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DayaBay Profiling: results

Daya Bay v0

May 2, 2025 22:52

CPU: Intel(R) Core(TM) 5 120U

Node Profiling
Node Profiling 0x74b47614e740, n_runs for each node: 20000
sort by: `%_of_total`, group by: `type`
+----+----------------------------------+---------+-------------+-------------+--------------+
|    | type                             |   count |    t_single |       t_sum |   %_of_total |
|----+----------------------------------+---------+-------------+-------------+--------------|
|  0 | Cholesky                         |      20 | 0.000364385 | 0.0072877   |  27.532      |
|  1 | Product                          |   3,666 | 1.62079e-06 | 0.00594183  |  22.4475     |
|  2 | Sum                              |     183 | 2.63475e-05 | 0.00482159  |  18.2154     |
|  3 | NueSurvivalProbability           |      48 | 5.20687e-05 | 0.0024993   |   9.44204    |
|  4 | NormalizeCorrelatedVarsTwoWays   |   1,067 | 1.26931e-06 | 0.00135436  |   5.11659    |
|  5 | RenormalizeDiag                  |       8 | 0.000162719 | 0.00130175  |   4.91786    |
|  6 | SumMatOrDiag                     |       3 | 0.000364499 | 0.0010935   |   4.1311     |
|  7 | VectorMatrixProduct              |     105 | 4.96522e-06 | 0.000521348 |   1.96959    |
|  8 | Concatenation                    |       7 | 6.69863e-05 | 0.000468904 |   1.77146    |
|  9 | Chi2                             |       7 | 6.50426e-05 | 0.000455298 |   1.72006    |
| 10 | EnergyResolutionMatrixBC         |       1 | 0.000268553 | 0.000268553 |   1.01456    |
| 11 | ElSumSq                          |      20 | 1.14579e-05 | 0.000229158 |   0.865732   |
| 12 | Division                         |      96 | 1.34928e-06 | 0.000129531 |   0.489353   |
| 13 | AxisDistortionMatrixLinearLegacy |       8 | 8.77516e-06 | 7.02013e-05 |   0.265212   |
| 14 | View                             |      45 | 2.20103e-07 | 9.90462e-06 |   0.0374185  |
| 15 | LogProdDiag                      |       1 | 5.67591e-06 | 5.67591e-06 |   0.0214429  |
| 16 | RebinMatrix                      |       2 | 1.96413e-06 | 3.92827e-06 |   0.0148405  |
| 17 | CNPStat                          |       1 | 3.72329e-06 | 3.72329e-06 |   0.0140662  |
| 18 | EnergyResolutionSigmaRelABC      |       1 | 2.37179e-06 | 2.37179e-06 |   0.00896032 |
| 19 | Monotonize                       |       1 | 1.25783e-06 | 1.25783e-06 |   0.00475193 |
+----+----------------------------------+---------+-------------+-------------+--------------+
total estimations time / n_runs: 0.026469877 sec.
total estimations time: 529.397531 sec.
Memory Profiling
Memory Profiling 0x74b44f110120, sort by: `size_sum`, group by: `type`
+----+----------------------------------+--------------+------------+
|    | type                             |   node_count |   size_sum |
|----+----------------------------------+--------------+------------|
|  0 | MatrixProductDDt                 |           13 | 59,439,744 |
|  1 | Product                          |        3,666 | 22,283,336 |
|  2 | Cholesky                         |           20 | 13,736,032 |
|  3 | SumMatOrDiag                     |            3 | 13,716,864 |
|  4 | Jacobian                         |           13 |  6,610,464 |
|  5 | Sum                              |          183 |  5,138,304 |
|  6 | AxisDistortionMatrixLinearLegacy |            8 |  3,686,400 |
|  7 | RenormalizeDiag                  |            8 |  3,686,400 |
|  8 | Array                            |        4,682 |  2,107,992 |
|  9 | NueSurvivalProbability           |           48 |  1,382,400 |
| 10 | IntegratorCore                   |          384 |    737,280 |
| 11 | Division                         |           96 |    606,528 |
| 12 | InterpolatorCore                 |           23 |    521,096 |
| 13 | EnergyResolutionMatrixBC         |            1 |    460,800 |
| 14 | RebinMatrix                      |            2 |    138,240 |
| 15 | VectorMatrixProduct              |          105 |    133,056 |
| 16 | IntegratorSampler                |            1 |     86,400 |
| 17 | SegmentIndex                     |            7 |     73,060 |
| 18 | EeToEnu                          |            1 |     28,800 |
| 19 | IBDXsecVBO1                      |            1 |     28,800 |
| 20 | Jacobian_dEnu_dEe                |            1 |     28,800 |
| 21 | NormalizeCorrelatedVarsTwoWays   |        1,067 |     17,488 |
| 22 | Concatenation                    |            7 |     15,712 |
| 23 | MonteCarloLoc                    |            2 |     12,096 |
| 24 | View                             |           45 |      9,960 |
| 25 | MonteCarloShape                  |            1 |      8,744 |
| 26 | CNPStat                          |            1 |      6,048 |
| 27 | Proxy                            |            1 |      6,048 |
| 28 | ArraySum                         |          552 |      4,416 |
| 29 | Monotonize                       |            1 |      1,928 |
| 30 | BinCenter                        |            1 |      1,920 |
| 31 | EnergyResolutionSigmaRelABC      |            1 |      1,920 |
| 32 | CovmatrixFromCormatrix           |           14 |      1,024 |
| 33 | InverseSquareLaw                 |           48 |        384 |
| 34 | Exp                              |            1 |        192 |
| 35 | ElSumSq                          |           20 |        160 |
| 36 | Chi2                             |            7 |         56 |
| 37 | LogProdDiag                      |            1 |          8 |
| 38 | ParArrayInput                    |            1 |          0 |
+----+----------------------------------+--------------+------------+
TOTAL SIZE:
	134718900.0 bytes
	131561.4 KB
	128.5 MB
TOTAL SIZE / node count:
	12206.1 bytes
	11.9 KB
	0.0 MB

Report files:

May 15, 2025 13:13

Dayabay commit: 669bede8ed57b54ffb965aaef7838fa53e4066c8 (updates/april)

CPU: Intel(R) Core(TM) 5 120U

Node Profiling

Selected nodes from: #4

Node Profiling 0x70008d3dd740, n_runs for each node: 20000
sort by: `%_of_total`, group by: `type`
+----+----------------------------------+---------+-------------+-------------+--------------+
|    | type                             |   count |    t_single |       t_sum |   %_of_total |
|----+----------------------------------+---------+-------------+-------------+--------------|
|  0 | Cholesky                         |      20 | 0.000379927 | 0.00759854  |  28.5513     |
|  1 | Product                          |   3,666 | 1.65419e-06 | 0.00606425  |  22.7863     |
|  2 | Sum                              |     183 | 2.62035e-05 | 0.00479524  |  18.018      |
|  3 | NueSurvivalProbability           |      48 | 5.02299e-05 | 0.00241103  |   9.0594     |
|  4 | NormalizeCorrelatedVarsTwoWays   |   1,067 | 1.16942e-06 | 0.00124778  |   4.68849    |
|  5 | RenormalizeDiag                  |       8 | 0.000152179 | 0.00121743  |   4.57447    |
|  6 | SumMatOrDiag                     |       3 | 0.000389356 | 0.00116807  |   4.38899    |
|  7 | VectorMatrixProduct              |     105 | 4.8353e-06  | 0.000507707 |   1.9077     |
|  8 | Chi2                             |       7 | 6.86424e-05 | 0.000480497 |   1.80545    |
|  9 | Concatenation                    |       7 | 5.84061e-05 | 0.000408843 |   1.53622    |
| 10 | EnergyResolutionMatrixBC         |       1 | 0.000273613 | 0.000273613 |   1.02809    |
| 11 | ElSumSq                          |      20 | 1.05623e-05 | 0.000211247 |   0.793754   |
| 12 | Division                         |      96 | 1.37899e-06 | 0.000132383 |   0.497425   |
| 13 | AxisDistortionMatrixLinearLegacy |       8 | 9.03216e-06 | 7.22573e-05 |   0.271505   |
| 14 | View                             |      45 | 1.84794e-07 | 8.31574e-06 |   0.0312462  |
| 15 | LogProdDiag                      |       1 | 4.97447e-06 | 4.97447e-06 |   0.0186914  |
| 16 | RebinMatrix                      |       2 | 1.97419e-06 | 3.94838e-06 |   0.0148359  |
| 17 | CNPStat                          |       1 | 3.82539e-06 | 3.82539e-06 |   0.0143738  |
| 18 | EnergyResolutionSigmaRelABC      |       1 | 2.37337e-06 | 2.37337e-06 |   0.00891788 |
| 19 | Monotonize                       |       1 | 1.27811e-06 | 1.27811e-06 |   0.00480248 |
+----+----------------------------------+---------+-------------+-------------+--------------+
total estimations time / n_runs: 0.026613607 sec.
total estimations time: 532.272140 sec.
Memory Profiling
Memory Profiling 0x70008d697ca0, sort by: `size_sum`, group by: `type`
+----+----------------------------------+--------------+------------+
|    | type                             |   node_count |   size_sum |
|----+----------------------------------+--------------+------------|
|  0 | MatrixProductDDt                 |           13 | 59,439,744 |
|  1 | Product                          |        3,666 | 22,283,336 |
|  2 | Cholesky                         |           20 | 13,736,032 |
|  3 | SumMatOrDiag                     |            3 | 13,716,864 |
|  4 | Jacobian                         |           13 |  6,610,464 |
|  5 | Sum                              |          183 |  5,138,304 |
|  6 | AxisDistortionMatrixLinearLegacy |            8 |  3,686,400 |
|  7 | RenormalizeDiag                  |            8 |  3,686,400 |
|  8 | Array                            |        4,682 |  2,107,992 |
|  9 | NueSurvivalProbability           |           48 |  1,382,400 |
| 10 | IntegratorCore                   |          384 |    737,280 |
| 11 | Division                         |           96 |    606,528 |
| 12 | InterpolatorCore                 |           23 |    521,096 |
| 13 | EnergyResolutionMatrixBC         |            1 |    460,800 |
| 14 | RebinMatrix                      |            2 |    138,240 |
| 15 | VectorMatrixProduct              |          105 |    133,056 |
| 16 | IntegratorSampler                |            1 |     86,400 |
| 17 | SegmentIndex                     |            7 |     73,060 |
| 18 | EeToEnu                          |            1 |     28,800 |
| 19 | IBDXsecVBO1                      |            1 |     28,800 |
| 20 | Jacobian_dEnu_dEe                |            1 |     28,800 |
| 21 | NormalizeCorrelatedVarsTwoWays   |        1,067 |     17,488 |
| 22 | Concatenation                    |            7 |     15,712 |
| 23 | MonteCarloLoc                    |            2 |     12,096 |
| 24 | View                             |           45 |      9,960 |
| 25 | MonteCarloShape                  |            1 |      8,744 |
| 26 | CNPStat                          |            1 |      6,048 |
| 27 | Proxy                            |            1 |      6,048 |
| 28 | ArraySum                         |          552 |      4,416 |
| 29 | Monotonize                       |            1 |      1,928 |
| 30 | BinCenter                        |            1 |      1,920 |
| 31 | EnergyResolutionSigmaRelABC      |            1 |      1,920 |
| 32 | CovmatrixFromCormatrix           |           14 |      1,024 |
| 33 | InverseSquareLaw                 |           48 |        384 |
| 34 | Exp                              |            1 |        192 |
| 35 | ElSumSq                          |           20 |        160 |
| 36 | Chi2                             |            7 |         56 |
| 37 | LogProdDiag                      |            1 |          8 |
| 38 | ParArrayInput                    |            1 |          0 |
+----+----------------------------------+--------------+------------+
TOTAL SIZE:
	134718900.0 bytes
	131561.4 KB
	128.5 MB
TOTAL SIZE / node count:
	12206.1 bytes
	11.9 KB
	0.0 MB
Framework Profiling parameters groups:
  • free: oscprob, detector
  • constrained: oscprob, detector, reactor, bkg
Framework Profiling 0x7000e2c4b240, n_runs for given subgraph: 20000, nodes in subgraph: 4859
sort by: `default sorting`, group by: `('source nodes', 'sink nodes')`
+----+------------------------------+------------------------+---------+------------+---------+--------------------+
|    | source nodes                 | sink nodes             |   count |   t_single |   t_sum |   t_single_by_node |
|----+------------------------------+------------------------+---------+------------+---------+--------------------|
|  0 | oscprob.SinSq2Theta13, [...] | statistic.full.chi2cnp |  20,000 | 0.00491144 | 98.2288 |        1.01079e-06 |
+----+------------------------------+------------------------+---------+------------+---------+--------------------+
Fit simulation Profiling (parameter-wise) parameters groups:
  • free: oscprob, detector
  • constrained: oscprob, detector, reactor, bkg
Fit simulation Profiling 0x700084bab490, fit steps (n_runs): 1000, nodes in subgraph: 4859
eval mode: parameter-wise, derivative points: 4
sort by: `default sorting`, group by: `('parameters', 'endpoints', 'eval mode')`
+----+------------------------------+------------------------+----------------+---------+------------+---------+
|    | parameters                   | endpoints              | eval mode      |   count |   t_single |   t_sum |
|----+------------------------------+------------------------+----------------+---------+------------+---------|
|  0 | oscprob.SinSq2Theta13, [...] | statistic.full.chi2cnp | parameter-wise |   1,000 |    1.09272 | 1092.72 |
+----+------------------------------+------------------------+----------------+---------+------------+---------+
Fit simulation Profiling (simultaneous) parameters groups:
  • free: oscprob, detector
  • constrained: oscprob, detector, reactor, bkg
Fit simulation Profiling 0x700084bab370, fit steps (n_runs): 1000, nodes in subgraph: 4859
eval mode: simultaneous, 
sort by: `default sorting`, group by: `('parameters', 'endpoints', 'eval mode')`
+----+------------------------------+------------------------+--------------+---------+------------+---------+
|    | parameters                   | endpoints              | eval mode    |   count |   t_single |   t_sum |
|----+------------------------------+------------------------+--------------+---------+------------+---------|
|  0 | oscprob.SinSq2Theta13, [...] | statistic.full.chi2cnp | simultaneous |   1,000 |  0.0253685 | 25.3685 |
+----+------------------------------+------------------------+--------------+---------+------------+---------+

Report files:

Daya Bay v0e

May 20, 2025 18:41

Dayabay commit: 669bede8ed57b54ffb965aaef7838fa53e4066c8 (updates/april) (with anue-model-edges-300 manually added)

CLI command:

./scripts/run_profiling_v0e.py --version latest --mo "{dataset: b, future: [anue-model-edges-300]}" --np-runs 10000 --fw-runs 10000 --fit-param-wise-runs 100 --fit-simultaneous-runs 100

CPU: Intel(R) Core(TM) 5 120U

Node Profiling: covmat.chi2cnp

subgraph: "parameters.free" --> "outputs.statistic.full.covmat.chi2cnp" filtered with selected node types from: #4

Node Profiling 0x7b5aa6d21740, n_runs for each node: 10000
nodes in subgraph: 2056
sort by: `%_of_total`, group by: `type`
+----+------------------------+---------+-------------+-------------+--------------+
|    | type                   |   count |    t_single |       t_sum |   %_of_total |
|----+------------------------+---------+-------------+-------------+--------------|
|  0 | MatrixProductDDt       |      13 | 0.000700557 | 0.00910724  |  35.0002     |
|  1 | Cholesky               |       2 | 0.00231616  | 0.00463233  |  17.8026     |
|  2 | Sum                    |      43 | 9.75714e-05 | 0.00419557  |  16.1241     |
|  3 | NueSurvivalProbability |      48 | 5.20139e-05 | 0.00249667  |   9.59499    |
|  4 | Product                |   1,473 | 1.50769e-06 | 0.00222083  |   8.53491    |
|  5 | IntegratorCore         |     384 | 4.60614e-06 | 0.00176876  |   6.79755    |
|  6 | SumMatOrDiag           |       2 | 0.000371039 | 0.000742078 |   2.8519     |
|  7 | VectorMatrixProduct    |      84 | 5.82194e-06 | 0.000489043 |   1.87945    |
|  8 | Chi2                   |       2 | 0.000153364 | 0.000306728 |   1.17879    |
|  9 | InterpolatorCore       |       1 | 3.36571e-05 | 3.36571e-05 |   0.129348   |
| 10 | Concatenation          |       2 | 1.20348e-05 | 2.40695e-05 |   0.0925021  |
| 11 | WeightedSumArgs        |       1 | 2.78605e-06 | 2.78605e-06 |   0.0107071  |
| 12 | Exp                    |       1 | 7.59235e-07 | 7.59235e-07 |   0.00291783 |
+----+------------------------+---------+-------------+-------------+--------------+
total estimations time / n_runs: 0.026020513 sec.
total estimations time: 260.205132 sec.
Framework Profiling: covmat.chi2cnp

subgraph: "parameters.free" --> "outputs.statistic.full.covmat.chi2cnp"

Framework Profiling 0x7b5aae4f6e40, n_runs for given subgraph: 10000,
nodes in subgraph: 2096, sources: 25, sinks: 1,
sort by: `default sorting`, group by: `('source nodes', 'sink nodes')`
+----+------------------------------+-------------------------------+---------+------------+---------+--------------------+
|    | source nodes                 | sink nodes                    |   count |   t_single |   t_sum |   t_single_by_node |
|----+------------------------------+-------------------------------+---------+------------+---------+--------------------|
|  0 | oscprob.SinSq2Theta13, [...] | statistic.full.covmat.chi2cnp |  10,000 | 0.00192843 | 19.2843 |        9.20051e-07 |
+----+------------------------------+-------------------------------+---------+------------+---------+--------------------+
Fit simulation Profiling (parameter-wise): covmat.chi2cnp

subgraph: "parameters.free" --> "outputs.statistic.full.covmat.chi2cnp"

Fit simulation Profiling 0x7b5aa6d036d0, fit steps (n_runs): 100,
nodes in subgraph: 2096, parameters: 25, endpoints: 1,
eval mode: parameter-wise, derivative points: 4
sort by: `default sorting`, group by: `('parameters', 'endpoints', 'eval mode')`
+----+------------------------------+-------------------------------+----------------+---------+------------+---------+
|    | parameters                   | endpoints                     | eval mode      |   count |   t_single |   t_sum |
|----+------------------------------+-------------------------------+----------------+---------+------------+---------|
|  0 | oscprob.SinSq2Theta13, [...] | statistic.full.covmat.chi2cnp | parameter-wise |     100 |    1.19152 | 119.152 |
+----+------------------------------+-------------------------------+----------------+---------+------------+---------+
Fit simulation Profiling (simultaneous): covmat.chi2cnp

subgraph: "parameters.free" --> "outputs.statistic.full.covmat.chi2cnp"

Fit simulation Profiling 0x7b5aa6d03400, fit steps (n_runs): 100,
nodes in subgraph: 2096, parameters: 25, endpoints: 1,
eval mode: simultaneous, 
sort by: `default sorting`, group by: `('parameters', 'endpoints', 'eval mode')`
+----+------------------------------+-------------------------------+--------------+---------+------------+---------+
|    | parameters                   | endpoints                     | eval mode    |   count |   t_single |   t_sum |
|----+------------------------------+-------------------------------+--------------+---------+------------+---------|
|  0 | oscprob.SinSq2Theta13, [...] | statistic.full.covmat.chi2cnp | simultaneous |     100 |  0.0196095 | 1.96095 |
+----+------------------------------+-------------------------------+--------------+---------+------------+---------+
Node Profiling: pull.chi2cnp

Selected nodes from: #4

subgraph: "parameters.variable" --> "outputs.statistic.full.pull.chi2cnp" filtered with selected node types from: #4

Node Profiling 0x7b5b0172a340, n_runs for each node: 10000
nodes in subgraph: 5779
sort by: `%_of_total`, group by: `type`
+----+--------------------------------+---------+-------------+-------------+--------------+
|    | type                           |   count |    t_single |       t_sum |   %_of_total |
|----+--------------------------------+---------+-------------+-------------+--------------|
|  0 | Product                        |   3,378 | 1.73005e-06 | 0.00584412  |  37.3103     |
|  1 | NueSurvivalProbability         |      48 | 4.85402e-05 | 0.00232993  |  14.8748     |
|  2 | IntegratorCore                 |     384 | 4.49967e-06 | 0.00172787  |  11.0312     |
|  3 | RenormalizeDiag                |       8 | 0.000164313 | 0.0013145   |   8.3921     |
|  4 | NormalizeCorrelatedVarsTwoWays |   1,031 | 1.21924e-06 | 0.00125704  |   8.02522    |
|  5 | ArraySum                       |     504 | 1.61584e-06 | 0.000814384 |   5.19923    |
|  6 | VectorMatrixProduct            |     105 | 5.27326e-06 | 0.000553692 |   3.53491    |
|  7 | Sum                            |      92 | 5.11801e-06 | 0.000470857 |   3.00607    |
|  8 | Concatenation                  |       6 | 7.12524e-05 | 0.000427514 |   2.72936    |
|  9 | EnergyResolutionMatrixBC       |       1 | 0.000242353 | 0.000242353 |   1.54724    |
| 10 | ElSumSq                        |      20 | 9.73685e-06 | 0.000194737 |   1.24325    |
| 11 | ProductShiftedScaled           |      63 | 2.41686e-06 | 0.000152262 |   0.972079   |
| 12 | Division                       |      72 | 1.78093e-06 | 0.000128227 |   0.818635   |
| 13 | InterpolatorCore               |      14 | 8.32559e-06 | 0.000116558 |   0.744137   |
| 14 | AxisDistortionMatrix           |       8 | 8.7044e-06  | 6.96352e-05 |   0.444569   |
| 15 | View                           |      40 | 2.16238e-07 | 8.64953e-06 |   0.0552208  |
| 16 | CNPStat                        |       1 | 3.39327e-06 | 3.39327e-06 |   0.0216635  |
| 17 | Monotonize                     |       1 | 3.21418e-06 | 3.21418e-06 |   0.0205201  |
| 18 | EnergyResolutionSigmaRelABC    |       1 | 2.05201e-06 | 2.05201e-06 |   0.0131005  |
| 19 | Chi2                           |       1 | 1.64361e-06 | 1.64361e-06 |   0.0104932  |
| 20 | Exp                            |       1 | 9.23087e-07 | 9.23087e-07 |   0.00589322 |
+----+--------------------------------+---------+-------------+-------------+--------------+
total estimations time / n_runs: 0.015663551 sec.
total estimations time: 156.635507 sec.
Framework Profiling: pull.chi2cnp

subgraph: "parameters.variable" --> "outputs.statistic.full.pull.chi2cnp"

Framework Profiling 0x7b5b0172a2c0, n_runs for given subgraph: 10000,
nodes in subgraph: 6845, sources: 1056, sinks: 1,
sort by: `default sorting`, group by: `('source nodes', 'sink nodes')`
+----+----------------+-----------------------------+---------+------------+---------+--------------------+
|    | source nodes   | sink nodes                  |   count |   t_single |   t_sum |   t_single_by_node |
|----+----------------+-----------------------------+---------+------------+---------+--------------------|
|  0 | [...]          | statistic.full.pull.chi2cnp |  10,000 | 0.00650302 | 65.0302 |         9.5004e-07 |
+----+----------------+-----------------------------+---------+------------+---------+--------------------+
Fit simulation Profiling (parameter-wise): pull.chi2cnp

subgraph: "parameters.variable" --> "outputs.statistic.full.pull.chi2cnp"

Fit simulation Profiling 0x7b5aa6d005e0, fit steps (n_runs): 100,
nodes in subgraph: 6845, parameters: 1056, endpoints: 1,
eval mode: parameter-wise, derivative points: 4
sort by: `default sorting`, group by: `('parameters', 'endpoints', 'eval mode')`
+----+------------------------------+-----------------------------+----------------+---------+------------+---------+
|    | parameters                   | endpoints                   | eval mode      |   count |   t_single |   t_sum |
|----+------------------------------+-----------------------------+----------------+---------+------------+---------|
|  0 | oscprob.SinSq2Theta13, [...] | statistic.full.pull.chi2cnp | parameter-wise |     100 |     12.641 |  1264.1 |
+----+------------------------------+-----------------------------+----------------+---------+------------+---------+
Fit simulation Profiling (simultaneous): pull.chi2cnp

subgraph: "parameters.variable" --> "outputs.statistic.full.pull.chi2cnp"

Fit simulation Profiling 0x7b5aa6d03130, fit steps (n_runs): 100,
nodes in subgraph: 6845, parameters: 1056, endpoints: 1,
eval mode: simultaneous, 
sort by: `default sorting`, group by: `('parameters', 'endpoints', 'eval mode')`
+----+------------------------------+-----------------------------+--------------+---------+------------+---------+
|    | parameters                   | endpoints                   | eval mode    |   count |   t_single |   t_sum |
|----+------------------------------+-----------------------------+--------------+---------+------------+---------|
|  0 | oscprob.SinSq2Theta13, [...] | statistic.full.pull.chi2cnp | simultaneous |     100 |  0.0349944 | 3.49944 |
+----+------------------------------+-----------------------------+--------------+---------+------------+---------+
Memory Profiling
Memory Profiling 0x7b5aa6e3fed0, nodes in subgraph: 11836
sort by: `size_sum`, group by: `type`
+----+--------------------------------+--------------+------------+
|    | type                           |   node_count |   size_sum |
|----+--------------------------------+--------------+------------|
|  0 | MatrixProductDDt               |           13 | 59,439,744 |
|  1 | Product                        |        3,863 | 22,515,368 |
|  2 | Cholesky                       |           21 | 18,308,320 |
|  3 | SumMatOrDiag                   |            4 | 18,289,152 |
|  4 | Jacobian                       |           13 |  6,392,736 |
|  5 | Sum                            |          283 |  5,152,128 |
|  6 | RenormalizeDiag                |            8 |  3,686,400 |
|  7 | AxisDistortionMatrix           |            8 |  3,686,400 |
|  8 | Array                          |        4,824 |  2,388,568 |
|  9 | NueSurvivalProbability         |           48 |  1,382,400 |
| 10 | IntegratorCore                 |          384 |    737,280 |
| 11 | Division                       |          275 |    685,664 |
| 12 | InterpolatorCore               |           28 |    537,672 |
| 13 | EnergyResolutionMatrixBC       |            1 |    460,800 |
| 14 | RebinMatrix                    |            3 |    207,360 |
| 15 | VectorMatrixProduct            |          126 |    139,104 |
| 16 | IntegratorSampler              |            1 |     86,400 |
| 17 | SegmentIndex                   |           15 |     81,636 |
| 18 | IBDXsecVBO1                    |            1 |     28,800 |
| 19 | Jacobian_dEnu_dEe              |            1 |     28,800 |
| 20 | EeToEnu                        |            1 |     28,800 |
| 21 | Concatenation                  |            9 |     24,112 |
| 22 | NormalizeCorrelatedVarsTwoWays |        1,094 |     17,920 |
| 23 | Monotonize                     |            1 |     15,472 |
| 24 | CNPStat                        |            2 |     12,096 |
| 25 | MonteCarloLoc                  |            2 |     12,096 |
| 26 | View                           |           45 |      9,960 |
| 27 | MonteCarloShape                |            1 |      8,456 |
| 28 | Proxy                          |            1 |      6,048 |
| 29 | ArraySum                       |          596 |      4,768 |
| 30 | BinCenter                      |            2 |      3,840 |
| 31 | EnergyResolutionSigmaRelABC    |            1 |      1,920 |
| 32 | CovmatrixFromCormatrix         |           14 |      1,024 |
| 33 | ProductShiftedScaled           |           63 |        504 |
| 34 | InverseSquareLaw               |           48 |        384 |
| 35 | Difference                     |            2 |        184 |
| 36 | Exp                            |            1 |        176 |
| 37 | ElSumSq                        |           20 |        160 |
| 38 | Chi2                           |            8 |         64 |
| 39 | LogProdDiag                    |            2 |         16 |
| 40 | LogPoissonRatio                |            1 |          8 |
| 41 | WeightedSumArgs                |            1 |          8 |
| 42 | ParArrayInput                  |            1 |          0 |
+----+--------------------------------+--------------+------------+
TOTAL SIZE:
	144382748 bytes
	140998.8 KB
	137.7 MB
TOTAL SIZE / node count:
	12198.6 bytes
	11.9 KB
	0.0 MB

Report files:

May 23, 2025 00:54

Dayabay commit: 669bede8ed57b54ffb965aaef7838fa53e4066c8 (updates/april) (with anue-model-edges-300 manually added)

CLI command:

./scripts/run_profiling_v0e.py --version v0e --mo "{dataset: b, future: [anue-model-edges-300]}" --np-runs 10000 --fw-runs 10000

Numpy's multithreading is disabled with:

import os
os.environ['OPENBLAS_NUM_THREADS'] = '1'
os.environ['MKL_NUM_THREADS'] = '1'

CPU: Intel(R) Core(TM) 5 120U

Node Profiling: covmat.chi2cnp

subgraph: "parameters.free" --> "outputs.statistic.full.covmat.chi2cnp" filtered with selected node types from: #4

Node Profiling 0x75d6961ce540, n_runs for each node: 10000
nodes in subgraph: 2056
sort by: `%_of_total`, group by: `type`
+----+------------------------+---------+-------------+-------------+--------------+
|    | type                   |   count |    t_single |       t_sum |   %_of_total |
|----+------------------------+---------+-------------+-------------+--------------|
|  0 | MatrixProductDDt       |      13 | 0.00115803  | 0.0150543   |  44.8198     |
|  1 | Cholesky               |       2 | 0.00375523  | 0.00751046  |  22.3602     |
|  2 | Sum                    |      43 | 8.29215e-05 | 0.00356562  |  10.6156     |
|  3 | NueSurvivalProbability |      48 | 5.02951e-05 | 0.00241416  |   7.18746    |
|  4 | Product                |   1,473 | 1.36048e-06 | 0.00200399  |   5.96628    |
|  5 | IntegratorCore         |     384 | 4.46205e-06 | 0.00171343  |   5.10123    |
|  6 | SumMatOrDiag           |       2 | 0.000259538 | 0.000519076 |   1.5454     |
|  7 | VectorMatrixProduct    |      84 | 5.47324e-06 | 0.000459752 |   1.36878    |
|  8 | Chi2                   |       2 | 0.0001469   | 0.000293799 |   0.8747     |
|  9 | InterpolatorCore       |       1 | 3.06605e-05 | 3.06605e-05 |   0.0912825  |
| 10 | Concatenation          |       2 | 9.83118e-06 | 1.96624e-05 |   0.0585389  |
| 11 | WeightedSumArgs        |       1 | 2.68662e-06 | 2.68662e-06 |   0.0079986  |
| 12 | Exp                    |       1 | 9.17978e-07 | 9.17978e-07 |   0.00273301 |
+----+------------------------+---------+-------------+-------------+--------------+
total estimations time / n_runs: 0.033588568 sec.
total estimations time: 335.885676 sec.
Framework Profiling: covmat.chi2cnp

subgraph: "parameters.free" --> "outputs.statistic.full.covmat.chi2cnp"

Framework Profiling 0x75d696490d40, n_runs for given subgraph: 10000,
nodes in subgraph: 2096, sources: 25, sinks: 1,
sort by: `default sorting`, group by: `('source nodes', 'sink nodes')`
+----+----------------+-------------------------------+---------+------------+---------+--------------------+
|    | source nodes   | sink nodes                    |   count |   t_single |   t_sum |   t_single_by_node |
|----+----------------+-------------------------------+---------+------------+---------+--------------------|
|  0 | [...]          | statistic.full.covmat.chi2cnp |  10,000 | 0.00168546 | 16.8546 |        8.04133e-07 |
+----+----------------+-------------------------------+---------+------------+---------+--------------------+
Node Profiling: pull.chi2cnp

Selected nodes from: #4

subgraph: "parameters.variable" --> "outputs.statistic.full.pull.chi2cnp" filtered with selected node types from: #4

Node Profiling 0x75d6b992a2c0, n_runs for each node: 10000
nodes in subgraph: 5779
sort by: `%_of_total`, group by: `type`
+----+--------------------------------+---------+-------------+-------------+--------------+
|    | type                           |   count |    t_single |       t_sum |   %_of_total |
|----+--------------------------------+---------+-------------+-------------+--------------|
|  0 | Product                        |   3,378 | 1.57786e-06 | 0.00533001  |  35.4624     |
|  1 | NueSurvivalProbability         |      48 | 5.17063e-05 | 0.0024819   |  16.5129     |
|  2 | IntegratorCore                 |     384 | 4.41176e-06 | 0.00169412  |  11.2715     |
|  3 | RenormalizeDiag                |       8 | 0.000155781 | 0.00124625  |   8.29172    |
|  4 | NormalizeCorrelatedVarsTwoWays |   1,031 | 1.18699e-06 | 0.00122378  |   8.14225    |
|  5 | ArraySum                       |     504 | 1.51907e-06 | 0.000765614 |   5.09388    |
|  6 | VectorMatrixProduct            |     105 | 4.68298e-06 | 0.000491712 |   3.27153    |
|  7 | Concatenation                  |       6 | 7.35016e-05 | 0.00044101  |   2.93419    |
|  8 | Sum                            |      92 | 4.68662e-06 | 0.000431169 |   2.86871    |
|  9 | EnergyResolutionMatrixBC       |       1 | 0.0002687   | 0.0002687   |   1.78775    |
| 10 | ElSumSq                        |      20 | 1.00061e-05 | 0.000200121 |   1.33147    |
| 11 | ProductShiftedScaled           |      63 | 2.3786e-06  | 0.000149852 |   0.997013   |
| 12 | InterpolatorCore               |      14 | 8.89946e-06 | 0.000124592 |   0.828956   |
| 13 | Division                       |      72 | 1.21326e-06 | 8.73546e-05 |   0.581199   |
| 14 | AxisDistortionMatrix           |       8 | 9.3668e-06  | 7.49344e-05 |   0.498564   |
| 15 | View                           |      40 | 1.98361e-07 | 7.93445e-06 |   0.0527906  |
| 16 | CNPStat                        |       1 | 3.54731e-06 | 3.54731e-06 |   0.0236014  |
| 17 | Monotonize                     |       1 | 2.71446e-06 | 2.71446e-06 |   0.0180602  |
| 18 | EnergyResolutionSigmaRelABC    |       1 | 2.29453e-06 | 2.29453e-06 |   0.0152662  |
| 19 | Chi2                           |       1 | 1.54474e-06 | 1.54474e-06 |   0.0102777  |
| 20 | Exp                            |       1 | 8.93832e-07 | 8.93832e-07 |   0.00594696 |
+----+--------------------------------+---------+-------------+-------------+--------------+
total estimations time / n_runs: 0.015030052 sec.
total estimations time: 150.300523 sec.
Framework Profiling: pull.chi2cnp

subgraph: "parameters.variable" --> "outputs.statistic.full.pull.chi2cnp"

Framework Profiling 0x75d696203bc0, n_runs for given subgraph: 10000,
nodes in subgraph: 6845, sources: 1056, sinks: 1,
sort by: `default sorting`, group by: `('source nodes', 'sink nodes')`
+----+----------------+-----------------------------+---------+------------+---------+--------------------+
|    | source nodes   | sink nodes                  |   count |   t_single |   t_sum |   t_single_by_node |
|----+----------------+-----------------------------+---------+------------+---------+--------------------|
|  0 | [...]          | statistic.full.pull.chi2cnp |  10,000 | 0.00539685 | 53.9685 |        7.88437e-07 |
+----+----------------+-----------------------------+---------+------------+---------+--------------------+
Memory Profiling
Memory Profiling 0x75d696953ed0, nodes in subgraph: 11836
sort by: `size_sum`, group by: `type`
+----+--------------------------------+--------------+------------+
|    | type                           |   node_count |   size_sum |
|----+--------------------------------+--------------+------------|
|  0 | MatrixProductDDt               |           13 | 59,439,744 |
|  1 | Product                        |        3,863 | 22,515,368 |
|  2 | Cholesky                       |           21 | 18,308,320 |
|  3 | SumMatOrDiag                   |            4 | 18,289,152 |
|  4 | Jacobian                       |           13 |  6,392,736 |
|  5 | Sum                            |          283 |  5,152,128 |
|  6 | RenormalizeDiag                |            8 |  3,686,400 |
|  7 | AxisDistortionMatrix           |            8 |  3,686,400 |
|  8 | Array                          |        4,824 |  2,388,568 |
|  9 | NueSurvivalProbability         |           48 |  1,382,400 |
| 10 | IntegratorCore                 |          384 |    737,280 |
| 11 | Division                       |          275 |    685,664 |
| 12 | InterpolatorCore               |           28 |    537,672 |
| 13 | EnergyResolutionMatrixBC       |            1 |    460,800 |
| 14 | RebinMatrix                    |            3 |    207,360 |
| 15 | VectorMatrixProduct            |          126 |    139,104 |
| 16 | IntegratorSampler              |            1 |     86,400 |
| 17 | SegmentIndex                   |           15 |     81,636 |
| 18 | IBDXsecVBO1                    |            1 |     28,800 |
| 19 | Jacobian_dEnu_dEe              |            1 |     28,800 |
| 20 | EeToEnu                        |            1 |     28,800 |
| 21 | Concatenation                  |            9 |     24,112 |
| 22 | NormalizeCorrelatedVarsTwoWays |        1,094 |     17,920 |
| 23 | Monotonize                     |            1 |     15,472 |
| 24 | CNPStat                        |            2 |     12,096 |
| 25 | MonteCarloLoc                  |            2 |     12,096 |
| 26 | View                           |           45 |      9,960 |
| 27 | MonteCarloShape                |            1 |      8,456 |
| 28 | Proxy                          |            1 |      6,048 |
| 29 | ArraySum                       |          596 |      4,768 |
| 30 | BinCenter                      |            2 |      3,840 |
| 31 | EnergyResolutionSigmaRelABC    |            1 |      1,920 |
| 32 | CovmatrixFromCormatrix         |           14 |      1,024 |
| 33 | ProductShiftedScaled           |           63 |        504 |
| 34 | InverseSquareLaw               |           48 |        384 |
| 35 | Difference                     |            2 |        184 |
| 36 | Exp                            |            1 |        176 |
| 37 | ElSumSq                        |           20 |        160 |
| 38 | Chi2                           |            8 |         64 |
| 39 | LogProdDiag                    |            2 |         16 |
| 40 | LogPoissonRatio                |            1 |          8 |
| 41 | WeightedSumArgs                |            1 |          8 |
| 42 | ParArrayInput                  |            1 |          0 |
+----+--------------------------------+--------------+------------+
TOTAL SIZE:
	144382748 bytes
	140998.8 KB
	137.7 MB
TOTAL SIZE / node count:
	12198.6 bytes
	11.9 KB
	0.0 MB

Report files:

May 23, 2025 07:42

Dayabay commit: 669bede8ed57b54ffb965aaef7838fa53e4066c8 (updates/april) (with anue-model-edges-300 manually added)

CLI command:

 ./scripts/run_profiling_v0e.py --version v0e --mo "{dataset: b, future: [anue-model-edges-300]}" --fit-param-wise-runs 100 --fit-simultaneous-runs 100

Numpy's multithreading is disabled with:

import os
os.environ['OPENBLAS_NUM_THREADS'] = '1'
os.environ['MKL_NUM_THREADS'] = '1'

CPU: Intel(R) Core(TM) 5 120U

t_single means here time for "one derivative point"

t_calls show number of derivative points * n_runs

Fit simulation Profiling (parameter-wise): covmat.chi2cnp

subgraph: "parameters.free" --> "outputs.statistic.full.covmat.chi2cnp"

Fit simulation Profiling 0x79f69f7a7eb0, fit steps (n_runs): 100,
nodes in subgraph: 2096, parameters: 25, endpoints: 1,
eval mode: parameter-wise, derivative points: 2
sort by: `default sorting`, group by: `('parameters', 'endpoints', 'eval mode')`
+----+------------------------------+-------------------------------+----------------+---------+----------+------------+-----------+---------+
|    | parameters                   | endpoints                     | eval mode      |   count |     step |   t_single |   t_calls |   t_sum |
|----+------------------------------+-------------------------------+----------------+---------+----------+------------+-----------+---------|
|  0 | oscprob.SinSq2Theta13, [...] | statistic.full.covmat.chi2cnp | parameter-wise |     100 | 0.553013 |   0.184338 |       300 | 55.3013 |
+----+------------------------------+-------------------------------+----------------+---------+----------+------------+-----------+---------+
Fit simulation Profiling (simultaneous): covmat.chi2cnp

subgraph: "parameters.free" --> "outputs.statistic.full.covmat.chi2cnp"

Fit simulation Profiling 0x79f69f7a5cf0, fit steps (n_runs): 100,
nodes in subgraph: 2096, parameters: 25, endpoints: 1,
eval mode: simultaneous,
sort by: `default sorting`, group by: `('parameters', 'endpoints', 'eval mode')`
+----+------------------------------+-------------------------------+--------------+---------+-----------+------------+-----------+---------+
|    | parameters                   | endpoints                     | eval mode    |   count |      step |   t_single |   t_calls |   t_sum |
|----+------------------------------+-------------------------------+--------------+---------+-----------+------------+-----------+---------|
|  0 | oscprob.SinSq2Theta13, [...] | statistic.full.covmat.chi2cnp | simultaneous |     100 | 0.0179998 | 0.00599994 |       300 | 1.79998 |
+----+------------------------------+-------------------------------+--------------+---------+-----------+------------+-----------+---------+
Fit simulation Profiling (parameter-wise): pull.chi2cnp

subgraph: "parameters.variable" --> "outputs.statistic.full.pull.chi2cnp"

Fit simulation Profiling 0x79f69f7a7be0, fit steps (n_runs): 100,
nodes in subgraph: 6845, parameters: 1056, endpoints: 1,
eval mode: parameter-wise, derivative points: 2
sort by: `default sorting`, group by: `('parameters', 'endpoints', 'eval mode')`
+----+------------------------------+-----------------------------+----------------+---------+---------+------------+-----------+---------+
|    | parameters                   | endpoints                   | eval mode      |   count |    step |   t_single |   t_calls |   t_sum |
|----+------------------------------+-----------------------------+----------------+---------+---------+------------+-----------+---------|
|  0 | oscprob.SinSq2Theta13, [...] | statistic.full.pull.chi2cnp | parameter-wise |     100 | 5.89067 |    1.96356 |       300 | 589.067 |
+----+------------------------------+-----------------------------+----------------+---------+---------+------------+-----------+---------+
Fit simulation Profiling (simultaneous): pull.chi2cnp

subgraph: "parameters.variable" --> "outputs.statistic.full.pull.chi2cnp"

Fit simulation Profiling 0x79f69f7a7b50, fit steps (n_runs): 100,
nodes in subgraph: 6845, parameters: 1056, endpoints: 1,
eval mode: simultaneous,
sort by: `default sorting`, group by: `('parameters', 'endpoints', 'eval mode')`
+----+------------------------------+-----------------------------+--------------+---------+-----------+------------+-----------+---------+
|    | parameters                   | endpoints                   | eval mode    |   count |      step |   t_single |   t_calls |   t_sum |
|----+------------------------------+-----------------------------+--------------+---------+-----------+------------+-----------+---------|
|  0 | oscprob.SinSq2Theta13, [...] | statistic.full.pull.chi2cnp | simultaneous |     100 | 0.0302391 |  0.0100797 |       300 | 3.02391 |
+----+------------------------------+-----------------------------+--------------+---------+-----------+------------+-----------+---------+

Report files:

May 25, 2025 20:03

Dayabay commit: 669bede8ed57b54ffb965aaef7838fa53e4066c8 (updates/april) (with anue-model-edges-300 manually added)

CLI command:

./scripts/run_profiling_v0e.py" --version v0e --mo "{dataset: b, future: [anue-model-edges-300]}" --np-runs 10000 --fw-runs 10000 --fit-param-wise-runs 100 --fit-simultaneous-runs 100

Numpy's multithreading is disabled with:

export OPENBLAS_NUM_THREADS=1
export MKL_NUM_THREADS=1

CPU: Intel(R) Core(TM) 5 120U

Node Profiling: covmat.chi2cnp

subgraph: "parameters.free" --> "outputs.statistic.full.covmat.chi2cnp" filtered with selected node types from: #4

Node Profiling 0x7f6581134240, n_runs for each node: 10000
nodes in subgraph: 2056
sort by: `%_of_total`, group by: `type`
+----+------------------------+---------+-------------+-------------+--------------------+
|    | type                   |   count |    t_single |     t_total |   fraction_percent |
|----+------------------------+---------+-------------+-------------+--------------------|
|  0 | MatrixProductDDt       |      13 | 0.001402    | 0.018226    |        46.5348     |
|  1 | Cholesky               |       2 | 0.00403137  | 0.00806273  |        20.5859     |
|  2 | Sum                    |      43 | 0.000102094 | 0.00439005  |        11.2087     |
|  3 | NueSurvivalProbability |      48 | 5.4253e-05  | 0.00260414  |         6.64893    |
|  4 | Product                |   1,473 | 1.62821e-06 | 0.00239835  |         6.1235     |
|  5 | IntegratorCore         |     384 | 5.01748e-06 | 0.00192671  |         4.91931    |
|  6 | SumMatOrDiag           |       2 | 0.000324203 | 0.000648406 |         1.65552    |
|  7 | VectorMatrixProduct    |      84 | 6.1768e-06  | 0.000518851 |         1.32474    |
|  8 | Chi2                   |       2 | 0.00016126  | 0.000322519 |         0.82346    |
|  9 | InterpolatorCore       |       1 | 3.97163e-05 | 3.97163e-05 |         0.101404   |
| 10 | Concatenation          |       2 | 1.19071e-05 | 2.38142e-05 |         0.0608028  |
| 11 | WeightedSumArgs        |       1 | 4.08583e-06 | 4.08583e-06 |         0.010432   |
| 12 | Exp                    |       1 | 9.92969e-07 | 9.92969e-07 |         0.00253526 |
+----+------------------------+---------+-------------+-------------+--------------------+
total estimations time / n_runs: 0.039166364 sec.
total estimations time: 391.663641 sec.
Framework Profiling: covmat.chi2cnp

subgraph: "parameters.free" --> "outputs.statistic.full.covmat.chi2cnp"

Framework Profiling 0x7f65a492a2c0, n_runs for given subgraph: 10000,
nodes in subgraph: 2096, sources: 25, sinks: 1,
sort by: `default sorting`, group by: `('source nodes', 'sink nodes')`
+----+----------------+-------------------------------+---------+------------+-----------+------------------+
|    | source nodes   | sink nodes                    |   count |   t_single |   t_total |   t_node_average |
|----+----------------+-------------------------------+---------+------------+-----------+------------------|
|  0 | [...]          | statistic.full.covmat.chi2cnp |  10,000 | 0.00188549 |   18.8549 |      8.99566e-07 |
+----+----------------+-------------------------------+---------+------------+-----------+------------------+
Node Profiling: pull.chi2cnp

Selected nodes from: #4

subgraph: "parameters.variable" --> "outputs.statistic.full.pull.chi2cnp" filtered with selected node types from: #4

Node Profiling 0x7f65888e9bc0, n_runs for each node: 10000
nodes in subgraph: 5779
sort by: `%_of_total`, group by: `type`
+----+--------------------------------+---------+-------------+-------------+--------------------+
|    | type                           |   count |    t_single |     t_total |   fraction_percent |
|----+--------------------------------+---------+-------------+-------------+--------------------|
|  0 | Product                        |   3,378 | 1.91693e-06 | 0.00647538  |        36.8848     |
|  1 | NueSurvivalProbability         |      48 | 5.42003e-05 | 0.00260161  |        14.8192     |
|  2 | IntegratorCore                 |     384 | 4.96596e-06 | 0.00190693  |        10.8622     |
|  3 | NormalizeCorrelatedVarsTwoWays |   1,031 | 1.43307e-06 | 0.00147749  |         8.41604    |
|  4 | RenormalizeDiag                |       8 | 0.000183764 | 0.00147011  |         8.37398    |
|  5 | ArraySum                       |     504 | 1.80842e-06 | 0.000911441 |         5.19171    |
|  6 | VectorMatrixProduct            |     105 | 5.5789e-06  | 0.000585785 |         3.33672    |
|  7 | Sum                            |      92 | 5.80606e-06 | 0.000534158 |         3.04265    |
|  8 | Concatenation                  |       6 | 8.07999e-05 | 0.000484799 |         2.76149    |
|  9 | EnergyResolutionMatrixBC       |       1 | 0.000295344 | 0.000295344 |         1.68232    |
| 10 | ElSumSq                        |      20 | 1.18739e-05 | 0.000237478 |         1.35271    |
| 11 | ProductShiftedScaled           |      63 | 3.3036e-06  | 0.000208127 |         1.18552    |
| 12 | InterpolatorCore               |      14 | 9.68579e-06 | 0.000135601 |         0.772405   |
| 13 | Division                       |      72 | 1.55959e-06 | 0.000112291 |         0.639626   |
| 14 | AxisDistortionMatrix           |       8 | 1.21056e-05 | 9.68447e-05 |         0.551643   |
| 15 | View                           |      40 | 2.31995e-07 | 9.27979e-06 |         0.0528592  |
| 16 | CNPStat                        |       1 | 4.45037e-06 | 4.45037e-06 |         0.02535    |
| 17 | Monotonize                     |       1 | 3.23297e-06 | 3.23297e-06 |         0.0184155  |
| 18 | EnergyResolutionSigmaRelABC    |       1 | 2.70043e-06 | 2.70043e-06 |         0.0153821  |
| 19 | Chi2                           |       1 | 1.68596e-06 | 1.68596e-06 |         0.00960349 |
| 20 | Exp                            |       1 | 9.47013e-07 | 9.47013e-07 |         0.00539433 |
+----+--------------------------------+---------+-------------+-------------+--------------------+
total estimations time / n_runs: 0.017555694 sec.
total estimations time: 175.556941 sec.
Framework Profiling: pull.chi2cnp

subgraph: "parameters.variable" --> "outputs.statistic.full.pull.chi2cnp"

Framework Profiling 0x7f6580ff8540, n_runs for given subgraph: 10000,
nodes in subgraph: 6845, sources: 1056, sinks: 1,
sort by: `default sorting`, group by: `('source nodes', 'sink nodes')`
+----+----------------+-----------------------------+---------+------------+-----------+------------------+
|    | source nodes   | sink nodes                  |   count |   t_single |   t_total |   t_node_average |
|----+----------------+-----------------------------+---------+------------+-----------+------------------|
|  0 | [...]          | statistic.full.pull.chi2cnp |  10,000 | 0.00642498 |   64.2498 |      9.38639e-07 |
+----+----------------+-----------------------------+---------+------------+-----------+------------------+
Memory Profiling
Memory Profiling 0x7f65812ccd60, nodes in subgraph: 11836
sort by: `size_sum`, group by: `type`
+----+--------------------------------+--------------+------------+
|    | type                           |   node_count |   size_sum |
|----+--------------------------------+--------------+------------|
|  0 | MatrixProductDDt               |           13 | 59,439,744 |
|  1 | Product                        |        3,863 | 22,515,368 |
|  2 | Cholesky                       |           21 | 18,308,320 |
|  3 | SumMatOrDiag                   |            4 | 18,289,152 |
|  4 | Jacobian                       |           13 |  6,392,736 |
|  5 | Sum                            |          283 |  5,152,128 |
|  6 | RenormalizeDiag                |            8 |  3,686,400 |
|  7 | AxisDistortionMatrix           |            8 |  3,686,400 |
|  8 | Array                          |        4,824 |  2,388,568 |
|  9 | NueSurvivalProbability         |           48 |  1,382,400 |
| 10 | IntegratorCore                 |          384 |    737,280 |
| 11 | Division                       |          275 |    685,664 |
| 12 | InterpolatorCore               |           28 |    537,672 |
| 13 | EnergyResolutionMatrixBC       |            1 |    460,800 |
| 14 | RebinMatrix                    |            3 |    207,360 |
| 15 | VectorMatrixProduct            |          126 |    139,104 |
| 16 | IntegratorSampler              |            1 |     86,400 |
| 17 | SegmentIndex                   |           15 |     81,636 |
| 18 | IBDXsecVBO1                    |            1 |     28,800 |
| 19 | Jacobian_dEnu_dEe              |            1 |     28,800 |
| 20 | EeToEnu                        |            1 |     28,800 |
| 21 | Concatenation                  |            9 |     24,112 |
| 22 | NormalizeCorrelatedVarsTwoWays |        1,094 |     17,920 |
| 23 | Monotonize                     |            1 |     15,472 |
| 24 | CNPStat                        |            2 |     12,096 |
| 25 | MonteCarloLoc                  |            2 |     12,096 |
| 26 | View                           |           45 |      9,960 |
| 27 | MonteCarloShape                |            1 |      8,456 |
| 28 | Proxy                          |            1 |      6,048 |
| 29 | ArraySum                       |          596 |      4,768 |
| 30 | BinCenter                      |            2 |      3,840 |
| 31 | EnergyResolutionSigmaRelABC    |            1 |      1,920 |
| 32 | CovmatrixFromCormatrix         |           14 |      1,024 |
| 33 | ProductShiftedScaled           |           63 |        504 |
| 34 | InverseSquareLaw               |           48 |        384 |
| 35 | Difference                     |            2 |        184 |
| 36 | Exp                            |            1 |        176 |
| 37 | ElSumSq                        |           20 |        160 |
| 38 | Chi2                           |            8 |         64 |
| 39 | LogProdDiag                    |            2 |         16 |
| 40 | LogPoissonRatio                |            1 |          8 |
| 41 | WeightedSumArgs                |            1 |          8 |
| 42 | ParArrayInput                  |            1 |          0 |
+----+--------------------------------+--------------+------------+
TOTAL SIZE:
	144382748 bytes
	140998.8 KB
	137.7 MB
TOTAL SIZE / node count:
	12198.6 bytes
	11.9 KB
	0.0 MB
Fit simulation Profiling (parameter-wise): covmat.chi2cnp

subgraph: "parameters.free" --> "outputs.statistic.full.covmat.chi2cnp"

Fit simulation Profiling 0x7f65812cb6d0, fit steps (n_runs): 100,
nodes in subgraph: 2096, parameters: 25, endpoints: 1,
eval mode: parameter-wise, derivative points: 2
sort by: `default sorting`, group by: `('parameters', 'endpoints', 'eval mode')`
+----+------------------------------+-------------------------------+----------------+----------+----------+-----------+-----------+-----------+
|    | parameters                   | endpoints                     | eval mode      |     step |   t_call |   t_total |   n_steps |   n_calls |
|----+------------------------------+-------------------------------+----------------+----------+----------+-----------+-----------+-----------|
|  0 | oscprob.SinSq2Theta13, [...] | statistic.full.covmat.chi2cnp | parameter-wise | 0.730593 | 0.243531 |   73.0593 |       100 |       300 |
+----+------------------------------+-------------------------------+----------------+----------+----------+-----------+-----------+-----------+
Fit simulation Profiling (simultaneous): covmat.chi2cnp

subgraph: "parameters.free" --> "outputs.statistic.full.covmat.chi2cnp"

Fit simulation Profiling 0x7f65812c9750, fit steps (n_runs): 100,
nodes in subgraph: 2096, parameters: 25, endpoints: 1,
eval mode: simultaneous, 
sort by: `default sorting`, group by: `('parameters', 'endpoints', 'eval mode')`
+----+------------------------------+-------------------------------+--------------+-----------+-----------+-----------+
|    | parameters                   | endpoints                     | eval mode    |    t_call |   t_total |   n_calls |
|----+------------------------------+-------------------------------+--------------+-----------+-----------+-----------|
|  0 | oscprob.SinSq2Theta13, [...] | statistic.full.covmat.chi2cnp | simultaneous | 0.0201448 |   2.01448 |       100 |
+----+------------------------------+-------------------------------+--------------+-----------+-----------+-----------+
Fit simulation Profiling (parameter-wise): pull.chi2cnp

subgraph: "parameters.variable" --> "outputs.statistic.full.pull.chi2cnp"

Fit simulation Profiling 0x7f65812cbb50, fit steps (n_runs): 100,
nodes in subgraph: 6845, parameters: 1056, endpoints: 1,
eval mode: parameter-wise, derivative points: 2
sort by: `default sorting`, group by: `('parameters', 'endpoints', 'eval mode')`
+----+------------------------------+-----------------------------+----------------+---------+----------+-----------+-----------+-----------+
|    | parameters                   | endpoints                   | eval mode      |    step |   t_call |   t_total |   n_steps |   n_calls |
|----+------------------------------+-----------------------------+----------------+---------+----------+-----------+-----------+-----------|
|  0 | oscprob.SinSq2Theta13, [...] | statistic.full.pull.chi2cnp | parameter-wise | 6.98167 |  2.32722 |   698.167 |       100 |       300 |
+----+------------------------------+-----------------------------+----------------+---------+----------+-----------+-----------+-----------+
Fit simulation Profiling (simultaneous): pull.chi2cnp

subgraph: "parameters.variable" --> "outputs.statistic.full.pull.chi2cnp"

Fit simulation Profiling 0x7f65812cbac0, fit steps (n_runs): 100,
nodes in subgraph: 6845, parameters: 1056, endpoints: 1,
eval mode: simultaneous, 
sort by: `default sorting`, group by: `('parameters', 'endpoints', 'eval mode')`
+----+------------------------------+-----------------------------+--------------+----------+-----------+-----------+
|    | parameters                   | endpoints                   | eval mode    |   t_call |   t_total |   n_calls |
|----+------------------------------+-----------------------------+--------------+----------+-----------+-----------|
|  0 | oscprob.SinSq2Theta13, [...] | statistic.full.pull.chi2cnp | simultaneous |    0.036 |       3.6 |       100 |
+----+------------------------------+-----------------------------+--------------+----------+-----------+-----------+

Report files:

Edited by George Ponomarev