Dynamic interface: how the code work when `REGCV1` exists in both AMS and ANDES addfile?

[jinningwang]

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Expected behavior

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Additional context

[jinningwang]

⚙️ Behavior as of Version 1.0.12

When converting to an ANDES system, if a dynamic model is present in both the AMS case and the ANDES library, the parameters from ANDES will take precedence for overlapping models.

🔧 Recommendation for Dynamic Models

For dynamic models, it's generally better to adjust the AMS case to align with the ANDES configuration. This is because users may have independently tuned a dynamic case in ANDES and later want to integrate it with AMS for further experimentation or analysis.

📎 Relevant code snippet

ams/ams/interface.py

Lines 397 to 413 in 2166f43

	# if the dynamic model also exists in AMS, use AMS parameters for overlap
	if (name in amsys.models.keys()) and amsys.models[name].n > 0:
	if df.shape[0] != amsys.models[name].n:
	msg = f'<{name}> has different number of rows in addfile.'
	logger.warning(msg)
	am_params = set(amsys.models[name].params.keys())
	ad_params = set(df.columns)
	overlap_params = list(am_params.intersection(ad_params))
	ad_rest_params = list(ad_params - am_params) + ['idx']
	msg = f'Following <{name}> parameters in addfile are overwriten: '
	msg += ', '.join(overlap_params)
	logger.debug(msg)
	tmp = amsys.models[name].cache.df_in[overlap_params]
	df = pd.merge(left=tmp, right=df[ad_rest_params],
	on='idx', how='left')
	for row in df.to_dict(orient='records'):
	adsys.add(name, row)