Dataset Files

The official dataset files are hosted at https://dx.doi.org/10.21227/1y7r-am78.

Generating the models from the LEON3 sample data

The data for this paper is generated using a custom open-source methodology called REPPS. In order to replicate the results, first you must follow all the steps in https://github.com/TSL-UOB/TP-REPPS in order to install and configure all the scripts and supporting programs. Afterwards you can proceed with executing the following commands to generate the various models from the LEON3 data.

DISCLAIMER - If you have any issues please don't hesitate to contact via email.

Generate models trained on BEEBS and validated on the use_case_core application

ASIC Only Model

./octave_makemodel.sh -r /PATH/TO/ESL_paper_data/data/LEON3_BEEBS_finegrain.data -t /PATH/TO/ESL_paper_data/data/LEON3_use_case_finegrain.data -b /PATH/TO/ESL_paper_data/split/LEON3_BEEBS_use_case_split.data -p 6 -e 4 -d 2 -o 2 -s 20210421_leon3_beebs_ucc_pwr_fngr_nocyc_nocth_asicdata_avgrelerr_nfolds_ools.data

Bottom-Up Search

./octave_makemodel.sh -r /PATH/TO/ESL_paper_data/data/LEON3_BEEBS_finegrain.data -t /PATH/TO/ESL_paper_data/data/LEON3_use_case_finegrain.data -b /PATH/TO/ESL_paper_data/split/LEON3_BEEBS_use_case_split.data -p 6 -l 9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24 -m 1 -n 16 -c 1 -g -i 50 -d 2 -o 2 -s 20210425_leon3_beebs_ucc_pwr_fngr_allev_nocyc_nocth_botup_avgrelerr_nfolds_ools.data

Top-Down Search

./octave_makemodel.sh -r /PATH/TO/ESL_paper_data/data/LEON3_BEEBS_finegrain.data -t /PATH/TO/ESL_paper_data/data/LEON3_use_case_finegrain.data -b /PATH/TO/ESL_paper_data/split/LEON3_BEEBS_use_case_split.data -p 6 -l 9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24 -m 2 -n 1 -c 1 -g -i 50 -d 2 -o 2 -s 20210425_leon3_beebs_ucc_pwr_fngr_allev_nocyc_nocth_topdown_avgrelerr_nfolds_ools

Validate the previous models on BEEBS as well (no need to redo all the event selection, just use same events)

ASIC Only Model

./octave_makemodel.sh -r /PATH/TO/ESL_paper_data/data/LEON3_BEEBS_finegrain.data -b /PATH/TO/ESL_paper_data/split/LEON3_BEEBS_BEEBS_split.data -p 6 -e 4 -d 2 -o 2 -s 20210421_leon3_beebs_beebs_pwr_fngr_nocyc_nocth_asicdata_avgrelerr_nfolds_ools.data

Bottom-Up Search

./octave_makemodel.sh -r /PATH/TO/ESL_paper_data/data/LEON3_BEEBS_finegrain.data -b /PATH/TO/ESL_paper_data/split/LEON3_BEEBS_BEEBS_split.data -p 6 -e 24 -d 2 -o 2 -s 20210421_leon3_beebs_beebs_pwr_fngr_allev_nocyc_nocth_botup_avgrelerr_nfolds_ools.data

Top-Down Search

./octave_makemodel.sh -r /PATH/TO/ESL_paper_data/data/LEON3_BEEBS_finegrain.data -b /PATH/TO/ESL_paper_data/split/LEON3_BEEBS_BEEBS_split.data -p 6 -e 9,10,12,13,14,15,16,18,19,20,22,23 -d 2 -o 2 -s 20210421_leon3_beebs_beebs_pwr_fngr_allev_nocyc_nocth_topdown_avgrelerr_nfolds_ools.data

Visualise the data

Generate model per-sample breakdown files for the 1st run of the use_case_opt application

ASIC Only Model

./octave_makemodel.sh -r /PATH/TO/ESL_paper_data/data/LEON3_BEEBS_finegrain.data -t /PATH/TO/ESL_paper_data/data/LEON3_use_case_finegrain_1run.data -b /PATH/TO/ESL_paper_data/split/LEON3_BEEBS_onlyusecaseopt_split.data -p 6 -e 4 -d 2 -o 6 -s /PATH/TO/ESL_paper_data/20210421_leon3_beebs_uco_pwr_fngr_nocyc_nocth_asicdata_avgrelerr_nfolds_ools_1r.data

Bottom-Up Search

./octave_makemodel.sh -r /PATH/TO/ESL_paper_data/data/LEON3_BEEBS_finegrain.data -t /PATH/TO/ESL_paper_data/data/LEON3_use_case_finegrain_1run.data -b /PATH/TO/ESL_paper_data/split/LEON3_BEEBS_onlyusecaseopt_split.data -p 6 -e 24 -d 2 -o 6 -s /PATH/TO/ESL_paper_data/20210427_leon3_beebs_uco_pwr_fngr_allev_nocyc_nocth_botup_avgrelerr_nfolds_ools_1r.data

Top-Down Search

./octave_makemodel.sh -r /PATH/TO/ESL_paper_data/data/LEON3_BEEBS_finegrain.data -t /PATH/TO/ESL_paper_data/data/LEON3_use_case_finegrain_1run.data -b /PATH/TO/ESL_paper_data/split/LEON3_BEEBS_onlyusecaseopt_split.data -p 6 -e 9,10,12,13,14,15,16,18,19,20,22,23 -d 2 -o 6 -s /PATH/TO/ESL_paper_data/20210427_leon3_beebs_uco_pwr_fngr_allev_nocyc_nocth_topdown_avgrelerr_nfolds_ools_1r.data

Generate model per-sample breakdown files for the 1st run of the BEEBS benchmarks

ASIC Only Model

./octave_makemodel.sh -r /PATH/TO/ESL_paper_data/data/LEON3_BEEBS_finegrain.data -t /PATH/TO/ESL_paper_data/data/LEON3_BEEBS_finegrain_1run.data -b /PATH/TO/ESL_paper_data/split/LEON3_BEEBS_BEEBS_split.data -p 6 -e 4 -d 2 -o 6 -s /PATH/TO/ESL_paper_data/20210423_leon3_beebs_beebs_pwr_fngr_nocyc_nocth_asicdata_avgrelerr_nfolds_ools_1r.data

Bottom-Up Search

./octave_makemodel.sh -r /PATH/TO/ESL_paper_data/data/LEON3_BEEBS_finegrain.data -t /PATH/TO/ESL_paper_data/data/LEON3_BEEBS_finegrain_1run.data -b /PATH/TO/ESL_paper_data/split/LEON3_BEEBS_BEEBS_split.data -p 6 -e 24 -d 2 -o 6 -s /PATH/TO/ESL_paper_data/20210427_leon3_beebs_beebs_pwr_fngr_allev_nocyc_nocth_botup_avgrelerr_nfolds_ools_1r.data

Top-Down Search

./octave_makemodel.sh -r /PATH/TO/ESL_paper_data/data/LEON3_BEEBS_finegrain.data -t /PATH/TO/ESL_paper_data/data/LEON3_BEEBS_finegrain_1run.data -b /PATH/TO/ESL_paper_data/split/LEON3_BEEBS_BEEBS_split.data -p 6 -e 9,10,12,13,14,15,16,18,19,20,22,23 -d 2 -o 6 -s /PATH/TO/ESL_paper_data/20210427_leon3_beebs_beebs_pwr_fngr_allev_nocyc_nocth_topdown_avgrelerr_nfolds_ools_1r.data

Plot the model per-sample breakdwon data using MODELDATA_plot.py

Plot the use_case_opt 1st run per-sample physical measurements and model errors

./MODELDATA_plot.py -p 1 -x "Samples[#]" -t 10 -y "Power[W]" -b /PATH/TO/ESL_paper_data/data/LEON3_use_case_opt_finegrain_1run.data -l "Sensor Data" -i /PATH/TO/ESL_paper_data/20210421_leon3_beebs_uco_pwr_fngr_nocyc_nocth_asicdata_avgrelerr_nfolds_ools_1r.data -a 'ASIC Data Only' -i /PATH/TO/ESL_paper_data/20210427_leon3_beebs_uco_pwr_fngr_allev_nocyc_nocth_botup_avgrelerr_nfolds_ools_1r.data -a "Bottom-Up Search" -i /PATH/TO/ESL_paper_data/20210427_leon3_beebs_uco_pwr_fngr_allev_nocyc_nocth_topdown_avgrelerr_nfolds_ools_1r.data -a "Top-Down Search"

Plot the BEEBS 1st run per-sample physical measurements and model errors

./MODELDATA_plot.py -p 1 -x "Samples[#]" -t 10 -y "Power[W]" -b /PATH/TO/ESL_paper_data/data/LEON3_BEEBS_finegrain_1run_physicaldata.data -l "Sensor Data" -i /PATH/TO/ESL_paper_data/20210423_leon3_beebs_beebs_pwr_fngr_nocyc_nocth_asicdata_avgrelerr_nfolds_ools_1r.data -a 'ASIC Data Only' -i /PATH/TO/ESL_paper_data/20210427_leon3_beebs_beebs_pwr_fngr_allev_nocyc_nocth_botup_avgrelerr_nfolds_ools_1r.data -a "Bottom-Up Search" -i /PATH/TO/ESL_paper_data/20210427_leon3_beebs_beebs_pwr_fngr_allev_nocyc_nocth_topdown_avgrelerr_nfolds_ools_1r.data -a "Top-Down Search"