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calo_pid: pass input files via a list file #118

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Dec 19, 2024
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calo_pid: pass input files via a list file #118

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4fe949d
calo_pid: pass input files via a list file
veprbl Dec 19, 2024
fd8629e
calo_pid: produce EcalEndcapNParticleIDOutput_probability_tensor
veprbl Dec 19, 2024
2924d82
calo_pid: savefig inferred probability difference
veprbl Dec 19, 2024
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25 changes: 14 additions & 11 deletions benchmarks/calo_pid/Snakefile
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Original file line number Diff line number Diff line change
Expand Up @@ -60,26 +60,29 @@ rule calo_pid_recon:
set -m # monitor mode to prevent lingering processes
exec env DETECTOR_CONFIG={wildcards.DETECTOR_CONFIG} \
eicrecon {input} -Ppodio:output_file={output} \
-Ppodio:output_collections=MCParticles,EcalEndcapNRecHits,EcalEndcapNClusters,EcalEndcapNParticleIDInput_features,EcalEndcapNParticleIDTarget
-Ppodio:output_collections=MCParticles,EcalEndcapNRecHits,EcalEndcapNClusters,EcalEndcapNParticleIDInput_features,EcalEndcapNParticleIDTarget,EcalEndcapNParticleIDOutput_probability_tensor
"""


rule calo_pid:
rule calo_pid_input_list:
input:
electrons=expand(
"sim_output/calo_pid/{{DETECTOR_CONFIG}}/{PARTICLE}/{ENERGY}/{PHASE_SPACE}/{PARTICLE}_{ENERGY}_{PHASE_SPACE}.{INDEX:04d}.eicrecon.tree.edm4eic.root",
PARTICLE=["e-"],
ENERGY=["100MeVto20GeV"],
PHASE_SPACE=["130to177deg"],
INDEX=range(100),
),
pions=expand(
"sim_output/calo_pid/{{DETECTOR_CONFIG}}/{PARTICLE}/{ENERGY}/{PHASE_SPACE}/{PARTICLE}_{ENERGY}_{PHASE_SPACE}.{INDEX:04d}.eicrecon.tree.edm4eic.root",
PARTICLE=["pi-"],
"sim_output/calo_pid/{{DETECTOR_CONFIG}}/{{PARTICLE}}/{ENERGY}/{PHASE_SPACE}/{{PARTICLE}}_{ENERGY}_{PHASE_SPACE}.{INDEX:04d}.eicrecon.tree.edm4eic.root",
ENERGY=["100MeVto20GeV"],
PHASE_SPACE=["130to177deg"],
INDEX=range(100),
),
output:
"listing/calo_pid/{DETECTOR_CONFIG}/{PARTICLE}.lst",
run:
with open(output[0], "wt") as fp:
fp.write("\n".join(input))


rule calo_pid:
input:
electrons="listing/calo_pid/{DETECTOR_CONFIG}/e-.lst",
pions="listing/calo_pid/{DETECTOR_CONFIG}/pi-.lst",
matplotlibrc=".matplotlibrc",
script="benchmarks/calo_pid/calo_pid.py",
output:
Expand Down
14 changes: 10 additions & 4 deletions benchmarks/calo_pid/calo_pid.org
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Original file line number Diff line number Diff line change
Expand Up @@ -32,8 +32,8 @@ vector.register_awkward()
#+begin_src jupyter-python :results silent
DETECTOR_CONFIG=os.environ.get("DETECTOR_CONFIG")
PLOT_TITLE=os.environ.get("PLOT_TITLE")
INPUT_PIONS=os.environ.get("INPUT_PIONS", "").split(" ")
INPUT_ELECTRONS=os.environ.get("INPUT_ELECTRONS", "").split(" ")
INPUT_PIONS=os.environ.get("INPUT_PIONS")
INPUT_ELECTRONS=os.environ.get("INPUT_ELECTRONS")

output_dir=Path(os.environ.get("OUTPUT_DIR", "./"))
output_dir.mkdir(parents=True, exist_ok=True)
Expand Down Expand Up @@ -75,8 +75,13 @@ def filter_pointing(events):
cond = (part_momentum.eta[:,0] > -3.5) & (part_momentum.eta[:,0] < -2.)
return events[cond]

e = filter_pointing(uproot.concatenate({filename: "events" for filename in INPUT_ELECTRONS}, filter_name=["MCParticles.*", "*EcalEndcapN*"]))
pi = filter_pointing(uproot.concatenate({filename: "events" for filename in INPUT_PIONS}, filter_name=["MCParticles.*", "*EcalEndcapN*"]))
def readlist(path):
with open(path, "rt") as fp:
paths = [line.rstrip() for line in fp.readlines()]
return paths

e = filter_pointing(uproot.concatenate({filename: "events" for filename in readlist(INPUT_ELECTRONS)}, filter_name=["MCParticles.*", "*EcalEndcapN*"]))
pi = filter_pointing(uproot.concatenate({filename: "events" for filename in readlist(INPUT_PIONS)}, filter_name=["MCParticles.*", "*EcalEndcapN*"]))

e_train = e[:len(pi)//2]
pi_train = pi[:len(pi)//2]
Expand Down Expand Up @@ -358,6 +363,7 @@ if "_EcalEndcapNParticleIDOutput_probability_tensor_floatData" in pi_train.field
eval_proba = ak.concatenate([pi_eval_proba, e_eval_proba])

plt.hist(clf.predict_proba(eval_x.to_numpy())[:,1] - eval_proba[:,1].to_numpy())
plt.savefig(output_dir / f"proba_diff.pdf", bbox_inches="tight")
plt.show()
else:
print("EcalEndcapNParticleIDOutput not present")
Expand Down
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