[ana6, com8]: Add ana6Optimisation Module, apply changes in com8MoTPSA by RolandFischbacher · Pull Request #1245 · OpenNHM/AvaFrame

RolandFischbacher · 2026-02-23T17:47:10Z

This PR introduces a new optimisation module ana6Optimisation for com8MoTPSA and updates the simulation workflow.

The module ana6Optimisation includes:

Calculation of combined loss function (runout + tversky)
Morris sensitivity analysis for parameter ranking
Sequential and non-sequential surrogate based optimisation routines

New files in ana6Opitmisaton:

runMorrisSA.py (configuration: runMorrisSACfg.ini)
runPlotMorrisConvergence.py (uses runMorrisSACfg.ini)
runOptimisation.py (configuration: runOptimisationCfg.ini)
optimisationUtils.py
README_ana6.md (contains usage instructions)

New file in out3Plot:

outAna6Plots.py

Changed workflow of runing com8MoTPSA:

Check prior if simulation is run already
Process in chunks not all simulations at once

qltysh · 2026-02-23T17:48:47Z

❌ 1 blocking issue (1 total)

Tool	Category	Rule	Count
black	Style	Incorrect formatting, autoformat by running `qlty fmt`.	1	❌

@qltysh one-click actions:

Auto-fix formatting (qlty fmt && git push)

avaframe/ana3AIMEC/aimecTools.py

avaframe/ana6Optimisation/README_ana6.md

avaframe/ana6Optimisation/optimisationUtils.py

avaframe/out3Plot/outAna6Plots.py

avaframe/ana6Optimisation/optimisationUtils.py

avaframe/out3Plot/outAna6Plots.py

avaframe/ana3AIMEC/aimecTools.py

avaframe/ana3AIMEC/ana3AIMEC.py

avaframe/out3Plot/outQuickPlot.py

avaframe/ana6Optimisation/optimisationUtils.py

avaframe/ana3AIMEC/aimecTools.py

avaframe/ana6Optimisation/README_ana6.md

avaframe/ana6Optimisation/optimisationUtils.py

avaframe/com8MoTPSA/com8MoTPSA.py

avaframe/out1Peak/outPlotAllPeakDiffs.py

avaframe/out3Plot/outAIMEC.py

Squash of 20 commits from RF_com8MoTPSA branch including: - com8MoTPSA workflow improvements (chunked multiprocessing, path handling) - Bayesian optimisation integration (ana6Optimisation module) - Morris sensitivity analysis scripts - AIMEC runout reference implementation - probAna pickle saving and bounds - Plotting and config improvements

avaframe/ana6Optimisation/optimisationUtils.py

avaframe/com8MoTPSA/com8MoTPSA.py

qltysh · 2026-02-24T14:41:27Z

Coverage Impact

⬇️ Merging this pull request will decrease total coverage on master by 0.19%.

Modified Components (1)

Rating	Component	% Diff
	com1DFA	—

Modified Files with Diff Coverage (2)

File	% Diff	Uncovered Line #s
avaframe/com8MoTPSA/com8MoTPSA.py	0.0%	21-182
avaframe/in3Utils/cfgUtils.py	71.4%	995, 1016
Total	10.0%

🤖 Increase coverage with AI coding...

In the `RF_com8MoTPSA` branch, add test coverage for this new code:

- `avaframe/com8MoTPSA/com8MoTPSA.py` -- Line 21-182
- `avaframe/in3Utils/cfgUtils.py` -- Lines 995 and 1016

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avaframe/runScripts/runPlotAreaRefDiffs.py

…s and checks

avaframe/out3Plot/outAna6Plots.py

- Add bounds to paramValuesD in createSamplesWithVariation (StandardParameters) - Add writing of visualisation scenario and sampling method to com8MoTPSACfg.ini

avaframe/out3Plot/outAna6Plots.py

…bles

avaframe/out3Plot/outAna6Plots.py

avaframe/ana6Optimisation/optimisationUtils.py

fso42 · 2026-02-26T10:36:05Z

avaframe/ana6Optimisation/optimisationUtils.py

+            if 'VISUALISATION' in config.sections():
+                # config is inifile
+                index = config['VISUALISATION']['scenario']
+
+                if 'VISUALISATION' in config.sections():
+                    # config is inifile
+                    index = config['VISUALISATION']['scenario']
+                    if 'sampleMethod' in config['VISUALISATION']:
+                        sampleMethod = config['VISUALISATION']['sampleMethod']


if any .ini file in the config directory lacks a VISUALISATION section, the variables index and sampleMethod are never assigned, but they are unconditionally appended on lines 107-108. On the first such file, this raises UnboundLocalError. Even if subsequent iterations reuse a stale value from a previous file, the data would be silently wrong.

Thank you for the info. I will initialize index and sampleMethod with np.nan to avoid UnboundLocalError and stale values.

avaframe/ana6Optimisation/optimisationUtils.py

fso42 · 2026-02-26T10:38:30Z

avaframe/ana4Stats/probAna.py

+            if modName.lower() in ["com1dfa", "com5snowslide", "com6rockavalanche", 'com8motpsa']:
                cfgStart["VISUALISATION"]["scenario"] = str(count1)
                cfgStart["INPUT"]["thFromIni"] = paramValuesD["thFromIni"]
+                cfgStart["VISUALISATION"]["sampleMethod"] = cfg['PROBRUN']['sampleMethod']


The new line cfgStart["VISUALISATION"]["sampleMethod"] = cfg['PROBRUN']['sampleMethod'] reads sampleMethod from cfg['PROBRUN'].

However, probAnaCfg.ini has sampleMethod under [PROBRUN] only when probAna is the caller. If createCfgFiles is called from a different path where cfg doesn't have PROBRUN.sampleMethod, this will raise KeyError. The code also assumes VISUALISATION section exists in cfgStart for com8MoTPSA — while the new com8MoTPSACfg.ini does add it, there's no sampleMethod default there, making the flow dependent on the caller always providing this key.

Added check if 'VISUALISATION' exists in cfgStart, if not, it will be added to cfgStart.
And read sample method with fallback; meaning if 'PROBANA' or 'sampleMethod' is missing sample_method contains an empty string.

avaframe/ana6Optimisation/runOptimisation.py

avaframe/ana6Optimisation/optimisationUtils.py

…i file, delete redundant code

…ameCfg.ini nCPU

…Files in optimisationUtils.py), add possibility to RUN writeCfgFiles with counter

…clean header Implement modName to make code general and remove adjustText package

…ror and stale values and remove copy paste error.

… added to cfgStart. And read sample method with fallback; meaning if 'PROBANA' or 'sampleMethod' is missing sample_method contains an empty string

avaframe/ana4Stats/probAna.py

avaframe/ana6Optimisation/optimisationUtils.py

avaframe/com8MoTPSA/com8MoTPSA.py

… docstring, tidy up code, add if __name__='__main__': in runPlotMorrisConvergence.py and improve BOConvergencePlot.

avaframe/out3Plot/outAna6Plots.py

…names from paper to com8MoTPSACfg.ini.

awirb

first comments, more to come

awirb · 2026-03-09T07:18:59Z

avaframe/in3Utils/cfgUtils.py

    # check for allConfigurationsInfo to find computation info and add to info fetched from ini files
    if latest == False and isinstance(simDF, pd.DataFrame):
        # check if in allConfigurationsInfo also info for existing sims
        simDFALL, _ = readAllConfigurationInfo(avaDir, specDir="", configCsvName="allConfigurations")


would you also require here to set the modName variable that it doesn't just read the allConfigurations.csv from the Outputs of com1DFA?

allConfigurations.csv is currently not available for com8MoTPSA module

awirb · 2026-03-09T07:44:28Z

avaframe/ana6Optimisation/runOptimisationCfg.ini

@@ -0,0 +1,64 @@
+### Config File - This file contains the main settings for the optimisation process 
+
+# Sidenote: (1) when running runOptimisation.py the working directory needs to be in the ana6Optimisation folder


why is it actually located here and not in the runScripts directory?

awirb · 2026-03-09T07:45:08Z

avaframe/ana6Optimisation/runOptimisationCfg.ini

+
+
+[GENERAL]
+# USER input for running and plotting a comparison of simulation result to reference polygon


does this refer to the settings in runPlotAreaProfile?

Yes this refers to the settings in runPlotAreaRefDiffs.py

awirb · 2026-03-09T07:47:33Z

avaframe/ana6Optimisation/runOptimisationCfg.ini

+[PARAM_BOUNDS]
+# 2 scenarios: choose 1 or 2
+scenario = 1
+#(1): morris is run prior, then dataframe of ranked input parameters is already saved by runMorris.py as pickle file, user only need to determine how much input paramters to use for optimisation


Suggested change

#(1): morris is run prior, then dataframe of ranked input parameters is already saved by runMorris.py as pickle file, user only need to determine how much input paramters to use for optimisation

#(1): morris is run prior, then dataframe of ranked input parameters is already saved by runMorris.py as pickle file, user only needs to determine how much input parameters to use for optimisation

Applied locally

awirb · 2026-03-09T07:48:24Z

avaframe/ana6Optimisation/runOptimisationCfg.ini

+# 2 scenarios: choose 1 or 2
+scenario = 1
+#(1): morris is run prior, then dataframe of ranked input parameters is already saved by runMorris.py as pickle file, user only need to determine how much input paramters to use for optimisation
+topN = 3


what is this parameter? add description

and move description of second scenario up

also this is just used if scenario 1 using the Morris analysis parameters and there the topN ranked ones right? now I see why the (2) scenario is explained below

awirb · 2026-03-09T08:01:46Z

avaframe/ana6Optimisation/README_ana6.md

+  Contains Cropshape and defines the maximal extent of runout area that is used for calculating areal indicators.
+
+- **REFDATA**  
+  Defines the runout area of the reference event.


add info that this needs to have the suffix _POLY.shp (if polygon is required)

awirb · 2026-03-09T08:02:21Z

avaframe/ana6Optimisation/README_ana6.md

+- **Digital Elevation Model (DEM)**  
+  Must be placed directly in the `Inputs` directory and must cover the entire affected area.
+
+More Details here: https://docs.avaframe.org/en/latest/moduleCom1DFA.html


Do you mean that in provided link in section Inputs?

avaframe/ana6Optimisation/README_ana6.md

awirb · 2026-03-09T09:18:42Z

avaframe/ana6Optimisation/runMorrisSACfg.ini

+
+[GENERAL]
+# USER input for running and plotting a comparison of simulation result to reference polygon
+resType = ppr


avaframe/ana6Optimisation/runOptimisationCfg.ini

# Conflicts: # avaframe/ana6Optimisation/README_ana6.md

awirb

comments for the optimisation part and plotting still missing

awirb · 2026-03-09T14:50:49Z

avaframe/ana6Optimisation/optimisationUtils.py

+            - thresholdValueSimulation
+            - modName
+    avalancheDir : str
+        Directory containing the directory of the reference avalanche


do you mean just the path to the avalanche directory?

Yes, changed the description:)

avaframe/ana6Optimisation/optimisationUtils.py

awirb · 2026-03-09T14:53:15Z

avaframe/ana6Optimisation/optimisationUtils.py

+    cfgAIMEC = cfgUtils.getModuleConfig(ana3AIMEC)
+    rasterTransfo, resAnalysisDF, plotDict, _, pathDict = ana3AIMEC.fullAimecAnalysis(avalancheDir, cfgAIMEC)


instead of using the passed module, consider loading the config already in the runScript before you call the function and just pass the config, then also the override is easier (using ana3AIMEC_ana3AIMEC_override) or is there a special reason for passing the module?

passing the module in to the calcArealIndicatorsAndAIMEC function is not necessary, since the AIMEC settings are not overridden, i think that not passing the module and loading config here should be sufficient?

avaframe/ana6Optimisation/optimisationUtils.py

avaframe/ana6Optimisation/runMorrisSA.py

awirb · 2026-03-10T07:02:09Z

avaframe/ana6Optimisation/runMorrisSA.py

+        )
+        raise ValueError(message)
+
+    paramLossSubsetDF = paramLossDF.sort_values(by='Loss', ascending=True)[:N]


why is the [:N] needed - is that from start to the end if len(DF) is N no?

It defines how much of the best ranked morris samples to use for statistics. (e.g. parameter distribution within this topN samples). I changed the name to topN.

awirb · 2026-03-10T07:04:41Z

avaframe/ana6Optimisation/optimisationUtils.py

+
+def createDFParameterLoss(df, paramSelected):
+    """
+    Create DataFrames linking selected parameters with the loss function.


does selected mean - the ones that were used for the parameter variation using the morris sampling method?

selected depends on scenario: if morris is not run prior, then selected means all parameters that were varied, and if morris is run prior, selected means take only topN most important parameters

avaframe/ana6Optimisation/optimisationUtils.py

awirb · 2026-03-10T07:08:43Z

avaframe/ana6Optimisation/runMorrisSACfg.ini

+# beta gives penalty if sim. comes short compared to the ref. (FN)
+tverskyAlpha = 2 
+tverskyBeta = 1 
+# Loss function is kombination of TverskyScore * weightTversky + RunoutNormalised * weight runout


Suggested change

# Loss function is kombination of TverskyScore * weightTversky + RunoutNormalised * weight runout

# Loss function is a combination of TverskyScore * weightTversky + RunoutNormalised * weight runout

Changed locally

… 2 (1 more important),

…consistent with runOptimisationCfg.ini) and add comments.

awirb · 2026-03-11T10:56:20Z

avaframe/ana6Optimisation/runOptimisation.py

+    fU.makeADir(outDir)
+
+    # Get config from morris for path to morris results
+    cfgDir = 'runMorrisSA.ini'


isn't the name runMorrisSACfg.ini?

or the runMorrisSA.py

it still works like this because it then uses the stem, so runMorrisSA to build the path to the config file, but I think it should be runMorrisSA.py

avaframe/ana6Optimisation/optimisationUtils.py

awirb · 2026-03-11T11:35:06Z

avaframe/ana6Optimisation/optimisationUtils.py

+        - The top-N most influential parameters are selected for optimisation.
+
+    Scenario 2 (Manual definition):
+        - No prior Morris screening.


If I understood correctly, Morris analysis could have been performed previously to decide which parameters should be considered in the optimisation and which ones do not have a strong effect on the loss function and are therefore not considered? So scenario 2 just means that first simulations have to be performed to start the optimisation with or used from the ana4Prob run?

so in contrast in scenario 1 the simulations performed for the morris analysis using the morris sampling are used directly?

Yes, the statement is correct.

awirb · 2026-03-11T11:42:01Z

avaframe/ana6Optimisation/optimisationUtils.py

+def loadVariationData(cfgOpt, outDir, avaDir):
+    """
+    Load parameter bounds and selected parameters for optimisation. Two execution modes are supported, controlled via
+    cfgOpt['PARAM_BOUNDS']['scenario']:


in the description of the scenarios below, both say that the parameter bounds are either read from sa_parameter_bounds.pkl (scenario 1) or from paramValuesD.pickle created in the runAna4ProbAna (scenario 2) - so cfgOpt['PARAM_BOUNDS'] is not used? consider mentioning already here that this relies on previous simulation runs performed using Morris analysis or ana4ProbAna

cfgOpt['PARAM_BOUNDS'] is used to determine which file is read, either sa_parameter_bounds.pkl or paramValuesD.pickle

avaframe/ana6Optimisation/optimisationUtils.py

awirb · 2026-03-11T11:49:01Z

avaframe/ana6Optimisation/runOptimisationCfg.ini

+# 2 scenarios: choose 1 or 2
+scenario = 1
+#(1): morris is run prior, then dataframe of ranked input parameters is already saved by runMorris.py as pickle file, user only need to determine how much input paramters to use for optimisation
+topN = 3


also this is just used if scenario 1 using the Morris analysis parameters and there the topN ranked ones right? now I see why the (2) scenario is explained below

awirb · 2026-03-11T11:54:12Z

avaframe/ana6Optimisation/runOptimisation.py

+    paramBounds, paramSelected = optimisationUtils.loadVariationData(cfgOpt, inDir, avalancheDir)
+
+    # Calculate Areal indicators and AIMEC and save the results in Outputs/ana3AIMEC and Outputs/out1Peak
+    optimisationUtils.calcArealIndicatorsAndAimec(cfgOpt, avalancheDir, ana3AIMEC)


so for the areal indicators, the settings are read from cfgOpt for aimec from the aimecCfg - here we could use the override config functionality

avaframe/ana6Optimisation/runOptimisation.py

awirb · 2026-03-11T12:11:28Z

avaframe/out3Plot/outAna6Plots.py

+    plt.close(fig)
+
+
+def saveBestorCurrentModelrun(finalDF, paramSelected, ei=None, lcb=None, simName=None, csv_path='dummy.csv'):


saveBestOrSpecificSimulation ?

…IMECcfg.ini settings and not pass AIMEC module for calcArealIndicatorsAndAIMEC

…ed as default

RolandFischbacher requested review from awirb and fso42 February 23, 2026 17:47

RolandFischbacher self-assigned this Feb 23, 2026

RolandFischbacher added the enhancement New feature or request label Feb 23, 2026

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fso42 changed the title ~~[ana6Opitmisation], [com8MoTPSA]: Add ana6Optimisation Module, apply changes in com8MoTPSA~~ [ana6, com8]: Add ana6Optimisation Module, apply changes in com8MoTPSA Feb 24, 2026

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RolandFischbacher added 2 commits February 26, 2026 09:43

fix(probAna): restore missing bounds and config writing after merge

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- Add bounds to paramValuesD in createSamplesWithVariation (StandardParameters) - Add writing of visualisation scenario and sampling method to com8MoTPSACfg.ini

Merge remote-tracking branch 'origin/RF_com8MoTPSA' into RF_com8MoTPSA

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RolandFischbacher added 8 commits February 28, 2026 13:44

change function name, move parameter to ini file, change values of in…

7c32be0

…i file, delete redundant code

Add: if __name__ == '__main__'

81b2d68

Fix: remove duplicate in com8MoTPSAMain and read chunkSize from avafr…

76b0dc8

…ameCfg.ini nCPU

Implement a direct call of com8MoTPSAMain with updated cfgs (writeCfg…

3d831a7

…Files in optimisationUtils.py), add possibility to RUN writeCfgFiles with counter

Use logging instead of print in optimisationUtils.py

8843c22

Add sklearn (scikit-learn) to the requirements in pyproject.toml and …

51ac8a1

…clean header Implement modName to make code general and remove adjustText package

Initialize index and sampleMethod with np.nan to avoid UnboundLocalEr…

0f4e968

…ror and stale values and remove copy paste error.

Add a check if 'VISUALISATION' exists in cfgStart, if not, it will be…

4d36ca4

… added to cfgStart. And read sample method with fallback; meaning if 'PROBANA' or 'sampleMethod' is missing sample_method contains an empty string

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RolandFischbacher added 2 commits March 9, 2026 12:27

Add description of Loss function to README_ana6.md.

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Add description of Loss function to README_ana6.md and add parameter …

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…names from paper to com8MoTPSACfg.ini.

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Merge remote-tracking branch 'origin/RF_com8MoTPSA' into RF_com8MoTPSA

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# Conflicts: # avaframe/ana6Optimisation/README_ana6.md

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RolandFischbacher added 3 commits March 12, 2026 17:57

Add more info and layer handling in Cfg.ini files,swap scenario 1 and…

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… 2 (1 more important),

Revise README_ana6.md

e0c0307

Use cfg.getint(...) instead of int(cfg(...)), swap scenario 1 and 2 (…

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RolandFischbacher added 2 commits March 14, 2026 13:19

Improve documentation, construct the filename of AIMEC results from A…

39b8dbe

…IMECcfg.ini settings and not pass AIMEC module for calcArealIndicatorsAndAIMEC

Add definition of chunkSize to probAnaCfg.ini, if left empty 10 is us…

4085755

…ed as default

		@@ -0,0 +1,64 @@
		### Config File - This file contains the main settings for the optimisation process

		# Sidenote: (1) when running runOptimisation.py the working directory needs to be in the ana6Optimisation folder



		[GENERAL]
		# USER input for running and plotting a comparison of simulation result to reference polygon

	#(1): morris is run prior, then dataframe of ranked input parameters is already saved by runMorris.py as pickle file, user only need to determine how much input paramters to use for optimisation
	#(1): morris is run prior, then dataframe of ranked input parameters is already saved by runMorris.py as pickle file, user only needs to determine how much input parameters to use for optimisation

		cfgAIMEC = cfgUtils.getModuleConfig(ana3AIMEC)
		rasterTransfo, resAnalysisDF, plotDict, _, pathDict = ana3AIMEC.fullAimecAnalysis(avalancheDir, cfgAIMEC)

	# Loss function is kombination of TverskyScore * weightTversky + RunoutNormalised * weight runout
	# Loss function is a combination of TverskyScore * weightTversky + RunoutNormalised * weight runout

		plt.close(fig)


		def saveBestorCurrentModelrun(finalDF, paramSelected, ei=None, lcb=None, simName=None, csv_path='dummy.csv'):

Conversation

RolandFischbacher commented Feb 23, 2026

The module ana6Optimisation includes:

Changed workflow of runing com8MoTPSA:

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