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mirror of https://github.com/gsi-upm/senpy synced 2024-11-22 08:12:27 +00:00

Fixed alises, added PAD and FSRE

Closes #13
This commit is contained in:
J. Fernando Sánchez 2017-03-08 23:23:40 +01:00
parent 1a582c0843
commit c9e6d78183
3 changed files with 86 additions and 18 deletions

View File

@ -6,6 +6,33 @@ logger = logging.getLogger(__name__)
class CentroidConversion(EmotionConversionPlugin): class CentroidConversion(EmotionConversionPlugin):
def __init__(self, info):
if 'centroids' not in info:
raise Error('Centroid conversion plugins should provide '
'the centroids in their senpy file')
if 'onyx:doesConversion' not in info:
if 'centroids_direction' not in info:
raise Error('Please, provide centroids direction')
cf, ct = info['centroids_direction']
info['onyx:doesConversion'] = [{
'onyx:conversionFrom': cf,
'onyx:conversionTo': ct
}, {
'onyx:conversionFrom': ct,
'onyx:conversionTo': cf
}]
if 'aliases' in info:
aliases = info['aliases']
ncentroids = {}
for k1, v1 in info['centroids'].items():
nv1 = {}
for k2, v2 in v1.items():
nv1[aliases.get(k2, k2)] = v2
ncentroids[aliases.get(k1, k1)] = nv1
info['centroids'] = ncentroids
super(CentroidConversion, self).__init__(info)
def _forward_conversion(self, original): def _forward_conversion(self, original):
"""Sum the VAD value of all categories found.""" """Sum the VAD value of all categories found."""
@ -25,7 +52,7 @@ class CentroidConversion(EmotionConversionPlugin):
dimensions = list(self.centroids.values())[0] dimensions = list(self.centroids.values())[0]
def distance(e1, e2): def distance(e1, e2):
return sum((e1[k] - e2.get(self.aliases[k], 0)) for k in dimensions) return sum((e1[k] - e2.get(k, 0)) for k in dimensions)
emotion = '' emotion = ''
mindistance = 10000000000000000000000.0 mindistance = 10000000000000000000000.0
@ -40,11 +67,12 @@ class CentroidConversion(EmotionConversionPlugin):
def convert(self, emotionSet, fromModel, toModel, params): def convert(self, emotionSet, fromModel, toModel, params):
cf, ct = self.centroids_direction cf, ct = self.centroids_direction
logger.debug('{}\n{}\n{}\n{}'.format(emotionSet, fromModel, toModel, params)) logger.debug(
'{}\n{}\n{}\n{}'.format(emotionSet, fromModel, toModel, params))
e = EmotionSet() e = EmotionSet()
if fromModel == cf: if fromModel == cf and toModel == ct:
e.onyx__hasEmotion.append(self._forward_conversion(emotionSet)) e.onyx__hasEmotion.append(self._forward_conversion(emotionSet))
elif fromModel == ct: elif fromModel == ct and toModel == cf:
for i in emotionSet.onyx__hasEmotion: for i in emotionSet.onyx__hasEmotion:
e.onyx__hasEmotion.append(self._backwards_conversion(i)) e.onyx__hasEmotion.append(self._backwards_conversion(i))
else: else:

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@ -0,0 +1,39 @@
---
name: Ekman2FSRE
module: senpy.plugins.conversion.centroids
description: Plugin to convert emotion sets from Ekman to VAD
version: 0.1
# No need to specify onyx:doesConversion because centroids.py adds it automatically from centroids_direction
centroids:
anger:
A: 6.95
D: 5.1
V: 2.7
disgust:
A: 5.3
D: 8.05
V: 2.7
fear:
A: 6.5
D: 3.6
V: 3.2
happiness:
A: 7.22
D: 6.28
V: 8.6
sadness:
A: 5.21
D: 2.82
V: 2.21
centroids_direction:
- emoml:big6
- emoml:fsre-dimensions
aliases: # These are aliases for any key in the centroid, to avoid repeating a long name several times
A: emoml:arousal
V: emoml:valence
D: emoml:dominance
anger: emoml:big6anger
disgust: emoml:big6disgust
fear: emoml:big6fear
happiness: emoml:big6happiness
sadness: emoml:big6sadness

View File

@ -1,38 +1,39 @@
--- ---
name: Ekman2VAD name: Ekman2PAD
module: senpy.plugins.conversion.centroids module: senpy.plugins.conversion.centroids
description: Plugin to convert emotion sets from Ekman to VAD description: Plugin to convert emotion sets from Ekman to VAD
version: 0.1 version: 0.1
onyx:doesConversion: # No need to specify onyx:doesConversion because centroids.py adds it automatically from centroids_direction
- onyx:conversionFrom: emoml:big6
onyx:conversionTo: emoml:fsre-dimensions
- onyx:conversionFrom: emoml:fsre-dimensions
onyx:conversionTo: emoml:big6
centroids: centroids:
emoml:big6anger: anger:
A: 6.95 A: 6.95
D: 5.1 D: 5.1
V: 2.7 V: 2.7
emoml:big6disgust: disgust:
A: 5.3 A: 5.3
D: 8.05 D: 8.05
V: 2.7 V: 2.7
emoml:big6fear: fear:
A: 6.5 A: 6.5
D: 3.6 D: 3.6
V: 3.2 V: 3.2
emoml:big6happiness: happiness:
A: 7.22 A: 7.22
D: 6.28 D: 6.28
V: 8.6 V: 8.6
emoml:big6sadness: sadness:
A: 5.21 A: 5.21
D: 2.82 D: 2.82
V: 2.21 V: 2.21
centroids_direction: centroids_direction:
- emoml:big6 - emoml:big6
- emoml:fsre-dimensions - emoml:pad
aliases: aliases: # These are aliases for any key in the centroid, to avoid repeating a long name several times
A: emoml:arousal A: emoml:arousal
V: emoml:valence V: emoml:valence
D: emoml:dominance D: emoml:dominance
anger: emoml:big6anger
disgust: emoml:big6disgust
fear: emoml:big6fear
happiness: emoml:big6happiness
sadness: emoml:big6sadness