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https://github.com/gsi-upm/senpy
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Merge remote-tracking branch 'drevicko/patch-6'
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commit
bf5ed1bd7d
@ -44,16 +44,32 @@ class CentroidConversion(EmotionConversionPlugin):
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self.neutralPoints[i] = self.get("neutralValue", 0)
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def _forward_conversion(self, original):
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"""Sum the VAD value of all categories found."""
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"""Sum the VAD value of all categories found weighted by intensity.
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Intensities are scaled by onyx:maxIntensityValue if it is present, else maxIntensityValue is assumed to be one.
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Emotion entries that do not have onxy:hasEmotionIntensity specified are assumed to have maxIntensityValue.
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Emotion entries that do not have onyx:hasEmotionCategory specified are ignored."""
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res = Emotion()
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maxIntensity = float(original.get("onyx__maxIntensityValue",1))
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neutralPoint = self.get("origin",None)
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for e in original.onyx__hasEmotion:
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category = e.onyx__hasEmotionCategory
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if category in self.centroids:
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for dim, value in self.centroids[category].items():
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category = e.get("onyx__hasEmotionCategory", None)
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if category is None:
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continue
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intensity = e.get("onyx__hasEmotionIntensity",maxIntensity)/maxIntensity
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if intensity == 0:
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continue
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centoid = self.centroids.get(category,None)
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if centroid:
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for dim, value in centroid.items():
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if neutralPoint:
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value -= neutralPoint[dim]
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try:
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res[dim] += value
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except Exception:
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res[dim] = value
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res[dim] += value * intensity
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except KeyError:
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res[dim] = value * intensity
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if neutralPoint:
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for dim in res:
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res[dim] += neutralPoint[dim]
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return res
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def _backwards_conversion(self, original):
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@ -4,6 +4,11 @@ module: senpy.plugins.conversion.centroids
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description: Plugin to convert emotion sets from Ekman to VAD
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version: 0.1
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# No need to specify onyx:doesConversion because centroids.py adds it automatically from centroids_direction
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origin:
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# Point in VAD space with no emotion (aka Neutral)
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A: 5.0
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D: 5.0
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V: 5.0
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centroids:
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anger:
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A: 6.95
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@ -36,4 +41,4 @@ aliases: # These are aliases for any key in the centroid, to avoid repeating a l
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disgust: emoml:big6disgust
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fear: emoml:big6fear
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happiness: emoml:big6happiness
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sadness: emoml:big6sadness
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sadness: emoml:big6sadness
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