cms-flaf · kandrosov · Feb 27, 2026 · Feb 24, 2026 · Feb 26, 2026 · Feb 26, 2026
diff --git a/.github/integration_cfg.yaml b/.github/integration_cfg.yaml
@@ -15,9 +15,10 @@ variables:
   HH_bbWW_version: "main"
   FLAF_version: "default"
   Corrections_version: "default"
+  StatInference_version: "default"
   HH_bbWW_active: "1"
-  HH_bbWW_task: "FLAF.Analysis.tasks.HistPlotTask"
-  HH_bbWW_args: "--branches 0 --test 1000"
+  HH_bbWW_task: "StatInference.law.tasks.ResonantLimitsAndHistPlotTask"
+  HH_bbWW_args: "--test 1000"
   HH_bbWW_eras: "Run3_2022 Run3_2022EE Run3_2023 Run3_2023BPix"
   TEST_TIMEOUT: "4h"
 

diff --git a/FLAF b/FLAF
diff --git a/StatInference b/StatInference
diff --git a/config/Datacards/CI_card.yaml b/config/Datacards/CI_card.yaml
@@ -3,7 +3,7 @@ type: resonant
 model:
   parameters: [ MX ]
   param_dependent_bkg: true
-  input_file_pattern: DL_DNN_m${MX}_vs_HME/DL_DNN_m${MX}_vs_HME.root
+  input_file_pattern: ${ERA}/DL_DNN_m${MX}_vs_HME/DL_DNN_m${MX}_vs_HME.root
 signalFractionForRelevantBins: 0.2
 eras:
   - Run3_2022

diff --git a/config/ci_custom.yaml b/config/ci_custom.yaml
@@ -10,6 +10,12 @@ phys_model: TestModel
 QCDRegions:
   - OS_Iso
 
+StatInference:
+  config: config/Datacards/CI_card.yaml
+  hist_bins: config/Datacards/CI_binning.json
+  param_values: [ 300 ]
+
+# Do not remove DNN variables, they are needed for the datacard creation.
 variables:
   - lep1_pt
   - SingleLep_DeepHME_mass

diff --git a/config/global.yaml b/config/global.yaml
@@ -630,3 +630,8 @@ variables:
 
   - name: SL_DNN_m1000_vs_HME
     vars: [ DNNParametric_SL_NoHME_M1000_Signal, SingleLep_DeepHME_mass ]
+
+StatInference:
+  config: config/Datacards/x_hh_bbww_DL_run3.yaml
+  hist_bins: config/Datacards/CI_binning.json
+  # param_values: [ 300 ]
diff --git a/config/law.cfg b/config/law.cfg
@@ -5,6 +5,7 @@ FLAF.RunKit.grid_helper_tasks
 FLAF.RunKit.crabLaw
 inference.dhi.tasks
 Studies.DNN.tasks
+StatInference.law.tasks
 
 [job]
 job_file_dir: $ANALYSIS_PATH/data/jobs

diff --git a/inference b/inference
+5 −4		.github/integration_cfg.yaml
+36 −66		Analysis/tasks.py
+1 −1		RunKit
+1 −1		env.sh
+18 −5		README.md
+32 −0		bin_opt/bin_optimization.yaml
+11 −0		bin_opt/call_optimize_binning_2D.sh
+64 −19		bin_opt/optimize_binning.py
+602 −0		bin_opt/optimize_binning_2D.py
+18 −8		bin_opt/optimize_binning_bbWW.py
+152 −107		bin_opt/optimize_channel.py
+142 −21		bin_opt/rebinAndRunLimits.py
+53 −37		bin_opt/rebinAndRunLimitsWorker.py
+198 −0		bin_opt/scripts/baseline_equal_integral.py
+350 −0		bin_opt/scripts/stackPlot.py
+50 −43		bin_opt/submitLimitWorkers.py
+10 −0		config/binning_example_2d.json
+46 −20		dc_make/binner.py
+7 −2		dc_make/create_datacards.py
+148 −44		dc_make/maker.py
+7 −3		dc_make/process.py
+94 −0		law/tasks.py