BTV developments. C_tt_workflow & QCD_soft_mu workflow. QCD studies

.github/workflows/BTA_workflow.yml

@@ -36,16 +36,7 @@ jobs:
 
     steps:
     - uses: actions/checkout@v2
-    - name: update submodules
-      env:
-        SSHKEY: ${{ secrets.GIT_CERN_SSH_PRIVATE }}
-      run: |
-        mkdir  $HOME/.ssh
-        echo "$SSHKEY" > $HOME/.ssh/id_rsa
-        chmod 600  $HOME/.ssh/id_rsa
-        echo "HOST *" > ~/.ssh/config        
-        echo "StrictHostKeyChecking no" >> ~/.ssh/config
-        git submodule update --init --recursive 
+
     - uses: cvmfs-contrib/github-action-cvmfs@v4
       with:
         cvmfs_repositories: 'grid.cern.ch'

.github/workflows/QCD_workflow.yml

@@ -38,17 +38,7 @@ jobs:
 
     steps:
     - uses: actions/checkout@v2
-    - name: update submodules
-      env:
-        SSHKEY: ${{ secrets.GIT_CERN_SSH_PRIVATE }}
-      run: |
-        mkdir  $HOME/.ssh
-        echo "$SSHKEY" > $HOME/.ssh/id_rsa
-        ls -lrt $HOME/.ssh
-        chmod 600  $HOME/.ssh/id_rsa
-        echo "HOST *" > ~/.ssh/config
-        echo "StrictHostKeyChecking no" >> ~/.ssh/config
-        git submodule update --init --recursive 
+
     - uses: cvmfs-contrib/github-action-cvmfs@v4
       with:
         cvmfs_repositories: 'grid.cern.ch'
@@ -117,17 +107,19 @@ jobs:
         fi
         python runner.py --workflow QCD_sf --json metadata/test_bta_run3.json  --executor iterative  $opts
 
-    # - name: QCD mu workflows with correctionlib
-    #   run: |
-    #     message=$(git log -1 --pretty=format:'%s')
-    #     if [[ $string == *"ci:skip array"* ]]; then
-    #     opts=$(echo "$opts" | sed 's/--isArray //g')
-    #     fi
-    #     if [[ $string == *"ci:skip syst"* ]]; then
-    #         opts=$(echo "$opts" | sed 's/--isSyst all//g')
-    #     elif [[ $string == *"ci:JERC_split"* ]]; then
-    #         opts=$(echo "$opts" | sed 's/--isSyst all/--isSyst JERC_split/g')
-    #     elif [[ $string == *"ci:weight_only"* ]]; then
-    #         opts=$(echo "$opts" | sed 's/--isSyst all/--isSyst weight_only/g') 
-    #     fi
-    #     python runner.py --workflow QCD_mu --json metadata/test_bta_run3.json --executor iterative  --overwrite $opts
+    - name: QCD soft mu workflows with correctionlib
+      run: |
+        message=$(git log -1 --pretty=format:'%s')
+        if [[ $string == *"ci:skip array"* ]]; then
+        opts=$(echo "$opts" | sed 's/--isArray //g')
+        fi
+        if [[ $string == *"ci:skip syst"* ]]; then
+            opts=$(echo "$opts" | sed 's/--isSyst all//g')
+        elif [[ $string == *"ci:JERC_split"* ]]; then
+            opts=$(echo "$opts" | sed 's/--isSyst all/--isSyst JERC_split/g')
+        elif [[ $string == *"ci:weight_only"* ]]; then
+            opts=$(echo "$opts" | sed 's/--isSyst all/--isSyst weight_only/g') 
+        fi
+
+        python runner.py --workflow QCD_smu_sf --json metadata/test_bta_run3.json --executor iterative  --overwrite $opts
+

.github/workflows/ctag_DY_workflow.yml

@@ -36,16 +36,7 @@ jobs:
 
     steps:
     - uses: actions/checkout@v2
-    - name: update submodules
-      env:
-        SSHKEY: ${{ secrets.GIT_CERN_SSH_PRIVATE }}
-      run: |
-        mkdir  $HOME/.ssh
-        echo "$SSHKEY" > $HOME/.ssh/id_rsa
-        chmod 600  $HOME/.ssh/id_rsa
-        echo "HOST *" > ~/.ssh/config        
-        echo "StrictHostKeyChecking no" >> ~/.ssh/config
-        git submodule update --init --recursive 
+
     - uses: cvmfs-contrib/github-action-cvmfs@v4
       with:
         cvmfs_repositories: 'grid.cern.ch'

.github/workflows/ctag_Wc_workflow.yml

@@ -38,17 +38,7 @@ jobs:
 
     steps:
     - uses: actions/checkout@v2
-    - name: update submodules
-      env:
-        SSHKEY: ${{ secrets.GIT_CERN_SSH_PRIVATE }}
-      run: |
-        mkdir  $HOME/.ssh
-        echo "$SSHKEY" > $HOME/.ssh/id_rsa
-        ls -lrt $HOME/.ssh
-        chmod 600  $HOME/.ssh/id_rsa
-        echo "HOST *" > ~/.ssh/config
-        echo "StrictHostKeyChecking no" >> ~/.ssh/config
-        git submodule update --init --recursive 
+
     - uses: cvmfs-contrib/github-action-cvmfs@v4
       with:
         cvmfs_repositories: 'grid.cern.ch'

.github/workflows/ctag_ttbar_workflow.yml

@@ -36,16 +36,7 @@ jobs:
 
     steps:
     - uses: actions/checkout@v2
-    - name: update submodules
-      env:
-        SSHKEY: ${{ secrets.GIT_CERN_SSH_PRIVATE }}
-      run: |
-        mkdir  $HOME/.ssh
-        echo "$SSHKEY" > $HOME/.ssh/id_rsa
-        chmod 600  $HOME/.ssh/id_rsa
-        echo "HOST *" > ~/.ssh/config
-        echo "StrictHostKeyChecking no" >> ~/.ssh/config
-        git submodule update --init --recursive 
+
     - uses: cvmfs-contrib/github-action-cvmfs@v4
       with:
         cvmfs_repositories: 'grid.cern.ch'

.github/workflows/ttbar_workflow.yml

@@ -36,16 +36,7 @@ jobs:
 
     steps:
     - uses: actions/checkout@v2
-    - name: update submodules
-      env:
-        SSHKEY: ${{ secrets.GIT_CERN_SSH_PRIVATE }}
-      run: |
-        mkdir  $HOME/.ssh
-        echo "$SSHKEY" > $HOME/.ssh/id_rsa
-        chmod 600  $HOME/.ssh/id_rsa
-        echo "HOST *" > ~/.ssh/config
-        echo "StrictHostKeyChecking no" >> ~/.ssh/config
-        git submodule update --init --recursive 
+
     - uses: cvmfs-contrib/github-action-cvmfs@v4
       with:
         cvmfs_repositories: 'grid.cern.ch'
@@ -112,6 +103,21 @@ jobs:
             opts=$(echo "$opts" | sed 's/--isSyst all/--isSyst weight_only/g') 
         fi
         python runner.py --workflow ttsemilep_sf --json metadata/test_bta_run3.json --limit 1 --executor iterative $opts
+
+    - name:  semileptonic + c ttbar workflows with correctionlib
+      run: |
+        string=$(git log -1 --pretty=format:'%s')
+        if [[ $string == *"ci:skip array"* ]]; then
+        opts=$(echo "$opts" | sed 's/--isArray //g')
+        fi
+        if [[ $string == *"ci:skip syst"* ]]; then
+            opts=$(echo "$opts" | sed 's/--isSyst all//g')
+        elif [[ $string == *"ci:JERC_split"* ]]; then
+            opts=$(echo "$opts" | sed 's/--isSyst all/--isSyst JERC_split/g')
+        elif [[ $string == *"ci:weight_only"* ]]; then
+            opts=$(echo "$opts" | sed 's/--isSyst all/--isSyst weight_only/g') 
+        fi
+        python runner.py --workflow c_ttsemilep_sf --json metadata/test_bta_run3.json --limit 1 --executor iterative $opts
 
 
     - name: btag dileptonic ttbar workflows with correctionlib

.github/workflows/validation.yml

@@ -36,16 +36,7 @@ jobs:
 
     steps:
     - uses: actions/checkout@v2
-    - name: update submodules
-      env:
-        SSHKEY: ${{ secrets.GIT_CERN_SSH_PRIVATE }}
-      run: |
-        mkdir  $HOME/.ssh
-        echo "$SSHKEY" > $HOME/.ssh/id_rsa
-        chmod 600  $HOME/.ssh/id_rsa
-        echo "HOST *" > ~/.ssh/config
-        echo "StrictHostKeyChecking no" >> ~/.ssh/config
-        git submodule update --init --recursive 
+
     - uses: cvmfs-contrib/github-action-cvmfs@v4
       with:
         cvmfs_repositories: 'grid.cern.ch'

README.md

@@ -644,6 +644,23 @@ Extract the ROCs for different tagger and efficiencies from validation workflow
 python scripts/validation_plot.py -i  $INPUT_COFFEA -v $VERSION
 ```
 
+### Correlation plots study
+
+You can perform a study of linear correlations of b-tagging input variables. Additionally, soft muon variables may be added into the study by requesting `--SMu` argument. If you wan to limit the outputs only to DeepFlavB, PNetB and RobustParTAK4B, you can use the `--limit_outputs` option. If you want to use only the set of variables used for tagger training, not just all the input variables, then use the option `--limit_inputs`. To limit number of files read, make use of option `--max_files`. In case your study requires splitting samples by flavour, use `--flavour_split`. `--split_region_b` performs a sample splitting based on the DeepFlavB >/< 0.5 
+
+```python
+python correlation_plots.py $input_folder [--max_files $nmax_files --SMu --limit_inputs --limit_outputs --specify_MC --flavour_split --split_region_b]
+```
+
+### 2D plots (Correlation study-related)
+
+To further investigate the correlations, one can create the 2D plots of the variables used in this study. Inputs and optional arguments are the same as for the correlation plots study.
+
+```python
+python 2Dhistogramms.py $input_folder [--max_files $nmax_files --SMu --limit_inputs --limit_outputs --specify_MC --flavour_split --split_region_b]
+```
+
+
 ## Store histograms from coffea file
 
 Use `scripts/make_template.py` to dump 1D/2D histogram from `.coffea` to `TH1D/TH2D` with hist. MC histograms can be reweighted to according to luminosity value given via `--lumi`. You can also merge several files