Mercurial > repos > goeckslab > image_learner

annotate metaformer_setup.py @ 13:1a9c42974a5a draft default tip

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planemo upload for repository https://github.com/goeckslab/gleam.git commit 9f96da4ea7ab3b572af86698ff51b870125cd674
author goeckslab
date Fri, 21 Nov 2025 17:35:00 +0000
parents bcfa2e234a80
children
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bcfa2e234a80 planemo upload for repository https://github.com/goeckslab/gleam.git commit 96bab8325992d16fcaad8e0a4dc4c62b00e2abc2
goeckslab
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1 import logging
bcfa2e234a80 planemo upload for repository https://github.com/goeckslab/gleam.git commit 96bab8325992d16fcaad8e0a4dc4c62b00e2abc2
goeckslab
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2 from typing import Any, Dict
bcfa2e234a80 planemo upload for repository https://github.com/goeckslab/gleam.git commit 96bab8325992d16fcaad8e0a4dc4c62b00e2abc2
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3
bcfa2e234a80 planemo upload for repository https://github.com/goeckslab/gleam.git commit 96bab8325992d16fcaad8e0a4dc4c62b00e2abc2
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4 logger = logging.getLogger("ImageLearner")
bcfa2e234a80 planemo upload for repository https://github.com/goeckslab/gleam.git commit 96bab8325992d16fcaad8e0a4dc4c62b00e2abc2
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bcfa2e234a80 planemo upload for repository https://github.com/goeckslab/gleam.git commit 96bab8325992d16fcaad8e0a4dc4c62b00e2abc2
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6 # Optional MetaFormer configuration registry
bcfa2e234a80 planemo upload for repository https://github.com/goeckslab/gleam.git commit 96bab8325992d16fcaad8e0a4dc4c62b00e2abc2
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7 META_DEFAULT_CFGS: Dict[str, Any] = {}
bcfa2e234a80 planemo upload for repository https://github.com/goeckslab/gleam.git commit 96bab8325992d16fcaad8e0a4dc4c62b00e2abc2
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8 try:
bcfa2e234a80 planemo upload for repository https://github.com/goeckslab/gleam.git commit 96bab8325992d16fcaad8e0a4dc4c62b00e2abc2
goeckslab
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9 from MetaFormer import default_cfgs as META_DEFAULT_CFGS # type: ignore[attr-defined]
bcfa2e234a80 planemo upload for repository https://github.com/goeckslab/gleam.git commit 96bab8325992d16fcaad8e0a4dc4c62b00e2abc2
goeckslab
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10 except Exception as exc: # pragma: no cover - optional dependency
bcfa2e234a80 planemo upload for repository https://github.com/goeckslab/gleam.git commit 96bab8325992d16fcaad8e0a4dc4c62b00e2abc2
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11 logger.debug("MetaFormer default configs unavailable: %s", exc)
bcfa2e234a80 planemo upload for repository https://github.com/goeckslab/gleam.git commit 96bab8325992d16fcaad8e0a4dc4c62b00e2abc2
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12 META_DEFAULT_CFGS = {}
bcfa2e234a80 planemo upload for repository https://github.com/goeckslab/gleam.git commit 96bab8325992d16fcaad8e0a4dc4c62b00e2abc2
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13
bcfa2e234a80 planemo upload for repository https://github.com/goeckslab/gleam.git commit 96bab8325992d16fcaad8e0a4dc4c62b00e2abc2
goeckslab
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14 # Try to import Ludwig visualization registry (may fail due to optional dependencies)
bcfa2e234a80 planemo upload for repository https://github.com/goeckslab/gleam.git commit 96bab8325992d16fcaad8e0a4dc4c62b00e2abc2
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15 _ludwig_viz_available = False
bcfa2e234a80 planemo upload for repository https://github.com/goeckslab/gleam.git commit 96bab8325992d16fcaad8e0a4dc4c62b00e2abc2
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16 try:
bcfa2e234a80 planemo upload for repository https://github.com/goeckslab/gleam.git commit 96bab8325992d16fcaad8e0a4dc4c62b00e2abc2
goeckslab
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17 from ludwig.visualize import get_visualizations_registry as _raw_get_visualizations_registry
bcfa2e234a80 planemo upload for repository https://github.com/goeckslab/gleam.git commit 96bab8325992d16fcaad8e0a4dc4c62b00e2abc2
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18 _ludwig_viz_available = True
bcfa2e234a80 planemo upload for repository https://github.com/goeckslab/gleam.git commit 96bab8325992d16fcaad8e0a4dc4c62b00e2abc2
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19 logger.info("Ludwig visualizations available")
bcfa2e234a80 planemo upload for repository https://github.com/goeckslab/gleam.git commit 96bab8325992d16fcaad8e0a4dc4c62b00e2abc2
goeckslab
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20 except ImportError as exc: # pragma: no cover - optional dependency
bcfa2e234a80 planemo upload for repository https://github.com/goeckslab/gleam.git commit 96bab8325992d16fcaad8e0a4dc4c62b00e2abc2
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21 logger.warning(
bcfa2e234a80 planemo upload for repository https://github.com/goeckslab/gleam.git commit 96bab8325992d16fcaad8e0a4dc4c62b00e2abc2
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22 "Ludwig visualizations not available: %s. Will use fallback plots only.",
bcfa2e234a80 planemo upload for repository https://github.com/goeckslab/gleam.git commit 96bab8325992d16fcaad8e0a4dc4c62b00e2abc2
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23 exc,
bcfa2e234a80 planemo upload for repository https://github.com/goeckslab/gleam.git commit 96bab8325992d16fcaad8e0a4dc4c62b00e2abc2
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24 )
bcfa2e234a80 planemo upload for repository https://github.com/goeckslab/gleam.git commit 96bab8325992d16fcaad8e0a4dc4c62b00e2abc2
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25 _raw_get_visualizations_registry = None
bcfa2e234a80 planemo upload for repository https://github.com/goeckslab/gleam.git commit 96bab8325992d16fcaad8e0a4dc4c62b00e2abc2
goeckslab
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26 except Exception as exc: # pragma: no cover - defensive
bcfa2e234a80 planemo upload for repository https://github.com/goeckslab/gleam.git commit 96bab8325992d16fcaad8e0a4dc4c62b00e2abc2
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27 logger.warning(
bcfa2e234a80 planemo upload for repository https://github.com/goeckslab/gleam.git commit 96bab8325992d16fcaad8e0a4dc4c62b00e2abc2
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28 "Ludwig visualizations not available due to dependency issues: %s. Will use fallback plots only.",
bcfa2e234a80 planemo upload for repository https://github.com/goeckslab/gleam.git commit 96bab8325992d16fcaad8e0a4dc4c62b00e2abc2
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29 exc,
bcfa2e234a80 planemo upload for repository https://github.com/goeckslab/gleam.git commit 96bab8325992d16fcaad8e0a4dc4c62b00e2abc2
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30 )
bcfa2e234a80 planemo upload for repository https://github.com/goeckslab/gleam.git commit 96bab8325992d16fcaad8e0a4dc4c62b00e2abc2
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31 _raw_get_visualizations_registry = None
bcfa2e234a80 planemo upload for repository https://github.com/goeckslab/gleam.git commit 96bab8325992d16fcaad8e0a4dc4c62b00e2abc2
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bcfa2e234a80 planemo upload for repository https://github.com/goeckslab/gleam.git commit 96bab8325992d16fcaad8e0a4dc4c62b00e2abc2
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33
bcfa2e234a80 planemo upload for repository https://github.com/goeckslab/gleam.git commit 96bab8325992d16fcaad8e0a4dc4c62b00e2abc2
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34 def get_visualizations_registry():
bcfa2e234a80 planemo upload for repository https://github.com/goeckslab/gleam.git commit 96bab8325992d16fcaad8e0a4dc4c62b00e2abc2
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35 """Return the Ludwig visualizations registry or an empty dict if unavailable."""
bcfa2e234a80 planemo upload for repository https://github.com/goeckslab/gleam.git commit 96bab8325992d16fcaad8e0a4dc4c62b00e2abc2
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36 if not _raw_get_visualizations_registry:
bcfa2e234a80 planemo upload for repository https://github.com/goeckslab/gleam.git commit 96bab8325992d16fcaad8e0a4dc4c62b00e2abc2
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37 return {}
bcfa2e234a80 planemo upload for repository https://github.com/goeckslab/gleam.git commit 96bab8325992d16fcaad8e0a4dc4c62b00e2abc2
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38 try:
bcfa2e234a80 planemo upload for repository https://github.com/goeckslab/gleam.git commit 96bab8325992d16fcaad8e0a4dc4c62b00e2abc2
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39 return _raw_get_visualizations_registry()
bcfa2e234a80 planemo upload for repository https://github.com/goeckslab/gleam.git commit 96bab8325992d16fcaad8e0a4dc4c62b00e2abc2
goeckslab
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40 except Exception as exc: # pragma: no cover - defensive
bcfa2e234a80 planemo upload for repository https://github.com/goeckslab/gleam.git commit 96bab8325992d16fcaad8e0a4dc4c62b00e2abc2
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41 logger.warning("Failed to load Ludwig visualizations registry: %s", exc)
bcfa2e234a80 planemo upload for repository https://github.com/goeckslab/gleam.git commit 96bab8325992d16fcaad8e0a4dc4c62b00e2abc2
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42 return {}
bcfa2e234a80 planemo upload for repository https://github.com/goeckslab/gleam.git commit 96bab8325992d16fcaad8e0a4dc4c62b00e2abc2
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bcfa2e234a80 planemo upload for repository https://github.com/goeckslab/gleam.git commit 96bab8325992d16fcaad8e0a4dc4c62b00e2abc2
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bcfa2e234a80 planemo upload for repository https://github.com/goeckslab/gleam.git commit 96bab8325992d16fcaad8e0a4dc4c62b00e2abc2
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45 # --- MetaFormer patching integration ---
bcfa2e234a80 planemo upload for repository https://github.com/goeckslab/gleam.git commit 96bab8325992d16fcaad8e0a4dc4c62b00e2abc2
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46 _metaformer_patch_ok = False
bcfa2e234a80 planemo upload for repository https://github.com/goeckslab/gleam.git commit 96bab8325992d16fcaad8e0a4dc4c62b00e2abc2
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47 try:
bcfa2e234a80 planemo upload for repository https://github.com/goeckslab/gleam.git commit 96bab8325992d16fcaad8e0a4dc4c62b00e2abc2
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48 from MetaFormer.metaformer_stacked_cnn import patch_ludwig_stacked_cnn as _mf_patch
bcfa2e234a80 planemo upload for repository https://github.com/goeckslab/gleam.git commit 96bab8325992d16fcaad8e0a4dc4c62b00e2abc2
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49
bcfa2e234a80 planemo upload for repository https://github.com/goeckslab/gleam.git commit 96bab8325992d16fcaad8e0a4dc4c62b00e2abc2
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50 if _mf_patch():
bcfa2e234a80 planemo upload for repository https://github.com/goeckslab/gleam.git commit 96bab8325992d16fcaad8e0a4dc4c62b00e2abc2
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51 _metaformer_patch_ok = True
bcfa2e234a80 planemo upload for repository https://github.com/goeckslab/gleam.git commit 96bab8325992d16fcaad8e0a4dc4c62b00e2abc2
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52 logger.info("MetaFormer patching applied for Ludwig stacked_cnn encoder.")
bcfa2e234a80 planemo upload for repository https://github.com/goeckslab/gleam.git commit 96bab8325992d16fcaad8e0a4dc4c62b00e2abc2
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53 except Exception as exc: # pragma: no cover - optional dependency
bcfa2e234a80 planemo upload for repository https://github.com/goeckslab/gleam.git commit 96bab8325992d16fcaad8e0a4dc4c62b00e2abc2
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54 logger.warning("MetaFormer stacked CNN not available: %s", exc)
bcfa2e234a80 planemo upload for repository https://github.com/goeckslab/gleam.git commit 96bab8325992d16fcaad8e0a4dc4c62b00e2abc2
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55 _metaformer_patch_ok = False
bcfa2e234a80 planemo upload for repository https://github.com/goeckslab/gleam.git commit 96bab8325992d16fcaad8e0a4dc4c62b00e2abc2
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56
bcfa2e234a80 planemo upload for repository https://github.com/goeckslab/gleam.git commit 96bab8325992d16fcaad8e0a4dc4c62b00e2abc2
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57 # Note: CAFormer models are now handled through MetaFormer framework