Refactored tools

.flake8

@@ -1,3 +1,5 @@
 [flake8]
 ignore = W391, W503
-max-line-length = 79
+max-line-length = 88
+extend-ignore = E203, E704, E266
+exclude = menu_tools/object_performance/quality_obj.py,menu_tools/**/test_*.py

.github/workflows/code_quality.yml

@@ -0,0 +1,41 @@
+name: Code quality
+on: [push, pull_request, workflow_dispatch]
+
+jobs:
+  black-lint:
+    runs-on: ubuntu-latest
+    name: black
+    steps:
+      - uses: actions/checkout@v3
+      - uses: psf/black@stable
+        with:
+          options: "--check --verbose"
+          src: "./menu_tools"
+          version: "~= 23.12"
+  flake8-lint:
+    runs-on: ubuntu-latest
+    name: flake8
+    steps:
+      - name: Check out source repository
+        uses: actions/checkout@v3
+      - name: Set up Python environment
+        uses: actions/setup-python@v4
+        with:
+          python-version: "3.11"
+      - name: flake8 Lint
+        uses: py-actions/flake8@v2
+        with:
+          path: "./menu_tools"
+  mypy-type-check:
+    runs-on: ubuntu-latest
+    name: mypy
+    steps:
+      - uses: actions/checkout@v3
+      - uses: actions/setup-python@v4
+        with:
+          python-version: '3.11'
+          architecture: 'x64'
+      - run: |
+          python -m pip install --upgrade pip poetry
+          poetry install
+          poetry run mypy

.gitignore

@@ -1,11 +1,16 @@
 **/__pycache__/*
+*.pyc
+pyenv/*
 **/*.png
+**/*.pdf
 **/.DS_Store
 **/*.parquet
-**/rates.py
-objectPerformance/**/*.root
-objectPerformance/outputs/**/*
+**/*.root
 rates/table/out/*
 rates/table/cache/**/*
 rates/table/lib/*
+rates/table/rates_tables/*
 **/tmp/*
+outputs
+menu_tools.egg-info
+dist

README.md

@@ -13,20 +13,24 @@
   Detailed instructions on how to run each step of the workflow are
   provided in each folder.
 
-## Setup of Python environment
-  **Note:** The code should run without any setup on `lxplus`.
+## Setup
 
   A standard venv with Python3.11 can be created on lxplus
   via `python3.11 -m venv <name_of_venv>` and all necessary
-  dependencies installed via `pip install -r requirements.txt`.
+  dependencies installed via `pip install .`:
 
-  You can then execute the scripts either with `python <path_to_script>.py`
-  or by modifying the [shebang](https://en.wikipedia.org/wiki/Shebang_%28Unix%29).
-  (the very first line of the executable `.py` files which starts
-  with `#!`) to point
-  to your newly set up Python installation. To find the path run
+  ```bash
+  python3.11 -m venv pyenv
+  source <name_of_venv>/bin/activate
+  pip install .
+  ```
 
-    source <name_of_venv>/bin/activate
-    which python
+  **ATTENTION:** Whenever you pull changes you need to `pip install . --upgrade`
 
-  and replace the current path in the shebang with the output.
+  You can then execute the tools via
+
+  ```python
+  cach_objects <path_to_config>
+  object_performance <path_to_config>
+  rate_plots <path_to_config>
+  ```

cache

@@ -0,0 +1 @@
+/eos/cms/store/group/dpg_trigger/comm_trigger/L1Trigger/alobanov/phase2/menu/ntuples/cache

objectPerformance/cfg_caching/V29.yaml → configs/V29/caching.yaml

@@ -68,7 +68,6 @@ V29:
         phase1PuppiHT: "all"
         seededConePuppiJet: [Pt, Et, Eta, Phi]
         seededConeExtendedPuppiJet: [Pt, Et, Eta, Phi, BJetNN]
-        seededConeExtendedPuppiHT: "all"
         seededConePuppiHT: "all"
         seededConePuppiMHT: "all"
         tkElectron: [Pt, Et, Eta, Phi, Chg, Bx, TrkIso, PfIso, PuppiIso, zVtx, HwQual, HGC, PassesEleID, PassesPhoID]

objectPerformance/cfg_plots/V27/electron_iso.yaml → configs/V29/object_performance/electron_iso.yaml

@@ -1,10 +1,11 @@
 ElectronsIsolation_Barrel:
   sample: DYLL_M50
-  default_version: V27
+  version: V29
+  match_test_to_ref: True
   iso_vs_efficiency: True
   reference_object:
     object: "part_e"
-    suffix: "Pt"
+    x_arg: "Pt"
     label: "Gen Electrons"
     cuts:
       event:
@@ -13,13 +14,7 @@ ElectronsIsolation_Barrel:
       object:
         - "abs({eta}) < 1.479"
   test_objects:
-    tkElectron:
-      suffix: "trkiso"
-      label: "TkElectron"
-      match_dR: 0.15
-      cuts:
-        - "abs({eta}) < 2.4"
-        - "{passeseleid} == 1"
+    tkElectron:NoIso: "trkiso"
   xlabel: "Isolation"
   ylabel: "Efficiency (Barrel)"
   binning:
@@ -29,11 +24,12 @@ ElectronsIsolation_Barrel:
 
 ElectronsIsolation_Endcap:
   sample: DYLL_M50
-  default_version: V27
+  version: V29
+  match_test_to_ref: True
   iso_vs_efficiency: True
   reference_object:
     object: "part_e"
-    suffix: "Pt"
+    x_arg: "Pt"
     label: "Gen Electrons"
     cuts:
       event:
@@ -42,13 +38,7 @@ ElectronsIsolation_Endcap:
       object:
         - "abs({eta}) < 2.4"
   test_objects:
-    tkElectron:
-      suffix: "trkiso"
-      label: "TkElectron"
-      match_dR: 0.15
-      cuts:
-        - "abs({eta}) < 2.4"
-        #- "{passeseleid} == 1"
+    tkElectron:NoIsoForIso: "trkiso"
   xlabel: "Isolation"
   ylabel: "Efficiency (Endcap)"
   binning:

configs/V29/object_performance/electron_matching.yaml

@@ -0,0 +1,51 @@
+ElectronsMatchingBarrel:
+  sample: DYLL_M50
+  version: V29
+  match_test_to_ref: True
+  reference_object:
+    object: "part_e"
+    x_arg: "Pt"
+    label: "Gen Electrons"
+    cuts:
+      event:
+        - "{dr_0.3} < 0.15"
+        - "abs({eta}) < 1.5"
+      object:
+        - "abs({eta}) < 2.4"
+  test_objects:
+    EG:default: "Pt"
+    tkElectron:NoIso: "Pt"
+    tkElectron:NoIsoLowPt: "Pt"
+    tkElectron:Iso: "Pt"
+  xlabel: "Gen. $p_T$ (GeV)"
+  ylabel: "Matching Efficiency (Barrel)"
+  binning:
+    min: 0
+    max: 100
+    step: 3
+
+ElectronsMatchingEndcap:
+  sample: DYLL_M50
+  version: V29
+  match_test_to_ref: True
+  reference_object:
+    object: "part_e"
+    x_arg: "Pt"
+    label: "Gen Electrons"
+    cuts:
+      event:
+        - "{dr_0.3} < 0.15"
+        - "abs({eta}) > 1.5"
+      object:
+        - "abs({eta}) < 2.4"
+  test_objects:
+    EG:default: "Pt"
+    tkElectron:NoIso: "Pt"
+    tkElectron:NoIsoLowPt: "Pt"
+    tkElectron:Iso: "Pt"
+  xlabel: "Gen. $p_T$ (GeV)"
+  ylabel: "Matching Efficiency (Endcap)"
+  binning:
+    min: 0
+    max: 100
+    step: 3

configs/V29/object_performance/electron_matching_eta.yaml

@@ -0,0 +1,52 @@
+ElectronsMatching_Eta_Pt10to25:
+  sample: DYLL_M50
+  version: V29
+  match_test_to_ref: True
+  reference_object:
+    object: "part_e"
+    x_arg: "Eta"
+    label: "Gen Electrons"
+    cuts:
+      event:
+        - "{dr_0.3} < 0.15"
+        - "{pt} < 25"
+        - "{pt} > 10"
+      object:
+        - "abs({eta}) < 3.0"
+  test_objects:
+    EG:default: "Eta"
+    tkElectron:NoIso: "Eta"
+    tkElectron:NoIsoLowPt: "Eta"
+    tkElectron:Iso: "Eta"
+  xlabel: "Gen. $\\eta$"
+  ylabel: "Matching Efficiency ($10 < p_T < 25$ GeV)"
+  binning:
+    min: -3
+    max: 3
+    step: 0.2
+
+ElectronsMatching_Eta_Pt25toInf:
+  sample: DYLL_M50
+  version: V29
+  match_test_to_ref: True
+  reference_object:
+    object: "part_e"
+    x_arg: "Eta"
+    label: "Gen Electrons"
+    cuts:
+      event:
+        - "{dr_0.3} < 0.15"
+        - "{pt} > 25"
+      object:
+        - "abs({eta}) < 3.0"
+  test_objects:
+    EG:default: "Eta"
+    tkElectron:NoIso: "Eta"
+    tkElectron:NoIsoLowPt: "Eta"
+    tkElectron:Iso: "Eta"
+  xlabel: "Gen. $\\eta$"
+  ylabel: "Matching Efficiency ($p_T > 25$ GeV)"
+  binning:
+    min: -3
+    max: 3
+    step: 0.2

objectPerformance/cfg_plots/V26/electron_trigger.yaml → configs/V29/object_performance/electron_trigger.yaml

@@ -1,9 +1,10 @@
 ElectronsTriggerBarrel:
-  sample: Zee
-  default_version: V26
+  sample: DYLL_M50
+  version: V29
+  match_test_to_ref: True
   reference_object:
     object: "part_e"
-    suffix: "Pt"
+    x_arg: "Pt"
     label: "Gen Electrons"
     cuts:
       event:
@@ -12,21 +13,10 @@ ElectronsTriggerBarrel:
       object:
         - "abs({eta}) < 2.8"
   test_objects:
-    EG:
-      suffix: "Pt"
-      label: "EG Electron"
-      match_dR: 0.2
-      quality_id: "QUAL_125x_EGID"
-      cuts:
-        - "abs({eta}) < 2.8"
-      #  - "{passeseleid} == 1"
-    tkElectron:
-      suffix: "Pt"
-      label: "tkElectron"
-      match_dR: 0.15
-      cuts:
-        - "{passeseleid} == 1"
-        - "abs({eta}) < 2.8"
+    EG:default:barrel: "Pt"
+    tkElectron:NoIso:barrel: "Pt"
+    tkElectron:NoIsoLowPt:barrel: "Pt"
+    tkElectron:Iso:barrel: "Pt"
   thresholds: [10, 20, 30, 40]
   scalings:
     method: "naive"
@@ -35,15 +25,16 @@ ElectronsTriggerBarrel:
   ylabel: "Trigger Efficiency (barrel, L1 $p_T > <threshold>$ GeV)"
   binning:
     min: 0
-    max: 150
+    max: 100
     step: 1.5
 
 ElectronsTriggerEndcap:
-  sample: Zee
-  default_version: V26
+  sample: DYLL_M50
+  version: V29
+  match_test_to_ref: True
   reference_object:
     object: "part_e"
-    suffix: "Pt"
+    x_arg: "Pt"
     label: "Gen Electrons"
     cuts:
       event:
@@ -52,21 +43,10 @@ ElectronsTriggerEndcap:
       object:
         - "abs({eta}) < 2.8"
   test_objects:
-    EG:
-      suffix: "Pt"
-      label: "EG Electron"
-      match_dR: 0.2
-      quality_id: "QUAL_125x_EGID"
-      cuts:
-        - "abs({eta}) < 2.8"
-      #  - "{passessaid} == 1"
-    tkElectron:
-      suffix: "Pt"
-      label: "tkElectron"
-      match_dR: 0.15
-      cuts:
-        - "{passeseleid} == 1"
-        - "abs({eta}) < 2.8"
+    EG:default:endcap: "Pt"
+    tkElectron:NoIso:endcap: "Pt"
+    tkElectron:NoIsoLowPt:endcap: "Pt"
+    tkElectron:Iso:endcap: "Pt"
   thresholds: [10, 20, 30, 40]
   scalings:
     method: "naive"
@@ -75,5 +55,5 @@ ElectronsTriggerEndcap:
   ylabel: "Trigger Efficiency (endcap, L1 $p_T > <threshold>$ GeV)"
   binning:
     min: 0
-    max: 150
+    max: 100
     step: 1.5