[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

❌ 2 blocking issues (5 total)

Tool	Category	Rule	Count
black	Style	Incorrect formatting, autoformat by running `qlty fmt`.	1	❌
ruff	Lint	Local variable `results` is assigned to but never used	1	❌
qlty	Structure	Deeply nested control flow (level = 4)	2
qlty	Structure	Function with high complexity (count = 15): BOConvergencePlot	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

qltysh · 2026-02-23T17:48:49Z

avaframe/out3Plot/outAna6Plots.py

+    # 4) Plot
+    x = np.arange(len(df))
+    fig, ax = plt.subplots(figsize=(12, 6))
+    bars = ax.bar(


Local variable bars is assigned to but never used [ruff:F841]

Suggested change

bars = ax.bar(

ax.bar(

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

fso42 · 2026-02-26T10:00:39Z

avaframe/ana6Optimisation/optimisationUtils.py

@@ -0,0 +1,886 @@
+import numpy as np


A general note for this file: use log.info instead of prints for user info

avaframe/ana6Optimisation/optimisationUtils.py

fso42 · 2026-02-26T10:05:07Z

avaframe/ana6Optimisation/optimisationUtils.py

+    return xBest, xBestDict, np.max(ei), np.max(lcb)
+
+
+def runCom8MoTPSA(avalancheDir, xBestDict, cfgMain, i=0, optimisationType=None):


I think this could be solved differently, as it duplicates code that might be changed. Investigate if a direct call with updated cfgs would be better. Let me now if you need help

Implemented a direct call of com8MoTPSAMain with updated cfgs (writeCfgFiles in 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.

fso42 · 2026-02-26T10:36:48Z

avaframe/ana6Optimisation/optimisationUtils.py

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


Why the duplicate if? Copy/Paste error?

Yes copy paste error.

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

qltysh · 2026-02-28T18:05:12Z

avaframe/ana4Stats/probAna.py

-            if modName.lower() in ["com1dfa", "com5snowslide", "com6rockavalanche"]:
+            if modName.lower() in ["com1dfa", "com5snowslide", "com6rockavalanche", 'com8motpsa']:
+                # Check if visualisation exists in cfgStart, if not add the section
+                if not cfgStart.has_section("VISUALISATION"):


Deeply nested control flow (level = 4) [qlty:nested-control-flow]

avaframe/ana6Optimisation/optimisationUtils.py

qltysh · 2026-02-28T18:05:13Z

avaframe/ana6Optimisation/optimisationUtils.py

+                index = config['VISUALISATION']['scenario']
+                if 'sampleMethod' in config['VISUALISATION']:
+                    sampleMethod = config['VISUALISATION']['sampleMethod']
+                else:


Deeply nested control flow (level = 4) [qlty:nested-control-flow]

qltysh · 2026-02-28T18:05:13Z

avaframe/com8MoTPSA/com8MoTPSA.py

+        nCPU = cfgUtils.getNumberOfProcesses(cfgMain, len(rcfFilesChunk))
+
+        with Pool(processes=nCPU) as pool:
+            results = pool.map(com8MoTPSATask, rcfFilesChunk)


Local variable results is assigned to but never used [ruff:F841]

Suggested change

results = pool.map(com8MoTPSATask, rcfFilesChunk)

pool.map(com8MoTPSATask, rcfFilesChunk)

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

qltysh · 2026-03-02T14:24:57Z

avaframe/out3Plot/outAna6Plots.py

+    # Save figure
+    date = datetime.now().strftime("%Y%m%d")
+    figName = f"{outDir}/{avaName}_BOConvergence_{initial_label}_{date}.png"
+    fig.savefig(figName, dpi=300, bbox_inches="tight")


Function with high complexity (count = 15): BOConvergencePlot [qlty:function-complexity]

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

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?

awirb · 2026-03-09T08:57:48Z

avaframe/ana6Optimisation/README_ana6.md

+- Run `runMorrisSA.py`
+- Configure settings via `runMorrisSACfg.ini`
+- The `MORRIS_CONVERGENCE` setting can be ignored for standard sensitivity analysis
+


is it required to set in ana3AIMECCfg.ini or local copy the comMod and runoutLayer info? and flagMass=False and includeReference=True please add info that this requires aimec settings and these need to be set - OR add override section in runMorrisSACfg.ini

Actually I think a section: ana3AIMEC_ana3AIMEC_override in the runMorrisSACfg.ini file would be the desired solution

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


awirb · 2026-03-09T09:19:13Z

avaframe/ana6Optimisation/runOptimisationCfg.ini

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


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?

awirb · 2026-03-09T14:51:10Z

avaframe/ana6Optimisation/optimisationUtils.py

+    ana3AIMEC : module
+        AIMEC analysis module providing `fullAimecAnalysis()`.


why does this need to be passed to the function?

awirb · 2026-03-09T14:51:48Z

avaframe/ana6Optimisation/optimisationUtils.py

+    # ToDo: to reduce comp. cost: run AIMEC and calcArealIndicators only for new simulations
+    # Areal indicators
+    resType = cfgOpt["GENERAL"]["resType"]
+    thresholdValueSimulation = float(cfgOpt["GENERAL"]["thresholdValueSimulation"])


use cfgOpt['GENERAL'].getfloat('....

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?

awirb · 2026-03-09T14:56:32Z

avaframe/ana6Optimisation/optimisationUtils.py

+    Build the final merged DataFrame for a given avalanche.
+
+    Combines parameter sets, AIMEC results, and areal indicators into one DataFrame,
+    then computes evaluation metrics 'via addLossMetrics'.


consider adding info on how DF is organised, one row per simulation?

awirb · 2026-03-10T07:00:54Z

avaframe/ana6Optimisation/runMorrisSA.py

+    # Create df with parameters and the loss function for summary statistics
+    paramLossDF, paramLossScaledDF = optimisationUtils.createDFParameterLoss(morrisDF, SiDFSort['Parameter'])
+
+    # Raise error if topN is bigger than available model runs


can you add a description of topN parameter?

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?

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?

awirb · 2026-03-10T07:05:08Z

avaframe/ana6Optimisation/optimisationUtils.py

+    df : pandas.DataFrame
+        DataFrame that contains the selected parameters and their values as well as the loss function.
+    paramSelected : list of str
+        Subset of parameters to include in the output DataFrames.


same here, consider adding what kind of subset this is, based on what information?

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

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 added this to the Version 2.0 milestone Feb 23, 2026

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

RolandFischbacher force-pushed the RF_com8MoTPSA branch from f66f702 to 38e42ca Compare February 24, 2026 08:50

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fso42 force-pushed the RF_com8MoTPSA branch from 38e42ca to 15f5438 Compare February 24, 2026 14:35

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RolandFischbacher added 2 commits February 26, 2026 09:43

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

a7f0a5e

- 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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Make optimisationType case-insensitive, add raise ValueErrors, update…

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

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Add description of Loss function to README_ana6.md.

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		return xBest, xBestDict, np.max(ei), np.max(lcb)


		def runCom8MoTPSA(avalancheDir, xBestDict, cfgMain, i=0, optimisationType=None):

	results = pool.map(com8MoTPSATask, rcfFilesChunk)
	pool.map(com8MoTPSATask, rcfFilesChunk)

		@@ -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

		ana3AIMEC : module
		AIMEC analysis module providing `fullAimecAnalysis()`.

		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

Conversation

RolandFischbacher commented Feb 23, 2026

The module ana6Optimisation includes:

Changed workflow of runing com8MoTPSA:

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