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19 lines
665 B
Python
19 lines
665 B
Python
import numpy
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import xgboost as xgb
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import shared
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trains, validations = shared.fetch_ratings()
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ranker = xgb.XGBRanker(
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tree_method="hist",
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lambdarank_num_pair_per_sample=8,
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objective="rank:ndcg",
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lambdarank_pair_method="topk",
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device="cuda"
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)
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flat_samples = [ sample for trainss in trains for sample in trainss ]
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X = numpy.concatenate([ numpy.stack((meme1, meme2)) for meme1, meme2, rating in flat_samples ])
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Y = numpy.concatenate([ numpy.stack((int(rating), int(1 - rating))) for meme1, meme2, rating in flat_samples ])
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qid = numpy.concatenate([ numpy.stack((i, i)) for i in range(len(flat_samples)) ])
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ranker.fit(X, Y, qid=qid, verbose=True) |