GR712RC LEON3 Power Model Data
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# 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](mailto:kris.nikov@bris.ac.uk).
## 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"
``