From d9a10158dbdba06c1e7318cc1c9ef4f8edd894bc Mon Sep 17 00:00:00 2001 From: lxr-tech <1838593642@qq.com> Date: Wed, 4 May 2022 19:10:39 +0800 Subject: [PATCH] modify fastnlp_tutorial_1 lxr 220504 --- tutorials/data/test4dataset.csv | 7 + tutorials/data/test4dataset.tsv | 7 + tutorials/fastnlp_tutorial_1.ipynb | 452 ++++++++++++++++-- tutorials/fastnlp_tutorial_2.ipynb | 41 ++ .../figures/T1-fig-dataset-and-vocabulary.png | Bin 0 -> 138905 bytes 5 files changed, 478 insertions(+), 29 deletions(-) create mode 100644 tutorials/data/test4dataset.csv create mode 100644 tutorials/data/test4dataset.tsv create mode 100644 tutorials/fastnlp_tutorial_2.ipynb create mode 100644 tutorials/figures/T1-fig-dataset-and-vocabulary.png diff --git a/tutorials/data/test4dataset.csv b/tutorials/data/test4dataset.csv new file mode 100644 index 00000000..fdf87c08 --- /dev/null +++ b/tutorials/data/test4dataset.csv @@ -0,0 +1,7 @@ +,SentenceId,Sentence,Sentiment +0,1,"['a', 'series', 'of', 'escapades', 'demonstrating', 'the', 'adage', 'that', 'what', 'is', 'good', 'for', 'the', 'goose', 'is', 'also', 'good', 'for', 'the', 'gander', ',', 'some', 'of', 'which', 'occasionally', 'amuses', 'but', 'none', 'of', 'which', 'amounts', 'to', 'much', 'of', 'a', 'story', '.']",negative +1,2,"['this', 'quiet', ',', 'introspective', 'and', 'entertaining', 'independent', 'is', 'worth', 'seeking', '.']",positive +2,3,"['even', 'fans', 'of', 'ismail', 'merchant', ""'s"", 'work', ',', 'i', 'suspect', ',', 'would', 'have', 'a', 'hard', 'time', 'sitting', 'through', 'this', 'one', '.']",negative +3,4,"['a', 'positively', 'thrilling', 'combination', 'of', 'ethnography', 'and', 'all', 'the', 'intrigue', ',', 'betrayal', ',', 'deceit', 'and', 'murder', 'of', 'a', 'shakespearean', 'tragedy', 'or', 'a', 'juicy', 'soap', 'opera', '.']",neutral +4,5,"['a', 'comedy-drama', 'of', 'nearly', 'epic', 'proportions', 'rooted', 'in', 'a', 'sincere', 'performance', 'by', 'the', 'title', 'character', 'undergoing', 'midlife', 'crisis', '.']",positive +5,6,"['the', 'importance', 'of', 'being', 'earnest', ',', 'so', 'thick', 'with', 'wit', 'it', 'plays', 'like', 'a', 'reading', 'from', 'bartlett', ""'s"", 'familiar', 'quotations']",neutral diff --git a/tutorials/data/test4dataset.tsv b/tutorials/data/test4dataset.tsv new file mode 100644 index 00000000..ea2f6f37 --- /dev/null +++ b/tutorials/data/test4dataset.tsv @@ -0,0 +1,7 @@ +SentenceId Sentence Sentiment +1 A series of escapades demonstrating the adage that what is good for the goose is also good for the gander , some of which occasionally amuses but none of which amounts to much of a story . negative +2 This quiet , introspective and entertaining independent is worth seeking . positive +3 Even fans of Ismail Merchant 's work , I suspect , would have a hard time sitting through this one . negative +4 A positively thrilling combination of ethnography and all the intrigue , betrayal , deceit and murder of a Shakespearean tragedy or a juicy soap opera . neutral +5 A comedy-drama of nearly epic proportions rooted in a sincere performance by the title character undergoing midlife crisis . positive +6 The Importance of Being Earnest , so thick with wit it plays like a reading from Bartlett 's Familiar Quotations neutral diff --git a/tutorials/fastnlp_tutorial_1.ipynb b/tutorials/fastnlp_tutorial_1.ipynb index 11bd2219..93e7a664 100644 --- a/tutorials/fastnlp_tutorial_1.ipynb +++ b/tutorials/fastnlp_tutorial_1.ipynb @@ -153,7 +153,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "1969418794120 1971237588872\n", + "2438703969992 2438374526920\n", "+-----+------------------------+------------------------+-----+\n", "| idx | sentence | words | num |\n", "+-----+------------------------+------------------------+-----+\n", @@ -198,7 +198,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "1971237588872 1971237588872\n", + "2438374526920 2438374526920\n", "+-----+------------------------+------------------------+-----+\n", "| idx | sentence | words | num |\n", "+-----+------------------------+------------------------+-----+\n", @@ -774,9 +774,9 @@ { "data": { "text/plain": [ - "{'sentence': ,\n", - " 'words': ,\n", - " 'num': }" + "{'sentence': ,\n", + " 'words': ,\n", + " 'num': }" ] }, "execution_count": 15, @@ -923,7 +923,8 @@ "output_type": "stream", "text": [ "5 Counter({'生活': 1, '就像': 1, '海洋': 1})\n", - "6 Counter({'生活': 1, '就像': 1, '海洋': 1, '只有': 1})\n" + "6 Counter({'生活': 1, '就像': 1, '海洋': 1, '只有': 1})\n", + "6 {'': 0, '': 1, '生活': 2, '就像': 3, '海洋': 4, '只有': 5}\n" ] } ], @@ -931,7 +932,8 @@ "vocab.add_word_lst(['生活', '就像', '海洋'])\n", "print(len(vocab), vocab.word_count)\n", "vocab.add_word('只有')\n", - "print(len(vocab), vocab.word_count)" + "print(len(vocab), vocab.word_count)\n", + "print(len(vocab), vocab.word2idx)" ] }, { @@ -959,7 +961,6 @@ " 0\n", " 1\n", "生活 2\n", - "只有 5\n", "彼岸 1 False\n" ] } @@ -968,7 +969,6 @@ "print(vocab.to_word(0), vocab.to_index(''))\n", "print(vocab.to_word(1), vocab.to_index(''))\n", "print(vocab.to_word(2), vocab.to_index('生活'))\n", - "print(vocab.to_word(5), vocab.to_index('只有'))\n", "print('彼岸', vocab.to_index('彼岸'), vocab.has_word('彼岸'))" ] }, @@ -979,7 +979,9 @@ "source": [ "**`vocabulary`允许反复添加相同单词**,**可以通过`word_count`方法看到相应单词被添加的次数**\n", "\n", - "  但其中没有``和``,`vocabulary`的全部变量与函数可以通过`dir(vocabulary)`查询" + "  但其中没有``和``,`vocabulary`的全部变量与函数可以通过`dir(vocabulary)`查询\n", + "\n", + "  注:**使用`add_word_lst`添加单词**,**单词对应序号不会动态调整**,**使用`dataset`添加单词的情况不同**" ] }, { @@ -992,15 +994,19 @@ "name": "stdout", "output_type": "stream", "text": [ - "13 Counter({'生活': 2, '就像': 2, '海洋': 2, '只有': 2, '意志': 1, '坚强的': 1, '人': 1, '才': 1, '能': 1, '到达': 1, '彼岸': 1})\n", - "彼岸 12 True\n" + "生活 2\n", + "彼岸 12 True\n", + "13 Counter({'人': 4, '生活': 2, '就像': 2, '海洋': 2, '只有': 2, '意志': 1, '坚强的': 1, '才': 1, '能': 1, '到达': 1, '彼岸': 1})\n", + "13 {'': 0, '': 1, '生活': 2, '就像': 3, '海洋': 4, '只有': 5, '人': 6, '意志': 7, '坚强的': 8, '才': 9, '能': 10, '到达': 11, '彼岸': 12}\n" ] } ], "source": [ - "vocab.add_word_lst(['生活', '就像', '海洋', '只有', '意志', '坚强的', '人', '才', '能', '到达', '彼岸'])\n", + "vocab.add_word_lst(['生活', '就像', '海洋', '只有', '意志', '坚强的', '人', '人', '人', '人', '才', '能', '到达', '彼岸'])\n", + "print(vocab.to_word(2), vocab.to_index('生活'))\n", + "print('彼岸', vocab.to_index('彼岸'), vocab.has_word('彼岸'))\n", "print(len(vocab), vocab.word_count)\n", - "print('彼岸', vocab.to_index('彼岸'), vocab.has_word('彼岸'))" + "print(len(vocab), vocab.word2idx)" ] }, { @@ -1082,52 +1088,440 @@ "## 3 dataset 和 vocabulary 的组合使用\n", " \n", "### 3.1 从 dataframe 中加载 dataset\n", - "\n" + "\n", + "以下通过 [NLP-beginner](https://github.com/FudanNLP/nlp-beginner) 实践一中 [Rotten Tomatoes 影评数据集](https://www.kaggle.com/c/sentiment-analysis-on-movie-reviews) 的部分训练数据组成`test4dataset.tsv`文件\n", + "\n", + "  介绍如何使用`dataset`、`vocabulary`简单加载并处理数据集,首先使用`pandas`模块,读取原始数据的`dataframe`" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "3dbd985d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " SentenceId Sentence Sentiment\n", + "0 1 A series of escapades demonstrating the adage ... negative\n", + "1 2 This quiet , introspective and entertaining in... positive\n", + "2 3 Even fans of Ismail Merchant 's work , I suspe... negative\n", + "3 4 A positively thrilling combination of ethnogra... neutral\n", + "4 5 A comedy-drama of nearly epic proportions root... positive\n", + "5 6 The Importance of Being Earnest , so thick wit... neutral" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "\n", + "df = pd.read_csv('./data/test4dataset.tsv', sep='\\t')\n", + "df" ] }, { "cell_type": "markdown", - "id": "89059713", + "id": "919ab350", "metadata": {}, - "source": [] + "source": [ + "接着,通过`dataset`中的`from_pandas`方法填充数据集,并使用`apply_more`方法对文本进行分词操作" + ] }, { "cell_type": "code", - "execution_count": null, - "id": "3dbd985d", + "execution_count": 25, + "id": "4f634586", "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "text/html": [ + "
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"markdown", + "id": "eed7ea64", + "metadata": {}, + "source": [ + "在最后的最后,通过以下的一张图,来总结本章关于`dataset`和`vocabulary`主要知识点的讲解,以及两者的联系\n", + "\n", + "" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "35b4f0f7", + "metadata": {}, "outputs": [], "source": [] } diff --git a/tutorials/fastnlp_tutorial_2.ipynb b/tutorials/fastnlp_tutorial_2.ipynb new file mode 100644 index 00000000..260d5bf4 --- /dev/null +++ b/tutorials/fastnlp_tutorial_2.ipynb @@ -0,0 +1,41 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": 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