mirror of
https://github.com/gsi-upm/senpy
synced 2024-11-22 16:12:29 +00:00
parent
1a582c0843
commit
c9e6d78183
@ -6,6 +6,33 @@ logger = logging.getLogger(__name__)
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class CentroidConversion(EmotionConversionPlugin):
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class CentroidConversion(EmotionConversionPlugin):
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def __init__(self, info):
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if 'centroids' not in info:
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raise Error('Centroid conversion plugins should provide '
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'the centroids in their senpy file')
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if 'onyx:doesConversion' not in info:
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if 'centroids_direction' not in info:
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raise Error('Please, provide centroids direction')
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cf, ct = info['centroids_direction']
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info['onyx:doesConversion'] = [{
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'onyx:conversionFrom': cf,
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'onyx:conversionTo': ct
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}, {
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'onyx:conversionFrom': ct,
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'onyx:conversionTo': cf
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}]
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if 'aliases' in info:
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aliases = info['aliases']
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ncentroids = {}
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for k1, v1 in info['centroids'].items():
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nv1 = {}
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for k2, v2 in v1.items():
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nv1[aliases.get(k2, k2)] = v2
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ncentroids[aliases.get(k1, k1)] = nv1
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info['centroids'] = ncentroids
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super(CentroidConversion, self).__init__(info)
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def _forward_conversion(self, original):
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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."""
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@ -25,7 +52,7 @@ class CentroidConversion(EmotionConversionPlugin):
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dimensions = list(self.centroids.values())[0]
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dimensions = list(self.centroids.values())[0]
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def distance(e1, e2):
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def distance(e1, e2):
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return sum((e1[k] - e2.get(self.aliases[k], 0)) for k in dimensions)
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return sum((e1[k] - e2.get(k, 0)) for k in dimensions)
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emotion = ''
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emotion = ''
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mindistance = 10000000000000000000000.0
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mindistance = 10000000000000000000000.0
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@ -40,11 +67,12 @@ class CentroidConversion(EmotionConversionPlugin):
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def convert(self, emotionSet, fromModel, toModel, params):
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def convert(self, emotionSet, fromModel, toModel, params):
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cf, ct = self.centroids_direction
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cf, ct = self.centroids_direction
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logger.debug('{}\n{}\n{}\n{}'.format(emotionSet, fromModel, toModel, params))
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logger.debug(
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'{}\n{}\n{}\n{}'.format(emotionSet, fromModel, toModel, params))
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e = EmotionSet()
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e = EmotionSet()
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if fromModel == cf:
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if fromModel == cf and toModel == ct:
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e.onyx__hasEmotion.append(self._forward_conversion(emotionSet))
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e.onyx__hasEmotion.append(self._forward_conversion(emotionSet))
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elif fromModel == ct:
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elif fromModel == ct and toModel == cf:
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for i in emotionSet.onyx__hasEmotion:
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for i in emotionSet.onyx__hasEmotion:
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e.onyx__hasEmotion.append(self._backwards_conversion(i))
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e.onyx__hasEmotion.append(self._backwards_conversion(i))
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else:
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else:
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39
senpy/plugins/conversion/emotion/ekman2fsre.senpy
Normal file
39
senpy/plugins/conversion/emotion/ekman2fsre.senpy
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@ -0,0 +1,39 @@
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---
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name: Ekman2FSRE
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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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centroids:
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anger:
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A: 6.95
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D: 5.1
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V: 2.7
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disgust:
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A: 5.3
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D: 8.05
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V: 2.7
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fear:
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A: 6.5
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D: 3.6
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V: 3.2
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happiness:
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A: 7.22
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D: 6.28
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V: 8.6
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sadness:
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A: 5.21
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D: 2.82
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V: 2.21
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centroids_direction:
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- emoml:big6
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- emoml:fsre-dimensions
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aliases: # These are aliases for any key in the centroid, to avoid repeating a long name several times
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A: emoml:arousal
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V: emoml:valence
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D: emoml:dominance
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anger: emoml:big6anger
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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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@ -1,38 +1,39 @@
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---
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---
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name: Ekman2VAD
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name: Ekman2PAD
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module: senpy.plugins.conversion.centroids
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module: senpy.plugins.conversion.centroids
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description: Plugin to convert emotion sets from Ekman to VAD
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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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version: 0.1
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onyx:doesConversion:
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# No need to specify onyx:doesConversion because centroids.py adds it automatically from centroids_direction
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- onyx:conversionFrom: emoml:big6
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onyx:conversionTo: emoml:fsre-dimensions
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- onyx:conversionFrom: emoml:fsre-dimensions
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onyx:conversionTo: emoml:big6
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centroids:
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centroids:
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emoml:big6anger:
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anger:
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A: 6.95
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A: 6.95
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D: 5.1
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D: 5.1
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V: 2.7
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V: 2.7
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emoml:big6disgust:
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disgust:
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A: 5.3
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A: 5.3
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D: 8.05
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D: 8.05
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V: 2.7
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V: 2.7
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emoml:big6fear:
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fear:
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A: 6.5
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A: 6.5
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D: 3.6
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D: 3.6
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V: 3.2
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V: 3.2
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emoml:big6happiness:
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happiness:
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A: 7.22
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A: 7.22
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D: 6.28
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D: 6.28
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V: 8.6
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V: 8.6
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emoml:big6sadness:
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sadness:
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A: 5.21
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A: 5.21
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D: 2.82
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D: 2.82
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V: 2.21
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V: 2.21
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centroids_direction:
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centroids_direction:
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- emoml:big6
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- emoml:big6
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- emoml:fsre-dimensions
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- emoml:pad
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aliases:
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aliases: # These are aliases for any key in the centroid, to avoid repeating a long name several times
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A: emoml:arousal
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A: emoml:arousal
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V: emoml:valence
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V: emoml:valence
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D: emoml:dominance
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D: emoml:dominance
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anger: emoml:big6anger
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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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