07 5.794000e+03 2.0 8392609.0 100.0 Polybench_MVT
{'name': 'Stream', 'type': 'function'} 624563627 53 regionprofile 0.261048 0.261048 0.261048 0.261048 128.0 2.516582e+07 2.097152e+06 1.048576e+06 1.0 1048576.0 2000.0 Stream
2710045944 53 regionprofile 0.773695 0.773695 0.773695 0.773695 128.0 1.006633e+08 8.388608e+06 4.194304e+06 1.0 4194304.0 2000.0 Stream
2723196174 53 regionprofile 0.433616 0.433616 0.433616 0.433616 128.0 5.033165e+07 4.194304e+06 2.097152e+06 1.0 2097152.0 2000.0 Stream
3578424102 53 regionprofile 1.459231 1.459231 1.459231 1.459231 128.0 2.013266e+08 1.677722e+07 8.388608e+06 1.0 8388608.0 2000.0 Stream
{'name': 'Stream_ADD', 'type': 'function'} 624563627 54 regionprofile 0.033609 0.033609 0.033609 0.033609 128.0 2.516582e+07 1.048576e+06 1.048576e+06 1.0 1048576.0 1000.0 Stream_ADD
2710045944 54 regionprofile 0.123005 0.123005 0.123005 0.123005 128.0 1.006633e+08 4.194304e+06 4.194304e+06 1.0 4194304.0 1000.0 Stream_ADD
2723196174 54 regionprofile 0.063223 0.063223 0.063223 0.063223 128.0 5.033165e+07 2.097152e+06 2.097152e+06 1.0 2097152.0 1000.0 Stream_ADD
3578424102 54 regionprofile 0.241648 0.241648 0.241648 0.241648 128.0 2.013266e+08 8.388608e+06 8.388608e+06 1.0 8388608.0 1000.0 Stream_ADD
{'name': 'Stream_COPY', 'type': 'function'} 624563627 55 regionprofile 0.042624 0.042624 0.042624 0.042624 128.0 1.677722e+07 0.000000e+00 1.048576e+06 1.0 1048576.0 1800.0 Stream_COPY
2710045944 55 regionprofile 0.154585 0.154585 0.154585 0.154585 128.0 6.710886e+07 0.000000e+00 4.194304e+06 1.0 4194304.0 1800.0 Stream_COPY
2723196174 55 regionprofile 0.080353 0.080353 0.080353 0.080353 128.0 3.355443e+07 0.000000e+00 2.097152e+06 1.0 2097152.0 1800.0 Stream_COPY
3578424102 55 regionprofile 0.303031 0.303031 0.303031 0.303031 128.0 1.342177e+08 0.000000e+00 8.388608e+06 1.0 8388608.0 1800.0 Stream_COPY
{'name': 'Stream_DOT', 'type': 'function'} 624563627 56 regionprofile 0.108451 0.108451 0.108451 0.108451 128.0 1.677723e+07 2.097152e+06 1.048576e+06 1.0 1048576.0 2000.0 Stream_DOT
2710045944 56 regionprofile 0.218470 0.218470 0.218470 0.218470 128.0 6.710888e+07 8.388608e+06 4.194304e+06 1.0 4194304.0 2000.0 Stream_DOT
2723196174 56 regionprofile 0.146039 0.146039 0.146039 0.146039 128.0 3.355445e+07 4.194304e+06 2.097152e+06 1.0 2097152.0 2000.0 Stream_DOT
3578424102 56 regionprofile 0.370400 0.370400 0.370400 0.370400 128.0 1.342177e+08 1.677722e+07 8.388608e+06 1.0 8388608.0 2000.0 Stream_DOT
{'name': 'Stream_MUL', 'type': 'function'} 624563627 57 regionprofile 0.042654 0.042654 0.042654 0.042654 128.0 1.677722e+07 1.048576e+06 1.048576e+06 1.0 1048576.0 1800.0 Stream_MUL
2710045944 57 regionprofile 0.154602 0.154602 0.154602 0.154602 128.0 6.710886e+07 4.194304e+06 4.194304e+06 1.0 4194304.0 1800.0 Stream_MUL
2723196174 57 regionprofile 0.080400 0.080400 0.080400 0.080400 128.0 3.355443e+07 2.097152e+06 2.097152e+06 1.0 2097152.0 1800.0 Stream_MUL
3578424102 57 regionprofile 0.303001 0.303001 0.303001 0.303001 128.0 1.342177e+08 8.388608e+06 8.388608e+06 1.0 8388608.0 1800.0 Stream_MUL
{'name': 'Stream_TRIAD', 'type': 'function'} 624563627 58 regionprofile 0.033675 0.033675 0.033675 0.033675 128.0 2.516582e+07 2.097152e+06 1.048576e+06 1.0 1048576.0 1000.0 Stream_TRIAD
2710045944 58 regionprofile 0.122992 0.122992 0.122992 0.122992 128.0 1.006633e+08 8.388608e+06 4.194304e+06 1.0 4194304.0 1000.0 Stream_TRIAD
2723196174 58 regionprofile 0.063563 0.063563 0.063563 0.063563 128.0 5.033165e+07 4.194304e+06 2.097152e+06 1.0 2097152.0 1000.0 Stream_TRIAD
3578424102 58 regionprofile 0.241107 0.241107 0.241107 0.241107 128.0 2.013266e+08 1.677722e+07 8.388608e+06 1.0 8388608.0 1000.0 Stream_TRIAD

Composing multiple thickets

We can compose thickets in a hierarchical, horizontal ordering using thicket’s columnar_join function. In this example, we compose profiles of four different problem sizes and four different block sizes seamlessly.

[5]:

data = {
    "block_128": [f"../data/lassen/clang10.0.1_nvcc10.2.89_{x}/Base_CUDA-block_128.cali" for x in problem_sizes],
    "block_256": [f"../data/lassen/clang10.0.1_nvcc10.2.89_{x}/Base_CUDA-block_256.cali" for x in problem_sizes],
    "block_512": [f"../data/lassen/clang10.0.1_nvcc10.2.89_{x}/Base_CUDA-block_512.cali" for x in problem_sizes],
    "block_1024": [f"../data/lassen/clang10.0.1_nvcc10.2.89_{x}/Base_CUDA-block_1024.cali" for x in problem_sizes],
}

[6]:

block_128 = tt.Thicket.from_caliperreader(data["block_128"])
block_256 = tt.Thicket.from_caliperreader(data["block_256"])
block_512 = tt.Thicket.from_caliperreader(data["block_512"])
block_1024 = tt.Thicket.from_caliperreader(data["block_1024"])

/opt/conda/lib/python3.9/site-packages/thicket/ensemble.py:319: FutureWarning: A value is trying to be set on a copy of a DataFrame or Series through chained assignment using an inplace method.
The behavior will change in pandas 3.0. This inplace method will never work because the intermediate object on which we are setting values always behaves as a copy.

For example, when doing 'df[col].method(value, inplace=True)', try using 'df.method({col: value}, inplace=True)' or df[col] = df[col].method(value) instead, to perform the operation inplace on the original object.


  perfdata[col].replace({fill_value: None}, inplace=True)
/opt/conda/lib/python3.9/site-packages/thicket/ensemble.py:319: FutureWarning: A value is trying to be set on a copy of a DataFrame or Series through chained assignment using an inplace method.
The behavior will change in pandas 3.0. This inplace method will never work because the intermediate object on which we are setting values always behaves as a copy.

For example, when doing 'df[col].method(value, inplace=True)', try using 'df.method({col: value}, inplace=True)' or df[col] = df[col].method(value) instead, to perform the operation inplace on the original object.


  perfdata[col].replace({fill_value: None}, inplace=True)
/opt/conda/lib/python3.9/site-packages/thicket/ensemble.py:319: FutureWarning: A value is trying to be set on a copy of a DataFrame or Series through chained assignment using an inplace method.
The behavior will change in pandas 3.0. This inplace method will never work because the intermediate object on which we are setting values always behaves as a copy.

For example, when doing 'df[col].method(value, inplace=True)', try using 'df.method({col: value}, inplace=True)' or df[col] = df[col].method(value) instead, to perform the operation inplace on the original object.


  perfdata[col].replace({fill_value: None}, inplace=True)

/opt/conda/lib/python3.9/site-packages/thicket/ensemble.py:319: FutureWarning: A value is trying to be set on a copy of a DataFrame or Series through chained assignment using an inplace method.
The behavior will change in pandas 3.0. This inplace method will never work because the intermediate object on which we are setting values always behaves as a copy.

For example, when doing 'df[col].method(value, inplace=True)', try using 'df.method({col: value}, inplace=True)' or df[col] = df[col].method(value) instead, to perform the operation inplace on the original object.


  perfdata[col].replace({fill_value: None}, inplace=True)

[7]:

th_cj = tt.Thicket.concat_thickets(
    axis="columns",
    thickets=[block_128, block_256, block_512, block_1024],
    headers=["Block 128", "Block 256", "Block 512", "Block 1024"],
    metadata_key="ProblemSizeRunParam"
)

View combined thicket’s performance data

[8]:

display(HTML(th_cj.dataframe.to_html()))
Block 128 Block 256 Block 512 Block 1024 name
nid spot.channel Min time/rank Max time/rank Avg time/rank Total time BlockSize Bytes/Rep Flops/Rep Iterations/Rep Kernels/Rep ProblemSize Reps nid spot.channel Min time/rank Max time/rank Avg time/rank Total time BlockSize Bytes/Rep Flops/Rep Iterations/Rep Kernels/Rep ProblemSize Reps nid spot.channel Min time/rank Max time/rank Avg time/rank Total time BlockSize Bytes/Rep Flops/Rep Iterations/Rep Kernels/Rep ProblemSize Reps nid spot.channel Min time/rank Max time/rank Avg time/rank Total time BlockSize Bytes/Rep Flops/Rep Iterations/Rep Kernels/Rep ProblemSize Reps
node ProblemSizeRunParam
{'name': 'RAJAPerf', 'type': 'function'} 1048576.0 1 regionprofile 1.780923 1.780923 1.780923 1.780923 128.0 3.359049e+09 6.797544e+09 1.259520e+08 160.0 1135363.0 2500.0 1 regionprofile 1.774208 1.774208 1.774208 1.774208 256.0 3.359049e+09 6.797544e+09 1.259520e+08 160.0 1135363.0 2500.0 1 regionprofile 1.839896 1.839896 1.839896 1.839896 512.0 3.359049e+09 6.797544e+09 1.259520e+08 160.0 1135363.0 2500.0 1 regionprofile 2.123946 2.123946 2.123946 2.123946 1024.0 3.359049e+09 6.797544e+09 1.259520e+08 160.0 1135363.0 2500.0 RAJAPerf
2097152.0 1 regionprofile 3.381119 3.381119 3.381119 3.381119 128.0 6.714551e+09 1.536488e+10 2.517783e+08 160.0 2264854.0 2500.0 1 regionprofile 3.363847 3.363847 3.363847 3.363847 256.0 6.714551e+09 1.536488e+10 2.517783e+08 160.0 2264854.0 2500.0 1 regionprofile 3.450616 3.450616 3.450616 3.450616 512.0 6.714551e+09 1.536488e+10 2.517783e+08 160.0 2264854.0 2500.0 1 regionprofile 3.876929 3.876929 3.876929 3.876929 1024.0 6.714551e+09 1.536488e+10 2.517783e+08 160.0 2264854.0 2500.0 RAJAPerf
4194304.0 1 regionprofile 6.766278 6.766278 6.766278 6.766278 128.0 1.342898e+10 3.576198e+10 5.035623e+08 160.0 4437343.0 2500.0 1 regionprofile 6.767896 6.767896 6.767896 6.767896 256.0 1.342898e+10 3.576198e+10 5.035623e+08 160.0 4437343.0 2500.0 1 regionprofile 6.840843 6.840843 6.840843 6.840843 512.0 1.342898e+10 3.576198e+10 5.035623e+08 160.0 4437343.0 2500.0 1 regionprofile 7.464646 7.464646 7.464646 7.464646 1024.0 1.342898e+10 3.576198e+10 5.035623e+08 160.0 4437343.0 2500.0 RAJAPerf
8388608.0 1 regionprofile 14.407950 14.407950 14.407950 14.407950 128.0 2.684801e+10 8.572211e+10 1.006765e+09 160.0 8783629.0 2500.0 1 regionprofile 14.387465 14.387465 14.387465 14.387465 256.0 2.684801e+10 8.572211e+10 1.006765e+09 160.0 8783629.0 2500.0 1 regionprofile 14.401756 14.401756 14.401756 14.401756 512.0 2.684801e+10 8.572211e+10 1.006765e+09 160.0 8783629.0 2500.0 1 regionprofile 15.338982 15.338982 15.338982 15.338982 1024.0 2.684801e+10 8.572211e+10 1.006765e+09 160.0 8783629.0 2500.0 RAJAPerf
{'name': 'Algorithm', 'type': 'function'} 1048576.0 10 regionprofile 0.006810 0.006810 0.006810 0.006810 128.0 1.677722e+07 1.048576e+06 1.048576e+06 1.0 1048576.0 100.0 13 regionprofile 0.006343 0.006343 0.006343 0.006343 256.0 1.677722e+07 1.048576e+06 1.048576e+06 1.0 1048576.0 100.0 10 regionprofile 0.006372 0.006372 0.006372 0.006372 512.0 1.677722e+07 1.048576e+06 1.048576e+06 1.0 1048576.0 100.0 11 regionprofile 0.006383 0.006383 0.006383 0.006383 1024.0 1.677722e+07 1.048576e+06 1.048576e+06 1.0 1048576.0 100.0 Algorithm
2097152.0 10 regionprofile 0.010733 0.010733 0.010733 0.010733 128.0 3.355443e+07 2.097152e+06 2.097152e+06 1.0 2097152.0 100.0 13 regionprofile 0.009773 0.009773 0.009773 0.009773 256.0 3.355443e+07 2.097152e+06 2.097152e+06 1.0 2097152.0 100.0 10 regionprofile 0.009794 0.009794 0.009794 0.009794 512.0 3.355443e+07 2.097152e+06 2.097152e+06 1.0 2097152.0 100.0 11 regionprofile 0.009817 0.009817 0.009817 0.009817 1024.0 3.355443e+07 2.097152e+06 2.097152e+06 1.0 2097152.0 100.0 Algorithm
4194304.0 10 regionprofile 0.020310 0.020310 0.020310 0.020310 128.0 6.710886e+07 4.194304e+06 4.194304e+06 1.0 4194304.0 100.0 13 regionprofile 0.017319 0.017319 0.017319 0.017319 256.0 6.710886e+07 4.194304e+06 4.194304e+06 1.0 4194304.0 100.0 10 regionprofile 0.017352 0.017352 0.017352 0.017352 512.0 6.710886e+07 4.194304e+06 4.194304e+06 1.0 4194304.0 100.0 11 regionprofile 0.017897 0.017897 0.017897 0.017897 1024.0 6.710886e+07 4.194304e+06 4.194304e+06 1.0 4194304.0 100.0 Algorithm
8388608.0 10 regionprofile 0.037690 0.037690 0.037690 0.037690 128.0 1.342177e+08 8.388608e+06 8.388608e+06 1.0 8388608.0 100.0 13 regionprofile 0.031778 0.031778 0.031778 0.031778 256.0 1.342177e+08 8.388608e+06 8.388608e+06 1.0 8388608.0 100.0 10 regionprofile 0.032427 0.032427 0.032427 0.032427 512.0 1.342177e+08 8.388608e+06 8.388608e+06 1.0 8388608.0 100.0 11 regionprofile 0.033663 0.033663 0.033663 0.033663 1024.0 1.342177e+08 8.388608e+06 8.388608e+06 1.0 8388608.0 100.0 Algorithm
{'name': 'Algorithm_MEMCPY', 'type': 'function'} 1048576.0 13 regionprofile 0.002439 0.002439 0.002439 0.002439 128.0 1.677722e+07 0.000000e+00 1.048576e+06 1.0 1048576.0 100.0 16 regionprofile 0.002440 0.002440 0.002440 0.002440 256.0 1.677722e+07 0.000000e+00 1.048576e+06 1.0 1048576.0 100.0 13 regionprofile 0.002449 0.002449 0.002449 0.002449 512.0 1.677722e+07 0.000000e+00 1.048576e+06 1.0 1048576.0 100.0 14 regionprofile 0.002463 0.002463 0.002463 0.002463 1024.0 1.677722e+07 0.000000e+00 1.048576e+06 1.0 1048576.0 100.0 Algorithm_MEMCPY
2097152.0 13 regionprofile 0.004507 0.004507 0.004507 0.004507 128.0 3.355443e+07 0.000000e+00 2.097152e+06 1.0 2097152.0 100.0 16 regionprofile 0.004496 0.004496 0.004496 0.004496 256.0 3.355443e+07 0.000000e+00 2.097152e+06 1.0 2097152.0 100.0 13 regionprofile 0.004517 0.004517 0.004517 0.004517 512.0 3.355443e+07 0.000000e+00 2.097152e+06 1.0 2097152.0 100.0 14 regionprofile 0.004533 0.004533 0.004533 0.004533 1024.0 3.355443e+07 0.000000e+00 2.097152e+06 1.0 2097152.0 100.0 Algorithm_MEMCPY
4194304.0 13 regionprofile 0.008672 0.008672 0.008672 0.008672 128.0 6.710886e+07 0.000000e+00 4.194304e+06 1.0 4194304.0 100.0 16 regionprofile 0.008684 0.008684 0.008684 0.008684 256.0 6.710886e+07 0.000000e+00 4.194304e+06 1.0 4194304.0 100.0 13 regionprofile 0.008694 0.008694 0.008694 0.008694 512.0 6.710886e+07 0.000000e+00 4.194304e+06 1.0 4194304.0 100.0 14 regionprofile 0.008718 0.008718 0.008718 0.008718 1024.0 6.710886e+07 0.000000e+00 4.194304e+06 1.0 4194304.0 100.0 Algorithm_MEMCPY
8388608.0 13 regionprofile 0.016936 0.016936 0.016936 0.016936 128.0 1.342177e+08 0.000000e+00 8.388608e+06 1.0 8388608.0 100.0 16 regionprofile 0.016948 0.016948 0.016948 0.016948 256.0 1.342177e+08 0.000000e+00 8.388608e+06 1.0 8388608.0 100.0 13 regionprofile 0.016987 0.016987 0.016987 0.016987 512.0 1.342177e+08 0.000000e+00 8.388608e+06 1.0 8388608.0 100.0 14 regionprofile 0.017040 0.017040 0.017040 0.017040 1024.0 1.342177e+08 0.000000e+00 8.388608e+06 1.0 8388608.0 100.0 Algorithm_MEMCPY
{'name': 'Algorithm_MEMSET', 'type': 'function'} 1048576.0 12 regionprofile 0.001710 0.001710 0.001710 0.001710 128.0 8.388616e+06 0.000000e+00 1.048576e+06 1.0 1048576.0 100.0 15 regionprofile 0.001281 0.001281 0.001281 0.001281 256.0 8.388616e+06 0.000000e+00 1.048576e+06 1.0 1048576.0 100.0 12 regionprofile 0.001283 0.001283 0.001283 0.001283 512.0 8.388616e+06 0.000000e+00 1.048576e+06 1.0 1048576.0 100.0 13 regionprofile 0.001282 0.001282 0.001282 0.001282 1024.0 8.388616e+06 0.000000e+00 1.048576e+06 1.0 1048576.0 100.0 Algorithm_MEMSET
2097152.0 12 regionprofile 0.002665 0.002665 0.002665 0.002665 128.0 1.677722e+07 0.000000e+00 2.097152e+06 1.0 2097152.0 100.0 15 regionprofile 0.002197 0.002197 0.002197 0.002197 256.0 1.677722e+07 0.000000e+00 2.097152e+06 1.0 2097152.0 100.0 12 regionprofile 0.002195 0.002195 0.002195 0.002195 512.0 1.677722e+07 0.000000e+00 2.097152e+06 1.0 2097152.0 100.0 13 regionprofile 0.002199 0.002199 0.002199 0.002199 1024.0 1.677722e+07 0.000000e+00 2.097152e+06 1.0 2097152.0 100.0 Algorithm_MEMSET
4194304.0 12 regionprofile 0.005782 0.005782 0.005782 0.005782 128.0 3.355444e+07 0.000000e+00 4.194304e+06 1.0 4194304.0 100.0 15 regionprofile 0.004115 0.004115 0.004115 0.004115 256.0 3.355444e+07 0.000000e+00 4.194304e+06 1.0 4194304.0 100.0 12 regionprofile 0.004113 0.004113 0.004113 0.004113 512.0 3.355444e+07 0.000000e+00 4.194304e+06 1.0 4194304.0 100.0 13 regionprofile 0.004114 0.004114 0.004114 0.004114 1024.0 3.355444e+07 0.000000e+00 4.194304e+06 1.0 4194304.0 100.0 Algorithm_MEMSET
8388608.0 12 regionprofile 0.011187 0.011187 0.011187 0.011187 128.0 6.710887e+07 0.000000e+00 8.388608e+06 1.0 8388608.0 100.0 15 regionprofile 0.007855 0.007855 0.007855 0.007855 256.0 6.710887e+07 0.000000e+00 8.388608e+06 1.0 8388608.0 100.0 12 regionprofile 0.007910 0.007910 0.007910 0.007910 512.0 6.710887e+07 0.000000e+00 8.388608e+06 1.0 8388608.0 100.0 13 regionprofile 0.007903 0.007903 0.007903 0.007903 1024.0 6.710887e+07 0.000000e+00 8.388608e+06 1.0 8388608.0 100.0 Algorithm_MEMSET
{'name': 'Algorithm_REDUCE_SUM', 'type': 'function'} 1048576.0 11 regionprofile 0.002638 0.002638 0.002638 0.002638 128.0 8.388616e+06 1.048576e+06 1.048576e+06 1.0 1048576.0 50.0 14 regionprofile 0.002603 0.002603 0.002603 0.002603 256.0 8.388616e+06 1.048576e+06 1.048576e+06 1.0 1048576.0 50.0 11 regionprofile 0.002621 0.002621 0.002621 0.002621 512.0 8.388616e+06 1.048576e+06 1.048576e+06 1.0 1048576.0 50.0 12 regionprofile 0.002620 0.002620 0.002620 0.002620 1024.0 8.388616e+06 1.048576e+06 1.048576e+06 1.0 1048576.0 50.0 Algorithm_REDUCE_SUM
2097152.0 11 regionprofile 0.003538 0.003538 0.003538 0.003538 128.0 1.677722e+07 2.097152e+06 2.097152e+06 1.0 2097152.0 50.0 14 regionprofile 0.003057 0.003057 0.003057 0.003057 256.0 1.677722e+07 2.097152e+06 2.097152e+06 1.0 2097152.0 50.0 11 regionprofile 0.003060 0.003060 0.003060 0.003060 512.0 1.677722e+07 2.097152e+06 2.097152e+06 1.0 2097152.0 50.0 12 regionprofile 0.003065 0.003065 0.003065 0.003065 1024.0 1.677722e+07 2.097152e+06 2.097152e+06 1.0 2097152.0 50.0 Algorithm_REDUCE_SUM
4194304.0 11 regionprofile 0.005833 0.005833 0.005833 0.005833 128.0 3.355444e+07 4.194304e+06 4.194304e+06 1.0 4194304.0 50.0 14 regionprofile 0.004499 0.004499 0.004499 0.004499 256.0 3.355444e+07 4.194304e+06 4.194304e+06 1.0 4194304.0 50.0 11 regionprofile 0.004522 0.004522 0.004522 0.004522 512.0 3.355444e+07 4.194304e+06 4.194304e+06 1.0 4194304.0 50.0 12 regionprofile 0.005045 0.005045 0.005045 0.005045 1024.0 3.355444e+07 4.194304e+06 4.194304e+06 1.0 4194304.0 50.0 Algorithm_REDUCE_SUM
8388608.0 11 regionprofile 0.009542 0.009542 0.009542 0.009542 128.0 6.710887e+07 8.388608e+06 8.388608e+06 1.0 8388608.0 50.0 14 regionprofile 0.006954 0.006954 0.006954 0.006954 256.0 6.710887e+07 8.388608e+06 8.388608e+06 1.0 8388608.0 50.0 11 regionprofile 0.007509 0.007509 0.007509 0.007509 512.0 6.710887e+07 8.388608e+06 8.388608e+06 1.0 8388608.0 50.0 12 regionprofile 0.008698 0.008698 0.008698 0.008698 1024.0 6.710887e+07 8.388608e+06 8.388608e+06 1.0 8388608.0 50.0 Algorithm_REDUCE_SUM
{'name': 'Apps', 'type': 'function'} 1048576.0 4 regionprofile 0.185395 0.185395 0.185395 0.185395 128.0 2.264924e+08 8.174614e+07 6.291456e+06 156.0 1135363.0 700.0 4 regionprofile 0.182790 0.182790 0.182790 0.182790 256.0 2.264924e+08 8.174614e+07 6.291456e+06 156.0 1135363.0 700.0 4 regionprofile 0.182801 0.182801 0.182801 0.182801 512.0 2.264924e+08 8.174614e+07 6.291456e+06 156.0 1135363.0 700.0 4 regionprofile 0.186822 0.186822 0.186822 0.186822 1024.0 2.264924e+08 8.174614e+07 6.291456e+06 156.0 1135363.0 700.0 Apps
2097152.0 4 regionprofile 0.308868 0.308868 0.308868 0.308868 128.0 4.529848e+08 1.630695e+08 1.258291e+07 156.0 2264854.0 700.0 4 regionprofile 0.307317 0.307317 0.307317 0.307317 256.0 4.529848e+08 1.630695e+08 1.258291e+07 156.0 2264854.0 700.0 4 regionprofile 0.307488 0.307488 0.307488 0.307488 512.0 4.529848e+08 1.630695e+08 1.258291e+07 156.0 2264854.0 700.0 4 regionprofile 0.310369 0.310369 0.310369 0.310369 1024.0 4.529848e+08 1.630695e+08 1.258291e+07 156.0 2264854.0 700.0 Apps
4194304.0 4 regionprofile 0.562581 0.562581 0.562581 0.562581 128.0 9.059697e+08 3.194887e+08 2.516582e+07 156.0 4437343.0 700.0 4 regionprofile 0.560915 0.560915 0.560915 0.560915 256.0 9.059697e+08 3.194887e+08 2.516582e+07 156.0 4437343.0 700.0 4 regionprofile 0.560968 0.560968 0.560968 0.560968 512.0 9.059697e+08 3.194887e+08 2.516582e+07 156.0 4437343.0 700.0 4 regionprofile 0.567575 0.567575 0.567575 0.567575 1024.0 9.059697e+08 3.194887e+08 2.516582e+07 156.0 4437343.0 700.0 Apps
8388608.0 4 regionprofile 1.092784 1.092784 1.092784 1.092784 128.0 1.811939e+09 6.324213e+08 5.033165e+07 156.0 8783629.0 700.0 4 regionprofile 1.079024 1.079024 1.079024 1.079024 256.0 1.811939e+09 6.324213e+08 5.033165e+07 156.0 8783629.0 700.0 4 regionprofile 1.074763 1.074763 1.074763 1.074763 512.0 1.811939e+09 6.324213e+08 5.033165e+07 156.0 8783629.0 700.0 4 regionprofile 1.092680 1.092680 1.092680 1.092680 1024.0 1.811939e+09 6.324213e+08 5.033165e+07 156.0 8783629.0 700.0 Apps
{'name': 'Apps_DEL_DOT_VEC_2D', 'type': 'function'} 1048576.0 59 regionprofile 0.006987 0.006987 0.006987 0.006987 128.0 5.039722e+07 5.662310e+07 1.048576e+06 1.0 1048576.0 100.0 65 regionprofile 0.006966 0.006966 0.006966 0.006966 256.0 5.039722e+07 5.662310e+07 1.048576e+06 1.0 1048576.0 100.0 59 regionprofile 0.007076 0.007076 0.007076 0.007076 512.0 5.039722e+07 5.662310e+07 1.048576e+06 1.0 1048576.0 100.0 61 regionprofile 0.007988 0.007988 0.007988 0.007988 1024.0 5.039722e+07 5.662310e+07 1.048576e+06 1.0 1048576.0 100.0 Apps_DEL_DOT_VEC_2D
2097152.0 59 regionprofile 0.013385 0.013385 0.013385 0.013385 128.0 1.007345e+08 1.132220e+08 2.096704e+06 1.0 2096704.0 100.0 65 regionprofile 0.013443 0.013443 0.013443 0.013443 256.0 1.007345e+08 1.132220e+08 2.096704e+06 1.0 2096704.0 100.0 59 regionprofile 0.013495 0.013495 0.013495 0.013495 512.0 1.007345e+08 1.132220e+08 2.096704e+06 1.0 2096704.0 100.0 61 regionprofile 0.015418 0.015418 0.015418 0.015418 1024.0 1.007345e+08 1.132220e+08 2.096704e+06 1.0 2096704.0 100.0 Apps_DEL_DOT_VEC_2D
4194304.0 59 regionprofile 0.026393 0.026393 0.026393 0.026393 128.0 2.014577e+08 2.264924e+08 4.194304e+06 1.0 4194304.0 100.0 65 regionprofile 0.026232 0.026232 0.026232 0.026232 256.0 2.014577e+08 2.264924e+08 4.194304e+06 1.0 4194304.0 100.0 59 regionprofile 0.026489 0.026489 0.026489 0.026489 512.0 2.014577e+08 2.264924e+08 4.194304e+06 1.0 4194304.0 100.0 61 regionprofile 0.030031 0.030031 0.030031 0.030031 1024.0 2.014577e+08 2.264924e+08 4.194304e+06 1.0 4194304.0 100.0 Apps_DEL_DOT_VEC_2D
8388608.0 59 regionprofile 0.052154 0.052154 0.052154 0.052154 128.0 4.027525e+08 4.528881e+08 8.386816e+06 1.0 8386816.0 100.0 65 regionprofile 0.051945 0.051945 0.051945 0.051945 256.0 4.027525e+08 4.528881e+08 8.386816e+06 1.0 8386816.0 100.0 59 regionprofile 0.052416 0.052416 0.052416 0.052416 512.0 4.027525e+08 4.528881e+08 8.386816e+06 1.0 8386816.0 100.0 61 regionprofile 0.060087 0.060087 0.060087 0.060087 1024.0 4.027525e+08 4.528881e+08 8.386816e+06 1.0 8386816.0 100.0 Apps_DEL_DOT_VEC_2D
{'name': 'Apps_ENERGY', 'type': 'function'} 1048576.0 60 regionprofile 0.039157 0.039157 0.039157 0.039157 128.0 2.264924e+08 5.767168e+07 6.291456e+06 6.0 1048576.0 130.0 66 regionprofile 0.038882 0.038882 0.038882 0.038882 256.0 2.264924e+08 5.767168e+07 6.291456e+06 6.0 1048576.0 130.0 60 regionprofile 0.039109 0.039109 0.039109 0.039109 512.0 2.264924e+08 5.767168e+07 6.291456e+06 6.0 1048576.0 130.0 62 regionprofile 0.038945 0.038945 0.038945 0.038945 1024.0 2.264924e+08 5.767168e+07 6.291456e+06 6.0 1048576.0 130.0 Apps_ENERGY
2097152.0 60 regionprofile 0.075688 0.075688 0.075688 0.075688 128.0 4.529848e+08 1.153434e+08 1.258291e+07 6.0 2097152.0 130.0 66 regionprofile 0.075132 0.075132 0.075132 0.075132 256.0 4.529848e+08 1.153434e+08 1.258291e+07 6.0 2097152.0 130.0 60 regionprofile 0.075134 0.075134 0.075134 0.075134 512.0 4.529848e+08 1.153434e+08 1.258291e+07 6.0 2097152.0 130.0 62 regionprofile 0.075358 0.075358 0.075358 0.075358 1024.0 4.529848e+08 1.153434e+08 1.258291e+07 6.0 2097152.0 130.0 Apps_ENERGY
4194304.0 60 regionprofile 0.147702 0.147702 0.147702 0.147702 128.0 9.059697e+08 2.306867e+08 2.516582e+07 6.0 4194304.0 130.0 66 regionprofile 0.146611 0.146611 0.146611 0.146611 256.0 9.059697e+08 2.306867e+08 2.516582e+07 6.0 4194304.0 130.0 60 regionprofile 0.146691 0.146691 0.146691 0.146691 512.0 9.059697e+08 2.306867e+08 2.516582e+07 6.0 4194304.0 130.0 62 regionprofile 0.147005 0.147005 0.147005 0.147005 1024.0 9.059697e+08 2.306867e+08 2.516582e+07 6.0 4194304.0 130.0 Apps_ENERGY
8388608.0 60 regionprofile 0.291748 0.291748 0.291748 0.291748 128.0 1.811939e+09 4.613734e+08 5.033165e+07 6.0 8388608.0 130.0 66 regionprofile 0.289670 0.289670 0.289670 0.289670 256.0 1.811939e+09 4.613734e+08 5.033165e+07 6.0 8388608.0 130.0 60 regionprofile 0.289662 0.289662 0.289662 0.289662 512.0 1.811939e+09 4.613734e+08 5.033165e+07 6.0 8388608.0 130.0 62 regionprofile 0.290025 0.290025 0.290025 0.290025 1024.0 1.811939e+09 4.613734e+08 5.033165e+07 6.0 8388608.0 130.0 Apps_ENERGY
{'name': 'Apps_FIR', 'type': 'function'} 1048576.0 61 regionprofile 0.004270 0.004270 0.004270 0.004270 128.0 1.677709e+07 3.355392e+07 1.048560e+06 1.0 1048576.0 160.0 67 regionprofile 0.004312 0.004312 0.004312 0.004312 256.0 1.677709e+07 3.355392e+07 1.048560e+06 1.0 1048576.0 160.0 61 regionprofile 0.004415 0.004415 0.004415 0.004415 512.0 1.677709e+07 3.355392e+07 1.048560e+06 1.0 1048576.0 160.0 63 regionprofile 0.004564 0.004564 0.004564 0.004564 1024.0 1.677709e+07 3.355392e+07 1.048560e+06 1.0 1048576.0 160.0 Apps_FIR
2097152.0 61 regionprofile 0.007529 0.007529 0.007529 0.007529 128.0 3.355430e+07 6.710835e+07 2.097136e+06 1.0 2097152.0 160.0 67 regionprofile 0.007578 0.007578 0.007578 0.007578 256.0 3.355430e+07 6.710835e+07 2.097136e+06 1.0 2097152.0 160.0 61 regionprofile 0.007662 0.007662 0.007662 0.007662 512.0 3.355430e+07 6.710835e+07 2.097136e+06 1.0 2097152.0 160.0 63 regionprofile 0.007784 0.007784 0.007784 0.007784 1024.0 3.355430e+07 6.710835e+07 2.097136e+06 1.0 2097152.0 160.0 Apps_FIR
4194304.0 61 regionprofile 0.014277 0.014277 0.014277 0.014277 128.0 6.710874e+07 1.342172e+08 4.194288e+06 1.0 4194304.0 160.0 67 regionprofile 0.014327 0.014327 0.014327 0.014327 256.0 6.710874e+07 1.342172e+08 4.194288e+06 1.0 4194304.0 160.0 61 regionprofile 0.014442 0.014442 0.014442 0.014442 512.0 6.710874e+07 1.342172e+08 4.194288e+06 1.0 4194304.0 160.0 63 regionprofile 0.014572 0.014572 0.014572 0.014572 1024.0 6.710874e+07 1.342172e+08 4.194288e+06 1.0 4194304.0 160.0 Apps_FIR
8388608.0 61 regionprofile 0.027741 0.027741 0.027741 0.027741 128.0 1.342176e+08 2.684349e+08 8.388592e+06 1.0 8388608.0 160.0 67 regionprofile 0.027789 0.027789 0.027789 0.027789 256.0 1.342176e+08 2.684349e+08 8.388592e+06 1.0 8388608.0 160.0 61 regionprofile 0.027993 0.027993 0.027993 0.027993 512.0 1.342176e+08 2.684349e+08 8.388592e+06 1.0 8388608.0 160.0 63 regionprofile 0.028188 0.028188 0.028188 0.028188 1024.0 1.342176e+08 2.684349e+08 8.388592e+06 1.0 8388608.0 160.0 Apps_FIR
{'name': 'Apps_HALOEXCHANGE', 'type': 'function'} 1048576.0 62 regionprofile 0.035092 0.035092 0.035092 0.035092 128.0 7.491120e+06 0.000000e+00 1.872780e+05 156.0 1030301.0 50.0 5 regionprofile 0.034556 0.034556 0.034556 0.034556 256.0 7.491120e+06 0.000000e+00 1.872780e+05 156.0 1030301.0 50.0 62 regionprofile 0.034463 0.034463 0.034463 0.034463 512.0 7.491120e+06 0.000000e+00 1.872780e+05 156.0 1030301.0 50.0 64 regionprofile 0.034744 0.034744 0.034744 0.034744 1024.0 7.491120e+06 0.000000e+00 1.872780e+05 156.0 1030301.0 50.0 Apps_HALOEXCHANGE
2097152.0 62 regionprofile 0.034307 0.034307 0.034307 0.034307 128.0 1.198176e+07 0.000000e+00 2.995440e+05 156.0 2097152.0 50.0 5 regionprofile 0.034120 0.034120 0.034120 0.034120 256.0 1.198176e+07 0.000000e+00 2.995440e+05 156.0 2097152.0 50.0 62 regionprofile 0.034868 0.034868 0.034868 0.034868 512.0 1.198176e+07 0.000000e+00 2.995440e+05 156.0 2097152.0 50.0 64 regionprofile 0.034175 0.034175 0.034175 0.034175 1024.0 1.198176e+07 0.000000e+00 2.995440e+05 156.0 2097152.0 50.0 Apps_HALOEXCHANGE
4194304.0 62 regionprofile 0.032822 0.032822 0.032822 0.032822 128.0 1.889592e+07 0.000000e+00 4.723980e+05 156.0 4173281.0 50.0 5 regionprofile 0.032786 0.032786 0.032786 0.032786 256.0 1.889592e+07 0.000000e+00 4.723980e+05 156.0 4173281.0 50.0 62 regionprofile 0.032912 0.032912 0.032912 0.032912 512.0 1.889592e+07 0.000000e+00 4.723980e+05 156.0 4173281.0 50.0 64 regionprofile 0.032796 0.032796 0.032796 0.032796 1024.0 1.889592e+07 0.000000e+00 4.723980e+05 156.0 4173281.0 50.0 Apps_HALOEXCHANGE
8388608.0 62 regionprofile 0.036228 0.036228 0.036228 0.036228 128.0 2.996376e+07 0.000000e+00 7.490940e+05 156.0 8365427.0 50.0 5 regionprofile 0.035352 0.035352 0.035352 0.035352 256.0 2.996376e+07 0.000000e+00 7.490940e+05 156.0 8365427.0 50.0 62 regionprofile 0.035383 0.035383 0.035383 0.035383 512.0 2.996376e+07 0.000000e+00 7.490940e+05 156.0 8365427.0 50.0 64 regionprofile 0.035393 0.035393 0.035393 0.035393 1024.0 2.996376e+07 0.000000e+00 7.490940e+05 156.0 8365427.0 50.0 Apps_HALOEXCHANGE
{'name': 'Apps_HALOEXCHANGE_FUSED', 'type': 'function'} 1048576.0 63 regionprofile 0.005166 0.005166 0.005166 0.005166 128.0 7.491120e+06 0.000000e+00 1.872780e+05 2.0 1030301.0 50.0 6 regionprofile 0.003790 0.003790 0.003790 0.003790 256.0 7.491120e+06 0.000000e+00 1.872780e+05 2.0 1030301.0 50.0 63 regionprofile 0.002854 0.002854 0.002854 0.002854 512.0 7.491120e+06 0.000000e+00 1.872780e+05 2.0 1030301.0 50.0 65 regionprofile 0.002837 0.002837 0.002837 0.002837 1024.0 7.491120e+06 0.000000e+00 1.872780e+05 2.0 1030301.0 50.0 Apps_HALOEXCHANGE_FUSED
2097152.0 63 regionprofile 0.006447 0.006447 0.006447 0.006447 128.0 1.198176e+07 0.000000e+00 2.995440e+05 2.0 2097152.0 50.0 6 regionprofile 0.005587 0.005587 0.005587 0.005587 256.0 1.198176e+07 0.000000e+00 2.995440e+05 2.0 2097152.0 50.0 63 regionprofile 0.004719 0.004719 0.004719 0.004719 512.0 1.198176e+07 0.000000e+00 2.995440e+05 2.0 2097152.0 50.0 65 regionprofile 0.003865 0.003865 0.003865 0.003865 1024.0 1.198176e+07 0.000000e+00 2.995440e+05 2.0 2097152.0 50.0 Apps_HALOEXCHANGE_FUSED
4194304.0 63 regionprofile 0.008232 0.008232 0.008232 0.008232 128.0 1.889592e+07 0.000000e+00 4.723980e+05 2.0 4173281.0 50.0 6 regionprofile 0.007891 0.007891 0.007891 0.007891 256.0 1.889592e+07 0.000000e+00 4.723980e+05 2.0 4173281.0 50.0 63 regionprofile 0.006773 0.006773 0.006773 0.006773 512.0 1.889592e+07 0.000000e+00 4.723980e+05 2.0 4173281.0 50.0 65 regionprofile 0.006460 0.006460 0.006460 0.006460 1024.0 1.889592e+07 0.000000e+00 4.723980e+05 2.0 4173281.0 50.0 Apps_HALOEXCHANGE_FUSED
8388608.0 63 regionprofile 0.011687 0.011687 0.011687 0.011687 128.0 2.996376e+07 0.000000e+00 7.490940e+05 2.0 8365427.0 50.0 6 regionprofile 0.011530 0.011530 0.011530 0.011530 256.0 2.996376e+07 0.000000e+00 7.490940e+05 2.0 8365427.0 50.0 63 regionprofile 0.011203 0.011203 0.011203 0.011203 512.0 2.996376e+07 0.000000e+00 7.490940e+05 2.0 8365427.0 50.0 65 regionprofile 0.010360 0.010360 0.010360 0.010360 1024.0 2.996376e+07 0.000000e+00 7.490940e+05 2.0 8365427.0 50.0 Apps_HALOEXCHANGE_FUSED
{'name': 'Apps_LTIMES', 'type': 'function'} 1048576.0 64 regionprofile 0.014145 0.014145 0.014145 0.014145 128.0 1.495501e+07 5.242880e+07 1.048576e+06 1.0 1048576.0 50.0 7 regionprofile 0.014089 0.014089 0.014089 0.014089 256.0 1.495501e+07 5.242880e+07 1.048576e+06 1.0 1048576.0 50.0 64 regionprofile 0.014089 0.014089 0.014089 0.014089 512.0 1.495501e+07 5.242880e+07 1.048576e+06 1.0 1048576.0 50.0 5 regionprofile 0.015151 0.015151 0.015151 0.015151 1024.0 1.495501e+07 5.242880e+07 1.048576e+06 1.0 1048576.0 50.0 Apps_LTIMES
2097152.0 64 regionprofile 0.023788 0.023788 0.023788 0.023788 128.0 2.989722e+07 1.048576e+08 2.097152e+06 1.0 2097152.0 50.0 7 regionprofile 0.023900 0.023900 0.023900 0.023900 256.0 2.989722e+07 1.048576e+08 2.097152e+06 1.0 2097152.0 50.0 64 regionprofile 0.023909 0.023909 0.023909 0.023909 512.0 2.989722e+07 1.048576e+08 2.097152e+06 1.0 2097152.0 50.0 5 regionprofile 0.024025 0.024025 0.024025 0.024025 1024.0 2.989722e+07 1.048576e+08 2.097152e+06 1.0 2097152.0 50.0 Apps_LTIMES
4194304.0 64 regionprofile 0.047071 0.047071 0.047071 0.047071 128.0 5.978163e+07 2.097152e+08 4.194304e+06 1.0 4194304.0 50.0 7 regionprofile 0.047139 0.047139 0.047139 0.047139 256.0 5.978163e+07 2.097152e+08 4.194304e+06 1.0 4194304.0 50.0 64 regionprofile 0.047546 0.047546 0.047546 0.047546 512.0 5.978163e+07 2.097152e+08 4.194304e+06 1.0 4194304.0 50.0 5 regionprofile 0.047600 0.047600 0.047600 0.047600 1024.0 5.978163e+07 2.097152e+08 4.194304e+06 1.0 4194304.0 50.0 Apps_LTIMES
8388608.0 64 regionprofile 0.109502 0.109502 0.109502 0.109502 128.0 1.195505e+08 4.194304e+08 8.388608e+06 1.0 8388608.0 50.0 7 regionprofile 0.099454 0.099454 0.099454 0.099454 256.0 1.195505e+08 4.194304e+08 8.388608e+06 1.0 8388608.0 50.0 64 regionprofile 0.093931 0.093931 0.093931 0.093931 512.0 1.195505e+08 4.194304e+08 8.388608e+06 1.0 8388608.0 50.0 5 regionprofile 0.094885 0.094885 0.094885 0.094885 1024.0 1.195505e+08 4.194304e+08 8.388608e+06 1.0 8388608.0 50.0 Apps_LTIMES
{'name': 'Apps_LTIMES_NOVIEW', 'type': 'function'} 1048576.0 5 regionprofile 0.014158 0.014158 0.014158 0.014158 128.0 1.495501e+07 5.242880e+07 1.048576e+06 1.0 1048576.0 50.0 8 regionprofile 0.014089 0.014089 0.014089 0.014089 256.0 1.495501e+07 5.242880e+07 1.048576e+06 1.0 1048576.0 50.0 5 regionprofile 0.014088 0.014088 0.014088 0.014088 512.0 1.495501e+07 5.242880e+07 1.048576e+06 1.0 1048576.0 50.0 6 regionprofile 0.015147 0.015147 0.015147 0.015147 1024.0 1.495501e+07 5.242880e+07 1.048576e+06 1.0 1048576.0 50.0 Apps_LTIMES_NOVIEW
2097152.0 5 regionprofile 0.023791 0.023791 0.023791 0.023791 128.0 2.989722e+07 1.048576e+08 2.097152e+06 1.0 2097152.0 50.0 8 regionprofile 0.023905 0.023905 0.023905 0.023905 256.0 2.989722e+07 1.048576e+08 2.097152e+06 1.0 2097152.0 50.0 5 regionprofile 0.023912 0.023912 0.023912 0.023912 512.0 2.989722e+07 1.048576e+08 2.097152e+06 1.0 2097152.0 50.0 6 regionprofile 0.023912 0.023912 0.023912 0.023912 1024.0 2.989722e+07 1.048576e+08 2.097152e+06 1.0 2097152.0 50.0 Apps_LTIMES_NOVIEW
4194304.0 5 regionprofile 0.047085 0.047085 0.047085 0.047085 128.0 5.978163e+07 2.097152e+08 4.194304e+06 1.0 4194304.0 50.0 8 regionprofile 0.047119 0.047119 0.047119 0.047119 256.0 5.978163e+07 2.097152e+08 4.194304e+06 1.0 4194304.0 50.0 5 regionprofile 0.047550 0.047550 0.047550 0.047550 512.0 5.978163e+07 2.097152e+08 4.194304e+06 1.0 4194304.0 50.0 6 regionprofile 0.047599 0.047599 0.047599 0.047599 1024.0 5.978163e+07 2.097152e+08 4.194304e+06 1.0 4194304.0 50.0 Apps_LTIMES_NOVIEW
8388608.0 5 regionprofile 0.093582 0.093582 0.093582 0.093582 128.0 1.195505e+08 4.194304e+08 8.388608e+06 1.0 8388608.0 50.0 8 regionprofile 0.093775 0.093775 0.093775 0.093775 256.0 1.195505e+08 4.194304e+08 8.388608e+06 1.0 8388608.0 50.0 5 regionprofile 0.093909 0.093909 0.093909 0.093909 512.0 1.195505e+08 4.194304e+08 8.388608e+06 1.0 8388608.0 50.0 6 regionprofile 0.094879 0.094879 0.094879 0.094879 1024.0 1.195505e+08 4.194304e+08 8.388608e+06 1.0 8388608.0 50.0 Apps_LTIMES_NOVIEW
{'name': 'Apps_NODAL_ACCUMULATION_3D', 'type': 'function'} 1048576.0 6 regionprofile 0.007990 0.007990 0.007990 0.007990 128.0 3.346414e+07 9.272709e+06 1.030301e+06 1.0 1030301.0 100.0 9 regionprofile 0.008114 0.008114 0.008114 0.008114 256.0 3.346414e+07 9.272709e+06 1.030301e+06 1.0 1030301.0 100.0 6 regionprofile 0.008188 0.008188 0.008188 0.008188 512.0 3.346414e+07 9.272709e+06 1.030301e+06 1.0 1030301.0 100.0 7 regionprofile 0.008323 0.008323 0.008323 0.008323 1024.0 3.346414e+07 9.272709e+06 1.030301e+06 1.0 1030301.0 100.0 Apps_NODAL_ACCUMULATION_3D
2097152.0 6 regionprofile 0.014248 0.014248 0.014248 0.014248 128.0 6.790146e+07 1.887437e+07 2.097152e+06 1.0 2097152.0 100.0 9 regionprofile 0.014484 0.014484 0.014484 0.014484 256.0 6.790146e+07 1.887437e+07 2.097152e+06 1.0 2097152.0 100.0 6 regionprofile 0.014598 0.014598 0.014598 0.014598 512.0 6.790146e+07 1.887437e+07 2.097152e+06 1.0 2097152.0 100.0 7 regionprofile 0.014989 0.014989 0.014989 0.014989 1024.0 6.790146e+07 1.887437e+07 2.097152e+06 1.0 2097152.0 100.0 Apps_NODAL_ACCUMULATION_3D
4194304.0 6 regionprofile 0.027399 0.027399 0.027399 0.027399 128.0 1.347969e+08 3.755953e+07 4.173281e+06 1.0 4173281.0 100.0 9 regionprofile 0.027788 0.027788 0.027788 0.027788 256.0 1.347969e+08 3.755953e+07 4.173281e+06 1.0 4173281.0 100.0 6 regionprofile 0.027865 0.027865 0.027865 0.027865 512.0 1.347969e+08 3.755953e+07 4.173281e+06 1.0 4173281.0 100.0 7 regionprofile 0.028089 0.028089 0.028089 0.028089 1024.0 1.347969e+08 3.755953e+07 4.173281e+06 1.0 4173281.0 100.0 Apps_NODAL_ACCUMULATION_3D
8388608.0 6 regionprofile 0.054349 0.054349 0.054349 0.054349 128.0 2.696815e+08 7.528884e+07 8.365427e+06 1.0 8365427.0 100.0 9 regionprofile 0.054977 0.054977 0.054977 0.054977 256.0 2.696815e+08 7.528884e+07 8.365427e+06 1.0 8365427.0 100.0 6 regionprofile 0.055429 0.055429 0.055429 0.055429 512.0 2.696815e+08 7.528884e+07 8.365427e+06 1.0 8365427.0 100.0 7 regionprofile 0.056055 0.056055 0.056055 0.056055 1024.0 2.696815e+08 7.528884e+07 8.365427e+06 1.0 8365427.0 100.0 Apps_NODAL_ACCUMULATION_3D
{'name': 'Apps_PRESSURE', 'type': 'function'} 1048576.0 7 regionprofile 0.048417 0.048417 0.048417 0.048417 128.0 4.194304e+07 3.145728e+06 2.097152e+06 2.0 1048576.0 700.0 10 regionprofile 0.048378 0.048378 0.048378 0.048378 256.0 4.194304e+07 3.145728e+06 2.097152e+06 2.0 1048576.0 700.0 7 regionprofile 0.048465 0.048465 0.048465 0.048465 512.0 4.194304e+07 3.145728e+06 2.097152e+06 2.0 1048576.0 700.0 8 regionprofile 0.048617 0.048617 0.048617 0.048617 1024.0 4.194304e+07 3.145728e+06 2.097152e+06 2.0 1048576.0 700.0 Apps_PRESSURE
2097152.0 7 regionprofile 0.091304 0.091304 0.091304 0.091304 128.0 8.388608e+07 6.291456e+06 4.194304e+06 2.0 2097152.0 700.0 10 regionprofile 0.091181 0.091181 0.091181 0.091181 256.0 8.388608e+07 6.291456e+06 4.194304e+06 2.0 2097152.0 700.0 7 regionprofile 0.091365 0.091365 0.091365 0.091365 512.0 8.388608e+07 6.291456e+06 4.194304e+06 2.0 2097152.0 700.0 8 regionprofile 0.091476 0.091476 0.091476 0.091476 1024.0 8.388608e+07 6.291456e+06 4.194304e+06 2.0 2097152.0 700.0 Apps_PRESSURE
4194304.0 7 regionprofile 0.176734 0.176734 0.176734 0.176734 128.0 1.677722e+08 1.258291e+07 8.388608e+06 2.0 4194304.0 700.0 10 regionprofile 0.176949 0.176949 0.176949 0.176949 256.0 1.677722e+08 1.258291e+07 8.388608e+06 2.0 4194304.0 700.0 7 regionprofile 0.176900 0.176900 0.176900 0.176900 512.0 1.677722e+08 1.258291e+07 8.388608e+06 2.0 4194304.0 700.0 8 regionprofile 0.177326 0.177326 0.177326 0.177326 1024.0 1.677722e+08 1.258291e+07 8.388608e+06 2.0 4194304.0 700.0 Apps_PRESSURE
8388608.0 7 regionprofile 0.347866 0.347866 0.347866 0.347866 128.0 3.355443e+08 2.516582e+07 1.677722e+07 2.0 8388608.0 700.0 10 regionprofile 0.347755 0.347755 0.347755 0.347755 256.0 3.355443e+08 2.516582e+07 1.677722e+07 2.0 8388608.0 700.0 7 regionprofile 0.347815 0.347815 0.347815 0.347815 512.0 3.355443e+08 2.516582e+07 1.677722e+07 2.0 8388608.0 700.0 8 regionprofile 0.348675 0.348675 0.348675 0.348675 1024.0 3.355443e+08 2.516582e+07 1.677722e+07 2.0 8388608.0 700.0 Apps_PRESSURE
{'name': 'Apps_VOL3D', 'type': 'function'} 1048576.0 8 regionprofile 0.006177 0.006177 0.006177 0.006177 128.0 3.659876e+07 8.174614e+07 1.135363e+06 1.0 1135363.0 100.0 11 regionprofile 0.005772 0.005772 0.005772 0.005772 256.0 3.659876e+07 8.174614e+07 1.135363e+06 1.0 1135363.0 100.0 8 regionprofile 0.006197 0.006197 0.006197 0.006197 512.0 3.659876e+07 8.174614e+07 1.135363e+06 1.0 1135363.0 100.0 9 regionprofile 0.006642 0.006642 0.006642 0.006642 1024.0 3.659876e+07 8.174614e+07 1.135363e+06 1.0 1135363.0 100.0 Apps_VOL3D
2097152.0 8 regionprofile 0.011187 0.011187 0.011187 0.011187 128.0 7.289670e+07 1.630695e+08 2.264854e+06 1.0 2264854.0 100.0 11 regionprofile 0.010800 0.010800 0.010800 0.010800 256.0 7.289670e+07 1.630695e+08 2.264854e+06 1.0 2264854.0 100.0 8 regionprofile 0.010640 0.010640 0.010640 0.010640 512.0 7.289670e+07 1.630695e+08 2.264854e+06 1.0 2264854.0 100.0 9 regionprofile 0.012168 0.012168 0.012168 0.012168 1024.0 7.289670e+07 1.630695e+08 2.264854e+06 1.0 2264854.0 100.0 Apps_VOL3D
4194304.0 8 regionprofile 0.021192 0.021192 0.021192 0.021192 128.0 1.426524e+08 3.194887e+08 4.437343e+06 1.0 4437343.0 100.0 11 regionprofile 0.020404 0.020404 0.020404 0.020404 256.0 1.426524e+08 3.194887e+08 4.437343e+06 1.0 4437343.0 100.0 8 regionprofile 0.020121 0.020121 0.020121 0.020121 512.0 1.426524e+08 3.194887e+08 4.437343e+06 1.0 4437343.0 100.0 9 regionprofile 0.022434 0.022434 0.022434 0.022434 1024.0 1.426524e+08 3.194887e+08 4.437343e+06 1.0 4437343.0 100.0 Apps_VOL3D
8388608.0 8 regionprofile 0.041352 0.041352 0.041352 0.041352 128.0 2.821095e+08 6.324213e+08 8.783629e+06 1.0 8783629.0 100.0 11 regionprofile 0.040220 0.040220 0.040220 0.040220 256.0 2.821095e+08 6.324213e+08 8.783629e+06 1.0 8783629.0 100.0 8 regionprofile 0.040498 0.040498 0.040498 0.040498 512.0 2.821095e+08 6.324213e+08 8.783629e+06 1.0 8783629.0 100.0 9 regionprofile 0.047608 0.047608 0.047608 0.047608 1024.0 2.821095e+08 6.324213e+08 8.783629e+06 1.0 8783629.0 100.0 Apps_VOL3D
{'name': 'Apps_ZONAL_ACCUMULATION_3D', 'type': 'function'} 1048576.0 9 regionprofile 0.003759 0.003759 0.003759 0.003759 128.0 2.497448e+07 8.242408e+06 1.030301e+06 1.0 1030301.0 100.0 12 regionprofile 0.003767 0.003767 0.003767 0.003767 256.0 2.497448e+07 8.242408e+06 1.030301e+06 1.0 1030301.0 100.0 9 regionprofile 0.003778 0.003778 0.003778 0.003778 512.0 2.497448e+07 8.242408e+06 1.030301e+06 1.0 1030301.0 100.0 10 regionprofile 0.003785 0.003785 0.003785 0.003785 1024.0 2.497448e+07 8.242408e+06 1.030301e+06 1.0 1030301.0 100.0 Apps_ZONAL_ACCUMULATION_3D
2097152.0 9 regionprofile 0.007109 0.007109 0.007109 0.007109 128.0 5.072794e+07 1.677722e+07 2.097152e+06 1.0 2097152.0 100.0 12 regionprofile 0.007104 0.007104 0.007104 0.007104 256.0 5.072794e+07 1.677722e+07 2.097152e+06 1.0 2097152.0 100.0 9 regionprofile 0.007101 0.007101 0.007101 0.007101 512.0 5.072794e+07 1.677722e+07 2.097152e+06 1.0 2097152.0 100.0 10 regionprofile 0.007115 0.007115 0.007115 0.007115 1024.0 5.072794e+07 1.677722e+07 2.097152e+06 1.0 2097152.0 100.0 Apps_ZONAL_ACCUMULATION_3D
4194304.0 9 regionprofile 0.013590 0.013590 0.013590 0.013590 128.0 1.007847e+08 3.338625e+07 4.173281e+06 1.0 4173281.0 100.0 12 regionprofile 0.013586 0.013586 0.013586 0.013586 256.0 1.007847e+08 3.338625e+07 4.173281e+06 1.0 4173281.0 100.0 9 regionprofile 0.013592 0.013592 0.013592 0.013592 512.0 1.007847e+08 3.338625e+07 4.173281e+06 1.0 4173281.0 100.0 10 regionprofile 0.013577 0.013577 0.013577 0.013577 1024.0 1.007847e+08 3.338625e+07 4.173281e+06 1.0 4173281.0 100.0 Apps_ZONAL_ACCUMULATION_3D
8388608.0 9 regionprofile 0.026485 0.026485 0.026485 0.026485 128.0 2.017641e+08 6.692342e+07 8.365427e+06 1.0 8365427.0 100.0 12 regionprofile 0.026465 0.026465 0.026465 0.026465 256.0 2.017641e+08 6.692342e+07 8.365427e+06 1.0 8365427.0 100.0 9 regionprofile 0.026432 0.026432 0.026432 0.026432 512.0 2.017641e+08 6.692342e+07 8.365427e+06 1.0 8365427.0 100.0 10 regionprofile 0.026438 0.026438 0.026438 0.026438 1024.0 2.017641e+08 6.692342e+07 8.365427e+06 1.0 8365427.0 100.0 Apps_ZONAL_ACCUMULATION_3D
{'name': 'Basic', 'type': 'function'} 1048576.0 2 regionprofile 0.358472 0.358472 0.358472 0.358472 128.0 1.342177e+08 1.153434e+07 1.048576e+06 1.0 1048576.0 2500.0 2 regionprofile 0.331463 0.331463 0.331463 0.331463 256.0 1.342177e+08 2.147484e+09 3.145729e+06 3.0 1048576.0 2500.0 2 regionprofile 0.304899 0.304899 0.304899 0.304899 512.0 1.342177e+08 1.153434e+07 1.048576e+06 1.0 1048576.0 2500.0 2 regionprofile 0.307749 0.307749 0.307749 0.307749 1024.0 1.342177e+08 2.147484e+09 1.048576e+06 1.0 1048576.0 2500.0 Basic
2097152.0 2 regionprofile 0.660031 0.660031 0.660031 0.660031 128.0 2.684355e+08 2.306867e+07 2.097152e+06 1.0 2097152.0 2500.0 2 regionprofile 0.612778 0.612778 0.612778 0.612778 256.0 2.684355e+08 6.173254e+09 6.291457e+06 3.0 2097152.0 2500.0 2 regionprofile 0.564261 0.564261 0.564261 0.564261 512.0 2.684355e+08 2.306867e+07 2.097152e+06 1.0 2097152.0 2500.0 2 regionprofile 0.581066 0.581066 0.581066 0.581066 1024.0 2.684355e+08 6.173254e+09 2.097152e+06 1.0 2097152.0 2500.0 Basic
4194304.0 2 regionprofile 1.212360 1.212360 1.212360 1.212360 128.0 5.368709e+08 4.613734e+07 4.194304e+06 1.0 4194304.0 2500.0 2 regionprofile 1.196301 1.196301 1.196301 1.196301 256.0 5.368709e+08 1.717987e+10 1.258291e+07 3.0 4194304.0 2500.0 2 regionprofile 1.104285 1.104285 1.104285 1.104285 512.0 5.368709e+08 4.613734e+07 4.194304e+06 1.0 4194304.0 2500.0 2 regionprofile 1.147618 1.147618 1.147618 1.147618 1024.0 5.368709e+08 1.717987e+10 4.194304e+06 1.0 4194304.0 2500.0 Basic
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{'name': 'Basic_COPY8', 'type': 'function'} 1048576.0 3 regionprofile 0.008633 0.008633 0.008633 0.008633 128.0 1.342177e+08 0.000000e+00 1.048576e+06 1.0 1048576.0 50.0 3 regionprofile 0.008626 0.008626 0.008626 0.008626 256.0 1.342177e+08 0.000000e+00 1.048576e+06 1.0 1048576.0 50.0 3 regionprofile 0.008620 0.008620 0.008620 0.008620 512.0 1.342177e+08 0.000000e+00 1.048576e+06 1.0 1048576.0 50.0 3 regionprofile 0.008648 0.008648 0.008648 0.008648 1024.0 1.342177e+08 0.000000e+00 1.048576e+06 1.0 1048576.0 50.0 Basic_COPY8
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{'name': 'Basic_DAXPY', 'type': 'function'} 1048576.0 14 regionprofile 0.016969 0.016969 0.016969 0.016969 128.0 2.516582e+07 2.097152e+06 1.048576e+06 1.0 1048576.0 500.0 17 regionprofile 0.016959 0.016959 0.016959 0.016959 256.0 2.516582e+07 2.097152e+06 1.048576e+06 1.0 1048576.0 500.0 14 regionprofile 0.016947 0.016947 0.016947 0.016947 512.0 2.516582e+07 2.097152e+06 1.048576e+06 1.0 1048576.0 500.0 15 regionprofile 0.016963 0.016963 0.016963 0.016963 1024.0 2.516582e+07 2.097152e+06 1.048576e+06 1.0 1048576.0 500.0 Basic_DAXPY
2097152.0 14 regionprofile 0.031757 0.031757 0.031757 0.031757 128.0 5.033165e+07 4.194304e+06 2.097152e+06 1.0 2097152.0 500.0 17 regionprofile 0.031695 0.031695 0.031695 0.031695 256.0 5.033165e+07 4.194304e+06 2.097152e+06 1.0 2097152.0 500.0 14 regionprofile 0.031745 0.031745 0.031745 0.031745 512.0 5.033165e+07 4.194304e+06 2.097152e+06 1.0 2097152.0 500.0 15 regionprofile 0.031764 0.031764 0.031764 0.031764 1024.0 5.033165e+07 4.194304e+06 2.097152e+06 1.0 2097152.0 500.0 Basic_DAXPY
4194304.0 14 regionprofile 0.061511 0.061511 0.061511 0.061511 128.0 1.006633e+08 8.388608e+06 4.194304e+06 1.0 4194304.0 500.0 17 regionprofile 0.061487 0.061487 0.061487 0.061487 256.0 1.006633e+08 8.388608e+06 4.194304e+06 1.0 4194304.0 500.0 14 regionprofile 0.061560 0.061560 0.061560 0.061560 512.0 1.006633e+08 8.388608e+06 4.194304e+06 1.0 4194304.0 500.0 15 regionprofile 0.061628 0.061628 0.061628 0.061628 1024.0 1.006633e+08 8.388608e+06 4.194304e+06 1.0 4194304.0 500.0 Basic_DAXPY
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{'name': 'Basic_DAXPY_ATOMIC', 'type': 'function'} 1048576.0 15 regionprofile 0.016964 0.016964 0.016964 0.016964 128.0 2.516582e+07 2.097152e+06 1.048576e+06 1.0 1048576.0 500.0 18 regionprofile 0.016933 0.016933 0.016933 0.016933 256.0 2.516582e+07 2.097152e+06 1.048576e+06 1.0 1048576.0 500.0 15 regionprofile 0.016899 0.016899 0.016899 0.016899 512.0 2.516582e+07 2.097152e+06 1.048576e+06 1.0 1048576.0 500.0 16 regionprofile 0.016925 0.016925 0.016925 0.016925 1024.0 2.516582e+07 2.097152e+06 1.048576e+06 1.0 1048576.0 500.0 Basic_DAXPY_ATOMIC
2097152.0 15 regionprofile 0.031928 0.031928 0.031928 0.031928 128.0 5.033165e+07 4.194304e+06 2.097152e+06 1.0 2097152.0 500.0 18 regionprofile 0.031877 0.031877 0.031877 0.031877 256.0 5.033165e+07 4.194304e+06 2.097152e+06 1.0 2097152.0 500.0 15 regionprofile 0.031879 0.031879 0.031879 0.031879 512.0 5.033165e+07 4.194304e+06 2.097152e+06 1.0 2097152.0 500.0 16 regionprofile 0.031916 0.031916 0.031916 0.031916 1024.0 5.033165e+07 4.194304e+06 2.097152e+06 1.0 2097152.0 500.0 Basic_DAXPY_ATOMIC
4194304.0 15 regionprofile 0.062023 0.062023 0.062023 0.062023 128.0 1.006633e+08 8.388608e+06 4.194304e+06 1.0 4194304.0 500.0 18 regionprofile 0.061918 0.061918 0.061918 0.061918 256.0 1.006633e+08 8.388608e+06 4.194304e+06 1.0 4194304.0 500.0 15 regionprofile 0.062025 0.062025 0.062025 0.062025 512.0 1.006633e+08 8.388608e+06 4.194304e+06 1.0 4194304.0 500.0 16 regionprofile 0.061826 0.061826 0.061826 0.061826 1024.0 1.006633e+08 8.388608e+06 4.194304e+06 1.0 4194304.0 500.0 Basic_DAXPY_ATOMIC
8388608.0 15 regionprofile 0.121737 0.121737 0.121737 0.121737 128.0 2.013266e+08 1.677722e+07 8.388608e+06 1.0 8388608.0 500.0 18 regionprofile 0.121816 0.121816 0.121816 0.121816 256.0 2.013266e+08 1.677722e+07 8.388608e+06 1.0 8388608.0 500.0 15 regionprofile 0.121705 0.121705 0.121705 0.121705 512.0 2.013266e+08 1.677722e+07 8.388608e+06 1.0 8388608.0 500.0 16 regionprofile 0.121785 0.121785 0.121785 0.121785 1024.0 2.013266e+08 1.677722e+07 8.388608e+06 1.0 8388608.0 500.0 Basic_DAXPY_ATOMIC
{'name': 'Basic_IF_QUAD', 'type': 'function'} 1048576.0 16 regionprofile 0.012196 0.012196 0.012196 0.012196 128.0 4.194304e+07 1.153434e+07 1.048576e+06 1.0 1048576.0 180.0 19 regionprofile 0.012097 0.012097 0.012097 0.012097 256.0 4.194304e+07 1.153434e+07 1.048576e+06 1.0 1048576.0 180.0 16 regionprofile 0.012212 0.012212 0.012212 0.012212 512.0 4.194304e+07 1.153434e+07 1.048576e+06 1.0 1048576.0 180.0 17 regionprofile 0.012348 0.012348 0.012348 0.012348 1024.0 4.194304e+07 1.153434e+07 1.048576e+06 1.0 1048576.0 180.0 Basic_IF_QUAD
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4194304.0 16 regionprofile 0.047678 0.047678 0.047678 0.047678 128.0 1.677722e+08 4.613734e+07 4.194304e+06 1.0 4194304.0 180.0 19 regionprofile 0.047641 0.047641 0.047641 0.047641 256.0 1.677722e+08 4.613734e+07 4.194304e+06 1.0 4194304.0 180.0 16 regionprofile 0.047847 0.047847 0.047847 0.047847 512.0 1.677722e+08 4.613734e+07 4.194304e+06 1.0 4194304.0 180.0 17 regionprofile 0.048682 0.048682 0.048682 0.048682 1024.0 1.677722e+08 4.613734e+07 4.194304e+06 1.0 4194304.0 180.0 Basic_IF_QUAD
8388608.0 16 regionprofile 0.095443 0.095443 0.095443 0.095443 128.0 3.355443e+08 9.227469e+07 8.388608e+06 1.0 8388608.0 180.0 19 regionprofile 0.094637 0.094637 0.094637 0.094637 256.0 3.355443e+08 9.227469e+07 8.388608e+06 1.0 8388608.0 180.0 16 regionprofile 0.095648 0.095648 0.095648 0.095648 512.0 3.355443e+08 9.227469e+07 8.388608e+06 1.0 8388608.0 180.0 17 regionprofile 0.096604 0.096604 0.096604 0.096604 1024.0 3.355443e+08 9.227469e+07 8.388608e+06 1.0 8388608.0 180.0 Basic_IF_QUAD
{'name': 'Basic_INDEXLIST', 'type': 'function'} 1048576.0 <NA> NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 20 regionprofile 0.004381 0.004381 0.004381 0.004381 256.0 1.048578e+07 0.000000e+00 1.048576e+06 1.0 1048576.0 100.0 <NA> NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN <NA> NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN Basic_INDEXLIST
2097152.0 <NA> NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 20 regionprofile 0.006611 0.006611 0.006611 0.006611 256.0 2.097154e+07 0.000000e+00 2.097152e+06 1.0 2097152.0 100.0 <NA> NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN <NA> NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN Basic_INDEXLIST
4194304.0 <NA> NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 20 regionprofile 0.010341 0.010341 0.010341 0.010341 256.0 4.194306e+07 0.000000e+00 4.194304e+06 1.0 4194304.0 100.0 <NA> NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN <NA> NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN Basic_INDEXLIST
8388608.0 <NA> NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 20 regionprofile 0.016765 0.016765 0.016765 0.016765 256.0 8.388610e+07 0.000000e+00 8.388608e+06 1.0 8388608.0 100.0 <NA> NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN <NA> NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN Basic_INDEXLIST
{'name': 'Basic_INDEXLIST_3LOOP', 'type': 'function'} 1048576.0 <NA> NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 21 regionprofile 0.008069 0.008069 0.008069 0.008069 256.0 2.726300e+07 0.000000e+00 3.145729e+06 3.0 1048576.0 100.0 <NA> NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN <NA> NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN Basic_INDEXLIST_3LOOP
2097152.0 <NA> NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 21 regionprofile 0.013695 0.013695 0.013695 0.013695 256.0 5.452598e+07 0.000000e+00 6.291457e+06 3.0 2097152.0 100.0 <NA> NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN <NA> NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN Basic_INDEXLIST_3LOOP
4194304.0 <NA> NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 21 regionprofile 0.024478 0.024478 0.024478 0.024478 256.0 1.090519e+08 0.000000e+00 1.258291e+07 3.0 4194304.0 100.0 <NA> NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN <NA> NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN Basic_INDEXLIST_3LOOP
8388608.0 <NA> NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 21 regionprofile 0.046207 0.046207 0.046207 0.046207 256.0 2.181038e+08 0.000000e+00 2.516582e+07 3.0 8388608.0 100.0 <NA> NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN <NA> NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN Basic_INDEXLIST_3LOOP
{'name': 'Basic_INIT3', 'type': 'function'} 1048576.0 17 regionprofile 0.028175 0.028175 0.028175 0.028175 128.0 4.194304e+07 1.048576e+06 1.048576e+06 1.0 1048576.0 500.0 22 regionprofile 0.028069 0.028069 0.028069 0.028069 256.0 4.194304e+07 1.048576e+06 1.048576e+06 1.0 1048576.0 500.0 17 regionprofile 0.028077 0.028077 0.028077 0.028077 512.0 4.194304e+07 1.048576e+06 1.048576e+06 1.0 1048576.0 500.0 18 regionprofile 0.028082 0.028082 0.028082 0.028082 1024.0 4.194304e+07 1.048576e+06 1.048576e+06 1.0 1048576.0 500.0 Basic_INIT3
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4194304.0 17 regionprofile 0.106234 0.106234 0.106234 0.106234 128.0 1.677722e+08 4.194304e+06 4.194304e+06 1.0 4194304.0 500.0 22 regionprofile 0.106217 0.106217 0.106217 0.106217 256.0 1.677722e+08 4.194304e+06 4.194304e+06 1.0 4194304.0 500.0 17 regionprofile 0.106385 0.106385 0.106385 0.106385 512.0 1.677722e+08 4.194304e+06 4.194304e+06 1.0 4194304.0 500.0 18 regionprofile 0.106255 0.106255 0.106255 0.106255 1024.0 1.677722e+08 4.194304e+06 4.194304e+06 1.0 4194304.0 500.0 Basic_INIT3
8388608.0 17 regionprofile 0.210474 0.210474 0.210474 0.210474 128.0 3.355443e+08 8.388608e+06 8.388608e+06 1.0 8388608.0 500.0 22 regionprofile 0.210602 0.210602 0.210602 0.210602 256.0 3.355443e+08 8.388608e+06 8.388608e+06 1.0 8388608.0 500.0 17 regionprofile 0.210615 0.210615 0.210615 0.210615 512.0 3.355443e+08 8.388608e+06 8.388608e+06 1.0 8388608.0 500.0 18 regionprofile 0.210807 0.210807 0.210807 0.210807 1024.0 3.355443e+08 8.388608e+06 8.388608e+06 1.0 8388608.0 500.0 Basic_INIT3
{'name': 'Basic_INIT_VIEW1D', 'type': 'function'} 1048576.0 18 regionprofile 0.042175 0.042175 0.042175 0.042175 128.0 8.388608e+06 1.048576e+06 1.048576e+06 1.0 1048576.0 2500.0 23 regionprofile 0.031357 0.031357 0.031357 0.031357 256.0 8.388608e+06 1.048576e+06 1.048576e+06 1.0 1048576.0 2500.0 18 regionprofile 0.031451 0.031451 0.031451 0.031451 512.0 8.388608e+06 1.048576e+06 1.048576e+06 1.0 1048576.0 2500.0 19 regionprofile 0.031397 0.031397 0.031397 0.031397 1024.0 8.388608e+06 1.048576e+06 1.048576e+06 1.0 1048576.0 2500.0 Basic_INIT_VIEW1D
2097152.0 18 regionprofile 0.076089 0.076089 0.076089 0.076089 128.0 1.677722e+07 2.097152e+06 2.097152e+06 1.0 2097152.0 2500.0 23 regionprofile 0.055208 0.055208 0.055208 0.055208 256.0 1.677722e+07 2.097152e+06 2.097152e+06 1.0 2097152.0 2500.0 18 regionprofile 0.055260 0.055260 0.055260 0.055260 512.0 1.677722e+07 2.097152e+06 2.097152e+06 1.0 2097152.0 2500.0 19 regionprofile 0.055236 0.055236 0.055236 0.055236 1024.0 1.677722e+07 2.097152e+06 2.097152e+06 1.0 2097152.0 2500.0 Basic_INIT_VIEW1D
4194304.0 18 regionprofile 0.123815 0.123815 0.123815 0.123815 128.0 3.355443e+07 4.194304e+06 4.194304e+06 1.0 4194304.0 2500.0 23 regionprofile 0.101103 0.101103 0.101103 0.101103 256.0 3.355443e+07 4.194304e+06 4.194304e+06 1.0 4194304.0 2500.0 18 regionprofile 0.101131 0.101131 0.101131 0.101131 512.0 3.355443e+07 4.194304e+06 4.194304e+06 1.0 4194304.0 2500.0 19 regionprofile 0.101077 0.101077 0.101077 0.101077 1024.0 3.355443e+07 4.194304e+06 4.194304e+06 1.0 4194304.0 2500.0 Basic_INIT_VIEW1D
8388608.0 18 regionprofile 0.239395 0.239395 0.239395 0.239395 128.0 6.710886e+07 8.388608e+06 8.388608e+06 1.0 8388608.0 2500.0 23 regionprofile 0.194360 0.194360 0.194360 0.194360 256.0 6.710886e+07 8.388608e+06 8.388608e+06 1.0 8388608.0 2500.0 18 regionprofile 0.194455 0.194455 0.194455 0.194455 512.0 6.710886e+07 8.388608e+06 8.388608e+06 1.0 8388608.0 2500.0 19 regionprofile 0.194379 0.194379 0.194379 0.194379 1024.0 6.710886e+07 8.388608e+06 8.388608e+06 1.0 8388608.0 2500.0 Basic_INIT_VIEW1D
{'name': 'Basic_INIT_VIEW1D_OFFSET', 'type': 'function'} 1048576.0 19 regionprofile 0.042183 0.042183 0.042183 0.042183 128.0 8.388608e+06 1.048576e+06 1.048576e+06 1.0 1048576.0 2500.0 24 regionprofile 0.031365 0.031365 0.031365 0.031365 256.0 8.388608e+06 1.048576e+06 1.048576e+06 1.0 1048576.0 2500.0 19 regionprofile 0.031432 0.031432 0.031432 0.031432 512.0 8.388608e+06 1.048576e+06 1.048576e+06 1.0 1048576.0 2500.0 20 regionprofile 0.031421 0.031421 0.031421 0.031421 1024.0 8.388608e+06 1.048576e+06 1.048576e+06 1.0 1048576.0 2500.0 Basic_INIT_VIEW1D_OFFSET
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{'name': 'Basic_MULADDSUB', 'type': 'function'} 1048576.0 20 regionprofile 0.019719 0.019719 0.019719 0.019719 128.0 4.194304e+07 3.145728e+06 1.048576e+06 1.0 1048576.0 350.0 26 regionprofile 0.019641 0.019641 0.019641 0.019641 256.0 4.194304e+07 3.145728e+06 1.048576e+06 1.0 1048576.0 350.0 20 regionprofile 0.019649 0.019649 0.019649 0.019649 512.0 4.194304e+07 3.145728e+06 1.048576e+06 1.0 1048576.0 350.0 22 regionprofile 0.019664 0.019664 0.019664 0.019664 1024.0 4.194304e+07 3.145728e+06 1.048576e+06 1.0 1048576.0 350.0 Basic_MULADDSUB
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{'name': 'Basic_NESTED_INIT', 'type': 'function'} 1048576.0 21 regionprofile 0.020746 0.020746 0.020746 0.020746 128.0 8.242408e+06 3.090903e+06 1.030301e+06 1.0 1030301.0 1000.0 27 regionprofile 0.013794 0.013794 0.013794 0.013794 256.0 8.242408e+06 3.090903e+06 1.030301e+06 1.0 1030301.0 1000.0 21 regionprofile 0.013836 0.013836 0.013836 0.013836 512.0 8.242408e+06 3.090903e+06 1.030301e+06 1.0 1030301.0 1000.0 23 regionprofile 0.013929 0.013929 0.013929 0.013929 1024.0 8.242408e+06 3.090903e+06 1.030301e+06 1.0 1030301.0 1000.0 Basic_NESTED_INIT
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{'name': 'Basic_PI_ATOMIC', 'type': 'function'} 1048576.0 22 regionprofile 0.127441 0.127441 0.127441 0.127441 128.0 1.600000e+01 6.291457e+06 1.048576e+06 1.0 1048576.0 50.0 28 regionprofile 0.118803 0.118803 0.118803 0.118803 256.0 1.600000e+01 6.291457e+06 1.048576e+06 1.0 1048576.0 50.0 22 regionprofile 0.114028 0.114028 0.114028 0.114028 512.0 1.600000e+01 6.291457e+06 1.048576e+06 1.0 1048576.0 50.0 24 regionprofile 0.110191 0.110191 0.110191 0.110191 1024.0 1.600000e+01 6.291457e+06 1.048576e+06 1.0 1048576.0 50.0 Basic_PI_ATOMIC
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{'name': 'Basic_PI_REDUCE', 'type': 'function'} 1048576.0 23 regionprofile 0.002507 0.002507 0.002507 0.002507 128.0 1.600000e+01 6.291457e+06 1.048576e+06 1.0 1048576.0 50.0 29 regionprofile 0.002090 0.002090 0.002090 0.002090 256.0 1.600000e+01 6.291457e+06 1.048576e+06 1.0 1048576.0 50.0 23 regionprofile 0.002092 0.002092 0.002092 0.002092 512.0 1.600000e+01 6.291457e+06 1.048576e+06 1.0 1048576.0 50.0 25 regionprofile 0.002487 0.002487 0.002487 0.002487 1024.0 1.600000e+01 6.291457e+06 1.048576e+06 1.0 1048576.0 50.0 Basic_PI_REDUCE
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{'name': 'Basic_REDUCE3_INT', 'type': 'function'} 1048576.0 24 regionprofile 0.002289 0.002289 0.002289 0.002289 128.0 4.194328e+06 1.048577e+06 1.048576e+06 1.0 1048576.0 50.0 30 regionprofile 0.002159 0.002159 0.002159 0.002159 256.0 4.194328e+06 1.048577e+06 1.048576e+06 1.0 1048576.0 50.0 24 regionprofile 0.002267 0.002267 0.002267 0.002267 512.0 4.194328e+06 1.048577e+06 1.048576e+06 1.0 1048576.0 50.0 26 regionprofile 0.002262 0.002262 0.002262 0.002262 1024.0 4.194328e+06 1.048577e+06 1.048576e+06 1.0 1048576.0 50.0 Basic_REDUCE3_INT
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{'name': 'Basic_REDUCE_STRUCT', 'type': 'function'} 1048576.0 25 regionprofile 0.015869 0.015869 0.015869 0.015869 128.0 1.677726e+07 2.097154e+06 1.048576e+06 1.0 1048576.0 50.0 31 regionprofile 0.008434 0.008434 0.008434 0.008434 256.0 1.677726e+07 2.097154e+06 1.048576e+06 1.0 1048576.0 50.0 25 regionprofile 0.004959 0.004959 0.004959 0.004959 512.0 1.677726e+07 2.097154e+06 1.048576e+06 1.0 1048576.0 50.0 27 regionprofile 0.004877 0.004877 0.004877 0.004877 1024.0 1.677726e+07 2.097154e+06 1.048576e+06 1.0 1048576.0 50.0 Basic_REDUCE_STRUCT
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{'name': 'Basic_TRAP_INT', 'type': 'function'} 1048576.0 26 regionprofile 0.002508 0.002508 0.002508 0.002508 128.0 1.600000e+01 1.048576e+07 1.048576e+06 1.0 1048576.0 50.0 32 regionprofile 0.002086 0.002086 0.002086 0.002086 256.0 1.600000e+01 1.048576e+07 1.048576e+06 1.0 1048576.0 50.0 26 regionprofile 0.002345 0.002345 0.002345 0.002345 512.0 1.600000e+01 1.048576e+07 1.048576e+06 1.0 1048576.0 50.0 28 regionprofile 0.002518 0.002518 0.002518 0.002518 1024.0 1.600000e+01 1.048576e+07 1.048576e+06 1.0 1048576.0 50.0 Basic_TRAP_INT
2097152.0 26 regionprofile 0.003319 0.003319 0.003319 0.003319 128.0 1.600000e+01 2.097152e+07 2.097152e+06 1.0 2097152.0 50.0 32 regionprofile 0.002889 0.002889 0.002889 0.002889 256.0 1.600000e+01 2.097152e+07 2.097152e+06 1.0 2097152.0 50.0 26 regionprofile 0.002907 0.002907 0.002907 0.002907 512.0 1.600000e+01 2.097152e+07 2.097152e+06 1.0 2097152.0 50.0 28 regionprofile 0.003281 0.003281 0.003281 0.003281 1024.0 1.600000e+01 2.097152e+07 2.097152e+06 1.0 2097152.0 50.0 Basic_TRAP_INT
4194304.0 26 regionprofile 0.004914 0.004914 0.004914 0.004914 128.0 1.600000e+01 4.194304e+07 4.194304e+06 1.0 4194304.0 50.0 32 regionprofile 0.003758 0.003758 0.003758 0.003758 256.0 1.600000e+01 4.194304e+07 4.194304e+06 1.0 4194304.0 50.0 26 regionprofile 0.004024 0.004024 0.004024 0.004024 512.0 1.600000e+01 4.194304e+07 4.194304e+06 1.0 4194304.0 50.0 28 regionprofile 0.004790 0.004790 0.004790 0.004790 1024.0 1.600000e+01 4.194304e+07 4.194304e+06 1.0 4194304.0 50.0 Basic_TRAP_INT
8388608.0 26 regionprofile 0.008568 0.008568 0.008568 0.008568 128.0 1.600000e+01 8.388608e+07 8.388608e+06 1.0 8388608.0 50.0 32 regionprofile 0.006102 0.006102 0.006102 0.006102 256.0 1.600000e+01 8.388608e+07 8.388608e+06 1.0 8388608.0 50.0 26 regionprofile 0.006503 0.006503 0.006503 0.006503 512.0 1.600000e+01 8.388608e+07 8.388608e+06 1.0 8388608.0 50.0 28 regionprofile 0.007731 0.007731 0.007731 0.007731 1024.0 1.600000e+01 8.388608e+07 8.388608e+06 1.0 8388608.0 50.0 Basic_TRAP_INT
{'name': 'Lcals', 'type': 'function'} 1048576.0 27 regionprofile 0.386209 0.386209 0.386209 0.386209 128.0 1.677722e+08 4.595730e+07 3.145728e+06 3.0 1048576.0 2000.0 33 regionprofile 0.384584 0.384584 0.384584 0.384584 256.0 1.677722e+08 4.595730e+07 3.145728e+06 3.0 1048576.0 2000.0 27 regionprofile 0.382757 0.382757 0.382757 0.382757 512.0 1.677722e+08 4.595730e+07 3.145728e+06 3.0 1048576.0 2000.0 29 regionprofile 0.380432 0.380432 0.380432 0.380432 1024.0 1.677722e+08 4.595730e+07 3.145728e+06 3.0 1048576.0 2000.0 Lcals
2097152.0 27 regionprofile 0.740920 0.740920 0.740920 0.740920 128.0 3.355443e+08 9.200030e+07 6.291456e+06 3.0 2097152.0 2000.0 33 regionprofile 0.737090 0.737090 0.737090 0.737090 256.0 3.355443e+08 9.200030e+07 6.291456e+06 3.0 2097152.0 2000.0 27 regionprofile 0.733827 0.733827 0.733827 0.733827 512.0 3.355443e+08 9.200030e+07 6.291456e+06 3.0 2097152.0 2000.0 29 regionprofile 0.730378 0.730378 0.730378 0.730378 1024.0 3.355443e+08 9.200030e+07 6.291456e+06 3.0 2097152.0 2000.0 Lcals
4194304.0 27 regionprofile 1.449984 1.449984 1.449984 1.449984 128.0 6.710886e+08 1.841891e+08 1.258291e+07 3.0 4194304.0 2000.0 33 regionprofile 1.442402 1.442402 1.442402 1.442402 256.0 6.710886e+08 1.841891e+08 1.258291e+07 3.0 4194304.0 2000.0 27 regionprofile 1.436406 1.436406 1.436406 1.436406 512.0 6.710886e+08 1.841891e+08 1.258291e+07 3.0 4194304.0 2000.0 29 regionprofile 1.431806 1.431806 1.431806 1.431806 1024.0 6.710886e+08 1.841891e+08 1.258291e+07 3.0 4194304.0 2000.0 Lcals
8388608.0 27 regionprofile 2.866099 2.866099 2.866099 2.866099 128.0 1.342177e+09 3.685104e+08 2.516582e+07 3.0 8388608.0 2000.0 33 regionprofile 2.854420 2.854420 2.854420 2.854420 256.0 1.342177e+09 3.685104e+08 2.516582e+07 3.0 8388608.0 2000.0 27 regionprofile 2.840684 2.840684 2.840684 2.840684 512.0 1.342177e+09 3.685104e+08 2.516582e+07 3.0 8388608.0 2000.0 29 regionprofile 2.826837 2.826837 2.826837 2.826837 1024.0 1.342177e+09 3.685104e+08 2.516582e+07 3.0 8388608.0 2000.0 Lcals
{'name': 'Lcals_DIFF_PREDICT', 'type': 'function'} 1048576.0 28 regionprofile 0.061602 0.061602 0.061602 0.061602 128.0 1.677722e+08 9.437184e+06 1.048576e+06 1.0 1048576.0 200.0 34 regionprofile 0.061002 0.061002 0.061002 0.061002 256.0 1.677722e+08 9.437184e+06 1.048576e+06 1.0 1048576.0 200.0 28 regionprofile 0.058284 0.058284 0.058284 0.058284 512.0 1.677722e+08 9.437184e+06 1.048576e+06 1.0 1048576.0 200.0 30 regionprofile 0.056206 0.056206 0.056206 0.056206 1024.0 1.677722e+08 9.437184e+06 1.048576e+06 1.0 1048576.0 200.0 Lcals_DIFF_PREDICT
2097152.0 28 regionprofile 0.119687 0.119687 0.119687 0.119687 128.0 3.355443e+08 1.887437e+07 2.097152e+06 1.0 2097152.0 200.0 34 regionprofile 0.117024 0.117024 0.117024 0.117024 256.0 3.355443e+08 1.887437e+07 2.097152e+06 1.0 2097152.0 200.0 28 regionprofile 0.113229 0.113229 0.113229 0.113229 512.0 3.355443e+08 1.887437e+07 2.097152e+06 1.0 2097152.0 200.0 30 regionprofile 0.108448 0.108448 0.108448 0.108448 1024.0 3.355443e+08 1.887437e+07 2.097152e+06 1.0 2097152.0 200.0 Lcals_DIFF_PREDICT
4194304.0 28 regionprofile 0.236979 0.236979 0.236979 0.236979 128.0 6.710886e+08 3.774874e+07 4.194304e+06 1.0 4194304.0 200.0 34 regionprofile 0.231394 0.231394 0.231394 0.231394 256.0 6.710886e+08 3.774874e+07 4.194304e+06 1.0 4194304.0 200.0 28 regionprofile 0.224460 0.224460 0.224460 0.224460 512.0 6.710886e+08 3.774874e+07 4.194304e+06 1.0 4194304.0 200.0 30 regionprofile 0.214103 0.214103 0.214103 0.214103 1024.0 6.710886e+08 3.774874e+07 4.194304e+06 1.0 4194304.0 200.0 Lcals_DIFF_PREDICT
8388608.0 28 regionprofile 0.471917 0.471917 0.471917 0.471917 128.0 1.342177e+09 7.549747e+07 8.388608e+06 1.0 8388608.0 200.0 34 regionprofile 0.461355 0.461355 0.461355 0.461355 256.0 1.342177e+09 7.549747e+07 8.388608e+06 1.0 8388608.0 200.0 28 regionprofile 0.448522 0.448522 0.448522 0.448522 512.0 1.342177e+09 7.549747e+07 8.388608e+06 1.0 8388608.0 200.0 30 regionprofile 0.427363 0.427363 0.427363 0.427363 1024.0 1.342177e+09 7.549747e+07 8.388608e+06 1.0 8388608.0 200.0 Lcals_DIFF_PREDICT
{'name': 'Lcals_EOS', 'type': 'function'} 1048576.0 29 regionprofile 0.022674 0.022674 0.022674 0.022674 128.0 3.355449e+07 1.677722e+07 1.048576e+06 1.0 1048576.0 500.0 35 regionprofile 0.022652 0.022652 0.022652 0.022652 256.0 3.355449e+07 1.677722e+07 1.048576e+06 1.0 1048576.0 500.0 29 regionprofile 0.023216 0.023216 0.023216 0.023216 512.0 3.355449e+07 1.677722e+07 1.048576e+06 1.0 1048576.0 500.0 31 regionprofile 0.022659 0.022659 0.022659 0.022659 1024.0 3.355449e+07 1.677722e+07 1.048576e+06 1.0 1048576.0 500.0 Lcals_EOS
2097152.0 29 regionprofile 0.043212 0.043212 0.043212 0.043212 128.0 6.710892e+07 3.355443e+07 2.097152e+06 1.0 2097152.0 500.0 35 regionprofile 0.043146 0.043146 0.043146 0.043146 256.0 6.710892e+07 3.355443e+07 2.097152e+06 1.0 2097152.0 500.0 29 regionprofile 0.043166 0.043166 0.043166 0.043166 512.0 6.710892e+07 3.355443e+07 2.097152e+06 1.0 2097152.0 500.0 31 regionprofile 0.043215 0.043215 0.043215 0.043215 1024.0 6.710892e+07 3.355443e+07 2.097152e+06 1.0 2097152.0 500.0 Lcals_EOS
4194304.0 29 regionprofile 0.084055 0.084055 0.084055 0.084055 128.0 1.342178e+08 6.710886e+07 4.194304e+06 1.0 4194304.0 500.0 35 regionprofile 0.083785 0.083785 0.083785 0.083785 256.0 1.342178e+08 6.710886e+07 4.194304e+06 1.0 4194304.0 500.0 29 regionprofile 0.083872 0.083872 0.083872 0.083872 512.0 1.342178e+08 6.710886e+07 4.194304e+06 1.0 4194304.0 500.0 31 regionprofile 0.083781 0.083781 0.083781 0.083781 1024.0 1.342178e+08 6.710886e+07 4.194304e+06 1.0 4194304.0 500.0 Lcals_EOS
8388608.0 29 regionprofile 0.163718 0.163718 0.163718 0.163718 128.0 2.684355e+08 1.342177e+08 8.388608e+06 1.0 8388608.0 500.0 35 regionprofile 0.164599 0.164599 0.164599 0.164599 256.0 2.684355e+08 1.342177e+08 8.388608e+06 1.0 8388608.0 500.0 29 regionprofile 0.165135 0.165135 0.165135 0.165135 512.0 2.684355e+08 1.342177e+08 8.388608e+06 1.0 8388608.0 500.0 31 regionprofile 0.165140 0.165140 0.165140 0.165140 1024.0 2.684355e+08 1.342177e+08 8.388608e+06 1.0 8388608.0 500.0 Lcals_EOS
{'name': 'Lcals_FIRST_DIFF', 'type': 'function'} 1048576.0 30 regionprofile 0.048094 0.048094 0.048094 0.048094 128.0 1.677722e+07 1.048576e+06 1.048576e+06 1.0 1048576.0 2000.0 36 regionprofile 0.048188 0.048188 0.048188 0.048188 256.0 1.677722e+07 1.048576e+06 1.048576e+06 1.0 1048576.0 2000.0 30 regionprofile 0.048319 0.048319 0.048319 0.048319 512.0 1.677722e+07 1.048576e+06 1.048576e+06 1.0 1048576.0 2000.0 32 regionprofile 0.048496 0.048496 0.048496 0.048496 1024.0 1.677722e+07 1.048576e+06 1.048576e+06 1.0 1048576.0 2000.0 Lcals_FIRST_DIFF
2097152.0 30 regionprofile 0.089910 0.089910 0.089910 0.089910 128.0 3.355444e+07 2.097152e+06 2.097152e+06 1.0 2097152.0 2000.0 36 regionprofile 0.089960 0.089960 0.089960 0.089960 256.0 3.355444e+07 2.097152e+06 2.097152e+06 1.0 2097152.0 2000.0 30 regionprofile 0.090736 0.090736 0.090736 0.090736 512.0 3.355444e+07 2.097152e+06 2.097152e+06 1.0 2097152.0 2000.0 32 regionprofile 0.090215 0.090215 0.090215 0.090215 1024.0 3.355444e+07 2.097152e+06 2.097152e+06 1.0 2097152.0 2000.0 Lcals_FIRST_DIFF
4194304.0 30 regionprofile 0.173070 0.173070 0.173070 0.173070 128.0 6.710887e+07 4.194304e+06 4.194304e+06 1.0 4194304.0 2000.0 36 regionprofile 0.173200 0.173200 0.173200 0.173200 256.0 6.710887e+07 4.194304e+06 4.194304e+06 1.0 4194304.0 2000.0 30 regionprofile 0.173436 0.173436 0.173436 0.173436 512.0 6.710887e+07 4.194304e+06 4.194304e+06 1.0 4194304.0 2000.0 32 regionprofile 0.173699 0.173699 0.173699 0.173699 1024.0 6.710887e+07 4.194304e+06 4.194304e+06 1.0 4194304.0 2000.0 Lcals_FIRST_DIFF
8388608.0 30 regionprofile 0.339211 0.339211 0.339211 0.339211 128.0 1.342177e+08 8.388608e+06 8.388608e+06 1.0 8388608.0 2000.0 36 regionprofile 0.339369 0.339369 0.339369 0.339369 256.0 1.342177e+08 8.388608e+06 8.388608e+06 1.0 8388608.0 2000.0 30 regionprofile 0.339742 0.339742 0.339742 0.339742 512.0 1.342177e+08 8.388608e+06 8.388608e+06 1.0 8388608.0 2000.0 32 regionprofile 0.340453 0.340453 0.340453 0.340453 1024.0 1.342177e+08 8.388608e+06 8.388608e+06 1.0 8388608.0 2000.0 Lcals_FIRST_DIFF
{'name': 'Lcals_FIRST_MIN', 'type': 'function'} 1048576.0 31 regionprofile 0.005570 0.005570 0.005570 0.005570 128.0 8.388640e+06 0.000000e+00 1.048576e+06 1.0 1048576.0 100.0 37 regionprofile 0.004917 0.004917 0.004917 0.004917 256.0 8.388640e+06 0.000000e+00 1.048576e+06 1.0 1048576.0 100.0 31 regionprofile 0.004600 0.004600 0.004600 0.004600 512.0 8.388640e+06 0.000000e+00 1.048576e+06 1.0 1048576.0 100.0 33 regionprofile 0.004475 0.004475 0.004475 0.004475 1024.0 8.388640e+06 0.000000e+00 1.048576e+06 1.0 1048576.0 100.0 Lcals_FIRST_MIN
2097152.0 31 regionprofile 0.007701 0.007701 0.007701 0.007701 128.0 1.677725e+07 0.000000e+00 2.097152e+06 1.0 2097152.0 100.0 37 regionprofile 0.006515 0.006515 0.006515 0.006515 256.0 1.677725e+07 0.000000e+00 2.097152e+06 1.0 2097152.0 100.0 31 regionprofile 0.005893 0.005893 0.005893 0.005893 512.0 1.677725e+07 0.000000e+00 2.097152e+06 1.0 2097152.0 100.0 33 regionprofile 0.006409 0.006409 0.006409 0.006409 1024.0 1.677725e+07 0.000000e+00 2.097152e+06 1.0 2097152.0 100.0 Lcals_FIRST_MIN
4194304.0 31 regionprofile 0.012164 0.012164 0.012164 0.012164 128.0 3.355446e+07 0.000000e+00 4.194304e+06 1.0 4194304.0 100.0 37 regionprofile 0.009742 0.009742 0.009742 0.009742 256.0 3.355446e+07 0.000000e+00 4.194304e+06 1.0 4194304.0 100.0 31 regionprofile 0.009258 0.009258 0.009258 0.009258 512.0 3.355446e+07 0.000000e+00 4.194304e+06 1.0 4194304.0 100.0 33 regionprofile 0.010380 0.010380 0.010380 0.010380 1024.0 3.355446e+07 0.000000e+00 4.194304e+06 1.0 4194304.0 100.0 Lcals_FIRST_MIN
8388608.0 31 regionprofile 0.021264 0.021264 0.021264 0.021264 128.0 6.710890e+07 0.000000e+00 8.388608e+06 1.0 8388608.0 100.0 37 regionprofile 0.018082 0.018082 0.018082 0.018082 256.0 6.710890e+07 0.000000e+00 8.388608e+06 1.0 8388608.0 100.0 31 regionprofile 0.016001 0.016001 0.016001 0.016001 512.0 6.710890e+07 0.000000e+00 8.388608e+06 1.0 8388608.0 100.0 33 regionprofile 0.017487 0.017487 0.017487 0.017487 1024.0 6.710890e+07 0.000000e+00 8.388608e+06 1.0 8388608.0 100.0 Lcals_FIRST_MIN
{'name': 'Lcals_FIRST_SUM', 'type': 'function'} 1048576.0 32 regionprofile 0.048174 0.048174 0.048174 0.048174 128.0 1.677721e+07 1.048575e+06 1.048576e+06 1.0 1048576.0 2000.0 38 regionprofile 0.048262 0.048262 0.048262 0.048262 256.0 1.677721e+07 1.048575e+06 1.048576e+06 1.0 1048576.0 2000.0 32 regionprofile 0.048429 0.048429 0.048429 0.048429 512.0 1.677721e+07 1.048575e+06 1.048576e+06 1.0 1048576.0 2000.0 34 regionprofile 0.048660 0.048660 0.048660 0.048660 1024.0 1.677721e+07 1.048575e+06 1.048576e+06 1.0 1048576.0 2000.0 Lcals_FIRST_SUM
2097152.0 32 regionprofile 0.090045 0.090045 0.090045 0.090045 128.0 3.355442e+07 2.097151e+06 2.097152e+06 1.0 2097152.0 2000.0 38 regionprofile 0.090116 0.090116 0.090116 0.090116 256.0 3.355442e+07 2.097151e+06 2.097152e+06 1.0 2097152.0 2000.0 32 regionprofile 0.090401 0.090401 0.090401 0.090401 512.0 3.355442e+07 2.097151e+06 2.097152e+06 1.0 2097152.0 2000.0 34 regionprofile 0.091053 0.091053 0.091053 0.091053 1024.0 3.355442e+07 2.097151e+06 2.097152e+06 1.0 2097152.0 2000.0 Lcals_FIRST_SUM
4194304.0 32 regionprofile 0.173145 0.173145 0.173145 0.173145 128.0 6.710886e+07 4.194303e+06 4.194304e+06 1.0 4194304.0 2000.0 38 regionprofile 0.173302 0.173302 0.173302 0.173302 256.0 6.710886e+07 4.194303e+06 4.194304e+06 1.0 4194304.0 2000.0 32 regionprofile 0.173509 0.173509 0.173509 0.173509 512.0 6.710886e+07 4.194303e+06 4.194304e+06 1.0 4194304.0 2000.0 34 regionprofile 0.174571 0.174571 0.174571 0.174571 1024.0 6.710886e+07 4.194303e+06 4.194304e+06 1.0 4194304.0 2000.0 Lcals_FIRST_SUM
8388608.0 32 regionprofile 0.339436 0.339436 0.339436 0.339436 128.0 1.342177e+08 8.388607e+06 8.388608e+06 1.0 8388608.0 2000.0 38 regionprofile 0.339304 0.339304 0.339304 0.339304 256.0 1.342177e+08 8.388607e+06 8.388608e+06 1.0 8388608.0 2000.0 32 regionprofile 0.340061 0.340061 0.340061 0.340061 512.0 1.342177e+08 8.388607e+06 8.388608e+06 1.0 8388608.0 2000.0 34 regionprofile 0.341924 0.341924 0.341924 0.341924 1024.0 1.342177e+08 8.388607e+06 8.388608e+06 1.0 8388608.0 2000.0 Lcals_FIRST_SUM
{'name': 'Lcals_GEN_LIN_RECUR', 'type': 'function'} 1048576.0 33 regionprofile 0.049221 0.049221 0.049221 0.049221 128.0 8.388608e+07 6.291456e+06 1.048576e+06 2.0 1048576.0 500.0 39 regionprofile 0.048982 0.048982 0.048982 0.048982 256.0 8.388608e+07 6.291456e+06 1.048576e+06 2.0 1048576.0 500.0 33 regionprofile 0.048876 0.048876 0.048876 0.048876 512.0 8.388608e+07 6.291456e+06 1.048576e+06 2.0 1048576.0 500.0 35 regionprofile 0.048841 0.048841 0.048841 0.048841 1024.0 8.388608e+07 6.291456e+06 1.048576e+06 2.0 1048576.0 500.0 Lcals_GEN_LIN_RECUR
2097152.0 33 regionprofile 0.100018 0.100018 0.100018 0.100018 128.0 1.677722e+08 1.258291e+07 2.097152e+06 2.0 2097152.0 500.0 39 regionprofile 0.099787 0.099787 0.099787 0.099787 256.0 1.677722e+08 1.258291e+07 2.097152e+06 2.0 2097152.0 500.0 33 regionprofile 0.099585 0.099585 0.099585 0.099585 512.0 1.677722e+08 1.258291e+07 2.097152e+06 2.0 2097152.0 500.0 35 regionprofile 0.099693 0.099693 0.099693 0.099693 1024.0 1.677722e+08 1.258291e+07 2.097152e+06 2.0 2097152.0 500.0 Lcals_GEN_LIN_RECUR
4194304.0 33 regionprofile 0.202627 0.202627 0.202627 0.202627 128.0 3.355443e+08 2.516582e+07 4.194304e+06 2.0 4194304.0 500.0 39 regionprofile 0.202183 0.202183 0.202183 0.202183 256.0 3.355443e+08 2.516582e+07 4.194304e+06 2.0 4194304.0 500.0 33 regionprofile 0.202172 0.202172 0.202172 0.202172 512.0 3.355443e+08 2.516582e+07 4.194304e+06 2.0 4194304.0 500.0 35 regionprofile 0.202094 0.202094 0.202094 0.202094 1024.0 3.355443e+08 2.516582e+07 4.194304e+06 2.0 4194304.0 500.0 Lcals_GEN_LIN_RECUR
8388608.0 33 regionprofile 0.407307 0.407307 0.407307 0.407307 128.0 6.710886e+08 5.033165e+07 8.388608e+06 2.0 8388608.0 500.0 39 regionprofile 0.406927 0.406927 0.406927 0.406927 256.0 6.710886e+08 5.033165e+07 8.388608e+06 2.0 8388608.0 500.0 33 regionprofile 0.406116 0.406116 0.406116 0.406116 512.0 6.710886e+08 5.033165e+07 8.388608e+06 2.0 8388608.0 500.0 35 regionprofile 0.406465 0.406465 0.406465 0.406465 1024.0 6.710886e+08 5.033165e+07 8.388608e+06 2.0 8388608.0 500.0 Lcals_GEN_LIN_RECUR
{'name': 'Lcals_HYDRO_1D', 'type': 'function'} 1048576.0 34 regionprofile 0.033902 0.033902 0.033902 0.033902 128.0 2.516583e+07 5.242880e+06 1.048576e+06 1.0 1048576.0 1000.0 40 regionprofile 0.033772 0.033772 0.033772 0.033772 256.0 2.516583e+07 5.242880e+06 1.048576e+06 1.0 1048576.0 1000.0 34 regionprofile 0.033877 0.033877 0.033877 0.033877 512.0 2.516583e+07 5.242880e+06 1.048576e+06 1.0 1048576.0 1000.0 36 regionprofile 0.033828 0.033828 0.033828 0.033828 1024.0 2.516583e+07 5.242880e+06 1.048576e+06 1.0 1048576.0 1000.0 Lcals_HYDRO_1D
2097152.0 34 regionprofile 0.063721 0.063721 0.063721 0.063721 128.0 5.033166e+07 1.048576e+07 2.097152e+06 1.0 2097152.0 1000.0 40 regionprofile 0.063725 0.063725 0.063725 0.063725 256.0 5.033166e+07 1.048576e+07 2.097152e+06 1.0 2097152.0 1000.0 34 regionprofile 0.063795 0.063795 0.063795 0.063795 512.0 5.033166e+07 1.048576e+07 2.097152e+06 1.0 2097152.0 1000.0 36 regionprofile 0.063929 0.063929 0.063929 0.063929 1024.0 5.033166e+07 1.048576e+07 2.097152e+06 1.0 2097152.0 1000.0 Lcals_HYDRO_1D
4194304.0 34 regionprofile 0.123286 0.123286 0.123286 0.123286 128.0 1.006633e+08 2.097152e+07 4.194304e+06 1.0 4194304.0 1000.0 40 regionprofile 0.123186 0.123186 0.123186 0.123186 256.0 1.006633e+08 2.097152e+07 4.194304e+06 1.0 4194304.0 1000.0 34 regionprofile 0.123447 0.123447 0.123447 0.123447 512.0 1.006633e+08 2.097152e+07 4.194304e+06 1.0 4194304.0 1000.0 36 regionprofile 0.123442 0.123442 0.123442 0.123442 1024.0 1.006633e+08 2.097152e+07 4.194304e+06 1.0 4194304.0 1000.0 Lcals_HYDRO_1D
8388608.0 34 regionprofile 0.242067 0.242067 0.242067 0.242067 128.0 2.013266e+08 4.194304e+07 8.388608e+06 1.0 8388608.0 1000.0 40 regionprofile 0.242074 0.242074 0.242074 0.242074 256.0 2.013266e+08 4.194304e+07 8.388608e+06 1.0 8388608.0 1000.0 34 regionprofile 0.242341 0.242341 0.242341 0.242341 512.0 2.013266e+08 4.194304e+07 8.388608e+06 1.0 8388608.0 1000.0 36 regionprofile 0.242579 0.242579 0.242579 0.242579 1024.0 2.013266e+08 4.194304e+07 8.388608e+06 1.0 8388608.0 1000.0 Lcals_HYDRO_1D
{'name': 'Lcals_HYDRO_2D', 'type': 'function'} 1048576.0 35 regionprofile 0.022876 0.022876 0.022876 0.022876 128.0 1.506676e+08 4.595730e+07 3.145728e+06 3.0 1048576.0 100.0 41 regionprofile 0.022714 0.022714 0.022714 0.022714 256.0 1.506676e+08 4.595730e+07 3.145728e+06 3.0 1048576.0 100.0 35 regionprofile 0.022869 0.022869 0.022869 0.022869 512.0 1.506676e+08 4.595730e+07 3.145728e+06 3.0 1048576.0 100.0 37 regionprofile 0.022825 0.022825 0.022825 0.022825 1024.0 1.506676e+08 4.595730e+07 3.145728e+06 3.0 1048576.0 100.0 Lcals_HYDRO_2D
2097152.0 35 regionprofile 0.043652 0.043652 0.043652 0.043652 128.0 3.014623e+08 9.200030e+07 6.291456e+06 3.0 2097152.0 100.0 41 regionprofile 0.043686 0.043686 0.043686 0.043686 256.0 3.014623e+08 9.200030e+07 6.291456e+06 3.0 2097152.0 100.0 35 regionprofile 0.043595 0.043595 0.043595 0.043595 512.0 3.014623e+08 9.200030e+07 6.291456e+06 3.0 2097152.0 100.0 37 regionprofile 0.043889 0.043889 0.043889 0.043889 1024.0 3.014623e+08 9.200030e+07 6.291456e+06 3.0 2097152.0 100.0 Lcals_HYDRO_2D
4194304.0 35 regionprofile 0.086800 0.086800 0.086800 0.086800 128.0 6.033247e+08 1.841891e+08 1.258291e+07 3.0 4194304.0 100.0 41 regionprofile 0.086387 0.086387 0.086387 0.086387 256.0 6.033247e+08 1.841891e+08 1.258291e+07 3.0 4194304.0 100.0 35 regionprofile 0.086439 0.086439 0.086439 0.086439 512.0 6.033247e+08 1.841891e+08 1.258291e+07 3.0 4194304.0 100.0 37 regionprofile 0.089834 0.089834 0.089834 0.089834 1024.0 6.033247e+08 1.841891e+08 1.258291e+07 3.0 4194304.0 100.0 Lcals_HYDRO_2D
8388608.0 35 regionprofile 0.171752 0.171752 0.171752 0.171752 128.0 1.206775e+09 3.685104e+08 2.516582e+07 3.0 8388608.0 100.0 41 regionprofile 0.171160 0.171160 0.171160 0.171160 256.0 1.206775e+09 3.685104e+08 2.516582e+07 3.0 8388608.0 100.0 35 regionprofile 0.171241 0.171241 0.171241 0.171241 512.0 1.206775e+09 3.685104e+08 2.516582e+07 3.0 8388608.0 100.0 37 regionprofile 0.173475 0.173475 0.173475 0.173475 1024.0 1.206775e+09 3.685104e+08 2.516582e+07 3.0 8388608.0 100.0 Lcals_HYDRO_2D
{'name': 'Lcals_INT_PREDICT', 'type': 'function'} 1048576.0 36 regionprofile 0.046661 0.046661 0.046661 0.046661 128.0 9.227469e+07 1.782579e+07 1.048576e+06 1.0 1048576.0 400.0 42 regionprofile 0.046705 0.046705 0.046705 0.046705 256.0 9.227469e+07 1.782579e+07 1.048576e+06 1.0 1048576.0 400.0 36 regionprofile 0.046804 0.046804 0.046804 0.046804 512.0 9.227469e+07 1.782579e+07 1.048576e+06 1.0 1048576.0 400.0 38 regionprofile 0.046876 0.046876 0.046876 0.046876 1024.0 9.227469e+07 1.782579e+07 1.048576e+06 1.0 1048576.0 400.0 Lcals_INT_PREDICT
2097152.0 36 regionprofile 0.091770 0.091770 0.091770 0.091770 128.0 1.845494e+08 3.565158e+07 2.097152e+06 1.0 2097152.0 400.0 42 regionprofile 0.092040 0.092040 0.092040 0.092040 256.0 1.845494e+08 3.565158e+07 2.097152e+06 1.0 2097152.0 400.0 36 regionprofile 0.092147 0.092147 0.092147 0.092147 512.0 1.845494e+08 3.565158e+07 2.097152e+06 1.0 2097152.0 400.0 38 regionprofile 0.092135 0.092135 0.092135 0.092135 1024.0 1.845494e+08 3.565158e+07 2.097152e+06 1.0 2097152.0 400.0 Lcals_INT_PREDICT
4194304.0 36 regionprofile 0.182561 0.182561 0.182561 0.182561 128.0 3.690988e+08 7.130317e+07 4.194304e+06 1.0 4194304.0 400.0 42 regionprofile 0.182702 0.182702 0.182702 0.182702 256.0 3.690988e+08 7.130317e+07 4.194304e+06 1.0 4194304.0 400.0 36 regionprofile 0.182630 0.182630 0.182630 0.182630 512.0 3.690988e+08 7.130317e+07 4.194304e+06 1.0 4194304.0 400.0 38 regionprofile 0.182715 0.182715 0.182715 0.182715 1024.0 3.690988e+08 7.130317e+07 4.194304e+06 1.0 4194304.0 400.0 Lcals_INT_PREDICT
8388608.0 36 regionprofile 0.363553 0.363553 0.363553 0.363553 128.0 7.381975e+08 1.426063e+08 8.388608e+06 1.0 8388608.0 400.0 42 regionprofile 0.363736 0.363736 0.363736 0.363736 256.0 7.381975e+08 1.426063e+08 8.388608e+06 1.0 8388608.0 400.0 36 regionprofile 0.363456 0.363456 0.363456 0.363456 512.0 7.381975e+08 1.426063e+08 8.388608e+06 1.0 8388608.0 400.0 38 regionprofile 0.363552 0.363552 0.363552 0.363552 1024.0 7.381975e+08 1.426063e+08 8.388608e+06 1.0 8388608.0 400.0 Lcals_INT_PREDICT
{'name': 'Lcals_PLANCKIAN', 'type': 'function'} 1048576.0 37 regionprofile 0.002758 0.002758 0.002758 0.002758 128.0 4.194304e+07 4.194304e+06 1.048576e+06 1.0 1048576.0 50.0 43 regionprofile 0.002757 0.002757 0.002757 0.002757 256.0 4.194304e+07 4.194304e+06 1.048576e+06 1.0 1048576.0 50.0 37 regionprofile 0.002738 0.002738 0.002738 0.002738 512.0 4.194304e+07 4.194304e+06 1.048576e+06 1.0 1048576.0 50.0 39 regionprofile 0.002760 0.002760 0.002760 0.002760 1024.0 4.194304e+07 4.194304e+06 1.048576e+06 1.0 1048576.0 50.0 Lcals_PLANCKIAN
2097152.0 37 regionprofile 0.005265 0.005265 0.005265 0.005265 128.0 8.388608e+07 8.388608e+06 2.097152e+06 1.0 2097152.0 50.0 43 regionprofile 0.005254 0.005254 0.005254 0.005254 256.0 8.388608e+07 8.388608e+06 2.097152e+06 1.0 2097152.0 50.0 37 regionprofile 0.005270 0.005270 0.005270 0.005270 512.0 8.388608e+07 8.388608e+06 2.097152e+06 1.0 2097152.0 50.0 39 regionprofile 0.005336 0.005336 0.005336 0.005336 1024.0 8.388608e+07 8.388608e+06 2.097152e+06 1.0 2097152.0 50.0 Lcals_PLANCKIAN
4194304.0 37 regionprofile 0.010287 0.010287 0.010287 0.010287 128.0 1.677722e+08 1.677722e+07 4.194304e+06 1.0 4194304.0 50.0 43 regionprofile 0.010279 0.010279 0.010279 0.010279 256.0 1.677722e+08 1.677722e+07 4.194304e+06 1.0 4194304.0 50.0 37 regionprofile 0.010297 0.010297 0.010297 0.010297 512.0 1.677722e+08 1.677722e+07 4.194304e+06 1.0 4194304.0 50.0 39 regionprofile 0.010323 0.010323 0.010323 0.010323 1024.0 1.677722e+08 1.677722e+07 4.194304e+06 1.0 4194304.0 50.0 Lcals_PLANCKIAN
8388608.0 37 regionprofile 0.020310 0.020310 0.020310 0.020310 128.0 3.355443e+08 3.355443e+07 8.388608e+06 1.0 8388608.0 50.0 43 regionprofile 0.020306 0.020306 0.020306 0.020306 256.0 3.355443e+08 3.355443e+07 8.388608e+06 1.0 8388608.0 50.0 37 regionprofile 0.020343 0.020343 0.020343 0.020343 512.0 3.355443e+08 3.355443e+07 8.388608e+06 1.0 8388608.0 50.0 39 regionprofile 0.020377 0.020377 0.020377 0.020377 1024.0 3.355443e+08 3.355443e+07 8.388608e+06 1.0 8388608.0 50.0 Lcals_PLANCKIAN
{'name': 'Lcals_TRIDIAG_ELIM', 'type': 'function'} 1048576.0 38 regionprofile 0.044595 0.044595 0.044595 0.044595 128.0 3.355440e+07 2.097150e+06 1.048576e+06 1.0 1048576.0 1000.0 44 regionprofile 0.044553 0.044553 0.044553 0.044553 256.0 3.355440e+07 2.097150e+06 1.048576e+06 1.0 1048576.0 1000.0 38 regionprofile 0.044662 0.044662 0.044662 0.044662 512.0 3.355440e+07 2.097150e+06 1.048576e+06 1.0 1048576.0 1000.0 40 regionprofile 0.044731 0.044731 0.044731 0.044731 1024.0 3.355440e+07 2.097150e+06 1.048576e+06 1.0 1048576.0 1000.0 Lcals_TRIDIAG_ELIM
2097152.0 38 regionprofile 0.085855 0.085855 0.085855 0.085855 128.0 6.710883e+07 4.194302e+06 2.097152e+06 1.0 2097152.0 1000.0 44 regionprofile 0.085758 0.085758 0.085758 0.085758 256.0 6.710883e+07 4.194302e+06 2.097152e+06 1.0 2097152.0 1000.0 38 regionprofile 0.085929 0.085929 0.085929 0.085929 512.0 6.710883e+07 4.194302e+06 2.097152e+06 1.0 2097152.0 1000.0 40 regionprofile 0.085974 0.085974 0.085974 0.085974 1024.0 6.710883e+07 4.194302e+06 2.097152e+06 1.0 2097152.0 1000.0 Lcals_TRIDIAG_ELIM
4194304.0 38 regionprofile 0.164922 0.164922 0.164922 0.164922 128.0 1.342177e+08 8.388606e+06 4.194304e+06 1.0 4194304.0 1000.0 44 regionprofile 0.166154 0.166154 0.166154 0.166154 256.0 1.342177e+08 8.388606e+06 4.194304e+06 1.0 4194304.0 1000.0 38 regionprofile 0.166799 0.166799 0.166799 0.166799 512.0 1.342177e+08 8.388606e+06 4.194304e+06 1.0 4194304.0 1000.0 40 regionprofile 0.166786 0.166786 0.166786 0.166786 1024.0 1.342177e+08 8.388606e+06 4.194304e+06 1.0 4194304.0 1000.0 Lcals_TRIDIAG_ELIM
8388608.0 38 regionprofile 0.325473 0.325473 0.325473 0.325473 128.0 2.684354e+08 1.677721e+07 8.388608e+06 1.0 8388608.0 1000.0 44 regionprofile 0.327416 0.327416 0.327416 0.327416 256.0 2.684354e+08 1.677721e+07 8.388608e+06 1.0 8388608.0 1000.0 38 regionprofile 0.327626 0.327626 0.327626 0.327626 512.0 2.684354e+08 1.677721e+07 8.388608e+06 1.0 8388608.0 1000.0 40 regionprofile 0.327929 0.327929 0.327929 0.327929 1024.0 2.684354e+08 1.677721e+07 8.388608e+06 1.0 8388608.0 1000.0 Lcals_TRIDIAG_ELIM
{'name': 'Polybench', 'type': 'function'} 1048576.0 39 regionprofile 0.582509 0.582509 0.582509 0.582509 128.0 3.359049e+09 6.797544e+09 1.259520e+08 160.0 1050625.0 120.0 45 regionprofile 0.607511 0.607511 0.607511 0.607511 256.0 3.359049e+09 6.797544e+09 1.259520e+08 160.0 1050625.0 120.0 39 regionprofile 0.703567 0.703567 0.703567 0.703567 512.0 3.359049e+09 6.797544e+09 1.259520e+08 160.0 1050625.0 120.0 41 regionprofile 0.984129 0.984129 0.984129 0.984129 1024.0 3.359049e+09 6.797544e+09 1.259520e+08 160.0 1050625.0 120.0 Polybench
2097152.0 39 regionprofile 1.226385 1.226385 1.226385 1.226385 128.0 6.714551e+09 1.536488e+10 2.517783e+08 160.0 2099601.0 120.0 45 regionprofile 1.261850 1.261850 1.261850 1.261850 256.0 6.714551e+09 1.536488e+10 2.517783e+08 160.0 2099601.0 120.0 39 regionprofile 1.400618 1.400618 1.400618 1.400618 512.0 6.714551e+09 1.536488e+10 2.517783e+08 160.0 2099601.0 120.0 41 regionprofile 1.810362 1.810362 1.810362 1.810362 1024.0 6.714551e+09 1.536488e+10 2.517783e+08 160.0 2099601.0 120.0 Polybench
4194304.0 39 regionprofile 2.746726 2.746726 2.746726 2.746726 128.0 1.342898e+10 3.576198e+10 5.035623e+08 160.0 4198401.0 120.0 45 regionprofile 2.775290 2.775290 2.775290 2.775290 256.0 1.342898e+10 3.576198e+10 5.035623e+08 160.0 4198401.0 120.0 39 regionprofile 2.948133 2.948133 2.948133 2.948133 512.0 1.342898e+10 3.576198e+10 5.035623e+08 160.0 4198401.0 120.0 41 regionprofile 3.526532 3.526532 3.526532 3.526532 1024.0 1.342898e+10 3.576198e+10 5.035623e+08 160.0 4198401.0 120.0 Polybench
8388608.0 39 regionprofile 6.560859 6.560859 6.560859 6.560859 128.0 2.684801e+10 8.572211e+10 1.006765e+09 160.0 8392609.0 120.0 45 regionprofile 6.574260 6.574260 6.574260 6.574260 256.0 2.684801e+10 8.572211e+10 1.006765e+09 160.0 8392609.0 120.0 39 regionprofile 6.821886 6.821886 6.821886 6.821886 512.0 2.684801e+10 8.572211e+10 1.006765e+09 160.0 8392609.0 120.0 41 regionprofile 7.627384 7.627384 7.627384 7.627384 1024.0 2.684801e+10 8.572211e+10 1.006765e+09 160.0 8392609.0 120.0 Polybench
{'name': 'Polybench_2MM', 'type': 'function'} 1048576.0 40 regionprofile 0.006010 0.006010 0.006010 0.006010 128.0 5.198800e+07 5.683881e+09 2.101250e+06 2.0 1050625.0 2.0 46 regionprofile 0.006037 0.006037 0.006037 0.006037 256.0 5.198800e+07 5.683881e+09 2.101250e+06 2.0 1050625.0 2.0 40 regionprofile 0.006220 0.006220 0.006220 0.006220 512.0 5.198800e+07 5.683881e+09 2.101250e+06 2.0 1050625.0 2.0 42 regionprofile 0.006458 0.006458 0.006458 0.006458 1024.0 5.198800e+07 5.683881e+09 2.101250e+06 2.0 1050625.0 2.0 Polybench_2MM
2097152.0 40 regionprofile 0.013480 0.013480 0.013480 0.013480 128.0 9.315331e+07 1.313930e+10 4.199202e+06 2.0 2099601.0 2.0 46 regionprofile 0.013433 0.013433 0.013433 0.013433 256.0 9.315331e+07 1.313930e+10 4.199202e+06 2.0 2099601.0 2.0 40 regionprofile 0.013560 0.013560 0.013560 0.013560 512.0 9.315331e+07 1.313930e+10 4.199202e+06 2.0 2099601.0 2.0 42 regionprofile 0.013925 0.013925 0.013925 0.013925 1024.0 9.315331e+07 1.313930e+10 4.199202e+06 2.0 2099601.0 2.0 Polybench_2MM
4194304.0 40 regionprofile 0.032475 0.032475 0.032475 0.032475 128.0 1.710669e+08 3.131167e+10 8.396802e+06 2.0 4198401.0 2.0 46 regionprofile 0.032352 0.032352 0.032352 0.032352 256.0 1.710669e+08 3.131167e+10 8.396802e+06 2.0 4198401.0 2.0 40 regionprofile 0.032715 0.032715 0.032715 0.032715 512.0 1.710669e+08 3.131167e+10 8.396802e+06 2.0 4198401.0 2.0 42 regionprofile 0.034279 0.034279 0.034279 0.034279 1024.0 1.710669e+08 3.131167e+10 8.396802e+06 2.0 4198401.0 2.0 Polybench_2MM
8388608.0 40 regionprofile 0.080898 0.080898 0.080898 0.080898 128.0 3.204777e+08 7.682594e+10 1.678522e+07 2.0 8392609.0 2.0 46 regionprofile 0.080000 0.080000 0.080000 0.080000 256.0 3.204777e+08 7.682594e+10 1.678522e+07 2.0 8392609.0 2.0 40 regionprofile 0.082365 0.082365 0.082365 0.082365 512.0 3.204777e+08 7.682594e+10 1.678522e+07 2.0 8392609.0 2.0 42 regionprofile 0.085204 0.085204 0.085204 0.085204 1024.0 3.204777e+08 7.682594e+10 1.678522e+07 2.0 8392609.0 2.0 Polybench_2MM
{'name': 'Polybench_3MM', 'type': 'function'} 1048576.0 41 regionprofile 0.009086 0.009086 0.009086 0.009086 128.0 7.826900e+07 6.797544e+09 3.151875e+06 3.0 1050625.0 2.0 47 regionprofile 0.009185 0.009185 0.009185 0.009185 256.0 7.826900e+07 6.797544e+09 3.151875e+06 3.0 1050625.0 2.0 41 regionprofile 0.009371 0.009371 0.009371 0.009371 512.0 7.826900e+07 6.797544e+09 3.151875e+06 3.0 1050625.0 2.0 43 regionprofile 0.009796 0.009796 0.009796 0.009796 1024.0 7.826900e+07 6.797544e+09 3.151875e+06 3.0 1050625.0 2.0 Polybench_3MM
2097152.0 41 regionprofile 0.019303 0.019303 0.019303 0.019303 128.0 1.352207e+08 1.536488e+10 6.298803e+06 3.0 2099601.0 2.0 47 regionprofile 0.019195 0.019195 0.019195 0.019195 256.0 1.352207e+08 1.536488e+10 6.298803e+06 3.0 2099601.0 2.0 41 regionprofile 0.019314 0.019314 0.019314 0.019314 512.0 1.352207e+08 1.536488e+10 6.298803e+06 3.0 2099601.0 2.0 43 regionprofile 0.019976 0.019976 0.019976 0.019976 1024.0 1.352207e+08 1.536488e+10 6.298803e+06 3.0 2099601.0 2.0 Polybench_3MM
4194304.0 41 regionprofile 0.043815 0.043815 0.043815 0.043815 128.0 2.403887e+08 3.576198e+10 1.259520e+07 3.0 4198401.0 2.0 47 regionprofile 0.044279 0.044279 0.044279 0.044279 256.0 2.403887e+08 3.576198e+10 1.259520e+07 3.0 4198401.0 2.0 41 regionprofile 0.044810 0.044810 0.044810 0.044810 512.0 2.403887e+08 3.576198e+10 1.259520e+07 3.0 4198401.0 2.0 43 regionprofile 0.046937 0.046937 0.046937 0.046937 1024.0 2.403887e+08 3.576198e+10 1.259520e+07 3.0 4198401.0 2.0 Polybench_3MM
8388608.0 41 regionprofile 0.103543 0.103543 0.103543 0.103543 128.0 4.381423e+08 8.572211e+10 2.517783e+07 3.0 8392609.0 2.0 47 regionprofile 0.103939 0.103939 0.103939 0.103939 256.0 4.381423e+08 8.572211e+10 2.517783e+07 3.0 8392609.0 2.0 41 regionprofile 0.107892 0.107892 0.107892 0.107892 512.0 4.381423e+08 8.572211e+10 2.517783e+07 3.0 8392609.0 2.0 43 regionprofile 0.110970 0.110970 0.110970 0.110970 1024.0 4.381423e+08 8.572211e+10 2.517783e+07 3.0 8392609.0 2.0 Polybench_3MM
{'name': 'Polybench_ADI', 'type': 'function'} 1048576.0 42 regionprofile 0.037492 0.037492 0.037492 0.037492 128.0 4.026528e+08 1.423279e+08 8.184000e+03 8.0 1046529.0 4.0 48 regionprofile 0.050259 0.050259 0.050259 0.050259 256.0 4.026528e+08 1.423279e+08 8.184000e+03 8.0 1046529.0 4.0 42 regionprofile 0.102990 0.102990 0.102990 0.102990 512.0 4.026528e+08 1.423279e+08 8.184000e+03 8.0 1046529.0 4.0 44 regionprofile 0.214429 0.214429 0.214429 0.214429 1024.0 4.026528e+08 1.423279e+08 8.184000e+03 8.0 1046529.0 4.0 Polybench_ADI
2097152.0 42 regionprofile 0.055645 0.055645 0.055645 0.055645 128.0 8.051340e+08 2.847580e+08 1.157600e+04 8.0 2093809.0 4.0 48 regionprofile 0.071380 0.071380 0.071380 0.071380 256.0 8.051340e+08 2.847580e+08 1.157600e+04 8.0 2093809.0 4.0 42 regionprofile 0.137867 0.137867 0.137867 0.137867 512.0 8.051340e+08 2.847580e+08 1.157600e+04 8.0 2093809.0 4.0 44 regionprofile 0.308774 0.308774 0.308774 0.308774 1024.0 8.051340e+08 2.847580e+08 1.157600e+04 8.0 2093809.0 4.0 Polybench_ADI
4194304.0 42 regionprofile 0.080987 0.080987 0.080987 0.080987 128.0 1.610612e+09 5.698684e+08 1.637600e+04 8.0 4190209.0 4.0 48 regionprofile 0.102315 0.102315 0.102315 0.102315 256.0 1.610612e+09 5.698684e+08 1.637600e+04 8.0 4190209.0 4.0 42 regionprofile 0.190762 0.190762 0.190762 0.190762 512.0 1.610612e+09 5.698684e+08 1.637600e+04 8.0 4190209.0 4.0 44 regionprofile 0.429252 0.429252 0.429252 0.429252 1024.0 1.610612e+09 5.698684e+08 1.637600e+04 8.0 4190209.0 4.0 Polybench_ADI
8388608.0 42 regionprofile 0.128455 0.128455 0.128455 0.128455 128.0 3.220537e+09 1.139819e+09 2.316000e+04 8.0 8381025.0 4.0 48 regionprofile 0.160987 0.160987 0.160987 0.160987 256.0 3.220537e+09 1.139819e+09 2.316000e+04 8.0 8381025.0 4.0 42 regionprofile 0.277871 0.277871 0.277871 0.277871 512.0 3.220537e+09 1.139819e+09 2.316000e+04 8.0 8381025.0 4.0 44 regionprofile 0.616406 0.616406 0.616406 0.616406 1024.0 3.220537e+09 1.139819e+09 2.316000e+04 8.0 8381025.0 4.0 Polybench_ADI
{'name': 'Polybench_ATAX', 'type': 'function'} 1048576.0 43 regionprofile 0.025928 0.025928 0.025928 0.025928 128.0 1.685100e+07 4.202500e+06 2.050000e+03 2.0 1050625.0 100.0 49 regionprofile 0.029951 0.029951 0.029951 0.029951 256.0 1.685100e+07 4.202500e+06 2.050000e+03 2.0 1050625.0 100.0 43 regionprofile 0.036876 0.036876 0.036876 0.036876 512.0 1.685100e+07 4.202500e+06 2.050000e+03 2.0 1050625.0 100.0 45 regionprofile 0.066835 0.066835 0.066835 0.066835 1024.0 1.685100e+07 4.202500e+06 2.050000e+03 2.0 1050625.0 100.0 Polybench_ATAX
2097152.0 43 regionprofile 0.038216 0.038216 0.038216 0.038216 128.0 3.365158e+07 8.398404e+06 2.898000e+03 2.0 2099601.0 100.0 49 regionprofile 0.045273 0.045273 0.045273 0.045273 256.0 3.365158e+07 8.398404e+06 2.898000e+03 2.0 2099601.0 100.0 43 regionprofile 0.057547 0.057547 0.057547 0.057547 512.0 3.365158e+07 8.398404e+06 2.898000e+03 2.0 2099601.0 100.0 45 regionprofile 0.102804 0.102804 0.102804 0.102804 1024.0 3.365158e+07 8.398404e+06 2.898000e+03 2.0 2099601.0 100.0 Polybench_ATAX
4194304.0 43 regionprofile 0.053237 0.053237 0.053237 0.053237 128.0 6.725638e+07 1.679360e+07 4.098000e+03 2.0 4198401.0 100.0 49 regionprofile 0.061265 0.061265 0.061265 0.061265 256.0 6.725638e+07 1.679360e+07 4.098000e+03 2.0 4198401.0 100.0 43 regionprofile 0.076877 0.076877 0.076877 0.076877 512.0 6.725638e+07 1.679360e+07 4.098000e+03 2.0 4198401.0 100.0 45 regionprofile 0.133575 0.133575 0.133575 0.133575 1024.0 6.725638e+07 1.679360e+07 4.098000e+03 2.0 4198401.0 100.0 Polybench_ATAX
8388608.0 43 regionprofile 0.080220 0.080220 0.080220 0.080220 128.0 1.343976e+08 3.357044e+07 5.794000e+03 2.0 8392609.0 100.0 49 regionprofile 0.094969 0.094969 0.094969 0.094969 256.0 1.343976e+08 3.357044e+07 5.794000e+03 2.0 8392609.0 100.0 43 regionprofile 0.117951 0.117951 0.117951 0.117951 512.0 1.343976e+08 3.357044e+07 5.794000e+03 2.0 8392609.0 100.0 45 regionprofile 0.205384 0.205384 0.205384 0.205384 1024.0 1.343976e+08 3.357044e+07 5.794000e+03 2.0 8392609.0 100.0 Polybench_ATAX
{'name': 'Polybench_FDTD_2D', 'type': 'function'} 1048576.0 44 regionprofile 0.037030 0.037030 0.037030 0.037030 128.0 3.359049e+09 4.616192e+08 1.259520e+08 160.0 1049600.0 8.0 50 regionprofile 0.037035 0.037035 0.037035 0.037035 256.0 3.359049e+09 4.616192e+08 1.259520e+08 160.0 1049600.0 8.0 44 regionprofile 0.037052 0.037052 0.037052 0.037052 512.0 3.359049e+09 4.616192e+08 1.259520e+08 160.0 1049600.0 8.0 46 regionprofile 0.037306 0.037306 0.037306 0.037306 1024.0 3.359049e+09 4.616192e+08 1.259520e+08 160.0 1049600.0 8.0 Polybench_FDTD_2D
2097152.0 44 regionprofile 0.069062 0.069062 0.069062 0.069062 128.0 6.714551e+09 9.228973e+08 2.517783e+08 160.0 2098152.0 8.0 50 regionprofile 0.069087 0.069087 0.069087 0.069087 256.0 6.714551e+09 9.228973e+08 2.517783e+08 160.0 2098152.0 8.0 44 regionprofile 0.069095 0.069095 0.069095 0.069095 512.0 6.714551e+09 9.228973e+08 2.517783e+08 160.0 2098152.0 8.0 46 regionprofile 0.069264 0.069264 0.069264 0.069264 1024.0 6.714551e+09 9.228973e+08 2.517783e+08 160.0 2098152.0 8.0 Polybench_FDTD_2D
4194304.0 44 regionprofile 0.133299 0.133299 0.133299 0.133299 128.0 1.342898e+10 1.845985e+09 5.035623e+08 160.0 4196352.0 8.0 50 regionprofile 0.133321 0.133321 0.133321 0.133321 256.0 1.342898e+10 1.845985e+09 5.035623e+08 160.0 4196352.0 8.0 44 regionprofile 0.133612 0.133612 0.133612 0.133612 512.0 1.342898e+10 1.845985e+09 5.035623e+08 160.0 4196352.0 8.0 46 regionprofile 0.133959 0.133959 0.133959 0.133959 1024.0 1.342898e+10 1.845985e+09 5.035623e+08 160.0 4196352.0 8.0 Polybench_FDTD_2D
8388608.0 44 regionprofile 0.261247 0.261247 0.261247 0.261247 128.0 2.684801e+10 3.690894e+09 1.006765e+09 160.0 8389712.0 8.0 50 regionprofile 0.261090 0.261090 0.261090 0.261090 256.0 2.684801e+10 3.690894e+09 1.006765e+09 160.0 8389712.0 8.0 44 regionprofile 0.261079 0.261079 0.261079 0.261079 512.0 2.684801e+10 3.690894e+09 1.006765e+09 160.0 8389712.0 8.0 46 regionprofile 0.261032 0.261032 0.261032 0.261032 1024.0 2.684801e+10 3.690894e+09 1.006765e+09 160.0 8389712.0 8.0 Polybench_FDTD_2D
{'name': 'Polybench_FLOYD_WARSHALL', 'type': 'function'} 1048576.0 45 regionprofile 0.205779 0.205779 0.205779 0.205779 128.0 1.681000e+07 1.076891e+09 1.050625e+06 1.0 1050625.0 8.0 51 regionprofile 0.206695 0.206695 0.206695 0.206695 256.0 1.681000e+07 1.076891e+09 1.050625e+06 1.0 1050625.0 8.0 45 regionprofile 0.206953 0.206953 0.206953 0.206953 512.0 1.681000e+07 1.076891e+09 1.050625e+06 1.0 1050625.0 8.0 47 regionprofile 0.207804 0.207804 0.207804 0.207804 1024.0 1.681000e+07 1.076891e+09 1.050625e+06 1.0 1050625.0 8.0 Polybench_FLOYD_WARSHALL
2097152.0 45 regionprofile 0.558492 0.558492 0.558492 0.558492 128.0 3.359362e+07 3.042322e+09 2.099601e+06 1.0 2099601.0 8.0 51 regionprofile 0.558845 0.558845 0.558845 0.558845 256.0 3.359362e+07 3.042322e+09 2.099601e+06 1.0 2099601.0 8.0 45 regionprofile 0.559667 0.559667 0.559667 0.559667 512.0 3.359362e+07 3.042322e+09 2.099601e+06 1.0 2099601.0 8.0 47 regionprofile 0.558328 0.558328 0.558328 0.558328 1024.0 3.359362e+07 3.042322e+09 2.099601e+06 1.0 2099601.0 8.0 Polybench_FLOYD_WARSHALL
4194304.0 45 regionprofile 1.518138 1.518138 1.518138 1.518138 128.0 6.717442e+07 8.602524e+09 4.198401e+06 1.0 4198401.0 8.0 51 regionprofile 1.519287 1.519287 1.519287 1.519287 256.0 6.717442e+07 8.602524e+09 4.198401e+06 1.0 4198401.0 8.0 45 regionprofile 1.520471 1.520471 1.520471 1.520471 512.0 6.717442e+07 8.602524e+09 4.198401e+06 1.0 4198401.0 8.0 47 regionprofile 1.522153 1.522153 1.522153 1.522153 1024.0 6.717442e+07 8.602524e+09 4.198401e+06 1.0 4198401.0 8.0 Polybench_FLOYD_WARSHALL
8388608.0 45 regionprofile 4.208355 4.208355 4.208355 4.208355 128.0 1.342817e+08 2.431339e+10 8.392609e+06 1.0 8392609.0 8.0 51 regionprofile 4.202254 4.202254 4.202254 4.202254 256.0 1.342817e+08 2.431339e+10 8.392609e+06 1.0 8392609.0 8.0 45 regionprofile 4.191482 4.191482 4.191482 4.191482 512.0 1.342817e+08 2.431339e+10 8.392609e+06 1.0 8392609.0 8.0 47 regionprofile 4.177981 4.177981 4.177981 4.177981 1024.0 1.342817e+08 2.431339e+10 8.392609e+06 1.0 8392609.0 8.0 Polybench_FLOYD_WARSHALL
{'name': 'Polybench_GEMM', 'type': 'function'} 1048576.0 46 regionprofile 0.006179 0.006179 0.006179 0.006179 128.0 2.808500e+07 3.783301e+09 1.050625e+06 1.0 1050625.0 4.0 52 regionprofile 0.006154 0.006154 0.006154 0.006154 256.0 2.808500e+07 3.783301e+09 1.050625e+06 1.0 1050625.0 4.0 46 regionprofile 0.006411 0.006411 0.006411 0.006411 512.0 2.808500e+07 3.783301e+09 1.050625e+06 1.0 1050625.0 4.0 48 regionprofile 0.006680 0.006680 0.006680 0.006680 1024.0 2.808500e+07 3.783301e+09 1.050625e+06 1.0 1050625.0 4.0 Polybench_GEMM
2097152.0 46 regionprofile 0.012245 0.012245 0.012245 0.012245 128.0 4.461761e+07 7.560663e+09 2.099601e+06 1.0 2099601.0 4.0 52 regionprofile 0.012229 0.012229 0.012229 0.012229 256.0 4.461761e+07 7.560663e+09 2.099601e+06 1.0 2099601.0 4.0 46 regionprofile 0.012418 0.012418 0.012418 0.012418 512.0 4.461761e+07 7.560663e+09 2.099601e+06 1.0 2099601.0 4.0 48 regionprofile 0.012868 0.012868 0.012868 0.012868 1024.0 4.461761e+07 7.560663e+09 2.099601e+06 1.0 2099601.0 4.0 Polybench_GEMM
4194304.0 46 regionprofile 0.041807 0.041807 0.041807 0.041807 128.0 7.292801e+07 1.511844e+10 4.198401e+06 1.0 4198401.0 4.0 52 regionprofile 0.024988 0.024988 0.024988 0.024988 256.0 7.292801e+07 1.511844e+10 4.198401e+06 1.0 4198401.0 4.0 46 regionprofile 0.024878 0.024878 0.024878 0.024878 512.0 7.292801e+07 1.511844e+10 4.198401e+06 1.0 4198401.0 4.0 48 regionprofile 0.025527 0.025527 0.025527 0.025527 1024.0 7.292801e+07 1.511844e+10 4.198401e+06 1.0 4198401.0 4.0 Polybench_GEMM
8388608.0 46 regionprofile 0.099276 0.099276 0.099276 0.099276 128.0 1.227633e+08 3.022179e+10 8.392609e+06 1.0 8392609.0 4.0 52 regionprofile 0.049528 0.049528 0.049528 0.049528 256.0 1.227633e+08 3.022179e+10 8.392609e+06 1.0 8392609.0 4.0 46 regionprofile 0.051100 0.051100 0.051100 0.051100 512.0 1.227633e+08 3.022179e+10 8.392609e+06 1.0 8392609.0 4.0 48 regionprofile 0.051715 0.051715 0.051715 0.051715 1024.0 1.227633e+08 3.022179e+10 8.392609e+06 1.0 8392609.0 4.0 Polybench_GEMM
{'name': 'Polybench_GEMVER', 'type': 'function'} 1048576.0 47 regionprofile 0.006881 0.006881 0.006881 0.006881 128.0 3.372660e+07 1.050728e+07 3.152900e+06 4.0 1050625.0 20.0 53 regionprofile 0.007208 0.007208 0.007208 0.007208 256.0 3.372660e+07 1.050728e+07 3.152900e+06 4.0 1050625.0 20.0 47 regionprofile 0.007988 0.007988 0.007988 0.007988 512.0 3.372660e+07 1.050728e+07 3.152900e+06 4.0 1050625.0 20.0 49 regionprofile 0.013588 0.013588 0.013588 0.013588 1024.0 3.372660e+07 1.050728e+07 3.152900e+06 4.0 1050625.0 20.0 Polybench_GEMVER
2097152.0 47 regionprofile 0.010060 0.010060 0.010060 0.010060 128.0 6.733793e+07 2.099746e+07 6.300252e+06 4.0 2099601.0 20.0 53 regionprofile 0.010583 0.010583 0.010583 0.010583 256.0 6.733793e+07 2.099746e+07 6.300252e+06 4.0 2099601.0 20.0 47 regionprofile 0.012661 0.012661 0.012661 0.012661 512.0 6.733793e+07 2.099746e+07 6.300252e+06 4.0 2099601.0 20.0 49 regionprofile 0.021342 0.021342 0.021342 0.021342 1024.0 6.733793e+07 2.099746e+07 6.300252e+06 4.0 2099601.0 20.0 Polybench_GEMVER
4194304.0 47 regionprofile 0.015631 0.015631 0.015631 0.015631 128.0 1.345619e+08 4.198606e+07 1.259725e+07 4.0 4198401.0 20.0 53 regionprofile 0.016578 0.016578 0.016578 0.016578 256.0 1.345619e+08 4.198606e+07 1.259725e+07 4.0 4198401.0 20.0 47 regionprofile 0.019071 0.019071 0.019071 0.019071 512.0 1.345619e+08 4.198606e+07 1.259725e+07 4.0 4198401.0 20.0 49 regionprofile 0.031199 0.031199 0.031199 0.031199 1024.0 1.345619e+08 4.198606e+07 1.259725e+07 4.0 4198401.0 20.0 Polybench_GEMVER
8388608.0 47 regionprofile 0.022255 0.022255 0.022255 0.022255 128.0 2.688648e+08 8.392899e+07 2.518072e+07 4.0 8392609.0 20.0 53 regionprofile 0.023473 0.023473 0.023473 0.023473 256.0 2.688648e+08 8.392899e+07 2.518072e+07 4.0 8392609.0 20.0 47 regionprofile 0.027334 0.027334 0.027334 0.027334 512.0 2.688648e+08 8.392899e+07 2.518072e+07 4.0 8392609.0 20.0 49 regionprofile 0.044993 0.044993 0.044993 0.044993 1024.0 2.688648e+08 8.392899e+07 2.518072e+07 4.0 8392609.0 20.0 Polybench_GEMVER
{'name': 'Polybench_GESUMMV', 'type': 'function'} 1048576.0 48 regionprofile 0.025768 0.025768 0.025768 0.025768 128.0 1.683460e+07 4.205575e+06 1.025000e+03 1.0 1050625.0 120.0 54 regionprofile 0.028980 0.028980 0.028980 0.028980 256.0 1.683460e+07 4.205575e+06 1.025000e+03 1.0 1050625.0 120.0 48 regionprofile 0.055867 0.055867 0.055867 0.055867 512.0 1.683460e+07 4.205575e+06 1.025000e+03 1.0 1050625.0 120.0 50 regionprofile 0.152559 0.152559 0.152559 0.152559 1024.0 1.683460e+07 4.205575e+06 1.025000e+03 1.0 1050625.0 120.0 Polybench_GESUMMV
2097152.0 48 regionprofile 0.038593 0.038593 0.038593 0.038593 128.0 3.362839e+07 8.402751e+06 1.449000e+03 1.0 2099601.0 120.0 54 regionprofile 0.044946 0.044946 0.044946 0.044946 256.0 3.362839e+07 8.402751e+06 1.449000e+03 1.0 2099601.0 120.0 48 regionprofile 0.087226 0.087226 0.087226 0.087226 512.0 3.362839e+07 8.402751e+06 1.449000e+03 1.0 2099601.0 120.0 50 regionprofile 0.222889 0.222889 0.222889 0.222889 1024.0 3.362839e+07 8.402751e+06 1.449000e+03 1.0 2099601.0 120.0 Polybench_GESUMMV
4194304.0 48 regionprofile 0.056035 0.056035 0.056035 0.056035 128.0 6.722359e+07 1.679975e+07 2.049000e+03 1.0 4198401.0 120.0 54 regionprofile 0.061365 0.061365 0.061365 0.061365 256.0 6.722359e+07 1.679975e+07 2.049000e+03 1.0 4198401.0 120.0 48 regionprofile 0.109954 0.109954 0.109954 0.109954 512.0 6.722359e+07 1.679975e+07 2.049000e+03 1.0 4198401.0 120.0 50 regionprofile 0.307401 0.307401 0.307401 0.307401 1024.0 6.722359e+07 1.679975e+07 2.049000e+03 1.0 4198401.0 120.0 Polybench_GESUMMV
8388608.0 48 regionprofile 0.084444 0.084444 0.084444 0.084444 128.0 1.343513e+08 3.357913e+07 2.897000e+03 1.0 8392609.0 120.0 54 regionprofile 0.095038 0.095038 0.095038 0.095038 256.0 1.343513e+08 3.357913e+07 2.897000e+03 1.0 8392609.0 120.0 48 regionprofile 0.175526 0.175526 0.175526 0.175526 512.0 1.343513e+08 3.357913e+07 2.897000e+03 1.0 8392609.0 120.0 50 regionprofile 0.449785 0.449785 0.449785 0.449785 1024.0 1.343513e+08 3.357913e+07 2.897000e+03 1.0 8392609.0 120.0 Polybench_GESUMMV
{'name': 'Polybench_HEAT_3D', 'type': 'function'} 1048576.0 49 regionprofile 0.021772 0.021772 0.021772 0.021772 128.0 6.592000e+08 6.000000e+08 4.000000e+07 40.0 1000000.0 20.0 55 regionprofile 0.021830 0.021830 0.021830 0.021830 256.0 6.592000e+08 6.000000e+08 4.000000e+07 40.0 1000000.0 20.0 49 regionprofile 0.021996 0.021996 0.021996 0.021996 512.0 6.592000e+08 6.000000e+08 4.000000e+07 40.0 1000000.0 20.0 51 regionprofile 0.022681 0.022681 0.022681 0.022681 1024.0 6.592000e+08 6.000000e+08 4.000000e+07 40.0 1000000.0 20.0 Polybench_HEAT_3D
2097152.0 49 regionprofile 0.040473 0.040473 0.040473 0.040473 128.0 1.341933e+09 1.229030e+09 8.193532e+07 40.0 2048383.0 20.0 55 regionprofile 0.040476 0.040476 0.040476 0.040476 256.0 1.341933e+09 1.229030e+09 8.193532e+07 40.0 2048383.0 20.0 49 regionprofile 0.040557 0.040557 0.040557 0.040557 512.0 1.341933e+09 1.229030e+09 8.193532e+07 40.0 2048383.0 20.0 51 regionprofile 0.040544 0.040544 0.040544 0.040544 1024.0 1.341933e+09 1.229030e+09 8.193532e+07 40.0 2048383.0 20.0 Polybench_HEAT_3D
4194304.0 49 regionprofile 0.077665 0.077665 0.077665 0.077665 128.0 2.670592e+09 2.457600e+09 1.638400e+08 40.0 4096000.0 20.0 55 regionprofile 0.077815 0.077815 0.077815 0.077815 256.0 2.670592e+09 2.457600e+09 1.638400e+08 40.0 4096000.0 20.0 49 regionprofile 0.077866 0.077866 0.077866 0.077866 512.0 2.670592e+09 2.457600e+09 1.638400e+08 40.0 4096000.0 20.0 51 regionprofile 0.078037 0.078037 0.078037 0.078037 1024.0 2.670592e+09 2.457600e+09 1.638400e+08 40.0 4096000.0 20.0 Polybench_HEAT_3D
8388608.0 49 regionprofile 0.152381 0.152381 0.152381 0.152381 128.0 5.353485e+09 4.945445e+09 3.296963e+08 40.0 8242408.0 20.0 55 regionprofile 0.152531 0.152531 0.152531 0.152531 256.0 5.353485e+09 4.945445e+09 3.296963e+08 40.0 8242408.0 20.0 49 regionprofile 0.152902 0.152902 0.152902 0.152902 512.0 5.353485e+09 4.945445e+09 3.296963e+08 40.0 8242408.0 20.0 51 regionprofile 0.153062 0.153062 0.153062 0.153062 1024.0 5.353485e+09 4.945445e+09 3.296963e+08 40.0 8242408.0 20.0 Polybench_HEAT_3D
{'name': 'Polybench_JACOBI_1D', 'type': 'function'} 1048576.0 50 regionprofile 0.076720 0.076720 0.076720 0.076720 128.0 5.368704e+08 1.006631e+08 3.355437e+07 32.0 1048574.0 100.0 56 regionprofile 0.076864 0.076864 0.076864 0.076864 256.0 5.368704e+08 1.006631e+08 3.355437e+07 32.0 1048574.0 100.0 50 regionprofile 0.077116 0.077116 0.077116 0.077116 512.0 5.368704e+08 1.006631e+08 3.355437e+07 32.0 1048574.0 100.0 52 regionprofile 0.077647 0.077647 0.077647 0.077647 1024.0 5.368704e+08 1.006631e+08 3.355437e+07 32.0 1048574.0 100.0 Polybench_JACOBI_1D
2097152.0 50 regionprofile 0.144260 0.144260 0.144260 0.144260 128.0 1.073741e+09 2.013264e+08 6.710880e+07 32.0 2097150.0 100.0 56 regionprofile 0.144506 0.144506 0.144506 0.144506 256.0 1.073741e+09 2.013264e+08 6.710880e+07 32.0 2097150.0 100.0 50 regionprofile 0.144961 0.144961 0.144961 0.144961 512.0 1.073741e+09 2.013264e+08 6.710880e+07 32.0 2097150.0 100.0 52 regionprofile 0.145824 0.145824 0.145824 0.145824 1024.0 1.073741e+09 2.013264e+08 6.710880e+07 32.0 2097150.0 100.0 Polybench_JACOBI_1D
4194304.0 50 regionprofile 0.277465 0.277465 0.277465 0.277465 128.0 2.147483e+09 4.026530e+08 1.342177e+08 32.0 4194302.0 100.0 56 regionprofile 0.277744 0.277744 0.277744 0.277744 256.0 2.147483e+09 4.026530e+08 1.342177e+08 32.0 4194302.0 100.0 50 regionprofile 0.278480 0.278480 0.278480 0.278480 512.0 2.147483e+09 4.026530e+08 1.342177e+08 32.0 4194302.0 100.0 52 regionprofile 0.280269 0.280269 0.280269 0.280269 1024.0 2.147483e+09 4.026530e+08 1.342177e+08 32.0 4194302.0 100.0 Polybench_JACOBI_1D
8388608.0 50 regionprofile 0.543910 0.543910 0.543910 0.543910 128.0 4.294967e+09 8.053062e+08 2.684354e+08 32.0 8388606.0 100.0 56 regionprofile 0.544175 0.544175 0.544175 0.544175 256.0 4.294967e+09 8.053062e+08 2.684354e+08 32.0 8388606.0 100.0 50 regionprofile 0.545588 0.545588 0.545588 0.545588 512.0 4.294967e+09 8.053062e+08 2.684354e+08 32.0 8388606.0 100.0 52 regionprofile 0.547501 0.547501 0.547501 0.547501 1024.0 4.294967e+09 8.053062e+08 2.684354e+08 32.0 8388606.0 100.0 Polybench_JACOBI_1D
{'name': 'Polybench_JACOBI_2D', 'type': 'function'} 1048576.0 51 regionprofile 0.101590 0.101590 0.101590 0.101590 128.0 1.342176e+09 4.186116e+08 8.372232e+07 2.0 1046529.0 50.0 57 regionprofile 0.101601 0.101601 0.101601 0.101601 256.0 1.342176e+09 4.186116e+08 8.372232e+07 2.0 1046529.0 50.0 51 regionprofile 0.101787 0.101787 0.101787 0.101787 512.0 1.342176e+09 4.186116e+08 8.372232e+07 2.0 1046529.0 50.0 53 regionprofile 0.102495 0.102495 0.102495 0.102495 1024.0 1.342176e+09 4.186116e+08 8.372232e+07 2.0 1046529.0 50.0 Polybench_JACOBI_2D
2097152.0 51 regionprofile 0.193490 0.193490 0.193490 0.193490 128.0 2.683780e+09 8.375236e+08 1.675047e+08 2.0 2093809.0 50.0 57 regionprofile 0.193167 0.193167 0.193167 0.193167 256.0 2.683780e+09 8.375236e+08 1.675047e+08 2.0 2093809.0 50.0 51 regionprofile 0.193135 0.193135 0.193135 0.193135 512.0 2.683780e+09 8.375236e+08 1.675047e+08 2.0 2093809.0 50.0 53 regionprofile 0.192590 0.192590 0.192590 0.192590 1024.0 2.683780e+09 8.375236e+08 1.675047e+08 2.0 2093809.0 50.0 Polybench_JACOBI_2D
4194304.0 51 regionprofile 0.370396 0.370396 0.370396 0.370396 128.0 5.368708e+09 1.676084e+09 3.352167e+08 2.0 4190209.0 50.0 57 regionprofile 0.370545 0.370545 0.370545 0.370545 256.0 5.368708e+09 1.676084e+09 3.352167e+08 2.0 4190209.0 50.0 51 regionprofile 0.370722 0.370722 0.370722 0.370722 512.0 5.368708e+09 1.676084e+09 3.352167e+08 2.0 4190209.0 50.0 53 regionprofile 0.373211 0.373211 0.373211 0.373211 1024.0 5.368708e+09 1.676084e+09 3.352167e+08 2.0 4190209.0 50.0 Polybench_JACOBI_2D
8388608.0 51 regionprofile 0.727029 0.727029 0.727029 0.727029 128.0 1.073512e+10 3.352410e+09 6.704820e+08 2.0 8381025.0 50.0 57 regionprofile 0.726149 0.726149 0.726149 0.726149 256.0 1.073512e+10 3.352410e+09 6.704820e+08 2.0 8381025.0 50.0 51 regionprofile 0.724514 0.724514 0.724514 0.724514 512.0 1.073512e+10 3.352410e+09 6.704820e+08 2.0 8381025.0 50.0 53 regionprofile 0.721629 0.721629 0.721629 0.721629 1024.0 1.073512e+10 3.352410e+09 6.704820e+08 2.0 8381025.0 50.0 Polybench_JACOBI_2D
{'name': 'Polybench_MVT', 'type': 'function'} 1048576.0 52 regionprofile 0.022179 0.022179 0.022179 0.022179 128.0 1.685920e+07 4.202500e+06 2.050000e+03 2.0 1050625.0 100.0 58 regionprofile 0.025624 0.025624 0.025624 0.025624 256.0 1.685920e+07 4.202500e+06 2.050000e+03 2.0 1050625.0 100.0 52 regionprofile 0.032849 0.032849 0.032849 0.032849 512.0 1.685920e+07 4.202500e+06 2.050000e+03 2.0 1050625.0 100.0 54 regionprofile 0.065758 0.065758 0.065758 0.065758 1024.0 1.685920e+07 4.202500e+06 2.050000e+03 2.0 1050625.0 100.0 Polybench_MVT
2097152.0 52 regionprofile 0.032960 0.032960 0.032960 0.032960 128.0 3.366317e+07 8.398404e+06 2.898000e+03 2.0 2099601.0 100.0 58 regionprofile 0.038633 0.038633 0.038633 0.038633 256.0 3.366317e+07 8.398404e+06 2.898000e+03 2.0 2099601.0 100.0 52 regionprofile 0.052516 0.052516 0.052516 0.052516 512.0 3.366317e+07 8.398404e+06 2.898000e+03 2.0 2099601.0 100.0 54 regionprofile 0.101139 0.101139 0.101139 0.101139 1024.0 3.366317e+07 8.398404e+06 2.898000e+03 2.0 2099601.0 100.0 Polybench_MVT
4194304.0 52 regionprofile 0.045677 0.045677 0.045677 0.045677 128.0 6.727277e+07 1.679360e+07 4.098000e+03 2.0 4198401.0 100.0 58 regionprofile 0.053339 0.053339 0.053339 0.053339 256.0 6.727277e+07 1.679360e+07 4.098000e+03 2.0 4198401.0 100.0 52 regionprofile 0.067819 0.067819 0.067819 0.067819 512.0 6.727277e+07 1.679360e+07 4.098000e+03 2.0 4198401.0 100.0 54 regionprofile 0.130636 0.130636 0.130636 0.130636 1024.0 6.727277e+07 1.679360e+07 4.098000e+03 2.0 4198401.0 100.0 Polybench_MVT
8388608.0 52 regionprofile 0.068737 0.068737 0.068737 0.068737 128.0 1.344208e+08 3.357044e+07 5.794000e+03 2.0 8392609.0 100.0 58 regionprofile 0.080022 0.080022 0.080022 0.080022 256.0 1.344208e+08 3.357044e+07 5.794000e+03 2.0 8392609.0 100.0 52 regionprofile 0.106179 0.106179 0.106179 0.106179 512.0 1.344208e+08 3.357044e+07 5.794000e+03 2.0 8392609.0 100.0 54 regionprofile 0.201608 0.201608 0.201608 0.201608 1024.0 1.344208e+08 3.357044e+07 5.794000e+03 2.0 8392609.0 100.0 Polybench_MVT
{'name': 'Stream', 'type': 'function'} 1048576.0 53 regionprofile 0.261048 0.261048 0.261048 0.261048 128.0 2.516582e+07 2.097152e+06 1.048576e+06 1.0 1048576.0 2000.0 59 regionprofile 0.261039 0.261039 0.261039 0.261039 256.0 2.516582e+07 2.097152e+06 1.048576e+06 1.0 1048576.0 2000.0 53 regionprofile 0.259032 0.259032 0.259032 0.259032 512.0 2.516582e+07 2.097152e+06 1.048576e+06 1.0 1048576.0 2000.0 55 regionprofile 0.257977 0.257977 0.257977 0.257977 1024.0 2.516582e+07 2.097152e+06 1.048576e+06 1.0 1048576.0 2000.0 Stream
2097152.0 53 regionprofile 0.433616 0.433616 0.433616 0.433616 128.0 5.033165e+07 4.194304e+06 2.097152e+06 1.0 2097152.0 2000.0 59 regionprofile 0.434487 0.434487 0.434487 0.434487 256.0 5.033165e+07 4.194304e+06 2.097152e+06 1.0 2097152.0 2000.0 53 regionprofile 0.434123 0.434123 0.434123 0.434123 512.0 5.033165e+07 4.194304e+06 2.097152e+06 1.0 2097152.0 2000.0 55 regionprofile 0.434400 0.434400 0.434400 0.434400 1024.0 5.033165e+07 4.194304e+06 2.097152e+06 1.0 2097152.0 2000.0 Stream
4194304.0 53 regionprofile 0.773695 0.773695 0.773695 0.773695 128.0 1.006633e+08 8.388608e+06 4.194304e+06 1.0 4194304.0 2000.0 59 regionprofile 0.775029 0.775029 0.775029 0.775029 256.0 1.006633e+08 8.388608e+06 4.194304e+06 1.0 4194304.0 2000.0 53 regionprofile 0.773124 0.773124 0.773124 0.773124 512.0 1.006633e+08 8.388608e+06 4.194304e+06 1.0 4194304.0 2000.0 55 regionprofile 0.772631 0.772631 0.772631 0.772631 1024.0 1.006633e+08 8.388608e+06 4.194304e+06 1.0 4194304.0 2000.0 Stream
8388608.0 53 regionprofile 1.459231 1.459231 1.459231 1.459231 128.0 2.013266e+08 1.677722e+07 8.388608e+06 1.0 8388608.0 2000.0 59 regionprofile 1.457042 1.457042 1.457042 1.457042 256.0 2.013266e+08 1.677722e+07 8.388608e+06 1.0 8388608.0 2000.0 53 regionprofile 1.457662 1.457662 1.457662 1.457662 512.0 2.013266e+08 1.677722e+07 8.388608e+06 1.0 8388608.0 2000.0 55 regionprofile 1.463526 1.463526 1.463526 1.463526 1024.0 2.013266e+08 1.677722e+07 8.388608e+06 1.0 8388608.0 2000.0 Stream
{'name': 'Stream_ADD', 'type': 'function'} 1048576.0 54 regionprofile 0.033609 0.033609 0.033609 0.033609 128.0 2.516582e+07 1.048576e+06 1.048576e+06 1.0 1048576.0 1000.0 60 regionprofile 0.033662 0.033662 0.033662 0.033662 256.0 2.516582e+07 1.048576e+06 1.048576e+06 1.0 1048576.0 1000.0 54 regionprofile 0.033670 0.033670 0.033670 0.033670 512.0 2.516582e+07 1.048576e+06 1.048576e+06 1.0 1048576.0 1000.0 56 regionprofile 0.033739 0.033739 0.033739 0.033739 1024.0 2.516582e+07 1.048576e+06 1.048576e+06 1.0 1048576.0 1000.0 Stream_ADD
2097152.0 54 regionprofile 0.063223 0.063223 0.063223 0.063223 128.0 5.033165e+07 2.097152e+06 2.097152e+06 1.0 2097152.0 1000.0 60 regionprofile 0.063516 0.063516 0.063516 0.063516 256.0 5.033165e+07 2.097152e+06 2.097152e+06 1.0 2097152.0 1000.0 54 regionprofile 0.063336 0.063336 0.063336 0.063336 512.0 5.033165e+07 2.097152e+06 2.097152e+06 1.0 2097152.0 1000.0 56 regionprofile 0.063781 0.063781 0.063781 0.063781 1024.0 5.033165e+07 2.097152e+06 2.097152e+06 1.0 2097152.0 1000.0 Stream_ADD
4194304.0 54 regionprofile 0.123005 0.123005 0.123005 0.123005 128.0 1.006633e+08 4.194304e+06 4.194304e+06 1.0 4194304.0 1000.0 60 regionprofile 0.122890 0.122890 0.122890 0.122890 256.0 1.006633e+08 4.194304e+06 4.194304e+06 1.0 4194304.0 1000.0 54 regionprofile 0.123128 0.123128 0.123128 0.123128 512.0 1.006633e+08 4.194304e+06 4.194304e+06 1.0 4194304.0 1000.0 56 regionprofile 0.123093 0.123093 0.123093 0.123093 1024.0 1.006633e+08 4.194304e+06 4.194304e+06 1.0 4194304.0 1000.0 Stream_ADD
8388608.0 54 regionprofile 0.241648 0.241648 0.241648 0.241648 128.0 2.013266e+08 8.388608e+06 8.388608e+06 1.0 8388608.0 1000.0 60 regionprofile 0.241082 0.241082 0.241082 0.241082 256.0 2.013266e+08 8.388608e+06 8.388608e+06 1.0 8388608.0 1000.0 54 regionprofile 0.241981 0.241981 0.241981 0.241981 512.0 2.013266e+08 8.388608e+06 8.388608e+06 1.0 8388608.0 1000.0 56 regionprofile 0.241527 0.241527 0.241527 0.241527 1024.0 2.013266e+08 8.388608e+06 8.388608e+06 1.0 8388608.0 1000.0 Stream_ADD
{'name': 'Stream_COPY', 'type': 'function'} 1048576.0 55 regionprofile 0.042624 0.042624 0.042624 0.042624 128.0 1.677722e+07 0.000000e+00 1.048576e+06 1.0 1048576.0 1800.0 61 regionprofile 0.042655 0.042655 0.042655 0.042655 256.0 1.677722e+07 0.000000e+00 1.048576e+06 1.0 1048576.0 1800.0 55 regionprofile 0.042785 0.042785 0.042785 0.042785 512.0 1.677722e+07 0.000000e+00 1.048576e+06 1.0 1048576.0 1800.0 57 regionprofile 0.042953 0.042953 0.042953 0.042953 1024.0 1.677722e+07 0.000000e+00 1.048576e+06 1.0 1048576.0 1800.0 Stream_COPY
2097152.0 55 regionprofile 0.080353 0.080353 0.080353 0.080353 128.0 3.355443e+07 0.000000e+00 2.097152e+06 1.0 2097152.0 1800.0 61 regionprofile 0.080499 0.080499 0.080499 0.080499 256.0 3.355443e+07 0.000000e+00 2.097152e+06 1.0 2097152.0 1800.0 55 regionprofile 0.080681 0.080681 0.080681 0.080681 512.0 3.355443e+07 0.000000e+00 2.097152e+06 1.0 2097152.0 1800.0 57 regionprofile 0.081153 0.081153 0.081153 0.081153 1024.0 3.355443e+07 0.000000e+00 2.097152e+06 1.0 2097152.0 1800.0 Stream_COPY
4194304.0 55 regionprofile 0.154585 0.154585 0.154585 0.154585 128.0 6.710886e+07 0.000000e+00 4.194304e+06 1.0 4194304.0 1800.0 61 regionprofile 0.154788 0.154788 0.154788 0.154788 256.0 6.710886e+07 0.000000e+00 4.194304e+06 1.0 4194304.0 1800.0 55 regionprofile 0.155070 0.155070 0.155070 0.155070 512.0 6.710886e+07 0.000000e+00 4.194304e+06 1.0 4194304.0 1800.0 57 regionprofile 0.155415 0.155415 0.155415 0.155415 1024.0 6.710886e+07 0.000000e+00 4.194304e+06 1.0 4194304.0 1800.0 Stream_COPY
8388608.0 55 regionprofile 0.303031 0.303031 0.303031 0.303031 128.0 1.342177e+08 0.000000e+00 8.388608e+06 1.0 8388608.0 1800.0 61 regionprofile 0.303153 0.303153 0.303153 0.303153 256.0 1.342177e+08 0.000000e+00 8.388608e+06 1.0 8388608.0 1800.0 55 regionprofile 0.303959 0.303959 0.303959 0.303959 512.0 1.342177e+08 0.000000e+00 8.388608e+06 1.0 8388608.0 1800.0 57 regionprofile 0.305062 0.305062 0.305062 0.305062 1024.0 1.342177e+08 0.000000e+00 8.388608e+06 1.0 8388608.0 1800.0 Stream_COPY
{'name': 'Stream_DOT', 'type': 'function'} 1048576.0 56 regionprofile 0.108451 0.108451 0.108451 0.108451 128.0 1.677723e+07 2.097152e+06 1.048576e+06 1.0 1048576.0 2000.0 62 regionprofile 0.108344 0.108344 0.108344 0.108344 256.0 1.677723e+07 2.097152e+06 1.048576e+06 1.0 1048576.0 2000.0 56 regionprofile 0.106005 0.106005 0.106005 0.106005 512.0 1.677723e+07 2.097152e+06 1.048576e+06 1.0 1048576.0 2000.0 58 regionprofile 0.104535 0.104535 0.104535 0.104535 1024.0 1.677723e+07 2.097152e+06 1.048576e+06 1.0 1048576.0 2000.0 Stream_DOT
2097152.0 56 regionprofile 0.146039 0.146039 0.146039 0.146039 128.0 3.355445e+07 4.194304e+06 2.097152e+06 1.0 2097152.0 2000.0 62 regionprofile 0.146702 0.146702 0.146702 0.146702 256.0 3.355445e+07 4.194304e+06 2.097152e+06 1.0 2097152.0 2000.0 56 regionprofile 0.145687 0.145687 0.145687 0.145687 512.0 3.355445e+07 4.194304e+06 2.097152e+06 1.0 2097152.0 2000.0 58 regionprofile 0.144882 0.144882 0.144882 0.144882 1024.0 3.355445e+07 4.194304e+06 2.097152e+06 1.0 2097152.0 2000.0 Stream_DOT
4194304.0 56 regionprofile 0.218470 0.218470 0.218470 0.218470 128.0 6.710888e+07 8.388608e+06 4.194304e+06 1.0 4194304.0 2000.0 62 regionprofile 0.218840 0.218840 0.218840 0.218840 256.0 6.710888e+07 8.388608e+06 4.194304e+06 1.0 4194304.0 2000.0 56 regionprofile 0.216651 0.216651 0.216651 0.216651 512.0 6.710888e+07 8.388608e+06 4.194304e+06 1.0 4194304.0 2000.0 58 regionprofile 0.215280 0.215280 0.215280 0.215280 1024.0 6.710888e+07 8.388608e+06 4.194304e+06 1.0 4194304.0 2000.0 Stream_DOT
8388608.0 56 regionprofile 0.370400 0.370400 0.370400 0.370400 128.0 1.342177e+08 1.677722e+07 8.388608e+06 1.0 8388608.0 2000.0 62 regionprofile 0.367873 0.367873 0.367873 0.367873 256.0 1.342177e+08 1.677722e+07 8.388608e+06 1.0 8388608.0 2000.0 56 regionprofile 0.366381 0.366381 0.366381 0.366381 512.0 1.342177e+08 1.677722e+07 8.388608e+06 1.0 8388608.0 2000.0 58 regionprofile 0.369592 0.369592 0.369592 0.369592 1024.0 1.342177e+08 1.677722e+07 8.388608e+06 1.0 8388608.0 2000.0 Stream_DOT
{'name': 'Stream_MUL', 'type': 'function'} 1048576.0 57 regionprofile 0.042654 0.042654 0.042654 0.042654 128.0 1.677722e+07 1.048576e+06 1.048576e+06 1.0 1048576.0 1800.0 63 regionprofile 0.042677 0.042677 0.042677 0.042677 256.0 1.677722e+07 1.048576e+06 1.048576e+06 1.0 1048576.0 1800.0 57 regionprofile 0.042801 0.042801 0.042801 0.042801 512.0 1.677722e+07 1.048576e+06 1.048576e+06 1.0 1048576.0 1800.0 59 regionprofile 0.042947 0.042947 0.042947 0.042947 1024.0 1.677722e+07 1.048576e+06 1.048576e+06 1.0 1048576.0 1800.0 Stream_MUL
2097152.0 57 regionprofile 0.080400 0.080400 0.080400 0.080400 128.0 3.355443e+07 2.097152e+06 2.097152e+06 1.0 2097152.0 1800.0 63 regionprofile 0.080465 0.080465 0.080465 0.080465 256.0 3.355443e+07 2.097152e+06 2.097152e+06 1.0 2097152.0 1800.0 57 regionprofile 0.080723 0.080723 0.080723 0.080723 512.0 3.355443e+07 2.097152e+06 2.097152e+06 1.0 2097152.0 1800.0 59 regionprofile 0.081123 0.081123 0.081123 0.081123 1024.0 3.355443e+07 2.097152e+06 2.097152e+06 1.0 2097152.0 1800.0 Stream_MUL
4194304.0 57 regionprofile 0.154602 0.154602 0.154602 0.154602 128.0 6.710886e+07 4.194304e+06 4.194304e+06 1.0 4194304.0 1800.0 63 regionprofile 0.155320 0.155320 0.155320 0.155320 256.0 6.710886e+07 4.194304e+06 4.194304e+06 1.0 4194304.0 1800.0 57 regionprofile 0.155064 0.155064 0.155064 0.155064 512.0 6.710886e+07 4.194304e+06 4.194304e+06 1.0 4194304.0 1800.0 59 regionprofile 0.155418 0.155418 0.155418 0.155418 1024.0 6.710886e+07 4.194304e+06 4.194304e+06 1.0 4194304.0 1800.0 Stream_MUL
8388608.0 57 regionprofile 0.303001 0.303001 0.303001 0.303001 128.0 1.342177e+08 8.388608e+06 8.388608e+06 1.0 8388608.0 1800.0 63 regionprofile 0.303158 0.303158 0.303158 0.303158 256.0 1.342177e+08 8.388608e+06 8.388608e+06 1.0 8388608.0 1800.0 57 regionprofile 0.303875 0.303875 0.303875 0.303875 512.0 1.342177e+08 8.388608e+06 8.388608e+06 1.0 8388608.0 1800.0 59 regionprofile 0.305050 0.305050 0.305050 0.305050 1024.0 1.342177e+08 8.388608e+06 8.388608e+06 1.0 8388608.0 1800.0 Stream_MUL
{'name': 'Stream_TRIAD', 'type': 'function'} 1048576.0 58 regionprofile 0.033675 0.033675 0.033675 0.033675 128.0 2.516582e+07 2.097152e+06 1.048576e+06 1.0 1048576.0 1000.0 64 regionprofile 0.033669 0.033669 0.033669 0.033669 256.0 2.516582e+07 2.097152e+06 1.048576e+06 1.0 1048576.0 1000.0 58 regionprofile 0.033738 0.033738 0.033738 0.033738 512.0 2.516582e+07 2.097152e+06 1.048576e+06 1.0 1048576.0 1000.0 60 regionprofile 0.033771 0.033771 0.033771 0.033771 1024.0 2.516582e+07 2.097152e+06 1.048576e+06 1.0 1048576.0 1000.0 Stream_TRIAD
2097152.0 58 regionprofile 0.063563 0.063563 0.063563 0.063563 128.0 5.033165e+07 4.194304e+06 2.097152e+06 1.0 2097152.0 1000.0 64 regionprofile 0.063271 0.063271 0.063271 0.063271 256.0 5.033165e+07 4.194304e+06 2.097152e+06 1.0 2097152.0 1000.0 58 regionprofile 0.063660 0.063660 0.063660 0.063660 512.0 5.033165e+07 4.194304e+06 2.097152e+06 1.0 2097152.0 1000.0 60 regionprofile 0.063427 0.063427 0.063427 0.063427 1024.0 5.033165e+07 4.194304e+06 2.097152e+06 1.0 2097152.0 1000.0 Stream_TRIAD
4194304.0 58 regionprofile 0.122992 0.122992 0.122992 0.122992 128.0 1.006633e+08 8.388608e+06 4.194304e+06 1.0 4194304.0 1000.0 64 regionprofile 0.123154 0.123154 0.123154 0.123154 256.0 1.006633e+08 8.388608e+06 4.194304e+06 1.0 4194304.0 1000.0 58 regionprofile 0.123175 0.123175 0.123175 0.123175 512.0 1.006633e+08 8.388608e+06 4.194304e+06 1.0 4194304.0 1000.0 60 regionprofile 0.123391 0.123391 0.123391 0.123391 1024.0 1.006633e+08 8.388608e+06 4.194304e+06 1.0 4194304.0 1000.0 Stream_TRIAD
8388608.0 58 regionprofile 0.241107 0.241107 0.241107 0.241107 128.0 2.013266e+08 1.677722e+07 8.388608e+06 1.0 8388608.0 1000.0 64 regionprofile 0.241732 0.241732 0.241732 0.241732 256.0 2.013266e+08 1.677722e+07 8.388608e+06 1.0 8388608.0 1000.0 58 regionprofile 0.241425 0.241425 0.241425 0.241425 512.0 2.013266e+08 1.677722e+07 8.388608e+06 1.0 8388608.0 1000.0 60 regionprofile 0.242256 0.242256 0.242256 0.242256 1024.0 2.013266e+08 1.677722e+07 8.388608e+06 1.0 8388608.0 1000.0 Stream_TRIAD

4.2 Metadata

The metadata table stores HPC simulation information such as an application’s build settings and execution context. A row corresponds to a single execution of the application and is identified by a unique profile index.

View metadata table:

[9]:

display(HTML(th_lassen.metadata.to_html()))
cali.caliper.version spot.metrics spot.timeseries.metrics spot.format.version spot.options spot.channels cali.channel user launchdate libraries cmdline cluster perfsuite_version raja_version cmake_build_type cmake_cxx_flags cmake_exe_linker_flags rajaperf_compiler rajaperf_compiler_options compiler_version compiler Compiler_path_version cuda_compiler_version gpu_targets_block_sizes systype_build machine_build ProblemSizeRunParam SizeMeaning omp_version omp_max_threads variant tuning
profile
624563627 2.9.0-dev min#inclusive#sum#time.duration,max#inclusive#sum#time.duration,avg#inclusive#sum#time.duration,sum#inclusive#sum#time.duration,any#any#max#BlockSize,any#any#max#Bytes/Rep,any#any#max#Flops/Rep,any#any#max#Iterations/Rep,any#any#max#Kernels/Rep,any#any#max#ProblemSize,any#any#max#Reps 2 regionprofile spot mckinsey 1691446615 [/lib64/libdl.so.2, /lib64/libpthread.so.0, /lib64/librt.so.1, /usr/workspace/asde/caliper-lassen/lib64/libcaliper.so.2, /usr/workspace/wsb/asde/adiak-lassen/lib/libadiak.so, /usr/tce/packages/spectrum-mpi/ibm/spectrum-mpi-rolling-release/lib/libmpiprofilesupport.so.3, /usr/tce/packages/spectrum-mpi/ibm/spectrum-mpi-rolling-release/lib/libmpi_ibm.so.3, /usr/tce/packages/gcc/gcc-4.9.3/lib64/libstdc++.so.6, /lib64/libm.so.6, /usr/tce/packages/clang/clang-10.0.1/release/lib/libomp.so, /usr/tce/packages/gcc/gcc-4.9.3/lib64/libgcc_s.so.1, /lib64/libc.so.6, /lib64/ld64.so.2, /usr/tce/packages/cuda/cuda-10.1.243/nvidia/lib64/libnvToolsExt.so.1, /usr/tce/packages/cuda/cuda-10.1.243/bin/../extras/CUPTI/lib64/libcupti.so.10.1, /lib64/libpapi.so.5.2.0.0, /lib64/libdw.so.1, /lib64/libunwind.so.8, /usr/tce/packages/xl/xl-2021.09.22/lib/libibmc++.so.1, /lib64/libutil.so.1, /lib64/libz.so.1, /usr/tce/packages/spectrum-mpi/ibm/spectrum-mpi-rolling-release/lib/libhwloc_ompi.so.15, /usr/tce/packages/spectrum-mpi/ibm/spectrum-mpi-rolling-release/lib/libevent-2.1.so.6, /usr/tce/packages/spectrum-mpi/ibm/spectrum-mpi-rolling-release/lib/libevent_pthreads-2.1.so.6, /usr/tce/packages/spectrum-mpi/ibm/spectrum-mpi-rolling-release/lib/libopen-rte.so.3, /usr/tce/packages/spectrum-mpi/ibm/spectrum-mpi-rolling-release/lib/libopen-pal.so.3, /lib64/libpfm.so.4, /lib64/libsensors.so.4, /lib64/libelf.so.1, /lib64/liblzma.so.5, /lib64/libbz2.so.1, /usr/tce/packages/clang/clang-10.0.1/release/lib/libarcher.so, /lib64/libnss_files.so.2] [../bin/nvcc10.2.89_clang10.0.1.exe, --variants, Base_CUDA, RAJA_CUDA, --tunings, block_128, block_256, block_512, block_1024, library, --size, 1048576, --outdir, /usr/workspace/thicket/rajaperf-july-2023/lassen/clang10.0.1_nvcc10.2.89_1048576/1, -sp] lassen 1.10.0 2022.10.5 Release -Wall -Wextra /usr/tce/packages/cuda/cuda-10.2.89/bin/nvcc;/usr/tce/packages/clang/clang-10.0.1/bin/clang++ 10.0.1 clang++-10.0.1 clang-10.0.1 10.2.89 128,256,512,1024 blueos_3_ppc64le_ib_p9 lassen709 1048576.0 Direct 4.5 20 Base_CUDA block_128
2710045944 2.9.0-dev min#inclusive#sum#time.duration,max#inclusive#sum#time.duration,avg#inclusive#sum#time.duration,sum#inclusive#sum#time.duration,any#any#max#BlockSize,any#any#max#Bytes/Rep,any#any#max#Flops/Rep,any#any#max#Iterations/Rep,any#any#max#Kernels/Rep,any#any#max#ProblemSize,any#any#max#Reps 2 regionprofile spot mckinsey 1691446876 [/lib64/libdl.so.2, /lib64/libpthread.so.0, /lib64/librt.so.1, /usr/workspace/asde/caliper-lassen/lib64/libcaliper.so.2, /usr/workspace/wsb/asde/adiak-lassen/lib/libadiak.so, /usr/tce/packages/spectrum-mpi/ibm/spectrum-mpi-rolling-release/lib/libmpiprofilesupport.so.3, /usr/tce/packages/spectrum-mpi/ibm/spectrum-mpi-rolling-release/lib/libmpi_ibm.so.3, /usr/tce/packages/gcc/gcc-4.9.3/lib64/libstdc++.so.6, /lib64/libm.so.6, /usr/tce/packages/clang/clang-10.0.1/release/lib/libomp.so, /usr/tce/packages/gcc/gcc-4.9.3/lib64/libgcc_s.so.1, /lib64/libc.so.6, /lib64/ld64.so.2, /usr/tce/packages/cuda/cuda-10.1.243/nvidia/lib64/libnvToolsExt.so.1, /usr/tce/packages/cuda/cuda-10.1.243/bin/../extras/CUPTI/lib64/libcupti.so.10.1, /lib64/libpapi.so.5.2.0.0, /lib64/libdw.so.1, /lib64/libunwind.so.8, /usr/tce/packages/xl/xl-2021.09.22/lib/libibmc++.so.1, /lib64/libutil.so.1, /lib64/libz.so.1, /usr/tce/packages/spectrum-mpi/ibm/spectrum-mpi-rolling-release/lib/libhwloc_ompi.so.15, /usr/tce/packages/spectrum-mpi/ibm/spectrum-mpi-rolling-release/lib/libevent-2.1.so.6, /usr/tce/packages/spectrum-mpi/ibm/spectrum-mpi-rolling-release/lib/libevent_pthreads-2.1.so.6, /usr/tce/packages/spectrum-mpi/ibm/spectrum-mpi-rolling-release/lib/libopen-rte.so.3, /usr/tce/packages/spectrum-mpi/ibm/spectrum-mpi-rolling-release/lib/libopen-pal.so.3, /lib64/libpfm.so.4, /lib64/libsensors.so.4, /lib64/libelf.so.1, /lib64/liblzma.so.5, /lib64/libbz2.so.1, /usr/tce/packages/clang/clang-10.0.1/release/lib/libarcher.so, /lib64/libnss_files.so.2] [../bin/nvcc10.2.89_clang10.0.1.exe, --variants, Base_CUDA, RAJA_CUDA, --tunings, block_128, block_256, block_512, block_1024, library, --size, 4194304, --outdir, /usr/workspace/thicket/rajaperf-july-2023/lassen/clang10.0.1_nvcc10.2.89_4194304/1, -sp] lassen 1.10.0 2022.10.5 Release -Wall -Wextra /usr/tce/packages/cuda/cuda-10.2.89/bin/nvcc;/usr/tce/packages/clang/clang-10.0.1/bin/clang++ 10.0.1 clang++-10.0.1 clang-10.0.1 10.2.89 128,256,512,1024 blueos_3_ppc64le_ib_p9 lassen709 4194304.0 Direct 4.5 20 Base_CUDA block_128
2723196174 2.9.0-dev min#inclusive#sum#time.duration,max#inclusive#sum#time.duration,avg#inclusive#sum#time.duration,sum#inclusive#sum#time.duration,any#any#max#BlockSize,any#any#max#Bytes/Rep,any#any#max#Flops/Rep,any#any#max#Iterations/Rep,any#any#max#Kernels/Rep,any#any#max#ProblemSize,any#any#max#Reps 2 regionprofile spot mckinsey 1691446819 [/lib64/libdl.so.2, /lib64/libpthread.so.0, /lib64/librt.so.1, /usr/workspace/asde/caliper-lassen/lib64/libcaliper.so.2, /usr/workspace/wsb/asde/adiak-lassen/lib/libadiak.so, /usr/tce/packages/spectrum-mpi/ibm/spectrum-mpi-rolling-release/lib/libmpiprofilesupport.so.3, /usr/tce/packages/spectrum-mpi/ibm/spectrum-mpi-rolling-release/lib/libmpi_ibm.so.3, /usr/tce/packages/gcc/gcc-4.9.3/lib64/libstdc++.so.6, /lib64/libm.so.6, /usr/tce/packages/clang/clang-10.0.1/release/lib/libomp.so, /usr/tce/packages/gcc/gcc-4.9.3/lib64/libgcc_s.so.1, /lib64/libc.so.6, /lib64/ld64.so.2, /usr/tce/packages/cuda/cuda-10.1.243/nvidia/lib64/libnvToolsExt.so.1, /usr/tce/packages/cuda/cuda-10.1.243/bin/../extras/CUPTI/lib64/libcupti.so.10.1, /lib64/libpapi.so.5.2.0.0, /lib64/libdw.so.1, /lib64/libunwind.so.8, /usr/tce/packages/xl/xl-2021.09.22/lib/libibmc++.so.1, /lib64/libutil.so.1, /lib64/libz.so.1, /usr/tce/packages/spectrum-mpi/ibm/spectrum-mpi-rolling-release/lib/libhwloc_ompi.so.15, /usr/tce/packages/spectrum-mpi/ibm/spectrum-mpi-rolling-release/lib/libevent-2.1.so.6, /usr/tce/packages/spectrum-mpi/ibm/spectrum-mpi-rolling-release/lib/libevent_pthreads-2.1.so.6, /usr/tce/packages/spectrum-mpi/ibm/spectrum-mpi-rolling-release/lib/libopen-rte.so.3, /usr/tce/packages/spectrum-mpi/ibm/spectrum-mpi-rolling-release/lib/libopen-pal.so.3, /lib64/libpfm.so.4, /lib64/libsensors.so.4, /lib64/libelf.so.1, /lib64/liblzma.so.5, /lib64/libbz2.so.1, /usr/tce/packages/clang/clang-10.0.1/release/lib/libarcher.so, /lib64/libnss_files.so.2] [../bin/nvcc10.2.89_clang10.0.1.exe, --variants, Base_CUDA, RAJA_CUDA, --tunings, block_128, block_256, block_512, block_1024, library, --size, 2097152, --outdir, /usr/workspace/thicket/rajaperf-july-2023/lassen/clang10.0.1_nvcc10.2.89_2097152/1, -sp] lassen 1.10.0 2022.10.5 Release -Wall -Wextra /usr/tce/packages/cuda/cuda-10.2.89/bin/nvcc;/usr/tce/packages/clang/clang-10.0.1/bin/clang++ 10.0.1 clang++-10.0.1 clang-10.0.1 10.2.89 128,256,512,1024 blueos_3_ppc64le_ib_p9 lassen709 2097152.0 Direct 4.5 20 Base_CUDA block_128
3578424102 2.9.0-dev min#inclusive#sum#time.duration,max#inclusive#sum#time.duration,avg#inclusive#sum#time.duration,sum#inclusive#sum#time.duration,any#any#max#BlockSize,any#any#max#Bytes/Rep,any#any#max#Flops/Rep,any#any#max#Iterations/Rep,any#any#max#Kernels/Rep,any#any#max#ProblemSize,any#any#max#Reps 2 regionprofile spot mckinsey 1691449546 [/lib64/libdl.so.2, /lib64/libpthread.so.0, /lib64/librt.so.1, /usr/workspace/asde/caliper-lassen/lib64/libcaliper.so.2, /usr/workspace/wsb/asde/adiak-lassen/lib/libadiak.so, /usr/tce/packages/spectrum-mpi/ibm/spectrum-mpi-rolling-release/lib/libmpiprofilesupport.so.3, /usr/tce/packages/spectrum-mpi/ibm/spectrum-mpi-rolling-release/lib/libmpi_ibm.so.3, /usr/tce/packages/gcc/gcc-4.9.3/lib64/libstdc++.so.6, /lib64/libm.so.6, /usr/tce/packages/clang/clang-10.0.1/release/lib/libomp.so, /usr/tce/packages/gcc/gcc-4.9.3/lib64/libgcc_s.so.1, /lib64/libc.so.6, /lib64/ld64.so.2, /usr/tce/packages/cuda/cuda-10.1.243/nvidia/lib64/libnvToolsExt.so.1, /usr/tce/packages/cuda/cuda-10.1.243/bin/../extras/CUPTI/lib64/libcupti.so.10.1, /lib64/libpapi.so.5.2.0.0, /lib64/libdw.so.1, /lib64/libunwind.so.8, /usr/tce/packages/xl/xl-2021.09.22/lib/libibmc++.so.1, /lib64/libutil.so.1, /lib64/libz.so.1, /usr/tce/packages/spectrum-mpi/ibm/spectrum-mpi-rolling-release/lib/libhwloc_ompi.so.15, /usr/tce/packages/spectrum-mpi/ibm/spectrum-mpi-rolling-release/lib/libevent-2.1.so.6, /usr/tce/packages/spectrum-mpi/ibm/spectrum-mpi-rolling-release/lib/libevent_pthreads-2.1.so.6, /usr/tce/packages/spectrum-mpi/ibm/spectrum-mpi-rolling-release/lib/libopen-rte.so.3, /usr/tce/packages/spectrum-mpi/ibm/spectrum-mpi-rolling-release/lib/libopen-pal.so.3, /lib64/libpfm.so.4, /lib64/libsensors.so.4, /lib64/libelf.so.1, /lib64/liblzma.so.5, /lib64/libbz2.so.1, /usr/tce/packages/clang/clang-10.0.1/release/lib/libarcher.so, /lib64/libnss_files.so.2] [../bin/nvcc10.2.89_clang10.0.1.exe, --variants, Base_CUDA, RAJA_CUDA, --tunings, block_128, block_256, block_512, block_1024, library, --size, 8388608, --outdir, /usr/workspace/thicket/rajaperf-july-2023/lassen/clang10.0.1_nvcc10.2.89_8388608/1, -sp] lassen 1.10.0 2022.10.5 Release -Wall -Wextra /usr/tce/packages/cuda/cuda-10.2.89/bin/nvcc;/usr/tce/packages/clang/clang-10.0.1/bin/clang++ 10.0.1 clang++-10.0.1 clang-10.0.1 10.2.89 128,256,512,1024 blueos_3_ppc64le_ib_p9 lassen709 8388608.0 Direct 4.5 20 Base_CUDA block_128

Filter with respect to metadata

The metadata table of a thicket helps select certain variation based on specific metadata. For example, selecting a certain compiler. In this example, we filter the metadata to select the profiles generated with a problem size of 1048576.

[10]:

# selecting profiles with specified problem size
filter_metadata_func = lambda x: x["ProblemSizeRunParam"] == 1048576.0
th_example = th_obj.filter_metadata(filter_metadata_func)
display(HTML(th_example.metadata.to_html()))
cali.caliper.version spot.metrics spot.timeseries.metrics spot.format.version spot.options spot.channels cali.channel user launchdate libraries cmdline cluster perfsuite_version raja_version cmake_build_type cmake_cxx_flags cmake_exe_linker_flags rajaperf_compiler rajaperf_compiler_options compiler_version compiler Compiler_path_version cuda_compiler_version gpu_targets_block_sizes systype_build machine_build ProblemSizeRunParam SizeMeaning omp_version omp_max_threads variant tuning
profile
624563627 2.9.0-dev min#inclusive#sum#time.duration,max#inclusive#sum#time.duration,avg#inclusive#sum#time.duration,sum#inclusive#sum#time.duration,any#any#max#BlockSize,any#any#max#Bytes/Rep,any#any#max#Flops/Rep,any#any#max#Iterations/Rep,any#any#max#Kernels/Rep,any#any#max#ProblemSize,any#any#max#Reps 2 regionprofile spot mckinsey 1691446615 [/lib64/libdl.so.2, /lib64/libpthread.so.0, /lib64/librt.so.1, /usr/workspace/asde/caliper-lassen/lib64/libcaliper.so.2, /usr/workspace/wsb/asde/adiak-lassen/lib/libadiak.so, /usr/tce/packages/spectrum-mpi/ibm/spectrum-mpi-rolling-release/lib/libmpiprofilesupport.so.3, /usr/tce/packages/spectrum-mpi/ibm/spectrum-mpi-rolling-release/lib/libmpi_ibm.so.3, /usr/tce/packages/gcc/gcc-4.9.3/lib64/libstdc++.so.6, /lib64/libm.so.6, /usr/tce/packages/clang/clang-10.0.1/release/lib/libomp.so, /usr/tce/packages/gcc/gcc-4.9.3/lib64/libgcc_s.so.1, /lib64/libc.so.6, /lib64/ld64.so.2, /usr/tce/packages/cuda/cuda-10.1.243/nvidia/lib64/libnvToolsExt.so.1, /usr/tce/packages/cuda/cuda-10.1.243/bin/../extras/CUPTI/lib64/libcupti.so.10.1, /lib64/libpapi.so.5.2.0.0, /lib64/libdw.so.1, /lib64/libunwind.so.8, /usr/tce/packages/xl/xl-2021.09.22/lib/libibmc++.so.1, /lib64/libutil.so.1, /lib64/libz.so.1, /usr/tce/packages/spectrum-mpi/ibm/spectrum-mpi-rolling-release/lib/libhwloc_ompi.so.15, /usr/tce/packages/spectrum-mpi/ibm/spectrum-mpi-rolling-release/lib/libevent-2.1.so.6, /usr/tce/packages/spectrum-mpi/ibm/spectrum-mpi-rolling-release/lib/libevent_pthreads-2.1.so.6, /usr/tce/packages/spectrum-mpi/ibm/spectrum-mpi-rolling-release/lib/libopen-rte.so.3, /usr/tce/packages/spectrum-mpi/ibm/spectrum-mpi-rolling-release/lib/libopen-pal.so.3, /lib64/libpfm.so.4, /lib64/libsensors.so.4, /lib64/libelf.so.1, /lib64/liblzma.so.5, /lib64/libbz2.so.1, /usr/tce/packages/clang/clang-10.0.1/release/lib/libarcher.so, /lib64/libnss_files.so.2] [../bin/nvcc10.2.89_clang10.0.1.exe, --variants, Base_CUDA, RAJA_CUDA, --tunings, block_128, block_256, block_512, block_1024, library, --size, 1048576, --outdir, /usr/workspace/thicket/rajaperf-july-2023/lassen/clang10.0.1_nvcc10.2.89_1048576/1, -sp] lassen 1.10.0 2022.10.5 Release -Wall -Wextra /usr/tce/packages/cuda/cuda-10.2.89/bin/nvcc;/usr/tce/packages/clang/clang-10.0.1/bin/clang++ 10.0.1 clang++-10.0.1 clang-10.0.1 10.2.89 128,256,512,1024 blueos_3_ppc64le_ib_p9 lassen709 1048576.0 Direct 4.5 20 Base_CUDA block_128
3531209663 2.9.0-dev min#inclusive#sum#time.duration,max#inclusive#sum#time.duration,avg#inclusive#sum#time.duration,sum#inclusive#sum#time.duration,any#any#max#BlockSize,any#any#max#Bytes/Rep,any#any#max#Flops/Rep,any#any#max#Iterations/Rep,any#any#max#Kernels/Rep,any#any#max#ProblemSize,any#any#max#Reps 2 regionprofile spot mckinsey 1691446615 [/lib64/libdl.so.2, /lib64/libpthread.so.0, /lib64/librt.so.1, /usr/workspace/asde/caliper-lassen/lib64/libcaliper.so.2, /usr/workspace/wsb/asde/adiak-lassen/lib/libadiak.so, /usr/tce/packages/spectrum-mpi/ibm/spectrum-mpi-rolling-release/lib/libmpiprofilesupport.so.3, /usr/tce/packages/spectrum-mpi/ibm/spectrum-mpi-rolling-release/lib/libmpi_ibm.so.3, /usr/tce/packages/gcc/gcc-4.9.3/lib64/libstdc++.so.6, /lib64/libm.so.6, /usr/tce/packages/clang/clang-10.0.1/release/lib/libomp.so, /usr/tce/packages/gcc/gcc-4.9.3/lib64/libgcc_s.so.1, /lib64/libc.so.6, /lib64/ld64.so.2, /usr/tce/packages/cuda/cuda-10.1.243/nvidia/lib64/libnvToolsExt.so.1, /usr/tce/packages/cuda/cuda-10.1.243/bin/../extras/CUPTI/lib64/libcupti.so.10.1, /lib64/libpapi.so.5.2.0.0, /lib64/libdw.so.1, /lib64/libunwind.so.8, /usr/tce/packages/xl/xl-2021.09.22/lib/libibmc++.so.1, /lib64/libutil.so.1, /lib64/libz.so.1, /usr/tce/packages/spectrum-mpi/ibm/spectrum-mpi-rolling-release/lib/libhwloc_ompi.so.15, /usr/tce/packages/spectrum-mpi/ibm/spectrum-mpi-rolling-release/lib/libevent-2.1.so.6, /usr/tce/packages/spectrum-mpi/ibm/spectrum-mpi-rolling-release/lib/libevent_pthreads-2.1.so.6, /usr/tce/packages/spectrum-mpi/ibm/spectrum-mpi-rolling-release/lib/libopen-rte.so.3, /usr/tce/packages/spectrum-mpi/ibm/spectrum-mpi-rolling-release/lib/libopen-pal.so.3, /lib64/libpfm.so.4, /lib64/libsensors.so.4, /lib64/libelf.so.1, /lib64/liblzma.so.5, /lib64/libbz2.so.1, /usr/tce/packages/clang/clang-10.0.1/release/lib/libarcher.so, /lib64/libnss_files.so.2] [../bin/nvcc10.2.89_clang10.0.1.exe, --variants, Base_CUDA, RAJA_CUDA, --tunings, block_128, block_256, block_512, block_1024, library, --size, 1048576, --outdir, /usr/workspace/thicket/rajaperf-july-2023/lassen/clang10.0.1_nvcc10.2.89_1048576/1, -sp] lassen 1.10.0 2022.10.5 Release -Wall -Wextra /usr/tce/packages/cuda/cuda-10.2.89/bin/nvcc;/usr/tce/packages/clang/clang-10.0.1/bin/clang++ 10.0.1 clang++-10.0.1 clang-10.0.1 10.2.89 128,256,512,1024 blueos_3_ppc64le_ib_p9 lassen709 1048576.0 Direct 4.5 20 Base_CUDA block_256

Groupby using the metadata

The metadata table also supports the grouping of the thicket based on the unique values present in the provided column(s). The following example groups the thicket according to any unique combination of values in the launchdate and ProblemSizeRunParam columns.

[11]:

# create sub-thickets from unique values in two columns
grouping_metadata_cols = ["launchdate", "ProblemSizeRunParam"]
sub_thickets = th_lassen.groupby(grouping_metadata_cols)
for groupby_cols, thicket in sub_thickets.items():
    display(thicket.metadata)

4  thickets created...
{(1691446615, 1048576.0): <thicket.thicket.Thicket object at 0xffff3c257f40>, (1691446819, 2097152.0): <thicket.thicket.Thicket object at 0xffff3c1c01f0>, (1691446876, 4194304.0): <thicket.thicket.Thicket object at 0xffff3c1c3c70>, (1691449546, 8388608.0): <thicket.thicket.Thicket object at 0xffff3c1aa520>}
cali.caliper.version spot.metrics spot.timeseries.metrics spot.format.version spot.options spot.channels cali.channel user launchdate libraries ... cuda_compiler_version gpu_targets_block_sizes systype_build machine_build ProblemSizeRunParam SizeMeaning omp_version omp_max_threads variant tuning
profile
624563627 2.9.0-dev min#inclusive#sum#time.duration,max#inclusive#... 2 regionprofile spot mckinsey 1691446615 [/lib64/libdl.so.2, /lib64/libpthread.so.0, /l... ... 10.2.89 128,256,512,1024 blueos_3_ppc64le_ib_p9 lassen709 1048576.0 Direct 4.5 20 Base_CUDA block_128

1 rows × 32 columns

cali.caliper.version spot.metrics spot.timeseries.metrics spot.format.version spot.options spot.channels cali.channel user launchdate libraries ... cuda_compiler_version gpu_targets_block_sizes systype_build machine_build ProblemSizeRunParam SizeMeaning omp_version omp_max_threads variant tuning
profile
2723196174 2.9.0-dev min#inclusive#sum#time.duration,max#inclusive#... 2 regionprofile spot mckinsey 1691446819 [/lib64/libdl.so.2, /lib64/libpthread.so.0, /l... ... 10.2.89 128,256,512,1024 blueos_3_ppc64le_ib_p9 lassen709 2097152.0 Direct 4.5 20 Base_CUDA block_128

1 rows × 32 columns

cali.caliper.version spot.metrics spot.timeseries.metrics spot.format.version spot.options spot.channels cali.channel user launchdate libraries ... cuda_compiler_version gpu_targets_block_sizes systype_build machine_build ProblemSizeRunParam SizeMeaning omp_version omp_max_threads variant tuning
profile
2710045944 2.9.0-dev min#inclusive#sum#time.duration,max#inclusive#... 2 regionprofile spot mckinsey 1691446876 [/lib64/libdl.so.2, /lib64/libpthread.so.0, /l... ... 10.2.89 128,256,512,1024 blueos_3_ppc64le_ib_p9 lassen709 4194304.0 Direct 4.5 20 Base_CUDA block_128

1 rows × 32 columns

cali.caliper.version spot.metrics spot.timeseries.metrics spot.format.version spot.options spot.channels cali.channel user launchdate libraries ... cuda_compiler_version gpu_targets_block_sizes systype_build machine_build ProblemSizeRunParam SizeMeaning omp_version omp_max_threads variant tuning
profile
3578424102 2.9.0-dev min#inclusive#sum#time.duration,max#inclusive#... 2 regionprofile spot mckinsey 1691449546 [/lib64/libdl.so.2, /lib64/libpthread.so.0, /l... ... 10.2.89 128,256,512,1024 blueos_3_ppc64le_ib_p9 lassen709 8388608.0 Direct 4.5 20 Base_CUDA block_128

1 rows × 32 columns

4.3 Aggregated Statistics

The aggregated statistics in a thicket is a GraphFrame. Therefore, it contains a graph and corresponding dataframe component. The table supports an order-reduction mechanism and stores processed applications’ performance. Each row of the aggregated statistics table holds data aggregated across all profiles associated with a particular call tree node. Below is an example of an empty aggregated statistics table

View aggregated statistics table

[12]:

display(HTML(th_lassen.statsframe.dataframe.to_html()))
name
node
{'name': 'RAJAPerf', 'type': 'function'} RAJAPerf
{'name': 'Algorithm', 'type': 'function'} Algorithm
{'name': 'Algorithm_MEMCPY', 'type': 'function'} Algorithm_MEMCPY
{'name': 'Algorithm_MEMSET', 'type': 'function'} Algorithm_MEMSET
{'name': 'Algorithm_REDUCE_SUM', 'type': 'function'} Algorithm_REDUCE_SUM
{'name': 'Apps', 'type': 'function'} Apps
{'name': 'Apps_DEL_DOT_VEC_2D', 'type': 'function'} Apps_DEL_DOT_VEC_2D
{'name': 'Apps_ENERGY', 'type': 'function'} Apps_ENERGY
{'name': 'Apps_FIR', 'type': 'function'} Apps_FIR
{'name': 'Apps_HALOEXCHANGE', 'type': 'function'} Apps_HALOEXCHANGE
{'name': 'Apps_HALOEXCHANGE_FUSED', 'type': 'function'} Apps_HALOEXCHANGE_FUSED
{'name': 'Apps_LTIMES', 'type': 'function'} Apps_LTIMES
{'name': 'Apps_LTIMES_NOVIEW', 'type': 'function'} Apps_LTIMES_NOVIEW
{'name': 'Apps_NODAL_ACCUMULATION_3D', 'type': 'function'} Apps_NODAL_ACCUMULATION_3D
{'name': 'Apps_PRESSURE', 'type': 'function'} Apps_PRESSURE
{'name': 'Apps_VOL3D', 'type': 'function'} Apps_VOL3D
{'name': 'Apps_ZONAL_ACCUMULATION_3D', 'type': 'function'} Apps_ZONAL_ACCUMULATION_3D
{'name': 'Basic', 'type': 'function'} Basic
{'name': 'Basic_COPY8', 'type': 'function'} Basic_COPY8
{'name': 'Basic_DAXPY', 'type': 'function'} Basic_DAXPY
{'name': 'Basic_DAXPY_ATOMIC', 'type': 'function'} Basic_DAXPY_ATOMIC
{'name': 'Basic_IF_QUAD', 'type': 'function'} Basic_IF_QUAD
{'name': 'Basic_INIT3', 'type': 'function'} Basic_INIT3
{'name': 'Basic_INIT_VIEW1D', 'type': 'function'} Basic_INIT_VIEW1D
{'name': 'Basic_INIT_VIEW1D_OFFSET', 'type': 'function'} Basic_INIT_VIEW1D_OFFSET
{'name': 'Basic_MULADDSUB', 'type': 'function'} Basic_MULADDSUB
{'name': 'Basic_NESTED_INIT', 'type': 'function'} Basic_NESTED_INIT
{'name': 'Basic_PI_ATOMIC', 'type': 'function'} Basic_PI_ATOMIC
{'name': 'Basic_PI_REDUCE', 'type': 'function'} Basic_PI_REDUCE
{'name': 'Basic_REDUCE3_INT', 'type': 'function'} Basic_REDUCE3_INT
{'name': 'Basic_REDUCE_STRUCT', 'type': 'function'} Basic_REDUCE_STRUCT
{'name': 'Basic_TRAP_INT', 'type': 'function'} Basic_TRAP_INT
{'name': 'Lcals', 'type': 'function'} Lcals
{'name': 'Lcals_DIFF_PREDICT', 'type': 'function'} Lcals_DIFF_PREDICT
{'name': 'Lcals_EOS', 'type': 'function'} Lcals_EOS
{'name': 'Lcals_FIRST_DIFF', 'type': 'function'} Lcals_FIRST_DIFF
{'name': 'Lcals_FIRST_MIN', 'type': 'function'} Lcals_FIRST_MIN
{'name': 'Lcals_FIRST_SUM', 'type': 'function'} Lcals_FIRST_SUM
{'name': 'Lcals_GEN_LIN_RECUR', 'type': 'function'} Lcals_GEN_LIN_RECUR
{'name': 'Lcals_HYDRO_1D', 'type': 'function'} Lcals_HYDRO_1D
{'name': 'Lcals_HYDRO_2D', 'type': 'function'} Lcals_HYDRO_2D
{'name': 'Lcals_INT_PREDICT', 'type': 'function'} Lcals_INT_PREDICT
{'name': 'Lcals_PLANCKIAN', 'type': 'function'} Lcals_PLANCKIAN
{'name': 'Lcals_TRIDIAG_ELIM', 'type': 'function'} Lcals_TRIDIAG_ELIM
{'name': 'Polybench', 'type': 'function'} Polybench
{'name': 'Polybench_2MM', 'type': 'function'} Polybench_2MM
{'name': 'Polybench_3MM', 'type': 'function'} Polybench_3MM
{'name': 'Polybench_ADI', 'type': 'function'} Polybench_ADI
{'name': 'Polybench_ATAX', 'type': 'function'} Polybench_ATAX
{'name': 'Polybench_FDTD_2D', 'type': 'function'} Polybench_FDTD_2D
{'name': 'Polybench_FLOYD_WARSHALL', 'type': 'function'} Polybench_FLOYD_WARSHALL
{'name': 'Polybench_GEMM', 'type': 'function'} Polybench_GEMM
{'name': 'Polybench_GEMVER', 'type': 'function'} Polybench_GEMVER
{'name': 'Polybench_GESUMMV', 'type': 'function'} Polybench_GESUMMV
{'name': 'Polybench_HEAT_3D', 'type': 'function'} Polybench_HEAT_3D
{'name': 'Polybench_JACOBI_1D', 'type': 'function'} Polybench_JACOBI_1D
{'name': 'Polybench_JACOBI_2D', 'type': 'function'} Polybench_JACOBI_2D
{'name': 'Polybench_MVT', 'type': 'function'} Polybench_MVT
{'name': 'Stream', 'type': 'function'} Stream
{'name': 'Stream_ADD', 'type': 'function'} Stream_ADD
{'name': 'Stream_COPY', 'type': 'function'} Stream_COPY
{'name': 'Stream_DOT', 'type': 'function'} Stream_DOT
{'name': 'Stream_MUL', 'type': 'function'} Stream_MUL
{'name': 'Stream_TRIAD', 'type': 'function'} Stream_TRIAD

Filter with respect to aggregated statistics

The aggregated statistics table also supports a filter function. In the example below, we filter the table to select the nodes with the names RAJAPerf, Algorithm, and Stream_MUL.

[13]:

stats_nodes = [
    "RAJAPerf",
    "Algorithm",
    "Stream_MUL"
]
th_stats_name = th_obj.filter_stats(lambda x: x["name"] in stats_nodes)
display(HTML(th_stats_name.statsframe.dataframe.to_html()))
name
node
{'name': 'RAJAPerf', 'type': 'function'} RAJAPerf
{'name': 'Algorithm', 'type': 'function'} Algorithm
{'name': 'Stream_MUL', 'type': 'function'} Stream_MUL

Calculate the median and mean of performance data column, append to aggregated statistics table

The aggregated statistics table allows users to select a column from the performance data to perform an average on the values in a column. After performing the median() and mean() operation on said column, two new columns are appended to the statistics table with the mean and median values corresponding to the columns provided by the user.

Below is an example where we calculate the mean and median of the values in the Total time column, which is the total exclusive time corresponding to the respective nodes.

[14]:

metrics = ["Total time"]
tt.median(th_lassen, columns=metrics)
display(HTML(th_lassen.statsframe.dataframe.to_html()))

/opt/conda/lib/python3.9/site-packages/thicket/stats/median.py:32: FutureWarning: The provided callable <function median at 0xffff6285adc0> is currently using DataFrameGroupBy.median. In a future version of pandas, the provided callable will be used directly. To keep current behavior pass the string "median" instead.
  df = thicket.dataframe[columns].reset_index().groupby("node").agg(np.median)
name Total time_median
node
{'name': 'RAJAPerf', 'type': 'function'} RAJAPerf 5.073698
{'name': 'Algorithm', 'type': 'function'} Algorithm 0.015522
{'name': 'Algorithm_MEMCPY', 'type': 'function'} Algorithm_MEMCPY 0.006589
{'name': 'Algorithm_MEMSET', 'type': 'function'} Algorithm_MEMSET 0.004223
{'name': 'Algorithm_REDUCE_SUM', 'type': 'function'} Algorithm_REDUCE_SUM 0.004685
{'name': 'Apps', 'type': 'function'} Apps 0.435724
{'name': 'Apps_DEL_DOT_VEC_2D', 'type': 'function'} Apps_DEL_DOT_VEC_2D 0.019889
{'name': 'Apps_ENERGY', 'type': 'function'} Apps_ENERGY 0.111695
{'name': 'Apps_FIR', 'type': 'function'} Apps_FIR 0.010903
{'name': 'Apps_HALOEXCHANGE', 'type': 'function'} Apps_HALOEXCHANGE 0.034699
{'name': 'Apps_HALOEXCHANGE_FUSED', 'type': 'function'} Apps_HALOEXCHANGE_FUSED 0.007339
{'name': 'Apps_LTIMES', 'type': 'function'} Apps_LTIMES 0.035430
{'name': 'Apps_LTIMES_NOVIEW', 'type': 'function'} Apps_LTIMES_NOVIEW 0.035438
{'name': 'Apps_NODAL_ACCUMULATION_3D', 'type': 'function'} Apps_NODAL_ACCUMULATION_3D 0.020824
{'name': 'Apps_PRESSURE', 'type': 'function'} Apps_PRESSURE 0.134019
{'name': 'Apps_VOL3D', 'type': 'function'} Apps_VOL3D 0.016189
{'name': 'Apps_ZONAL_ACCUMULATION_3D', 'type': 'function'} Apps_ZONAL_ACCUMULATION_3D 0.010349
{'name': 'Basic', 'type': 'function'} Basic 0.936196
{'name': 'Basic_COPY8', 'type': 'function'} Basic_COPY8 0.024897
{'name': 'Basic_DAXPY', 'type': 'function'} Basic_DAXPY 0.046634
{'name': 'Basic_DAXPY_ATOMIC', 'type': 'function'} Basic_DAXPY_ATOMIC 0.046976
{'name': 'Basic_IF_QUAD', 'type': 'function'} Basic_IF_QUAD 0.035943
{'name': 'Basic_INIT3', 'type': 'function'} Basic_INIT3 0.080273
{'name': 'Basic_INIT_VIEW1D', 'type': 'function'} Basic_INIT_VIEW1D 0.099952
{'name': 'Basic_INIT_VIEW1D_OFFSET', 'type': 'function'} Basic_INIT_VIEW1D_OFFSET 0.095001
{'name': 'Basic_MULADDSUB', 'type': 'function'} Basic_MULADDSUB 0.056292
{'name': 'Basic_NESTED_INIT', 'type': 'function'} Basic_NESTED_INIT 0.044936
{'name': 'Basic_PI_ATOMIC', 'type': 'function'} Basic_PI_ATOMIC 0.341684
{'name': 'Basic_PI_REDUCE', 'type': 'function'} Basic_PI_REDUCE 0.004111
{'name': 'Basic_REDUCE3_INT', 'type': 'function'} Basic_REDUCE3_INT 0.004190
{'name': 'Basic_REDUCE_STRUCT', 'type': 'function'} Basic_REDUCE_STRUCT 0.051089
{'name': 'Basic_TRAP_INT', 'type': 'function'} Basic_TRAP_INT 0.004117
{'name': 'Lcals', 'type': 'function'} Lcals 1.095452
{'name': 'Lcals_DIFF_PREDICT', 'type': 'function'} Lcals_DIFF_PREDICT 0.178333
{'name': 'Lcals_EOS', 'type': 'function'} Lcals_EOS 0.063634
{'name': 'Lcals_FIRST_DIFF', 'type': 'function'} Lcals_FIRST_DIFF 0.131490
{'name': 'Lcals_FIRST_MIN', 'type': 'function'} Lcals_FIRST_MIN 0.009933
{'name': 'Lcals_FIRST_SUM', 'type': 'function'} Lcals_FIRST_SUM 0.131595
{'name': 'Lcals_GEN_LIN_RECUR', 'type': 'function'} Lcals_GEN_LIN_RECUR 0.151322
{'name': 'Lcals_HYDRO_1D', 'type': 'function'} Lcals_HYDRO_1D 0.093504
{'name': 'Lcals_HYDRO_2D', 'type': 'function'} Lcals_HYDRO_2D 0.065226
{'name': 'Lcals_INT_PREDICT', 'type': 'function'} Lcals_INT_PREDICT 0.137165
{'name': 'Lcals_PLANCKIAN', 'type': 'function'} Lcals_PLANCKIAN 0.007776
{'name': 'Lcals_TRIDIAG_ELIM', 'type': 'function'} Lcals_TRIDIAG_ELIM 0.125389
{'name': 'Polybench', 'type': 'function'} Polybench 1.986555
{'name': 'Polybench_2MM', 'type': 'function'} Polybench_2MM 0.022977
{'name': 'Polybench_3MM', 'type': 'function'} Polybench_3MM 0.031559
{'name': 'Polybench_ADI', 'type': 'function'} Polybench_ADI 0.068316
{'name': 'Polybench_ATAX', 'type': 'function'} Polybench_ATAX 0.045727
{'name': 'Polybench_FDTD_2D', 'type': 'function'} Polybench_FDTD_2D 0.101181
{'name': 'Polybench_FLOYD_WARSHALL', 'type': 'function'} Polybench_FLOYD_WARSHALL 1.038315
{'name': 'Polybench_GEMM', 'type': 'function'} Polybench_GEMM 0.027026
{'name': 'Polybench_GEMVER', 'type': 'function'} Polybench_GEMVER 0.012845
{'name': 'Polybench_GESUMMV', 'type': 'function'} Polybench_GESUMMV 0.047314
{'name': 'Polybench_HEAT_3D', 'type': 'function'} Polybench_HEAT_3D 0.059069
{'name': 'Polybench_JACOBI_1D', 'type': 'function'} Polybench_JACOBI_1D 0.210863
{'name': 'Polybench_JACOBI_2D', 'type': 'function'} Polybench_JACOBI_2D 0.281943
{'name': 'Polybench_MVT', 'type': 'function'} Polybench_MVT 0.039319
{'name': 'Stream', 'type': 'function'} Stream 0.603656
{'name': 'Stream_ADD', 'type': 'function'} Stream_ADD 0.093114
{'name': 'Stream_COPY', 'type': 'function'} Stream_COPY 0.117469
{'name': 'Stream_DOT', 'type': 'function'} Stream_DOT 0.182254
{'name': 'Stream_MUL', 'type': 'function'} Stream_MUL 0.117501
{'name': 'Stream_TRIAD', 'type': 'function'} Stream_TRIAD 0.093277 
[15]:

tt.mean(th_lassen, columns=metrics)
display(HTML(th_lassen.statsframe.dataframe.to_html()))

/opt/conda/lib/python3.9/site-packages/thicket/stats/mean.py:32: FutureWarning: The provided callable <function mean at 0xffff62a48f70> is currently using DataFrameGroupBy.mean. In a future version of pandas, the provided callable will be used directly. To keep current behavior pass the string "mean" instead.
  df = thicket.dataframe[columns].reset_index().groupby("node").agg(np.mean)
name Total time_median Total time_mean
node
{'name': 'RAJAPerf', 'type': 'function'} RAJAPerf 5.073698 6.584067
{'name': 'Algorithm', 'type': 'function'} Algorithm 0.015522 0.018886
{'name': 'Algorithm_MEMCPY', 'type': 'function'} Algorithm_MEMCPY 0.006589 0.008138
{'name': 'Algorithm_MEMSET', 'type': 'function'} Algorithm_MEMSET 0.004223 0.005336
{'name': 'Algorithm_REDUCE_SUM', 'type': 'function'} Algorithm_REDUCE_SUM 0.004685 0.005388
{'name': 'Apps', 'type': 'function'} Apps 0.435724 0.537407
{'name': 'Apps_DEL_DOT_VEC_2D', 'type': 'function'} Apps_DEL_DOT_VEC_2D 0.019889 0.024730
{'name': 'Apps_ENERGY', 'type': 'function'} Apps_ENERGY 0.111695 0.138574
{'name': 'Apps_FIR', 'type': 'function'} Apps_FIR 0.010903 0.013454
{'name': 'Apps_HALOEXCHANGE', 'type': 'function'} Apps_HALOEXCHANGE 0.034699 0.034612
{'name': 'Apps_HALOEXCHANGE_FUSED', 'type': 'function'} Apps_HALOEXCHANGE_FUSED 0.007339 0.007883
{'name': 'Apps_LTIMES', 'type': 'function'} Apps_LTIMES 0.035430 0.048627
{'name': 'Apps_LTIMES_NOVIEW', 'type': 'function'} Apps_LTIMES_NOVIEW 0.035438 0.044654
{'name': 'Apps_NODAL_ACCUMULATION_3D', 'type': 'function'} Apps_NODAL_ACCUMULATION_3D 0.020824 0.025996
{'name': 'Apps_PRESSURE', 'type': 'function'} Apps_PRESSURE 0.134019 0.166080
{'name': 'Apps_VOL3D', 'type': 'function'} Apps_VOL3D 0.016189 0.019977
{'name': 'Apps_ZONAL_ACCUMULATION_3D', 'type': 'function'} Apps_ZONAL_ACCUMULATION_3D 0.010349 0.012736
{'name': 'Basic', 'type': 'function'} Basic 0.936196 1.155367
{'name': 'Basic_COPY8', 'type': 'function'} Basic_COPY8 0.024897 0.031039
{'name': 'Basic_DAXPY', 'type': 'function'} Basic_DAXPY 0.046634 0.057689
{'name': 'Basic_DAXPY_ATOMIC', 'type': 'function'} Basic_DAXPY_ATOMIC 0.046976 0.058163
{'name': 'Basic_IF_QUAD', 'type': 'function'} Basic_IF_QUAD 0.035943 0.044881
{'name': 'Basic_INIT3', 'type': 'function'} Basic_INIT3 0.080273 0.099799
{'name': 'Basic_INIT_VIEW1D', 'type': 'function'} Basic_INIT_VIEW1D 0.099952 0.120368
{'name': 'Basic_INIT_VIEW1D_OFFSET', 'type': 'function'} Basic_INIT_VIEW1D_OFFSET 0.095001 0.117885
{'name': 'Basic_MULADDSUB', 'type': 'function'} Basic_MULADDSUB 0.056292 0.070093
{'name': 'Basic_NESTED_INIT', 'type': 'function'} Basic_NESTED_INIT 0.044936 0.054073
{'name': 'Basic_PI_ATOMIC', 'type': 'function'} Basic_PI_ATOMIC 0.341684 0.420552
{'name': 'Basic_PI_REDUCE', 'type': 'function'} Basic_PI_REDUCE 0.004111 0.004823
{'name': 'Basic_REDUCE3_INT', 'type': 'function'} Basic_REDUCE3_INT 0.004190 0.004873
{'name': 'Basic_REDUCE_STRUCT', 'type': 'function'} Basic_REDUCE_STRUCT 0.051089 0.066200
{'name': 'Basic_TRAP_INT', 'type': 'function'} Basic_TRAP_INT 0.004117 0.004827
{'name': 'Lcals', 'type': 'function'} Lcals 1.095452 1.360803
{'name': 'Lcals_DIFF_PREDICT', 'type': 'function'} Lcals_DIFF_PREDICT 0.178333 0.222546
{'name': 'Lcals_EOS', 'type': 'function'} Lcals_EOS 0.063634 0.078415
{'name': 'Lcals_FIRST_DIFF', 'type': 'function'} Lcals_FIRST_DIFF 0.131490 0.162571
{'name': 'Lcals_FIRST_MIN', 'type': 'function'} Lcals_FIRST_MIN 0.009933 0.011675
{'name': 'Lcals_FIRST_SUM', 'type': 'function'} Lcals_FIRST_SUM 0.131595 0.162700
{'name': 'Lcals_GEN_LIN_RECUR', 'type': 'function'} Lcals_GEN_LIN_RECUR 0.151322 0.189793
{'name': 'Lcals_HYDRO_1D', 'type': 'function'} Lcals_HYDRO_1D 0.093504 0.115744
{'name': 'Lcals_HYDRO_2D', 'type': 'function'} Lcals_HYDRO_2D 0.065226 0.081270
{'name': 'Lcals_INT_PREDICT', 'type': 'function'} Lcals_INT_PREDICT 0.137165 0.171136
{'name': 'Lcals_PLANCKIAN', 'type': 'function'} Lcals_PLANCKIAN 0.007776 0.009655
{'name': 'Lcals_TRIDIAG_ELIM', 'type': 'function'} Lcals_TRIDIAG_ELIM 0.125389 0.155211
{'name': 'Polybench', 'type': 'function'} Polybench 1.986555 2.779120
{'name': 'Polybench_2MM', 'type': 'function'} Polybench_2MM 0.022977 0.033216
{'name': 'Polybench_3MM', 'type': 'function'} Polybench_3MM 0.031559 0.043937
{'name': 'Polybench_ADI', 'type': 'function'} Polybench_ADI 0.068316 0.075645
{'name': 'Polybench_ATAX', 'type': 'function'} Polybench_ATAX 0.045727 0.049400
{'name': 'Polybench_FDTD_2D', 'type': 'function'} Polybench_FDTD_2D 0.101181 0.125160
{'name': 'Polybench_FLOYD_WARSHALL', 'type': 'function'} Polybench_FLOYD_WARSHALL 1.038315 1.622691
{'name': 'Polybench_GEMM', 'type': 'function'} Polybench_GEMM 0.027026 0.039877
{'name': 'Polybench_GEMVER', 'type': 'function'} Polybench_GEMVER 0.012845 0.013707
{'name': 'Polybench_GESUMMV', 'type': 'function'} Polybench_GESUMMV 0.047314 0.051210
{'name': 'Polybench_HEAT_3D', 'type': 'function'} Polybench_HEAT_3D 0.059069 0.073073
{'name': 'Polybench_JACOBI_1D', 'type': 'function'} Polybench_JACOBI_1D 0.210863 0.260589
{'name': 'Polybench_JACOBI_2D', 'type': 'function'} Polybench_JACOBI_2D 0.281943 0.348126
{'name': 'Polybench_MVT', 'type': 'function'} Polybench_MVT 0.039319 0.042388
{'name': 'Stream', 'type': 'function'} Stream 0.603656 0.731897
{'name': 'Stream_ADD', 'type': 'function'} Stream_ADD 0.093114 0.115371
{'name': 'Stream_COPY', 'type': 'function'} Stream_COPY 0.117469 0.145148
{'name': 'Stream_DOT', 'type': 'function'} Stream_DOT 0.182254 0.210840
{'name': 'Stream_MUL', 'type': 'function'} Stream_MUL 0.117501 0.145164
{'name': 'Stream_TRIAD', 'type': 'function'} Stream_TRIAD 0.093277 0.115334

Calculate the percentile of performance data column, append to aggregated statistics table

The aggregated statistics table allows users to select a column from the performance data to perform the percentiles() operation. This results in a new column appended to the statistics table containing the 25th, 50th, and 75th percentiles of the values in the provided column.

Below is an example where we calculate the percentiles of the values in the same Total time column.

[16]:

tt.percentiles(th_lassen, columns=metrics)
display(HTML(th_lassen.statsframe.dataframe.to_html()))

/opt/conda/lib/python3.9/site-packages/thicket/stats/percentiles.py:47: FutureWarning: unique with argument that is not not a Series, Index, ExtensionArray, or np.ndarray is deprecated and will raise in a future version.
  for node in pd.unique(df.reset_index()["node"].tolist()):
name Total time_median Total time_mean Total time_percentiles
node
{'name': 'RAJAPerf', 'type': 'function'} RAJAPerf 5.073698 6.584067 [2.98107, 5.0736985, 8.676696]
{'name': 'Algorithm', 'type': 'function'} Algorithm 0.015522 0.018886 [0.00975225, 0.0155215, 0.024655000000000003]
{'name': 'Algorithm_MEMCPY', 'type': 'function'} Algorithm_MEMCPY 0.006589 0.008138 [0.00399, 0.0065895, 0.010738]
{'name': 'Algorithm_MEMSET', 'type': 'function'} Algorithm_MEMSET 0.004223 0.005336 [0.0024262499999999996, 0.0042235, 0.00713325]
{'name': 'Algorithm_REDUCE_SUM', 'type': 'function'} Algorithm_REDUCE_SUM 0.004685 0.005388 [0.003313, 0.0046854999999999996, 0.00676025]
{'name': 'Apps', 'type': 'function'} Apps 0.435724 0.537407 [0.27799975, 0.43572449999999996, 0.69513175]
{'name': 'Apps_DEL_DOT_VEC_2D', 'type': 'function'} Apps_DEL_DOT_VEC_2D 0.019889 0.024730 [0.011785499999999999, 0.019889, 0.03283325]
{'name': 'Apps_ENERGY', 'type': 'function'} Apps_ENERGY 0.111695 0.138574 [0.06655525000000001, 0.111695, 0.1837135]
{'name': 'Apps_FIR', 'type': 'function'} Apps_FIR 0.010903 0.013454 [0.00671425, 0.010903, 0.017643]
{'name': 'Apps_HALOEXCHANGE', 'type': 'function'} Apps_HALOEXCHANGE 0.034699 0.034612 [0.03393575, 0.034699499999999994, 0.035376]
{'name': 'Apps_HALOEXCHANGE_FUSED', 'type': 'function'} Apps_HALOEXCHANGE_FUSED 0.007339 0.007883 [0.006126749999999999, 0.0073395, 0.00909575]
{'name': 'Apps_LTIMES', 'type': 'function'} Apps_LTIMES 0.035430 0.048627 [0.02137725, 0.0354295, 0.06267875]
{'name': 'Apps_LTIMES_NOVIEW', 'type': 'function'} Apps_LTIMES_NOVIEW 0.035438 0.044654 [0.02138275, 0.035438, 0.058709250000000004]
{'name': 'Apps_NODAL_ACCUMULATION_3D', 'type': 'function'} Apps_NODAL_ACCUMULATION_3D 0.020824 0.025996 [0.0126835, 0.0208235, 0.0341365]
{'name': 'Apps_PRESSURE', 'type': 'function'} Apps_PRESSURE 0.134019 0.166080 [0.08058225, 0.134019, 0.21951700000000002]
{'name': 'Apps_VOL3D', 'type': 'function'} Apps_VOL3D 0.016189 0.019977 [0.0099345, 0.0161895, 0.026232]
{'name': 'Apps_ZONAL_ACCUMULATION_3D', 'type': 'function'} Apps_ZONAL_ACCUMULATION_3D 0.010349 0.012736 [0.0062715, 0.0103495, 0.01681375]
{'name': 'Basic', 'type': 'function'} Basic 0.936196 1.155367 [0.58464125, 0.9361955000000001, 1.5069215]
{'name': 'Basic_COPY8', 'type': 'function'} Basic_COPY8 0.024897 0.031039 [0.01464725, 0.024897, 0.04128875]
{'name': 'Basic_DAXPY', 'type': 'function'} Basic_DAXPY 0.046634 0.057689 [0.02806, 0.046634, 0.076263]
{'name': 'Basic_DAXPY_ATOMIC', 'type': 'function'} Basic_DAXPY_ATOMIC 0.046976 0.058163 [0.028186999999999997, 0.0469755, 0.0769515]
{'name': 'Basic_IF_QUAD', 'type': 'function'} Basic_IF_QUAD 0.035943 0.044881 [0.02120425, 0.0359425, 0.05961925]
{'name': 'Basic_INIT3', 'type': 'function'} Basic_INIT3 0.080273 0.099799 [0.04777775, 0.080273, 0.132294]
{'name': 'Basic_INIT_VIEW1D', 'type': 'function'} Basic_INIT_VIEW1D 0.099952 0.120368 [0.0676105, 0.099952, 0.15270999999999998]
{'name': 'Basic_INIT_VIEW1D_OFFSET', 'type': 'function'} Basic_INIT_VIEW1D_OFFSET 0.095001 0.117885 [0.06021075, 0.095001, 0.152675]
{'name': 'Basic_MULADDSUB', 'type': 'function'} Basic_MULADDSUB 0.056292 0.070093 [0.03345075, 0.056292499999999995, 0.09293475]
{'name': 'Basic_NESTED_INIT', 'type': 'function'} Basic_NESTED_INIT 0.044936 0.054073 [0.02814025, 0.044936000000000004, 0.0708685]
{'name': 'Basic_PI_ATOMIC', 'type': 'function'} Basic_PI_ATOMIC 0.341684 0.420552 [0.21718525, 0.341684, 0.54505075]
{'name': 'Basic_PI_REDUCE', 'type': 'function'} Basic_PI_REDUCE 0.004111 0.004823 [0.0031205, 0.004111, 0.005813250000000001]
{'name': 'Basic_REDUCE3_INT', 'type': 'function'} Basic_REDUCE3_INT 0.004190 0.004873 [0.00303675, 0.0041905, 0.006026999999999999]
{'name': 'Basic_REDUCE_STRUCT', 'type': 'function'} Basic_REDUCE_STRUCT 0.051089 0.066200 [0.028796000000000002, 0.051089499999999996, 0.08849399999999999]
{'name': 'Basic_TRAP_INT', 'type': 'function'} Basic_TRAP_INT 0.004117 0.004827 [0.00311625, 0.0041165, 0.005827499999999999]
{'name': 'Lcals', 'type': 'function'} Lcals 1.095452 1.360803 [0.65224225, 1.0954519999999999, 1.80401275]
{'name': 'Lcals_DIFF_PREDICT', 'type': 'function'} Lcals_DIFF_PREDICT 0.178333 0.222546 [0.10516575, 0.178333, 0.29571349999999996]
{'name': 'Lcals_EOS', 'type': 'function'} Lcals_EOS 0.063634 0.078415 [0.0380775, 0.06363350000000001, 0.10397075]
{'name': 'Lcals_FIRST_DIFF', 'type': 'function'} Lcals_FIRST_DIFF 0.131490 0.162571 [0.079456, 0.13149, 0.21460525]
{'name': 'Lcals_FIRST_MIN', 'type': 'function'} Lcals_FIRST_MIN 0.009933 0.011675 [0.00716825, 0.0099325, 0.014439]
{'name': 'Lcals_FIRST_SUM', 'type': 'function'} Lcals_FIRST_SUM 0.131595 0.162700 [0.07957725, 0.131595, 0.21471774999999999]
{'name': 'Lcals_GEN_LIN_RECUR', 'type': 'function'} Lcals_GEN_LIN_RECUR 0.151322 0.189793 [0.08731875, 0.1513225, 0.253797]
{'name': 'Lcals_HYDRO_1D', 'type': 'function'} Lcals_HYDRO_1D 0.093504 0.115744 [0.056266250000000004, 0.0935035, 0.15298125]
{'name': 'Lcals_HYDRO_2D', 'type': 'function'} Lcals_HYDRO_2D 0.065226 0.081270 [0.038458000000000006, 0.065226, 0.108038]
{'name': 'Lcals_INT_PREDICT', 'type': 'function'} Lcals_INT_PREDICT 0.137165 0.171136 [0.08049275, 0.1371655, 0.227809]
{'name': 'Lcals_PLANCKIAN', 'type': 'function'} Lcals_PLANCKIAN 0.007776 0.009655 [0.00463825, 0.007776, 0.01279275]
{'name': 'Lcals_TRIDIAG_ELIM', 'type': 'function'} Lcals_TRIDIAG_ELIM 0.125389 0.155211 [0.07554, 0.1253885, 0.20505975]
{'name': 'Polybench', 'type': 'function'} Polybench 1.986555 2.779120 [1.065416, 1.9865555, 3.7002592499999998]
{'name': 'Polybench_2MM', 'type': 'function'} Polybench_2MM 0.022977 0.033216 [0.011612500000000001, 0.022977499999999998, 0.044580749999999995]
{'name': 'Polybench_3MM', 'type': 'function'} Polybench_3MM 0.031559 0.043937 [0.01674875, 0.031559000000000004, 0.058747]
{'name': 'Polybench_ADI', 'type': 'function'} Polybench_ADI 0.068316 0.075645 [0.05110675, 0.068316, 0.092854]
{'name': 'Polybench_ATAX', 'type': 'function'} Polybench_ATAX 0.045727 0.049400 [0.035144, 0.0457265, 0.05998275]
{'name': 'Polybench_FDTD_2D', 'type': 'function'} Polybench_FDTD_2D 0.101181 0.125160 [0.061054, 0.1011805, 0.165286]
{'name': 'Polybench_FLOYD_WARSHALL', 'type': 'function'} Polybench_FLOYD_WARSHALL 1.038315 1.622691 [0.47031375, 1.0383149999999999, 2.19069225]
{'name': 'Polybench_GEMM', 'type': 'function'} Polybench_GEMM 0.027026 0.039877 [0.0107285, 0.027026, 0.056174249999999995]
{'name': 'Polybench_GEMVER', 'type': 'function'} Polybench_GEMVER 0.012845 0.013707 [0.00926525, 0.0128455, 0.017287]
{'name': 'Polybench_GESUMMV', 'type': 'function'} Polybench_GESUMMV 0.047314 0.051210 [0.03538675, 0.047314, 0.06313725]
{'name': 'Polybench_HEAT_3D', 'type': 'function'} Polybench_HEAT_3D 0.059069 0.073073 [0.03579775, 0.059068999999999997, 0.096344]
{'name': 'Polybench_JACOBI_1D', 'type': 'function'} Polybench_JACOBI_1D 0.210863 0.260589 [0.12737500000000002, 0.2108625, 0.34407625000000003]
{'name': 'Polybench_JACOBI_2D', 'type': 'function'} Polybench_JACOBI_2D 0.281943 0.348126 [0.170515, 0.281943, 0.45955425]
{'name': 'Polybench_MVT', 'type': 'function'} Polybench_MVT 0.039319 0.042388 [0.030264750000000003, 0.039318500000000006, 0.051442]
{'name': 'Stream', 'type': 'function'} Stream 0.603656 0.731897 [0.390474, 0.6036555, 0.945079]
{'name': 'Stream_ADD', 'type': 'function'} Stream_ADD 0.093114 0.115371 [0.0558195, 0.093114, 0.15266575]
{'name': 'Stream_COPY', 'type': 'function'} Stream_COPY 0.117469 0.145148 [0.07092075, 0.11746899999999999, 0.1916965]
{'name': 'Stream_DOT', 'type': 'function'} Stream_DOT 0.182254 0.210840 [0.136642, 0.18225449999999999, 0.25645249999999997]
{'name': 'Stream_MUL', 'type': 'function'} Stream_MUL 0.117501 0.145164 [0.0709635, 0.117501, 0.19170175]
{'name': 'Stream_TRIAD', 'type': 'function'} Stream_TRIAD 0.093277 0.115334 [0.056090999999999995, 0.0932775, 0.15252075]

View aggregated statistics call tree

[17]:

print(th_lassen.statsframe.tree(metric_column="Total time_median"))

    __          __       __         __
   / /_  ____ _/ /______/ /_  ___  / /_
  / __ \/ __ `/ __/ ___/ __ \/ _ \/ __/
 / / / / /_/ / /_/ /__/ / / /  __/ /_
/_/ /_/\__,_/\__/\___/_/ /_/\___/\__/  v2024.1.0

5.074 RAJAPerf
├─ 0.016 Algorithm
│  ├─ 0.007 Algorithm_MEMCPY
│  ├─ 0.004 Algorithm_MEMSET
│  └─ 0.005 Algorithm_REDUCE_SUM
├─ 0.436 Apps
│  ├─ 0.020 Apps_DEL_DOT_VEC_2D
│  ├─ 0.112 Apps_ENERGY
│  ├─ 0.011 Apps_FIR
│  ├─ 0.035 Apps_HALOEXCHANGE
│  ├─ 0.007 Apps_HALOEXCHANGE_FUSED
│  ├─ 0.035 Apps_LTIMES
│  ├─ 0.035 Apps_LTIMES_NOVIEW
│  ├─ 0.021 Apps_NODAL_ACCUMULATION_3D
│  ├─ 0.134 Apps_PRESSURE
│  ├─ 0.016 Apps_VOL3D
│  └─ 0.010 Apps_ZONAL_ACCUMULATION_3D
├─ 0.936 Basic
│  ├─ 0.025 Basic_COPY8
│  ├─ 0.047 Basic_DAXPY
│  ├─ 0.047 Basic_DAXPY_ATOMIC
│  ├─ 0.036 Basic_IF_QUAD
│  ├─ 0.080 Basic_INIT3
│  ├─ 0.100 Basic_INIT_VIEW1D
│  ├─ 0.095 Basic_INIT_VIEW1D_OFFSET
│  ├─ 0.056 Basic_MULADDSUB
│  ├─ 0.045 Basic_NESTED_INIT
│  ├─ 0.342 Basic_PI_ATOMIC
│  ├─ 0.004 Basic_PI_REDUCE
│  ├─ 0.004 Basic_REDUCE3_INT
│  ├─ 0.051 Basic_REDUCE_STRUCT
│  └─ 0.004 Basic_TRAP_INT
├─ 1.095 Lcals
│  ├─ 0.178 Lcals_DIFF_PREDICT
│  ├─ 0.064 Lcals_EOS
│  ├─ 0.131 Lcals_FIRST_DIFF
│  ├─ 0.010 Lcals_FIRST_MIN
│  ├─ 0.132 Lcals_FIRST_SUM
│  ├─ 0.151 Lcals_GEN_LIN_RECUR
│  ├─ 0.094 Lcals_HYDRO_1D
│  ├─ 0.065 Lcals_HYDRO_2D
│  ├─ 0.137 Lcals_INT_PREDICT
│  ├─ 0.008 Lcals_PLANCKIAN
│  └─ 0.125 Lcals_TRIDIAG_ELIM
├─ 1.987 Polybench
│  ├─ 0.023 Polybench_2MM
│  ├─ 0.032 Polybench_3MM
│  ├─ 0.068 Polybench_ADI
│  ├─ 0.046 Polybench_ATAX
│  ├─ 0.101 Polybench_FDTD_2D
│  ├─ 1.038 Polybench_FLOYD_WARSHALL
│  ├─ 0.027 Polybench_GEMM
│  ├─ 0.013 Polybench_GEMVER
│  ├─ 0.047 Polybench_GESUMMV
│  ├─ 0.059 Polybench_HEAT_3D
│  ├─ 0.211 Polybench_JACOBI_1D
│  ├─ 0.282 Polybench_JACOBI_2D
│  └─ 0.039 Polybench_MVT
└─ 0.604 Stream
   ├─ 0.093 Stream_ADD
   ├─ 0.117 Stream_COPY
   ├─ 0.182 Stream_DOT
   ├─ 0.118 Stream_MUL
   └─ 0.093 Stream_TRIAD

Legend (Metric: Total time_median Min: 0.00 Max: 5.07)
█ 4.57 - 5.07
█ 3.55 - 4.57
█ 2.54 - 3.55
█ 1.52 - 2.54
█ 0.51 - 1.52
█ 0.00 - 0.51

name User code    ◀  Only in left graph    ▶  Only in right graph

Use the query language

Thicket’s query language provides users the capability to select or query specific nodes based on the call tree of the thicket. The performance data is then updated as part of the operation.

Initial call tree:

[18]:

print(th_lassen.statsframe.tree("Total time_median"))

    __          __       __         __
   / /_  ____ _/ /______/ /_  ___  / /_
  / __ \/ __ `/ __/ ___/ __ \/ _ \/ __/
 / / / / /_/ / /_/ /__/ / / /  __/ /_
/_/ /_/\__,_/\__/\___/_/ /_/\___/\__/  v2024.1.0

5.074 RAJAPerf
├─ 0.016 Algorithm
│  ├─ 0.007 Algorithm_MEMCPY
│  ├─ 0.004 Algorithm_MEMSET
│  └─ 0.005 Algorithm_REDUCE_SUM
├─ 0.436 Apps
│  ├─ 0.020 Apps_DEL_DOT_VEC_2D
│  ├─ 0.112 Apps_ENERGY
│  ├─ 0.011 Apps_FIR
│  ├─ 0.035 Apps_HALOEXCHANGE
│  ├─ 0.007 Apps_HALOEXCHANGE_FUSED
│  ├─ 0.035 Apps_LTIMES
│  ├─ 0.035 Apps_LTIMES_NOVIEW
│  ├─ 0.021 Apps_NODAL_ACCUMULATION_3D
│  ├─ 0.134 Apps_PRESSURE
│  ├─ 0.016 Apps_VOL3D
│  └─ 0.010 Apps_ZONAL_ACCUMULATION_3D
├─ 0.936 Basic
│  ├─ 0.025 Basic_COPY8
│  ├─ 0.047 Basic_DAXPY
│  ├─ 0.047 Basic_DAXPY_ATOMIC
│  ├─ 0.036 Basic_IF_QUAD
│  ├─ 0.080 Basic_INIT3
│  ├─ 0.100 Basic_INIT_VIEW1D
│  ├─ 0.095 Basic_INIT_VIEW1D_OFFSET
│  ├─ 0.056 Basic_MULADDSUB
│  ├─ 0.045 Basic_NESTED_INIT
│  ├─ 0.342 Basic_PI_ATOMIC
│  ├─ 0.004 Basic_PI_REDUCE
│  ├─ 0.004 Basic_REDUCE3_INT
│  ├─ 0.051 Basic_REDUCE_STRUCT
│  └─ 0.004 Basic_TRAP_INT
├─ 1.095 Lcals
│  ├─ 0.178 Lcals_DIFF_PREDICT
│  ├─ 0.064 Lcals_EOS
│  ├─ 0.131 Lcals_FIRST_DIFF
│  ├─ 0.010 Lcals_FIRST_MIN
│  ├─ 0.132 Lcals_FIRST_SUM
│  ├─ 0.151 Lcals_GEN_LIN_RECUR
│  ├─ 0.094 Lcals_HYDRO_1D
│  ├─ 0.065 Lcals_HYDRO_2D
│  ├─ 0.137 Lcals_INT_PREDICT
│  ├─ 0.008 Lcals_PLANCKIAN
│  └─ 0.125 Lcals_TRIDIAG_ELIM
├─ 1.987 Polybench
│  ├─ 0.023 Polybench_2MM
│  ├─ 0.032 Polybench_3MM
│  ├─ 0.068 Polybench_ADI
│  ├─ 0.046 Polybench_ATAX
│  ├─ 0.101 Polybench_FDTD_2D
│  ├─ 1.038 Polybench_FLOYD_WARSHALL
│  ├─ 0.027 Polybench_GEMM
│  ├─ 0.013 Polybench_GEMVER
│  ├─ 0.047 Polybench_GESUMMV
│  ├─ 0.059 Polybench_HEAT_3D
│  ├─ 0.211 Polybench_JACOBI_1D
│  ├─ 0.282 Polybench_JACOBI_2D
│  └─ 0.039 Polybench_MVT
└─ 0.604 Stream
   ├─ 0.093 Stream_ADD
   ├─ 0.117 Stream_COPY
   ├─ 0.182 Stream_DOT
   ├─ 0.118 Stream_MUL
   └─ 0.093 Stream_TRIAD

Legend (Metric: Total time_median Min: 0.00 Max: 5.07)
█ 4.57 - 5.07
█ 3.55 - 4.57
█ 2.54 - 3.55
█ 1.52 - 2.54
█ 0.51 - 1.52
█ 0.00 - 0.51

name User code    ◀  Only in left graph    ▶  Only in right graph

Example 1

In the example below, we use a thicket query that only select the parents and children nodes of Algorithm, maintaining the structure of the call tree.

NOTE: A DeprecationWarning is generated when using “old-style” queries (i.e., queries with QueryMatcher) when using the newest version of Hatchet. In the future, queries will be defined with Query.

[19]:

alg_query_ex1 = (
    ht.QueryMatcher()
    .match("*")
    .rel(
        ".",
        lambda row: row["name"].apply(
            lambda x: re.match(
                r"Algorithm.*", x
            )
            is not None
        ).all()
    )
)

# applying the query on the lassen thicket
th_algorithm_ex1 = th_lassen.query(alg_query_ex1)
tt.median(th_algorithm_ex1, columns=["Total time"])
print(th_algorithm_ex1.statsframe.tree("Total time_median"))

<ipython-input-19-2d105b4e3938>:2: DeprecationWarning: Old-style queries are deprecated as of Hatchet 2023.1.0 and will be removed in the             future. Please use new-style queries instead. For QueryMatcher, the equivalent             new-style queries are hatchet.query.Query for base-syntax queries and             hatchet.query.ObjectQuery for the object-dialect.
  ht.QueryMatcher()

    __          __       __         __
   / /_  ____ _/ /______/ /_  ___  / /_
  / __ \/ __ `/ __/ ___/ __ \/ _ \/ __/
 / / / / /_/ / /_/ /__/ / / /  __/ /_
/_/ /_/\__,_/\__/\___/_/ /_/\___/\__/  v2024.1.0

5.074 RAJAPerf
└─ 0.016 Algorithm
   ├─ 0.007 Algorithm_MEMCPY
   ├─ 0.004 Algorithm_MEMSET
   └─ 0.005 Algorithm_REDUCE_SUM

Legend (Metric: Total time_median Min: 0.00 Max: 5.07)
█ 4.57 - 5.07
█ 3.55 - 4.57
█ 2.54 - 3.55
█ 1.53 - 2.54
█ 0.51 - 1.53
█ 0.00 - 0.51

name User code    ◀  Only in left graph    ▶  Only in right graph


/opt/conda/lib/python3.9/site-packages/thicket/stats/median.py:32: FutureWarning: The provided callable <function median at 0xffff6285adc0> is currently using DataFrameGroupBy.median. In a future version of pandas, the provided callable will be used directly. To keep current behavior pass the string "median" instead.
  df = thicket.dataframe[columns].reset_index().groupby("node").agg(np.median)

Example 2

In the example below, we use a thicket query that selects only the Algorithm node and its children nodes, maintaining the structure of the call tree.

NOTE: A DeprecationWarning is generated when using “old-style” queries (i.e., queries with QueryMatcher) when using the newest version of Hatchet. In the future, queries will be defined with Query.

[20]:

alg_query_ex2 = (
    ht.QueryMatcher()
    .match(
        ".",
        lambda row: row["name"].apply(
            lambda x: re.match(
                r"Algorithm.*", x
            )
            is not None
        ).all()
    )
    .rel("*")
)

# applying the second query on the lassen thicket
th_algorithm_ex2 = th_lassen.query(alg_query_ex2)
tt.median(th_algorithm_ex2, columns=["Total time"])
print(th_algorithm_ex2.statsframe.tree("Total time_median"))

    __          __       __         __
   / /_  ____ _/ /______/ /_  ___  / /_
  / __ \/ __ `/ __/ ___/ __ \/ _ \/ __/
 / / / / /_/ / /_/ /__/ / / /  __/ /_
/_/ /_/\__,_/\__/\___/_/ /_/\___/\__/  v2024.1.0

0.016 Algorithm
├─ 0.007 Algorithm_MEMCPY
├─ 0.004 Algorithm_MEMSET
└─ 0.005 Algorithm_REDUCE_SUM

Legend (Metric: Total time_median Min: 0.00 Max: 0.02)
█ 0.01 - 0.02
█ 0.01 - 0.01
█ 0.01 - 0.01
█ 0.01 - 0.01
█ 0.01 - 0.01
█ 0.00 - 0.01

name User code    ◀  Only in left graph    ▶  Only in right graph


<ipython-input-20-37bec34dd30a>:2: DeprecationWarning: Old-style queries are deprecated as of Hatchet 2023.1.0 and will be removed in the             future. Please use new-style queries instead. For QueryMatcher, the equivalent             new-style queries are hatchet.query.Query for base-syntax queries and             hatchet.query.ObjectQuery for the object-dialect.
  ht.QueryMatcher()
/opt/conda/lib/python3.9/site-packages/thicket/stats/median.py:32: FutureWarning: The provided callable <function median at 0xffff6285adc0> is currently using DataFrameGroupBy.median. In a future version of pandas, the provided callable will be used directly. To keep current behavior pass the string "median" instead.
  df = thicket.dataframe[columns].reset_index().groupby("node").agg(np.median)

Display histogram

The display_histogram() function allows users to select a node and metric value (a column in the performance data table) for which a histogram is generated.

Some available keyword arguments are the following,

  • height: height (in inches) of each facet.

  • aspect: aspect ratio of each facet, aspect * height will give you the width of each facet.

  • bins: rather generic, and can set the number of bins.

  • binwidth: width of each bin, overrides bins but can be used with binrange.

  • binrange: lowest and highest value for bin edges; can be used either with bins or binwidth. Defaults to extremes.

  • color: Set the color of the bars.

An exhaustive list of available arguments can be found here.

[21]:

help(tt.display_histogram)

Help on function display_histogram in module thicket.stats.display_histogram:

display_histogram(thicket, node=None, column=None, **kwargs)
    Display a histogram for a user passed node and column. Node and column must come
    from the performance data table.

    Arguments:
        thicket (thicket): Thicket object
        node (node): Node object
        column (str): Column from performance data table. Note, if using a
            columnar joined thicket a tuple must be passed in with the format
            (column index, column name).

    Returns:
        (matplotlib Axes): Object for managing histogram plot.


[22]:

n = pd.unique(th_algorithm_ex1.dataframe.reset_index()["node"])[0]

[23]:

tt.display_histogram(
    th_algorithm_ex1,
    node=n,
    column="Total time"
)

[23]:

<seaborn.axisgrid.FacetGrid at 0xffff3c164b20>
_images/thicket_tutorial_40_1.png

Display heatmap

The display_heatmap() function allows users to select column(s) from the performance data table, for which a heatmap is generated based on the values of the column.

Some available keyword arguments are the following: * vmax: maximum value to anchor the color map. * vmin: minimum value to anchor the color map. * linecolor: color of the lines that will divide each cell. * linewidths: Width of the lines that will divide each cell.

An exhaustive list of available arguments can be found here.

[24]:

help(tt.display_heatmap)

Help on function display_heatmap in module thicket.stats.display_heatmap:

display_heatmap(thicket, columns=None, **kwargs)
    Display a heatmap which contains a full list of nodes and user passed columns.
    Columns must be from the aggregated statistics table.

    Arguments:
        thicket (thicket): Thicket object
        columns (list): List of hardware/timing metrics from aggregated statistics table
            to display. Note, if using a columnar joined thicket a list of tuples must
            be passed in with the format (column index, column name).

    Returns:
        (matplotlib Axes): Object for managing heatmap plot.


[25]:

plt.figure(figsize=(30, 30))
metrics = ["Total time_median"]
tt.display_heatmap(th_algorithm_ex1, columns=metrics)

[25]:

<Axes: ylabel='node'>
_images/thicket_tutorial_43_1.png