process_raw_experiments

<code>process_raw_experiments</code> splits the data into separate dataframes.
The number of different dataframes is the number of subexperiments and the number of variables on each one is the number of PMCs.
The validation data is on the form of several subexperiments that don't need to be merged together.
The intent of the data is to provide information on how each HEM behaves when put against another HEM.
The validation data them is a collection of subexperiments where each HEM is put against each other.

MUCH

Implementation of two tools to merge Hardware Event Monitors (HEMs) from different subexperiments. Hardware Reading and Merging (HRM), which uses order statistics to merge; and MUlti-Correlation HEM (MUCH) which merges using a multivariate normal distribution. The reference paper for HRM is: S. Vilardell, I. Serra, R. Santalla, E. Mezzetti, J. Abella and F. J. Cazorla, "HRM: Merging Hardware Event Monitors for Improved Timing Analysis of Complex MPSoCs," in IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, vol. 39, no. 11, pp. 3662-3673, Nov. 2020, <doi:10.1109/TCAD.2020.3013051>. For MUCH: S. Vilardell, I. Serra, E. Mezzetti, J. Abella, and F. J. Cazorla. 2021. "MUCH: exploiting pairwise hardware event monitor correlations for improved timing analysis of complex MPSoCs". In Proceedings of the 36th Annual ACM Symposium on Applied Computing (SAC '21). Association for Computing Machinery. <doi:10.1145/3412841.3441931>. This work has been supported by the European Research Council (ERC) under the European Union's Horizon 2020 research and innovation programme (grant agreement No. 772773).

Sergi Vilardell

mergingTools

Tools to Merge Hardware Event Monitors (HEMs) Coming from
Separate Subexperiments into One Single Dataframe

process_raw_experiments function

<dl><dt>data</dt>
<dd>Validation data.</dd>
<dt>n_pmcs</dt>
<dd>Number of PMCS used on the experiment</dd></dl>

Arguments

Process raw experimental data — process_raw_experiments

<dl>

<dt>data</dt>
<dd>Validation data.</dd>


<dt>n_pmcs</dt>
<dd>Number of PMCS used on the experiment</dd>

</dl>

process_raw_experiments: Process raw experimental data

Description

Usage

Value

Arguments

Examples