Python MIMLRESettings примеры использования

Пример #1

Файл: cnn.py Проект: almoslmi/attitudes-extraction-ds

#!/usr/bin/python
import sys
sys.path.append('../../../../')
from predict_nn.ranlp.rsr.config import TEST_ON_EPOCHS, MI_CONTEXTS_PER_OPINION
from networks.ranlp.io_rsr import RaNLPConfTaskRuSentRelIO
from networks.mimlre.base import MIMLRE
from networks.ranlp.model_mimlre import RaNLPConfTaskMIMLREModel
from networks.context.configurations.cnn import CNNConfig
from networks.mimlre.configuration.base import MIMLRESettings
from predict_nn.ranlp.mi_names import ModelNames
from networks.context.architectures.cnn import VanillaCNN
import predict_nn.ranlp.utils as utils


def modify_settings(settings):
    assert (isinstance(settings, MIMLRESettings))
    settings.modify_contexts_per_opinion(MI_CONTEXTS_PER_OPINION)


if __name__ == "__main__":

    utils.run_cv_testing(
        model_name=ModelNames.MI_CNN,
        create_network=lambda: MIMLRE(context_network=VanillaCNN()),
        create_config=lambda: MIMLRESettings(context_settings=CNNConfig()),
        create_io=RaNLPConfTaskRuSentRelIO,
        create_model=RaNLPConfTaskMIMLREModel,
        modify_settings_callback=modify_settings,
        test_on_epochs=TEST_ON_EPOCHS,
        cancel_training_by_cost=False)

Пример #2

Файл: bilstm.py Проект: almoslmi/attitudes-extraction-ds

sys.path.append('../../../../')
from networks.context.architectures.bi_lstm import BiLSTM
from networks.context.configurations.bi_lstm import BiLSTMConfig
from predict_nn.ranlp.mi_names import ModelNames
from predict_nn.ranlp.rsr.config import TEST_ON_EPOCHS, MI_CONTEXTS_PER_OPINION
from networks.ranlp.io_rsr import RaNLPConfTaskRuSentRelIO
from networks.mimlre.base import MIMLRE
from networks.ranlp.model_mimlre import RaNLPConfTaskMIMLREModel
from networks.mimlre.configuration.base import MIMLRESettings
import predict_nn.ranlp.utils as utils


def modify_settings(settings):
    assert (isinstance(settings, MIMLRESettings))
    assert (isinstance(settings.ContextSettings, BiLSTMConfig))
    settings.modify_contexts_per_opinion(MI_CONTEXTS_PER_OPINION)
    settings.ContextSettings.modify_hidden_size(128)


if __name__ == "__main__":

    utils.run_cv_testing(
        model_name=ModelNames.MI_BiLSTM,
        create_network=lambda: MIMLRE(context_network=BiLSTM()),
        create_config=lambda: MIMLRESettings(context_settings=BiLSTMConfig()),
        create_io=RaNLPConfTaskRuSentRelIO,
        create_model=RaNLPConfTaskMIMLREModel,
        modify_settings_callback=modify_settings,
        test_on_epochs=TEST_ON_EPOCHS,
        cancel_training_by_cost=False)