calo_pid: savefig inferred probability difference

eic · Dec 19, 2024 · 1499dc0 · 1499dc0
1 parent 5d1e783
commit 1499dc0
Show file tree

Hide file tree

Showing 2 changed files with 24 additions and 15 deletions.
diff --git a/benchmarks/calo_pid/Snakefile b/benchmarks/calo_pid/Snakefile
@@ -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:

diff --git a/benchmarks/calo_pid/calo_pid.org b/benchmarks/calo_pid/calo_pid.org
@@ -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)
@@ -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]
@@ -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")