[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

❌ 3 blocking issues (4 total)

Tool	Category	Rule	Count
black	Style	Incorrect formatting, autoformat by running `qlty fmt`.	3	❌
qlty	Structure	Function with high complexity (count = 17): readConfigurationInfoFromDone	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.

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?

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.

avaframe/ana6Optimisation/runOptimisation.py

fso42 · 2026-02-26T10:41:20Z

avaframe/ana6Optimisation/optimisationUtils.py

+    mean_sigma = topNData["sigma"].mean()
+    std_sigma = topNData["sigma"].std()
+
+    print(f"\n🔍 Mittelwerte ± Std (Top {N}):")


as mentioned elsewhere: log.info AND english text please

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 assigned fso42 and unassigned RolandFischbacher Feb 24, 2026

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

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fso42 assigned RolandFischbacher and unassigned fso42 Feb 24, 2026

RolandFischbacher commented Feb 24, 2026

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refactor(runScripts): runPlotAreaRefDiffs,removing unused condition…

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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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OpenNHM deleted a comment from qltysh bot Feb 27, 2026

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


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

Conversation

RolandFischbacher commented Feb 23, 2026

The module ana6Optimisation includes:

Changed workflow of runing com8MoTPSA:

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