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Makefile
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OUTDIR = build
SIM_VERSION= cta-prod5-paranal_desert-2147m-Paranal-dark_merged
OBSDIR = /home/jonas/aktuell/workb/dvr_test/data/crab/DL1/lpws
SIMDIR = /home/jonas/aktuell/workb/dvr_test/data/mc/prod5/ctapipe
AICT_CONFIG = config/cta_full_config.yaml
AICT_CONFIG_TRAIN = config/cta_full_config_train.yaml
STAGE1_CONFIG = config/stage1_config.json
GAMMA_FILE = gamma_20deg_0deg___$(SIM_VERSION)
GAMMA_DIFFUSE_FILE = gamma_diffuse_20deg_0deg___$(SIM_VERSION)
PROTON_FILE = proton_20deg_0deg___$(SIM_VERSION)
#ELECTRON_FILE = electron_20deg_0deg___$(SIM_VERSION)
CRAB_RUNS=2924
CRAB_DL2=$(addsuffix .h5, $(addprefix $(OUTDIR)/dl2_LST-1.Run0, $(CRAB_RUNS)))
CRAB_DL2_DVR=$(addsuffix .h5, $(addprefix $(OUTDIR)/dl2_dvr_LST-1.Run0, $(CRAB_RUNS)))
all: $(OUTDIR)/cv_separation.h5 \
$(OUTDIR)/cv_disp.h5 \
$(OUTDIR)/cv_regressor.h5 \
$(OUTDIR)/regressor_plots.pdf \
$(OUTDIR)/disp_plots.pdf \
$(OUTDIR)/separator_plots.pdf \
$(CRAB_DL2_DVR) \
$(CRAB_DL2) \
$(OUTDIR)/crab_theta2.pdf \
$(OUTDIR)/crab_theta2_dvr.pdf
# $(OUTDIR)/dl2_$(GAMMA_FILE)_testing.h5 \
# $(OUTDIR)/dl2_$(GAMMA_DIFFUSE_FILE)_testing.h5 \
# $(OUTDIR)/dl2_$(PROTON_FILE)_testing.h5 \
# $(OUTDIR)/dl2_$(ELECTRON_FILE)_testing.h5 \
# $(OUTDIR)/pyirf.fits.gz \
#precuts
$(OUTDIR)/%_precuts.h5: $(SIMDIR)/%.h5 $(AICT_CONFIG_TRAIN) | $(OUTDIR)
aict_apply_cuts \
$(AICT_CONFIG_TRAIN) \
$< \
$@
$(OUTDIR)/dl1_%_testing.h5: $(SIMDIR)/dl1_%_testing.h5 | $(OUTDIR)
cp \
$< \
$@
#train models
$(OUTDIR)/separator.pkl $(OUTDIR)/cv_separation.h5: $(AICT_CONFIG_TRAIN) $(OUTDIR)/dl1_$(PROTON_FILE)_training_precuts.h5 | $(OUTDIR)
$(OUTDIR)/separator.pkl $(OUTDIR)/cv_separation.h5: $(OUTDIR)/dl1_$(GAMMA_DIFFUSE_FILE)_training_precuts.h5 | $(OUTDIR)
aict_train_separation_model \
$(AICT_CONFIG_TRAIN) \
$(OUTDIR)/dl1_$(GAMMA_DIFFUSE_FILE)_training_precuts.h5 \
$(OUTDIR)/dl1_$(PROTON_FILE)_training_precuts.h5 \
$(OUTDIR)/cv_separation.h5 \
$(OUTDIR)/separator.pkl
$(OUTDIR)/disp.pkl $(OUTDIR)/sign.pkl $(OUTDIR)/cv_disp.h5: $(AICT_CONFIG_TRAIN) $(OUTDIR)/dl1_$(GAMMA_DIFFUSE_FILE)_training_precuts.h5 | $(OUTDIR)
aict_train_disp_regressor \
$(AICT_CONFIG_TRAIN) \
$(OUTDIR)/dl1_$(GAMMA_DIFFUSE_FILE)_training_precuts.h5 \
$(OUTDIR)/cv_disp.h5 \
$(OUTDIR)/disp.pkl \
$(OUTDIR)/sign.pkl
$(OUTDIR)/regressor.pkl $(OUTDIR)/cv_regressor.h5: $(AICT_CONFIG_TRAIN) $(OUTDIR)/dl1_$(GAMMA_FILE)_training_precuts.h5 | $(OUTDIR)
aict_train_energy_regressor \
$(AICT_CONFIG_TRAIN) \
$(OUTDIR)/dl1_$(GAMMA_FILE)_training_precuts.h5 \
$(OUTDIR)/cv_regressor.h5 \
$(OUTDIR)/regressor.pkl
#apply models
$(OUTDIR)/dl2_%.h5: $(OBSDIR)/dl1_%.h5 $(OUTDIR)/separator.pkl $(OUTDIR)/disp.pkl $(OUTDIR)/regressor.pkl $(AICT_CONFIG) add_coords.py | $(OUTDIR)
aict_apply_cuts \
$(AICT_CONFIG) \
$< \
$(OUTDIR)/tempfile.h5 \
--chunksize=100000
aict_apply_separation_model \
$(AICT_CONFIG) \
$(OUTDIR)/tempfile.h5 \
$(OUTDIR)/separator.pkl \
--chunksize=100000
aict_apply_disp_regressor \
$(AICT_CONFIG) \
$(OUTDIR)/tempfile.h5 \
$(OUTDIR)/disp.pkl \
$(OUTDIR)/sign.pkl \
--chunksize=100000
aict_apply_energy_regressor \
$(AICT_CONFIG) \
$(OUTDIR)/tempfile.h5 \
$(OUTDIR)/regressor.pkl \
--chunksize=100000
python add_coords.py \
$(OUTDIR)/tempfile.h5
ptrepack \
$(OUTDIR)/tempfile.h5 \
$@ \
--keep-source-filters
rm -f $(OUTDIR)/tempfile.h5
#performance plots
$(OUTDIR)/regressor_plots.pdf: $(AICT_CONFIG_TRAIN) $(OUTDIR)/cv_regressor.h5 | $(OUTDIR)
aict_plot_regressor_performance \
$(AICT_CONFIG_TRAIN) \
$(OUTDIR)/cv_regressor.h5 \
$(OUTDIR)/regressor.pkl \
-o $@
$(OUTDIR)/separator_plots.pdf: $(AICT_CONFIG_TRAIN) $(OUTDIR)/cv_separation.h5 | $(OUTDIR)
aict_plot_separator_performance \
$(AICT_CONFIG_TRAIN) \
$(OUTDIR)/cv_separation.h5 \
$(OUTDIR)/separator.pkl \
-o $@
$(OUTDIR)/disp_plots.pdf: $(AICT_CONFIG_TRAIN) $(OUTDIR)/cv_disp.h5 $(OUTDIR)/dl1_$(GAMMA_DIFFUSE_FILE)_training_precuts.h5 | $(OUTDIR)
aict_plot_disp_performance \
$(AICT_CONFIG_TRAIN) \
$(OUTDIR)/cv_disp.h5 \
$(OUTDIR)/dl1_$(GAMMA_DIFFUSE_FILE)_training_precuts.h5 \
$(OUTDIR)/disp.pkl \
$(OUTDIR)/sign.pkl \
-o $@
#observations
$(OUTDIR)/crab_theta2.pdf: theta2_wobble.py plotting.py calculation.py $(CRAB_DL2) | $(OUTDIR)
python theta2_wobble.py \
$(OUTDIR)/crab_theta2.pdf \
$(CRAB_DL2) \
'Crab' \
0.04 \
0.60
$(OUTDIR)/crab_theta2_dvr.pdf: theta2_wobble.py plotting.py calculation.py $(CRAB_DL2_DVR) | $(OUTDIR)
python theta2_wobble.py \
$(OUTDIR)/crab_theta2_dvr.pdf \
$(CRAB_DL2_DVR) \
'Crab' \
0.04 \
0.60
#pyirf sensitivity
$(OUTDIR)/pyirf.fits.gz: pyirf_sensitivity.py $(OUTDIR)/dl2_$(GAMMA_FILE)_testing.h5 $(OUTDIR)/dl2_$(PROTON_FILE)_testing.h5 $(OUTDIR)/dl2_$(ELECTRON_FILE)_testing.h5 | $(OUTDIR)
python pyirf_sensitivity.py \
$(OUTDIR)/dl2_$(GAMMA_FILE)_testing.h5 \
$(OUTDIR)/dl2_$(PROTON_FILE)_testing.h5 \
$(OUTDIR)/dl2_$(ELECTRON_FILE)_testing.h5 \
$(OUTDIR)/pyirf.fits.gz
$(OUTDIR):
mkdir -p $(OUTDIR)
clean:
rm -rf $(OUTDIR)
.PHONY: all clean