Skip to content

Commit bde1019

Browse files
saganattsaganatt
committed
Some ymllint fixes to the ml database
1 parent d0ed7cb commit bde1019

File tree

1 file changed

+52
-51
lines changed

1 file changed

+52
-51
lines changed

‎machine_learning_hep/data/data_run3/database_ml_parameters_LcToPKPi_multiclass_ml.yml‎

Lines changed: 52 additions & 51 deletions
Original file line numberDiff line numberDiff line change
@@ -1,3 +1,4 @@
1+
---
12
#############################################################################
23
## © Copyright CERN 2023. All rights not expressly granted are reserved. ##
34
## Author: [email protected] ##
@@ -21,8 +22,8 @@ LcpKpi:
2122
sel_good_evt_unp: null
2223
sel_reco_skim: [null, null, null, null, null, null, null, null, null, null]
2324
sel_gen_skim: [null, null, null, null, null, null, null, null, null, null]
24-
sel_skim_binmin: [1, 2, 3, 4, 5, 6, 7, 8, 10, 12] #list of nbins
25-
sel_skim_binmax: [2, 3, 4, 5, 6, 7, 8, 10, 12, 24] #list of nbins
25+
sel_skim_binmin: [1, 2, 3, 4, 5, 6, 7, 8, 10, 12] # list of nbins
26+
sel_skim_binmax: [2, 3, 4, 5, 6, 7, 8, 10, 12, 24] # list of nbins
2627
apply_yptacccut: false
2728
var_binning: fPt
2829
do_ptshape: false
@@ -79,8 +80,8 @@ LcpKpi:
7980
level: mc
8081
vars: [fCandidateSelFlag]
8182
filter: "fPt > 0."
82-
#extra:
83-
#fY: log((sqrt(2.28646**2 + (fPt * cosh(fEta))**2) + fPt * sinh(fEta)) / sqrt(2.28646**2 + fPt**2)) #TODO : change mass or make sure Lc mass is updated
83+
# extra:
84+
# fY: log((sqrt(2.28646**2 + (fPt * cosh(fEta))**2) + fPt * sinh(fEta)) / sqrt(2.28646**2 + fPt**2)) # TODO: change mass or make sure Lc mass is updated
8485
tags:
8586
isstd: {var: fFlagMcMatchRec, req: 17, level: mc}
8687
ismcsignal: {var: fFlagMcMatchRec, req: 17, abs: true, level: mc}
@@ -99,8 +100,8 @@ LcpKpi:
99100
ismcbkg: {var: ismcsignal, req: 0, level: mc}
100101
ismcprompt: {var: fOriginMcGen, req: 1, level: mc}
101102
ismcfd: {var: fOriginMcGen, req: 2, level: mc}
102-
#extra:
103-
#fY: log((sqrt(2.28646**2 + (fPt * cosh(fEta))**2) + fPt * sinh(fEta)) / sqrt(2.28646**2 + fPt**2)) #TODO : change mass or make sure Lc mass is updated
103+
# extra:
104+
# fY: log((sqrt(2.28646**2 + (fPt * cosh(fEta))**2) + fPt * sinh(fEta)) / sqrt(2.28646**2 + fPt**2)) # TODO: change mass or make sure Lc mass is updated
104105

105106
merge:
106107
- {base: reco, ref: evtorig, extra: {fMultZeqNTracksPV_sub: fMultZeqNTracksPV - fNProngsContributorsPV}}
@@ -267,35 +268,35 @@ LcpKpi:
267268
multi:
268269
data:
269270
nprocessesparallel: 80
270-
maxfiles: [-1] #list of periods
271-
chunksizeunp: [100] #list of periods
272-
chunksizeskim: [100] #list of periods
273-
fracmerge: [0.05] #list of periods
274-
seedmerge: [12] #list of periods
275-
period: [LHC23_pass4_thin] #list of periods
271+
maxfiles: [-1] # list of periods
272+
chunksizeunp: [100] # list of periods
273+
chunksizeskim: [100] # list of periods
274+
fracmerge: [0.05] # list of periods
275+
seedmerge: [12] # list of periods
276+
period: [LHC23_pass4_thin] # list of periods
276277
select_period: [1]
277278
prefix_dir: /data2/MLhep/
278-
unmerged_tree_dir: [real/train_324271/alice/cern.ch/user/a/alihyperloop/jobs/0115] #list of periods
279-
pkl: [LHC23pp_pass4/prod_LHC23_pass4_thin/pkldata] #list of periods
280-
pkl_skimmed: [LHC23pp_pass4/prod_LHC23_pass4_thin/pklskdata] #list of periods
281-
pkl_skimmed_merge_for_ml: [LHC23pp_pass4/prod_LHC23_pass4_thin/pklskmldata] #list of periods
279+
unmerged_tree_dir: [real/train_324271/alice/cern.ch/user/a/alihyperloop/jobs/0115] # list of periods
280+
pkl: [LHC23pp_pass4/prod_LHC23_pass4_thin/pkldata] # list of periods
281+
pkl_skimmed: [LHC23pp_pass4/prod_LHC23_pass4_thin/pklskdata] # list of periods
282+
pkl_skimmed_merge_for_ml: [LHC23pp_pass4/prod_LHC23_pass4_thin/pklskmldata] # list of periods
282283
pkl_skimmed_merge_for_ml_all: LHC23pp_pass4/mltotdata
283284
pkl_evtcounter_all: LHC23pp_pass4/evttotdata
284285
mcreweights: [../Analyses]
285286
mc:
286287
nprocessesparallel: 80
287-
maxfiles: [-1] #list of periods
288-
chunksizeunp: [100] #list of periods
289-
chunksizeskim: [100] #list of periods
290-
fracmerge: [1.0] #list of periods
291-
seedmerge: [12] #list of periods
292-
period: [LHC24g5] #list of periods
288+
maxfiles: [-1] # list of periods
289+
chunksizeunp: [100] # list of periods
290+
chunksizeskim: [100] # list of periods
291+
fracmerge: [1.0] # list of periods
292+
seedmerge: [12] # list of periods
293+
period: [LHC24g5] # list of periods
293294
select_period: [1]
294295
prefix_dir: /data2/MLhep/
295-
unmerged_tree_dir: [sim/train_324269/alice/cern.ch/user/a/alihyperloop/jobs/0115] #list of periods
296-
pkl: [LHC24pp_mc/prod_LHC24g5/pklmc] #list of periods
297-
pkl_skimmed: [LHC24pp_mc/prod_LHC24g5/pklskmc] #list of periods
298-
pkl_skimmed_merge_for_ml: [LHC24pp_mc/prod_LHC24g5/pklskmlmc] #list of periods
296+
unmerged_tree_dir: [sim/train_324269/alice/cern.ch/user/a/alihyperloop/jobs/0115] # list of periods
297+
pkl: [LHC24pp_mc/prod_LHC24g5/pklmc] # list of periods
298+
pkl_skimmed: [LHC24pp_mc/prod_LHC24g5/pklskmc] # list of periods
299+
pkl_skimmed_merge_for_ml: [LHC24pp_mc/prod_LHC24g5/pklskmlmc] # list of periods
299300
pkl_skimmed_merge_for_ml_all: LHC24pp_mc/prod_LHC24g5/mltotmc
300301
pkl_evtcounter_all: LHC24pp_mc/prod_LHC24g5/evttotmc
301302
mcreweights: [../Analyses, ../Analyses]
@@ -306,8 +307,8 @@ LcpKpi:
306307
mc: null
307308

308309
nclasses: [150000, 150000, 150000]
309-
#nclasses: [10752, 10752, 10752] #10-12
310-
#nclasses: [9983, 9983, 9983] #12-24
310+
# nclasses: [10752, 10752, 10752] # 10-12
311+
# nclasses: [9983, 9983, 9983] # 12-24
311312
equalise_sig_bkg: True
312313
mult_bkg: [1, 1, 1, 1, 1, 1, 1, 1, 1, 1]
313314
sampletags: [0, 1, 1]
@@ -344,17 +345,17 @@ LcpKpi:
344345
save_fit: True # save bkg fits with the various cuts on ML output
345346
raahp: [1, 1, 1, 1, 1, 1, 1, 1, 1, 1] # sel_skim_binmin bins
346347
presel_gen_eff: "abs(fY) < 0.8"
347-
#presel_gen_eff: "abs(fY) < 0.8 and abs(fPosZ) < 10"
348+
# presel_gen_eff: "abs(fY) < 0.8 and abs(fPosZ) < 10"
348349

349350
mlapplication:
350351
data:
351352
prefix_dir_app: /data2/MLhep/
352-
pkl_skimmed_dec: [LHC23pp_pass4/MLapplication/prod_LHC23_pass4_thin/skpkldecdata] #list of periods
353-
pkl_skimmed_decmerged: [LHC23pp_pass4/MLapplication/prod_LHC23_pass4_thin/skpkldecdatamerged] #list of periods
353+
pkl_skimmed_dec: [LHC23pp_pass4/MLapplication/prod_LHC23_pass4_thin/skpkldecdata] # list of periods
354+
pkl_skimmed_decmerged: [LHC23pp_pass4/MLapplication/prod_LHC23_pass4_thin/skpkldecdatamerged] # list of periods
354355
mc:
355356
prefix_dir_app: /data2/MLhep/
356-
pkl_skimmed_dec: [LHC24pp_mc/MLapplication/prod_LHC24g5/skpkldecmc] #list of periods
357-
pkl_skimmed_decmerged: [LHC24pp_mc/MLapplication/prod_LHC24g5/skpkldecmcmerged] #list of periods
357+
pkl_skimmed_dec: [LHC24pp_mc/MLapplication/prod_LHC24g5/skpkldecmc] # list of periods
358+
pkl_skimmed_decmerged: [LHC24pp_mc/MLapplication/prod_LHC24g5/skpkldecmcmerged] # list of periods
358359
modelname: xgboost
359360
modelsperptbin: [xgboost_classifierLcpKpi_dfselection_fPt_1.0_2.0.sav,
360361
xgboost_classifierLcpKpi_dfselection_fPt_2.0_3.0.sav,
@@ -367,20 +368,20 @@ LcpKpi:
367368
xgboost_classifierLcpKpi_dfselection_fPt_10.0_12.0.sav,
368369
xgboost_classifierLcpKpi_dfselection_fPt_12.0_24.0.sav]
369370
probcutpresel:
370-
data: [[0.02, 0.0, 0.0], [0.03, 0.0, 0.0], [0.05, 0.0, 0.0], [0.15, 0.0, 0.0], [0.15, 0.0, 0.0], [0.2, 0.0, 0.0], [0.5, 0.0, 0.0], [0.5, 0.0, 0.0], [0.8, 0.0, 0.0], [0.8, 0.0, 0.0]] #list of nbins
371-
mc: [[0.02, 0.0, 0.0], [0.03, 0.0, 0.0], [0.05, 0.0, 0.0], [0.15, 0.0, 0.0], [0.15, 0.0, 0.0], [0.2, 0.0, 0.0], [0.5, 0.0, 0.0], [0.5, 0.0, 0.0], [0.8, 0.0, 0.0], [0.8, 0.0, 0.0]] #list of nbins
371+
data: [[0.02, 0.0, 0.0], [0.03, 0.0, 0.0], [0.05, 0.0, 0.0], [0.15, 0.0, 0.0], [0.15, 0.0, 0.0], [0.2, 0.0, 0.0], [0.5, 0.0, 0.0], [0.5, 0.0, 0.0], [0.8, 0.0, 0.0], [0.8, 0.0, 0.0]] # list of nbins
372+
mc: [[0.02, 0.0, 0.0], [0.03, 0.0, 0.0], [0.05, 0.0, 0.0], [0.15, 0.0, 0.0], [0.15, 0.0, 0.0], [0.2, 0.0, 0.0], [0.5, 0.0, 0.0], [0.5, 0.0, 0.0], [0.8, 0.0, 0.0], [0.8, 0.0, 0.0]] # list of nbins
372373
probcutoptimal: [[0.02, 0.40, 0.00], [0.03, 0.25, 0.00], [0.04, 0.25, 0.00], [0.07, 0.25, 0.00], [0.10, 0.25, 0.00], [0.11, 0.25, 0.00], [0.15, 0.25, 0.00], [0.18, 0.25, 0.00], [0.25, 0.25, 0.00], [0.35, 0.25, 0.00]] # cuts for 2025 approved prompt cross section
373-
#probcutoptimal: [[0.02, 0.00, 0.55], [0.03, 0.00, 0.55], [0.04, 0.00, 0.50], [0.07, 0.00, 0.35], [0.10, 0.00, 0.35], [0.11, 0.00, 0.35], [0.15, 0.00, 0.35], [0.18, 0.00, 0.35], [0.25, 0.00, 0.35], [0.35, 0.00, 0.35], [0.35, 0.00, 0.35]] # sample cuts for non-prompt cross-section
374-
#probcutoptimal: [[0.01, 0.00, %fd%], [0.02, 0.00, %fd%], [0.03, 0.00, %fd%], [0.04, 0.00, %fd%], [0.07, 0.00, %fd%], [0.10, 0.00, %fd%], [0.11, 0.00, %fd%], [0.15, 0.00, %fd%], [0.18, 0.00, %fd%], [0.25, 0.00, %fd%], [0.35, 0.00, %fd%], [0.35, 0.00, %fd%]] # cuts with placeholders for scanning non-prompt cuts
374+
# probcutoptimal: [[0.02, 0.00, 0.55], [0.03, 0.00, 0.55], [0.04, 0.00, 0.50], [0.07, 0.00, 0.35], [0.10, 0.00, 0.35], [0.11, 0.00, 0.35], [0.15, 0.00, 0.35], [0.18, 0.00, 0.35], [0.25, 0.00, 0.35], [0.35, 0.00, 0.35], [0.35, 0.00, 0.35]] # sample cuts for non-prompt cross-section
375+
# probcutoptimal: [[0.01, 0.00, %fd%], [0.02, 0.00, %fd%], [0.03, 0.00, %fd%], [0.04, 0.00, %fd%], [0.07, 0.00, %fd%], [0.10, 0.00, %fd%], [0.11, 0.00, %fd%], [0.15, 0.00, %fd%], [0.18, 0.00, %fd%], [0.25, 0.00, %fd%], [0.35, 0.00, %fd%], [0.35, 0.00, %fd%]] # cuts with placeholders for scanning non-prompt cuts
375376
analysis:
376-
anahptspectrum: "LctopKpi" #D0Kpi, DplusKpipi, DstarD0pi, DsKKpi, LctopKpi, LcK0Sp
377+
anahptspectrum: "LctopKpi" # D0Kpi, DplusKpipi, DstarD0pi, DsKKpi, LctopKpi, LcK0Sp
377378
fd_method: "dd" # fc, Nb, dd, dd_N
378379
crosssec_prompt: True # True for prompt, False for non-prompt
379380
cctype: "pp"
380381
sigmamb: 59.4e+9 # 50.87e+9 pp5TeV, 57.8e+9 pp13TeV, 59.4e+9 pp Run3, pb
381382
inputfonllpred: /data8/majak/crosssec/202502/fractions/CutVarLc_pp13TeV_LHC23_pass4_default.root # Cut variation output file for data-driven cross section estimation
382-
#inputfonllpred: data/fonll/fonll_pythia_beautyFFLHCb_charmhadrons_13dot6tev_y0dot5_highStatistics.root # Run 3 file for cross section estimation with Nb -- strange results
383-
#inputfonllpred: data/fonll/DmesonLcPredictions_13TeV_y05_FFptDepLHCb_BRpythia8_PDG2020.root # Run 2 file for cross section estimation with Nb
383+
# inputfonllpred: data/fonll/fonll_pythia_beautyFFLHCb_charmhadrons_13dot6tev_y0dot5_highStatistics.root # Run 3 file for cross section estimation with Nb -- strange results
384+
# inputfonllpred: data/fonll/DmesonLcPredictions_13TeV_y05_FFptDepLHCb_BRpythia8_PDG2020.root # Run 2 file for cross section estimation with Nb
384385
dir_general_plots: analysis_plots
385386

386387
Run3analysis:
@@ -415,14 +416,14 @@ LcpKpi:
415416
weighttrig: false
416417

417418
data:
418-
runselection: [null] #FIXME
419+
runselection: [null] # FIXME
419420
prefix_dir_res: /data2/MLhep/
420-
results: [LHC23pp_pass4/Results/prod_LHC23_pass4_thin/resultsdata] #list of periods
421+
results: [LHC23pp_pass4/Results/prod_LHC23_pass4_thin/resultsdata] # list of periods
421422
resultsallp: LHC23pp_pass4/Results/resultsdatatot
422423
mc:
423-
runselection: [null] #FIXME
424+
runselection: [null] # FIXME
424425
prefix_dir_res: /data2/MLhep/
425-
results: [LHC24pp_mc/Results/prod_LHC24g5/resultsmc] #list of periods
426+
results: [LHC24pp_mc/Results/prod_LHC24g5/resultsmc] # list of periods
426427
resultsallp: LHC24pp_mc/Results/resultsmctot
427428

428429
fitcase: Lc
@@ -627,10 +628,10 @@ LcpKpi:
627628

628629
systematics:
629630
probvariation:
630-
useperiod: [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] #period from where to define prob cuts
631-
ncutvar: 10 #number of looser and tighter variations
632-
maxperccutvar: 0.25 #max diff in efficiency for loosest/tightest var
633-
cutvarminrange: [[0.1, 0.3], [0.1, 0.3], [0.1, 0.3], [0.1, 0.3], [0.1, 0.3], [0.7, 0.9], [0.1, 0.3], [0.1, 0.3], [0.1, 0.3], [0.1, 0.3], [0.1, 0.3], [0.1, 0.3]] #Min starting point for scan
634-
cutvarmaxrange: [[0.7, 0.9], [0.7, 0.9], [0.7, 0.9], [0.7, 0.9], [0.7, 0.9], [0.7, 0.9], [0.1, 0.3], [0.1, 0.3], [0.1, 0.3], [0.1, 0.3], [0.1, 0.3], [0.1, 0.3]] #Max starting point for scan
635-
fixedmean: True #Fix mean cutvar histo to central fit
636-
fixedsigma: True #Fix sigma cutvar histo to central fit
631+
useperiod: [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] # period from where to define prob cuts
632+
ncutvar: 10 # number of looser and tighter variations
633+
maxperccutvar: 0.25 # max diff in efficiency for loosest/tightest var
634+
cutvarminrange: [[0.1, 0.3], [0.1, 0.3], [0.1, 0.3], [0.1, 0.3], [0.1, 0.3], [0.7, 0.9], [0.1, 0.3], [0.1, 0.3], [0.1, 0.3], [0.1, 0.3], [0.1, 0.3], [0.1, 0.3]] # Min starting point for scan
635+
cutvarmaxrange: [[0.7, 0.9], [0.7, 0.9], [0.7, 0.9], [0.7, 0.9], [0.7, 0.9], [0.7, 0.9], [0.1, 0.3], [0.1, 0.3], [0.1, 0.3], [0.1, 0.3], [0.1, 0.3], [0.1, 0.3]] # Max starting point for scan
636+
fixedmean: True # Fix mean cutvar histo to central fit
637+
fixedsigma: True # Fix sigma cutvar histo to central fit

0 commit comments

Comments
 (0)