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39 lines
1.6 KiB
Python
39 lines
1.6 KiB
Python
import logging
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from .config import config, DATA_SET_SIZE
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from .database import mongo_reviews_collection_from_config, get_reviews_dataset_polar, get_reviews_dataset_uniform
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from .analysis.vanilla import VanillaReviewSA, VanillaUniformReviewSA
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from .analysis.potts import PottsReviewSA
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from .log import install_log_handler
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log = logging.getLogger(__name__)
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def main():
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with mongo_reviews_collection_from_config() as reviews:
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reviews_polar_training = get_reviews_dataset_polar(collection=reviews, amount=DATA_SET_SIZE.__wrapped__)
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reviews_polar_evaluation = get_reviews_dataset_polar(collection=reviews, amount=DATA_SET_SIZE.__wrapped__)
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reviews_uniform_training = get_reviews_dataset_uniform(collection=reviews, amount=DATA_SET_SIZE.__wrapped__)
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reviews_uniform_evaluation = get_reviews_dataset_uniform(collection=reviews, amount=DATA_SET_SIZE.__wrapped__)
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vanilla_polar = VanillaReviewSA()
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vanilla_polar.train(reviews_polar_training)
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log.info("Vanilla polar evaluation results: %s", vanilla_polar.evaluate(reviews_polar_evaluation))
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potts_polar = PottsReviewSA()
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potts_polar.train(reviews_polar_training)
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log.info("Potts polar evaluation results: %s", potts_polar.evaluate(reviews_polar_evaluation))
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vanilla_uniform = VanillaUniformReviewSA()
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vanilla_uniform.train(reviews_uniform_training)
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log.info("Vanilla uniform evaluation results: %s", vanilla_polar.evaluate(reviews_polar_evaluation))
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while True:
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print(vanilla_uniform.use(input("> ")))
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if __name__ == "__main__":
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install_log_handler()
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config.proxies.resolve()
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main()
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