From 37229045661ab2ef2f27e1d88db2f2aef26cf368 Mon Sep 17 00:00:00 2001 From: benjas <909336740@qq.com> Date: Mon, 11 Jan 2021 23:41:31 +0800 Subject: [PATCH] Add. Forecast results and output --- .../assets/1610372590658.png | Bin 0 -> 21904 bytes .../assets/1610376739912.png | Bin 0 -> 19885 bytes .../assets/1610376941475.png | Bin 0 -> 64485 bytes .../assets/1610377383372.png | Bin 0 -> 9726 bytes .../assets/1610378614228.png | Bin 0 -> 100876 bytes .../assets/1610379269689.png | Bin 0 -> 15651 bytes ...基于BERT的中文情感分析实战.md | 89 +++++++++++++++++- 7 files changed, 85 insertions(+), 4 deletions(-) create mode 100644 NLP通用框架BERT项目实战/assets/1610372590658.png create mode 100644 NLP通用框架BERT项目实战/assets/1610376739912.png create mode 100644 NLP通用框架BERT项目实战/assets/1610376941475.png create mode 100644 NLP通用框架BERT项目实战/assets/1610377383372.png create mode 100644 NLP通用框架BERT项目实战/assets/1610378614228.png create mode 100644 NLP通用框架BERT项目实战/assets/1610379269689.png diff --git a/NLP通用框架BERT项目实战/assets/1610372590658.png b/NLP通用框架BERT项目实战/assets/1610372590658.png new file mode 100644 index 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-148,15 +150,16 @@ class MyDataProcessor(DataProcessor): def get_test_examples(self, data_dir): """Gets a collection of `InputExample`s for prediction.""" - file_path = os.path.join(data_dir, 'test.csv') + file_path = os.path.join(data_dir, 'test_sentiment.txt') # 我们直接用验证集来输出结果 + print(file_path) f = open(file_path, 'r', encoding='utf-8') test_data = [] index = 0 for line in f.readlines(): guid = "test-%d" % index line = line.replace('\n', '').split('\t') - text_a = tokenization.convert_to_unicode(str(line[0])) - label = str(line[1]) + text_a = tokenization.convert_to_unicode(str(line[1])) + label = '0' # 这里的label随机使用即可,只是为了传入 test_data.append( InputExample(guid=guid, text_a=text_a, text_b=None, label=label)) index += 1 @@ -235,3 +238,81 @@ def main(_): ![1610334464000](assets/1610334464000.png) + + +最终模型结果 + +![1610372590658](assets/1610372590658.png) + +![1610376941475](assets/1610376941475.png) + + + +#### 预测结果并输出 + +进行预测的参数 + +~~~python +-task_name=my +-do_predict=true +-data_dir=data +-vocab_file=../GLUE/BERT_BASE_DIR/chinese_L-12_H-768_A-12/vocab.txt +-bert_config_file=../GLUE/BERT_BASE_DIR/chinese_L-12_H-768_A-12/bert_config.json +-init_checkpoint=my_model +-max_seq_length=70 +-output_dir=my_model_predict +~~~ + +> init_checkpoint:使用的初始化参数已经是我们训练过的了 + +RUN完后有如下文件 + +![1610377383372](assets/1610377383372.png) + +打开与原文件对比,是准确的,不过现在是概率,我们转成值 + +![1610378614228](assets/1610378614228.png) + + + +添加get_results.py + +~~~python +import os +import pandas as pd + + +if __name__ == '__main__': + path = "my_model_predict" + pd_all = pd.read_csv(os.path.join(path, "test_results.tsv"), sep='\t', header=None) + + data = pd.DataFrame(columns=['polarity']) + print(pd_all.shape) + + for index in pd_all.index: + neutral_score = pd_all.loc[index].values[0] + positive_score = pd_all.loc[index].values[1] + negative_score = pd_all.loc[index].values[2] + + if max(neutral_score, positive_score, negative_score) == neutral_score: + data.loc[index+1] = ["0"] + elif max(neutral_score, positive_score, negative_score) == positive_score: + data.loc[index+1] = ["1"] + else: + data.loc[index+1] = ["2"] + + data.to_csv(os.path.join(path, "pre_sample.tsv"), sep='\t') + +~~~ + + + +运行完后,同个目录下会出现pre_sample.tsv文件,对比结果 + +![1610379269689](assets/1610379269689.png) + +> 正确 + + + +至此,我们完成了中文情感分类实战,写了函数训练、验证,并输出预测结果,BERT也算正式使用了起来,给在做的你点个赞👍。 \ No newline at end of file