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config.py
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config.py
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class Config:
model = "SVM"
runs = 1 # No. of runs of experiments
# Training modes
use_context = False # whether to use context information or not (default false)
use_author = False # add author one-hot encoding in the input
use_bert = True # if False, uses glove pooling
use_target_text = False
use_target_audio = False # adds audio target utterance features.
use_target_video = False # adds video target utterance features.
speaker_independent = False # speaker independent experiments
embedding_dim = 300 # GloVe embedding size
word_embedding_path = "/home/sacastro/glove.840B.300d.txt"
max_sent_length = 20
max_context_length = 4 # Maximum sentences to take in context
num_classes = 2 # Binary classification of sarcasm
svm_c = 10.0
svm_scale = True
fold = None
class SpeakerDependentTConfig(Config):
use_target_text = True
svm_c = 1.0
class SpeakerDependentAConfig(Config):
use_target_audio = True
svm_c = 1.0
class SpeakerDependentVConfig(Config):
use_target_video = True
svm_c = 1.0
class SpeakerDependentTAConfig(Config):
use_target_text = True
use_target_audio = True
svm_c = 1.0
class SpeakerDependentTVConfig(Config):
use_target_text = True
use_target_video = True
svm_c = 10.0
class SpeakerDependentAVConfig(Config):
use_target_audio = True
use_target_video = True
svm_c = 30.0
class SpeakerDependentTAVConfig(Config):
use_target_text = True
use_target_audio = True
use_target_video = True
svm_c = 10.0
class SpeakerDependentTPlusContext(SpeakerDependentTConfig):
use_context = True
svm_c = 1.0
class SpeakerDependentTPlusAuthor(SpeakerDependentTConfig):
use_author = True
svm_c = 10.0
class SpeakerDependentTVPlusContext(SpeakerDependentTVConfig):
use_context = True
svm_c = 10.0
class SpeakerDependentTVPlusAuthor(SpeakerDependentTVConfig):
use_author = True
svm_c = 10.0
class SpeakerIndependentTConfig(Config):
svm_scale = False
use_target_text = True
svm_c = 10.0
speaker_independent = True
class SpeakerIndependentAConfig(Config):
svm_scale = False
use_target_audio = True
svm_c = 1000.0
speaker_independent = True
class SpeakerIndependentVConfig(Config):
svm_scale = False
use_target_video = True
svm_c = 30.0
speaker_independent = True
class SpeakerIndependentTAConfig(Config):
svm_scale = False
use_target_text = True
use_target_audio = True
svm_c = 500.0
speaker_independent = True
class SpeakerIndependentTVConfig(Config):
svm_scale = False
use_target_text = True
use_target_video = True
svm_c = 10.0
speaker_independent = True
class SpeakerIndependentAVConfig(Config):
svm_scale = False
use_target_audio = True
use_target_video = True
svm_c = 500.0
speaker_independent = True
class SpeakerIndependentTAVConfig(Config):
svm_scale = False
use_target_text = True
use_target_audio = True
use_target_video = True
svm_c = 1000.0
speaker_independent = True
class SpeakerIndependentTPlusContext(SpeakerIndependentTConfig):
use_context = True
svm_c = 10.0
class SpeakerIndependentTPlusAuthor(SpeakerIndependentTConfig):
use_author = True
svm_c = 10.0
class SpeakerIndependentTAPlusContext(SpeakerIndependentTAConfig):
use_context = True
svm_c = 1000.0
class SpeakerIndependentTAPlusAuthor(SpeakerIndependentTAConfig):
use_author = True
svm_c = 1000.0
CONFIG_BY_KEY = {
"": Config(),
"t": SpeakerDependentTConfig(),
"a": SpeakerDependentAConfig(),
"v": SpeakerDependentVConfig(),
"ta": SpeakerDependentTAConfig(),
"tv": SpeakerDependentTVConfig(),
"av": SpeakerDependentAVConfig(),
"tav": SpeakerDependentTAVConfig(),
"t-c": SpeakerDependentTPlusContext(),
"t-author": SpeakerDependentTPlusAuthor(),
"tv-c": SpeakerDependentTVPlusContext(),
"tv-author": SpeakerDependentTVPlusAuthor(),
"i-t": SpeakerIndependentTConfig(),
"i-a": SpeakerIndependentAConfig(),
"i-v": SpeakerIndependentVConfig(),
"i-ta": SpeakerIndependentTAConfig(),
"i-tv": SpeakerIndependentTVConfig(),
"i-av": SpeakerIndependentAVConfig(),
"i-tav": SpeakerIndependentTAVConfig(),
"i-t-c": SpeakerIndependentTPlusContext(),
"i-t-author": SpeakerIndependentTPlusAuthor(),
"i-ta-c": SpeakerIndependentTAPlusContext(),
"i-ta-author": SpeakerIndependentTAPlusAuthor(),
}