topic_spider/find_source/predict_bidding_model/models/predict.py

# coding:utf-8
import joblib


class PredictModel(object):
    def __init__(self, dictionary_path, model_path, threshold_val=0.8):
        self.dictionary = joblib.load(dictionary_path)
        self.model = joblib.load(model_path)
        self._threshold_val = threshold_val

    def predict(self, contents, threshold=True):
        """
        结果预测
        :param contents: 需要预测的文本列表
        :param threshold:
        :return:
        """
        if not contents:
            return []
        content_vec = self.dictionary.transform(contents)
        if threshold:
            predict_result = self.model.predict_proba(content_vec)
            predict_result = list(map(self.threshold, predict_result))
        else:
            predict_result = self.model.predict(content_vec)
        return predict_result

    def threshold(self, x):
        # 预测结果
        if x[1] > self._threshold_val:
            return 1
        else:
            return 0