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"}}},{"cell_type":"markdown","source":"# About\n\nこのコンペティションは、データ サイエンティストに、公的資金によるデータが科学と社会にどのように使用されているかを示すことを求めています。政府が社会が直面している多くの脅威に対処するためには、データによる証拠が重要です。パンデミック、気候変動、アルツハイマー病、子供の飢餓、食糧生産の増加、生物多様性の維持、その他多くの課題への取り組み。しかし、証拠や科学に情報を提供するために必要なデータに関する情報の多くは、出版物の中に閉じ込められています。\n\n自然言語処理は、目に見えないデータの引用を見つけることができますか?機械学習は、研究記事で使用されている単語と記事で参照されているデータとの間のリンクを見つけることができますか?\n\n今こそ、データ サイエンティストがデータと証拠への信頼を回復する手助けをするときです。米国では、連邦機関は現在、データがどのように使用されているかを示すことが義務付けられています。新しい根拠に基づく政策立案法では、政府機関はデータ管理を最新化する必要があります。新しい大統領令により、政府機関は、入手可能な最良のデータと科学に基づいて証拠に基づいた決定を行うよう求められています。そして政府は、オープンで透明な方法で対応するために取り組んでいます。\n\nこのコンテストは、まさにそのようなオープンで透明なアプローチを構築します。結果は、公的データが科学でどのように使用されているかを示し、政府がより賢明で透明性の高い公共投資を行うのに役立ちます。これにより、研究者や政府は、アドホックな方法を使用することから、問題を解決するために使用されているデータセット、生成されている対策、およびどの研究者が専門家であるかを見つける自動化された方法に移行するのに役立ちます。過去のコンテストでは、データへの参照の検索と発見を自動化するアルゴリズムを開発できることが示されています。現在、私たちは Kaggle コミュニティが科学出版物で使用される重要なデータセットを特定するための最良のアプローチを開発することを望んでいます。\n\nこのコンテストでは、自然言語処理 (NLP) を使用して、科学データが出版物でどのように参照されているかの発見を自動化します。 CHORUS の出版社のメンバーやその他の情報源から集められた数多くの研究分野からの科学出版物の全文を利用して、出版物の著者が研究で使用したデータ セットを特定します。\n\n成功した場合は、政府データの証拠をサポートするのに役立ちます。自動化された NLP アプローチにより、政府機関や研究者は必要な情報をすばやく見つけることができます。このアプローチは、データ使用スコアカードを開発するために使用され、政府機関がデータがどのように使用されているかをよりよく示し、公開データへのアクセスと使用に対する重大な障壁を取り除くために使用されます。\n\nコールリッジ イニシアチブは、社会的利益のためにデータを使用するために設立された非営利団体です。組織がこれを行う 1 つの方法は、公的に利用可能な研究を通じて科学を推進することです。\n","metadata":{}},{"cell_type":"markdown","source":"コンテストの目的は、科学出版物内のデータセットへの言及を特定することです。あなたの予測は、データセットに注目しているように見える出版物からの短い抜粋です。出版物内のデータセットを識別するために使用された正確な単語とより正確に一致する予測は、より高いスコアになります。予測は、適切な一致を確実にするために、評価ページの clean_text 関数を使用してクリーンアップする必要があります。\n\n出版物は JSON 形式で提供され、セクション タイトルの付いたセクションに分割されます。\n\nこのコンテストの目標は、既知のデータセット文字列を一致させるだけでなく、***NLP と統計的手法を使用して、これまで見たことのないデータセットに一般化することです***。公開テスト セットの公開のパーセンテージは、トレーニング セットから取得されます。すべてのデータセットがトレーニングで識別されたわけではないため、これらの未確認のデータセットは、公開テスト ラベルの一部として使用されています。これらは、プライベート テスト セットにラベルを付けるという難しいタスクのガイドとして役立つはずです。\n\n![image.png](attachment:ddfd8297-1b00-49e3-8a7d-2824401e367a.png)","metadata":{},"attachments":{"ddfd8297-1b00-49e3-8a7d-2824401e367a.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"# Setting","metadata":{}},{"cell_type":"code","source":"COMPUTE_CV = False\nEDA_DEMO = True\nALL_BLENDED = False\nBASELINE_HELPING = False\nMATCH_ONLY = False\nMLM_ONLY = False\nKEN_MATCHING = True\nBS_CLEANING = False\nTHEO_MERGE = False\nSEED = 42","metadata":{"execution":{"iopub.status.busy":"2021-06-06T00:28:15.029279Z","iopub.execute_input":"2021-06-06T00:28:15.029628Z","iopub.status.idle":"2021-06-06T00:28:15.036902Z","shell.execute_reply.started":"2021-06-06T00:28:15.029598Z","shell.execute_reply":"2021-06-06T00:28:15.035608Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Install packages","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19"}},{"cell_type":"markdown","source":"🎉Bertパッケージをインストール。文章系の問題はすごい難しいんですよね。","metadata":{}},{"cell_type":"code","source":"!pip install datasets --no-index --find-links=file:///kaggle/input/coleridge-packages/packages/datasets\n!pip install ../input/coleridge-packages/seqeval-1.2.2-py3-none-any.whl\n!pip install ../input/coleridge-packages/tokenizers-0.10.1-cp37-cp37m-manylinux1_x86_64.whl\n!pip install ../input/coleridge-packages/transformers-4.5.0.dev0-py3-none-any.whl\n\nfrom IPython.display import clear_output\nclear_output()","metadata":{"_kg_hide-output":true,"execution":{"iopub.status.busy":"2021-06-06T00:28:15.048256Z","iopub.execute_input":"2021-06-06T00:28:15.048785Z","iopub.status.idle":"2021-06-06T00:29:43.541243Z","shell.execute_reply.started":"2021-06-06T00:28:15.048743Z","shell.execute_reply":"2021-06-06T00:29:43.54018Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Import","metadata":{}},{"cell_type":"code","source":"import os\nimport re\nimport json\nimport time\nimport random\nimport glob\nimport importlib\n\nimport numpy as np\nimport pandas as pd\n\nfrom tqdm.autonotebook import tqdm\n\nimport torch\nfrom datasets import load_dataset\nfrom transformers import AutoTokenizer, DataCollatorForLanguageModeling, \\\nAutoModelForMaskedLM, Trainer, TrainingArguments, pipeline\n\nfrom typing import List\nimport string\nfrom functools import partial\nimport warnings\nwarnings.filterwarnings(\"ignore\", 'This pattern has match groups')\n\nrandom.seed(SEED)\nnp.random.seed(SEED)\ntorch.manual_seed(SEED)\ntorch.backends.cudnn.deterministic = True\ntorch.backends.cudnn.benchmark = False\n\nsample_submission = pd.read_csv('../input/coleridgeinitiative-show-us-the-data/sample_submission.csv')\nif len(sample_submission) > 4: COMPUTE_CV = False\nif COMPUTE_CV: \n    print('this submission notebook will compute CV score but commit notebook will not')\nelse:\n    print('this submission notebook will only be used to submit result')","metadata":{"execution":{"iopub.status.busy":"2021-06-06T00:29:43.543068Z","iopub.execute_input":"2021-06-06T00:29:43.543356Z","iopub.status.idle":"2021-06-06T00:29:43.558695Z","shell.execute_reply.started":"2021-06-06T00:29:43.543325Z","shell.execute_reply":"2021-06-06T00:29:43.557661Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Load data","metadata":{}},{"cell_type":"code","source":"train_path = '../input/coleridgeinitiative-show-us-the-data/train.csv'\ntrain_files_path = '../input/coleridgeinitiative-show-us-the-data/train'\ntrain = pd.read_csv(train_path)\n\nif COMPUTE_CV: \n    sample_submission = train\n    paper_test_folder = '../input/coleridgeinitiative-show-us-the-data/train'\n    test_files_path = paper_test_folder\nelse:\n    sample_submission = pd.read_csv('../input/coleridgeinitiative-show-us-the-data/sample_submission.csv')\n    paper_test_folder = '../input/coleridgeinitiative-show-us-the-data/test'\n    test_files_path = paper_test_folder\n    \nadnl_govt_labels_path = '../input/coleridge-additional-gov-datasets-22000popular/data_set_800_with2000popular.csv'","metadata":{"execution":{"iopub.status.busy":"2021-06-06T00:29:43.559884Z","iopub.execute_input":"2021-06-06T00:29:43.560137Z","iopub.status.idle":"2021-06-06T00:29:43.633139Z","shell.execute_reply.started":"2021-06-06T00:29:43.560106Z","shell.execute_reply":"2021-06-06T00:29:43.632164Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"ファイル\ntrain - トレーニング セットの出版物の JSON 形式の全文、セクション タイトルのあるセクションに分割\ntest - テスト セットの発行物の全文 (JSON 形式)、セクション タイトル付きのセクションに分割\ntrain.csv - トレーニング セットのラベルとメタデータ\nsample_submission.csv - 正しい形式のサンプル提出ファイル\n\ncolumns\nid - パブリケーション ID - 一部のトレーニング ドキュメントには複数の行があり、複数の言及されたデータセットを示していることに注意してください\npub_title - 出版物のタイトル (同じタイトルの出版物が少数あります)\ndataset_title - 出版物内で言及されているデータセットのタイトル\ndataset_label - データセットを示すテキストの一部\nclean_label - 評価ページから clean_text 関数を介して渡されるデータセット ラベル ","metadata":{}},{"cell_type":"code","source":"train","metadata":{"execution":{"iopub.status.busy":"2021-06-06T00:29:43.634189Z","iopub.execute_input":"2021-06-06T00:29:43.63441Z","iopub.status.idle":"2021-06-06T00:29:43.64906Z","shell.execute_reply.started":"2021-06-06T00:29:43.634383Z","shell.execute_reply":"2021-06-06T00:29:43.647896Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"for col in train.columns:\n    print(col + \":\" + str(len(train[col].unique())))\n\nprint(\"all rows = \" + str(len(train)))","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# <br>![image.png](attachment:5517f791-0d14-4c18-9823-8c86c45bd46a.png)\n\nId　14316個 : 学術論文のidです。trainフォルダには、このid + \".json\" ファイルがあります。このjsonファイルが論文の全文章になります。<br>\npub_title 14271個 : 学術論文の出版物のタイトルです。<br>\ndataset_title 45個 : パブリケーション内で言及されているデータセットのタイトル。(※　製作者が命名したものらしいです。)<br>\ndataset_label 130個 : これを予測します。データセットを示すテキストの一部。（※　論文筆者が使っている名前。省略などあるため、dataset_titleより数が多いらしいです。)<br>\ncleaned_label 130個 : evaluation項目にあるように、dataset_labelを小文字とかきれいに整形したものです。submissionはこの形にする必要があります(関数通すだけです)<br>\n全部の行は19661個あるのに、たいしてそれぞれ重複しているものがある。\n","metadata":{},"attachments":{"5517f791-0d14-4c18-9823-8c86c45bd46a.png":{"image/png":"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"}}},{"cell_type":"code","source":"papers = {}\nfor paper_id in tqdm(sample_submission['Id']):\n    with open(f'{paper_test_folder}/{paper_id}.json', 'r') as f:\n        paper = json.load(f)\n        papers[paper_id] = paper","metadata":{"execution":{"iopub.status.busy":"2021-06-06T00:29:43.651363Z","iopub.execute_input":"2021-06-06T00:29:43.651607Z","iopub.status.idle":"2021-06-06T00:29:43.697512Z","shell.execute_reply.started":"2021-06-06T00:29:43.651581Z","shell.execute_reply":"2021-06-06T00:29:43.695973Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"🎉テストフォルダーからjsonファイルをpaperとして拾って、papersでつなげている。","metadata":{}},{"cell_type":"code","source":"paper[0]","metadata":{"execution":{"iopub.status.busy":"2021-06-06T00:29:43.700786Z","iopub.execute_input":"2021-06-06T00:29:43.701213Z","iopub.status.idle":"2021-06-06T00:29:43.70902Z","shell.execute_reply.started":"2021-06-06T00:29:43.701182Z","shell.execute_reply":"2021-06-06T00:29:43.707646Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"##  🗃EDA\n![image.png](attachment:f24f1373-f548-4de5-9f19-08c4df93b829.png)","metadata":{},"attachments":{"f24f1373-f548-4de5-9f19-08c4df93b829.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"🎉train[id]をキーにして、jsonファイルと統合している。section_titleが''のものがある。","metadata":{}},{"cell_type":"code","source":"if EDA_DEMO:\n    df_input = pd.DataFrame(columns=['id','section_title','text','data_label'])\n    for id in tqdm(train['Id'].values):\n        df=pd.read_json('../input/coleridgeinitiative-show-us-the-data/train/{}.json'.format(id))    \n        for data_label in train[train['Id']==id]['dataset_label'].values:        \n            new_df=df[df['text'].str.contains(data_label)].copy(deep=True)\n            new_df.loc[:,['data_label']] = data_label\n            new_df.loc[:,['id']] = id\n            new_df.reset_index(inplace=True,drop=True)\n            df_input=pd.concat([df_input, new_df], ignore_index=True)\n            df_input.reset_index(inplace=True,drop=True)\nelse: df_input = None\n\ndf_input","metadata":{"execution":{"iopub.status.busy":"2021-06-06T00:29:43.74259Z","iopub.execute_input":"2021-06-06T00:29:43.742929Z","iopub.status.idle":"2021-06-06T00:36:22.420673Z","shell.execute_reply.started":"2021-06-06T00:29:43.7429Z","shell.execute_reply":"2021-06-06T00:36:22.418891Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#  ****section_titleが''のものを除く。****","metadata":{}},{"cell_type":"code","source":"if EDA_DEMO: df_input = df_input[ df_input['section_title'] != '' ]\n\ndf_input","metadata":{"execution":{"iopub.status.busy":"2021-06-06T00:36:22.422169Z","iopub.execute_input":"2021-06-06T00:36:22.422502Z","iopub.status.idle":"2021-06-06T00:36:22.452187Z","shell.execute_reply.started":"2021-06-06T00:36:22.422467Z","shell.execute_reply":"2021-06-06T00:36:22.450321Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# ナレッジ バンクを作成する","metadata":{}},{"cell_type":"code","source":"all_labels = set()\n\nfor label_1, label_2, label_3 in train[['dataset_title', 'dataset_label', 'cleaned_label']].itertuples(index=False):\n    all_labels.add(str(label_1).lower())\n    all_labels.add(str(label_2).lower())\n    all_labels.add(str(label_3).lower())\n    \nprint(f'No. different labels: {len(all_labels)}')","metadata":{"execution":{"iopub.status.busy":"2021-06-06T00:36:22.45376Z","iopub.execute_input":"2021-06-06T00:36:22.454297Z","iopub.status.idle":"2021-06-06T00:36:22.527853Z","shell.execute_reply.started":"2021-06-06T00:36:22.454257Z","shell.execute_reply":"2021-06-06T00:36:22.527026Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# 追加の政府データセット\n![image.png](attachment:a352b81e-6892-4692-88eb-8b3b6d828a0f.png)","metadata":{},"attachments":{"a352b81e-6892-4692-88eb-8b3b6d828a0f.png":{"image/png":"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"}}},{"cell_type":"code","source":"adnl_govt_labels = pd.read_csv(adnl_govt_labels_path)\n\nfor l in adnl_govt_labels.title:\n    all_labels.add(l)\n    \nall_labels = set(all_labels)\nprint(f'No. different labels: {len(all_labels)}')","metadata":{"execution":{"iopub.status.busy":"2021-06-06T00:36:22.528774Z","iopub.execute_input":"2021-06-06T00:36:22.5291Z","iopub.status.idle":"2021-06-06T00:36:22.547475Z","shell.execute_reply.started":"2021-06-06T00:36:22.529065Z","shell.execute_reply":"2021-06-06T00:36:22.545976Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"l","metadata":{"execution":{"iopub.status.busy":"2021-06-06T00:36:22.549358Z","iopub.execute_input":"2021-06-06T00:36:22.549737Z","iopub.status.idle":"2021-06-06T00:36:22.556427Z","shell.execute_reply.started":"2021-06-06T00:36:22.549705Z","shell.execute_reply":"2021-06-06T00:36:22.555105Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### Matching on test data","metadata":{}},{"cell_type":"code","source":"def clean_text(txt):\n    return re.sub('[^A-Za-z0-9]+', ' ', str(txt).lower()).strip()\n\n\ndef totally_clean_text(txt):\n    txt = clean_text(txt)\n    txt = re.sub(' +', ' ', txt)\n    return txt\n\nif not BS_CLEANING:\n    def text_cleaning(text):\n        '''\n       すべてのテキストを小文字に変換し、特殊文字、絵文字、複数のスペースを削除します。テキスト - クリーンアップが必要な文\n        '''\n        text = re.sub('[^A-Za-z0-9]+', ' ', str(text).lower()).strip()\n        text = re.sub(' +', ' ', text)\n        emoji_pattern = re.compile(\"[\"\n                                   u\"\\U0001F600-\\U0001F64F\"  # 顔文字\n                                   u\"\\U0001F300-\\U0001F5FF\"  # 記号と絵文字\n                                   u\"\\U0001F680-\\U0001F6FF\"  # 交通及び地図記号\n                                   u\"\\U0001F1E0-\\U0001F1FF\"  # flags (iOS)\n                                   \"]+\", flags=re.UNICODE)\n        text = emoji_pattern.sub(r'', text)\n        return text\nelse:\n    def text_cleaning(text):\n        '''\n        すべてのテキストを小文字に変換し、特殊文字、絵文字、複数のスペースを削除します。テキスト - クリーンアップが必要な文\n        '''\n        text = ''.join([k for k in text if k not in string.punctuation])\n        text = re.sub('[^A-Za-z0-9]+', ' ', str(text).lower()).strip()\n        # text = re.sub(\"/'+/g\", ' ', text)\n        return text\n\n\ndef read_json_pub(filename, train_data_path=train_files_path, output='text'):\n    json_path = os.path.join(train_data_path, (filename+'.json'))\n    headings = []\n    contents = []\n    combined = []\n    with open(json_path, 'r') as f:\n        json_decode = json.load(f)\n        for data in json_decode:\n            headings.append(data.get('section_title'))\n            contents.append(data.get('text'))\n            combined.append(data.get('section_title'))\n            combined.append(data.get('text'))\n    \n    all_headings = ' '.join(headings)\n    all_contents = ' '.join(contents)\n    all_data = '. '.join(combined)\n    \n    if output == 'text':\n        return all_contents\n    elif output == 'head':\n        return all_headings\n    else:\n        return all_data","metadata":{"execution":{"iopub.status.busy":"2021-06-06T00:36:22.558006Z","iopub.execute_input":"2021-06-06T00:36:22.558381Z","iopub.status.idle":"2021-06-06T00:36:22.576687Z","shell.execute_reply.started":"2021-06-06T00:36:22.558343Z","shell.execute_reply":"2021-06-06T00:36:22.57517Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"if not KEN_MATCHING and not MLM_ONLY:\n    literal_preds = []\n    for paper_id in tqdm(sample_submission['Id']):\n        paper = papers[paper_id]\n        text_1 = '. '.join(section['text'] for section in paper).lower()\n        text_2 = totally_clean_text(text_1)\n\n        labels = set()\n        for label in all_labels:\n            if label in text_1 or label in text_2:\n                labels.add(clean_text(label))\n\n        literal_preds.append('|'.join(labels))\n    literal_preds[:5]","metadata":{"execution":{"iopub.status.busy":"2021-06-06T00:36:22.579127Z","iopub.execute_input":"2021-06-06T00:36:22.579449Z","iopub.status.idle":"2021-06-06T00:36:22.602655Z","shell.execute_reply.started":"2021-06-06T00:36:22.579414Z","shell.execute_reply":"2021-06-06T00:36:22.60118Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#### Ken Matching=true MLM_ONLY=False ","metadata":{}},{"cell_type":"code","source":"literal_preds = []\n\nif KEN_MATCHING and not MLM_ONLY:\n    literal_preds = []\n    to_append = []\n    for index, row in tqdm(sample_submission.iterrows()):\n        to_append = [row['Id'],'']\n        large_string = str(read_json_pub(row['Id'], test_files_path))\n        clean_string = text_cleaning(large_string)\n        for index, row2 in adnl_govt_labels.iterrows():\n            query_string = str(row2['title'])\n            if query_string in clean_string:\n                if to_append[1] != '' and clean_text(query_string) not in to_append[1]:\n                    to_append[1] = to_append[1] + '|' + clean_text(query_string)\n                if to_append[1] == '':\n                    to_append[1] = clean_text(query_string)\n        literal_preds.append(*to_append[1:])\n\nelif MLM_ONLY:\n    print('This kernel will only use MLM model to predict.')","metadata":{"execution":{"iopub.status.busy":"2021-06-06T00:36:22.603902Z","iopub.execute_input":"2021-06-06T00:36:22.604226Z","iopub.status.idle":"2021-06-06T00:36:25.262874Z","shell.execute_reply.started":"2021-06-06T00:36:22.604191Z","shell.execute_reply":"2021-06-06T00:36:25.261279Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"literal_preds","metadata":{"execution":{"iopub.status.busy":"2021-06-06T00:36:25.264437Z","iopub.execute_input":"2021-06-06T00:36:25.264683Z","iopub.status.idle":"2021-06-06T00:36:25.272052Z","shell.execute_reply.started":"2021-06-06T00:36:25.264659Z","shell.execute_reply":"2021-06-06T00:36:25.270164Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# マスクされたデータセット モデリング\n![image.png](attachment:14b431ff-cca0-4d91-b496-8b0d5fe4cc38.png)","metadata":{},"attachments":{"14b431ff-cca0-4d91-b496-8b0d5fe4cc38.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"### パスとハイパーパラメータ","metadata":{}},{"cell_type":"code","source":"if not MATCH_ONLY:\n    PRETRAINED_PATH = '../input/coleridge-mlm-model/mlm-model'\n    TOKENIZER_PATH = '../input/coleridge-mlm-model/model_tokenizer'\n\n    MAX_LENGTH = 64\n    OVERLAP = 20\n\n    PREDICT_BATCH = 32 # a higher value requires higher GPU memory usage\n\n    DATASET_SYMBOL = '$' # this symbol represents a dataset name\n    NONDATA_SYMBOL = '#' # this symbol represents a non-dataset name","metadata":{"execution":{"iopub.status.busy":"2021-06-06T00:36:25.274741Z","iopub.execute_input":"2021-06-06T00:36:25.275227Z","iopub.status.idle":"2021-06-06T00:36:25.283694Z","shell.execute_reply.started":"2021-06-06T00:36:25.275188Z","shell.execute_reply":"2021-06-06T00:36:25.282469Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"#データを MLM 形式に変換する","metadata":{}},{"cell_type":"markdown","source":"### Load model and tokenizer","metadata":{}},{"cell_type":"markdown","source":"🎉エンコーダーはAutoTokenizer.from_pretrained()で呼び出せます。bert-base-japaneseはWikipediaの日本語版で事前学習済みのサブワード辞書となります。今回は、日本語は使いませんので、'../input/coleridge-mlm-model/model_tokenizer'を使っています。","metadata":{}},{"cell_type":"code","source":"if not MATCH_ONLY:\n    tokenizer = AutoTokenizer.from_pretrained(TOKENIZER_PATH, use_fast=True)\n    model = AutoModelForMaskedLM.from_pretrained(PRETRAINED_PATH)\n\n    mlm = pipeline(\n        'fill-mask', \n        model=model,\n        tokenizer=tokenizer,\n        device=0 if torch.cuda.is_available() else -1\n    )","metadata":{"execution":{"iopub.status.busy":"2021-06-06T00:36:25.285342Z","iopub.execute_input":"2021-06-06T00:36:25.28566Z","iopub.status.idle":"2021-06-06T00:36:33.424516Z","shell.execute_reply.started":"2021-06-06T00:36:25.285635Z","shell.execute_reply":"2021-06-06T00:36:33.423462Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### 補助機能","metadata":{}},{"cell_type":"code","source":"def jaccard_similarity(s1, s2): #空白でsplit\n    l1 = s1.split(\" \")\n    l2 = s2.split(\" \")    \n    intersection = len(list(set(l1).intersection(l2)))\n    union = (len(l1) + len(l2)) - intersection\n    return float(intersection) / union\n\ndef clean_paper_sentence(s): #数字、英字を空白に変換。+も空白に変換。\n    \"\"\"\n    この関数は、基本的に小文字のない clean_text です。\n    \"\"\"\n    s = re.sub('[^A-Za-z0-9]+', ' ', str(s)).strip()\n    s = re.sub(' +', ' ', s)\n    return s\n\ndef shorten_sentences(sentences):\n    \"\"\"\n    MAX_LENGTH単語以上の文は分割されます\n     重複して複数の文に。\n    \"\"\"\n    short_sentences = []\n    for sentence in sentences:\n        words = sentence.split()\n        if len(words) > MAX_LENGTH:\n            for p in range(0, len(words), MAX_LENGTH - OVERLAP):\n                short_sentences.append(' '.join(words[p:p+MAX_LENGTH]))\n        else:\n            short_sentences.append(sentence)\n    return short_sentences\n\nconnection_tokens = {'s', 'of', 'and', 'in', 'on', 'for', 'data', 'dataset'}\ndef find_mask_candidates(sentence):\n    \"\"\"\n    指定された $sentence から Masked Dataset Modeling のマスキング候補を抽出します。\n     候補は少なくとも 2 単語の連続したシーケンスでなければなりません。\n     これらの各単語は、最初の文字が大文字か、次のいずれかです。\n     接続ワード ($connection_tokens)。 さらに、接続は\n     トークンの最初と最後に出現することは許可されていません。\n     シーケンス。\n    \"\"\"\n    def candidate_qualified(words):\n        while len(words) and words[0].lower() in connection_tokens:\n            words = words[1:]\n        while len(words) and words[-1].lower() in connection_tokens:\n            words = words[:-1]\n        \n        return len(words) >= 2\n    \n    candidates = []\n    \n    phrase_start, phrase_end = -1, -1\n    for id in range(1, len(sentence)):\n        word = sentence[id]\n        if word[0].isupper() or word in connection_tokens:\n            if phrase_start == -1:\n                phrase_start = phrase_end = id\n            else:\n                phrase_end = id\n        else:\n            if phrase_start != -1:\n                if candidate_qualified(sentence[phrase_start:phrase_end+1]):\n                    candidates.append((phrase_start, phrase_end))\n                phrase_start = phrase_end = -1\n    \n    if phrase_start != -1:\n        if candidate_qualified(sentence[phrase_start:phrase_end+1]):\n            candidates.append((phrase_start, phrase_end))\n    \n    return candidates","metadata":{"execution":{"iopub.status.busy":"2021-06-06T00:36:33.427947Z","iopub.execute_input":"2021-06-06T00:36:33.42836Z","iopub.status.idle":"2021-06-06T00:36:33.445227Z","shell.execute_reply.started":"2021-06-06T00:36:33.428329Z","shell.execute_reply":"2021-06-06T00:36:33.444489Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### Transform","metadata":{}},{"cell_type":"code","source":"if not MATCH_ONLY:\n    mask = mlm.tokenizer.mask_token\n    all_test_data = []\n    \n    for paper_id in tqdm(sample_submission['Id']):\n        # load paper\n        paper = papers[paper_id]\n\n        # extract sentences\n        sentences = set([clean_paper_sentence(sentence) for section in paper \n                         for sentence in section['text'].split('.')\n                        ])\n        sentences = shorten_sentences(sentences) # make sentences short\n        sentences = [sentence for sentence in sentences if len(sentence) > 1] # only accept sentences with length > 1 chars\n        sentences = [sentence for sentence in sentences if any(word in sentence.lower() for word in ['data', 'study'])]\n        sentences = [sentence.split() for sentence in sentences] # sentence = list of words\n\n        # mask\n        test_data = []\n        for sentence in sentences:\n            for phrase_start, phrase_end in find_mask_candidates(sentence):\n                dt_point = sentence[:phrase_start] + [mask] + sentence[phrase_end+1:]\n                test_data.append((' '.join(dt_point), ' '.join(sentence[phrase_start:phrase_end+1]))) # (masked text, phrase)\n\n        all_test_data.append(test_data)","metadata":{"execution":{"iopub.status.busy":"2021-06-06T00:36:33.446398Z","iopub.execute_input":"2021-06-06T00:36:33.44693Z","iopub.status.idle":"2021-06-06T00:36:33.555383Z","shell.execute_reply.started":"2021-06-06T00:36:33.44689Z","shell.execute_reply":"2021-06-06T00:36:33.554175Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"🎉変数の中身を見てみる。","metadata":{}},{"cell_type":"code","source":"sample_submission['Id']","metadata":{"execution":{"iopub.status.busy":"2021-06-06T00:36:33.556709Z","iopub.execute_input":"2021-06-06T00:36:33.556971Z","iopub.status.idle":"2021-06-06T00:36:33.564465Z","shell.execute_reply.started":"2021-06-06T00:36:33.556945Z","shell.execute_reply":"2021-06-06T00:36:33.563151Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"papers['2100032a-7c33-4bff-97ef-690822c43466'][0]","metadata":{"execution":{"iopub.status.busy":"2021-06-06T00:36:33.565703Z","iopub.execute_input":"2021-06-06T00:36:33.566004Z","iopub.status.idle":"2021-06-06T00:36:33.583059Z","shell.execute_reply.started":"2021-06-06T00:36:33.565979Z","shell.execute_reply":"2021-06-06T00:36:33.582074Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"sentence","metadata":{"execution":{"iopub.status.busy":"2021-06-06T00:36:33.58412Z","iopub.execute_input":"2021-06-06T00:36:33.584341Z","iopub.status.idle":"2021-06-06T00:36:33.600875Z","shell.execute_reply.started":"2021-06-06T00:36:33.584317Z","shell.execute_reply":"2021-06-06T00:36:33.599156Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"all_test_data[0]","metadata":{"execution":{"iopub.status.busy":"2021-06-06T00:36:33.602748Z","iopub.execute_input":"2021-06-06T00:36:33.603106Z","iopub.status.idle":"2021-06-06T00:36:33.621701Z","shell.execute_reply.started":"2021-06-06T00:36:33.603078Z","shell.execute_reply":"2021-06-06T00:36:33.619913Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### Predict","metadata":{}},{"cell_type":"code","source":"if not MATCH_ONLY:\n    pred_mlm_labels = []\n\n    for test_data in tqdm(all_test_data):\n        pred_bag = set()\n\n        if len(test_data):\n            texts, phrases = list(zip(*test_data))\n            mlm_pred = []\n            for p_id in range(0, len(texts), PREDICT_BATCH):\n                batch_texts = texts[p_id:p_id+PREDICT_BATCH]\n                batch_pred = mlm(list(batch_texts), targets=[f' {DATASET_SYMBOL}', f' {NONDATA_SYMBOL}'])\n\n                if len(batch_texts) == 1:\n                    batch_pred = [batch_pred]\n\n                mlm_pred.extend(batch_pred)\n\n            for (result1, result2), phrase in zip(mlm_pred, phrases):\n                if (result1['score'] > result2['score']*2 and result1['token_str'] == DATASET_SYMBOL) or\\\n                   (result2['score'] > result1['score']*2 and result2['token_str'] == NONDATA_SYMBOL):\n                    pred_bag.add(clean_text(phrase))\n\n        # filter labels by jaccard score \n        filtered_labels = []\n\n        for label in sorted(pred_bag, key=len, reverse=True):\n            if len(filtered_labels) == 0 or all(jaccard_similarity(label, got_label) < 0.75 for got_label in filtered_labels):\n                filtered_labels.append(label)\n\n        pred_mlm_labels.append('|'.join(filtered_labels))\n    \n    pred_mlm_labels[:5]","metadata":{"scrolled":true,"execution":{"iopub.status.busy":"2021-06-06T00:36:33.623282Z","iopub.execute_input":"2021-06-06T00:36:33.623608Z","iopub.status.idle":"2021-06-06T00:37:56.982718Z","shell.execute_reply.started":"2021-06-06T00:36:33.623576Z","shell.execute_reply":"2021-06-06T00:37:56.981843Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Baseline Model","metadata":{}},{"cell_type":"code","source":"def read_append_return(filename, train_files_path=train_files_path, output='text'):\n    \"\"\"\n    json ファイルを読み取り、そこからテキスト データを返し、データフレームに追加する関数\n    \"\"\"\n    json_path = os.path.join(train_files_path, (filename+'.json'))\n    headings = []\n    contents = []\n    combined = []\n    with open(json_path, 'r') as f:\n        json_decode = json.load(f)\n        for data in json_decode:\n            headings.append(data.get('section_title'))\n            contents.append(data.get('text'))\n            combined.append(data.get('section_title'))\n            combined.append(data.get('text'))\n    \n    all_headings = ' '.join(headings)\n    all_contents = ' '.join(contents)\n    all_data = '. '.join(combined)\n    \n    if output == 'text':\n        return all_contents\n    elif output == 'head':\n        return all_headings\n    else:\n        return all_data\n    \n    \ndef text_cleaning(text):\n    '''\n    すべてのテキストを小文字に変換し、特殊文字、絵文字、複数のスペースを削除します。テキスト - クリーンアップが必要な文\n    '''\n    text = ''.join([k for k in text if k not in string.punctuation])\n    text = re.sub('[^A-Za-z0-9]+', ' ', str(text).lower()).strip()\n    # text = re.sub(\"/'+/g\", ' ', text)\n    return text","metadata":{"execution":{"iopub.status.busy":"2021-06-06T00:37:56.98411Z","iopub.execute_input":"2021-06-06T00:37:56.98466Z","iopub.status.idle":"2021-06-06T00:37:56.997043Z","shell.execute_reply.started":"2021-06-06T00:37:56.984621Z","shell.execute_reply":"2021-06-06T00:37:56.995577Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"🎉BASELINE_HELPING or ALL_BLENDED:の意味がよくわからない","metadata":{}},{"cell_type":"code","source":"if BASELINE_HELPING or ALL_BLENDED:\n    tqdm.pandas()\n\n    train['text'] = train['Id'].progress_apply(read_append_return)\n\n    if not COMPUTE_CV:\n        sample_submission['text'] = sample_submission['Id'].progress_apply(partial(read_append_return, train_files_path=test_files_path))\n\n    train.head()","metadata":{"execution":{"iopub.status.busy":"2021-06-06T00:37:56.998838Z","iopub.execute_input":"2021-06-06T00:37:56.999243Z","iopub.status.idle":"2021-06-06T00:37:57.026743Z","shell.execute_reply.started":"2021-06-06T00:37:56.999201Z","shell.execute_reply":"2021-06-06T00:37:57.02552Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"if BASELINE_HELPING or ALL_BLENDED:\n    tqdm.pandas()\n    \n    train['text'] = train['text'].progress_apply(text_cleaning)","metadata":{"execution":{"iopub.status.busy":"2021-06-06T00:37:57.028063Z","iopub.execute_input":"2021-06-06T00:37:57.028477Z","iopub.status.idle":"2021-06-06T00:37:57.044842Z","shell.execute_reply.started":"2021-06-06T00:37:57.028359Z","shell.execute_reply":"2021-06-06T00:37:57.043662Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"if BASELINE_HELPING or ALL_BLENDED:\n    temp_1 = [x.lower() for x in train['dataset_label'].unique()]\n    temp_2 = [x.lower() for x in train['dataset_title'].unique()]\n    temp_3 = [x.lower() for x in train['cleaned_label'].unique()]\n\n    existing_labels = set(temp_1 + temp_2 + temp_3)\n\n    print(f'len(temp_1) = {len(temp_1)}')\n    print(f'len(temp_2) = {len(temp_2)}')\n    print(f'len(temp_3) = {len(temp_3)}')\n    print(f'len(existing_labels) = {len(existing_labels)}')\n\n    id_list = []\n    lables_list = []\n    for index, row in tqdm(sample_submission.iterrows()):\n        sample_text = row['text']\n        row_id = row['Id']\n        temp_df = train[train['text'] == text_cleaning(sample_text)]\n        cleaned_labels = temp_df['cleaned_label'].to_list()\n\n        for known_label in existing_labels:\n            if known_label in sample_text.lower():\n                cleaned_labels.append(clean_text(known_label))\n\n        cleaned_labels = [clean_text(x) for x in cleaned_labels]\n        cleaned_labels = set(cleaned_labels)\n        lables_list.append('|'.join(cleaned_labels))\n        id_list.append(row_id)","metadata":{"execution":{"iopub.status.busy":"2021-06-06T00:37:57.045939Z","iopub.execute_input":"2021-06-06T00:37:57.046288Z","iopub.status.idle":"2021-06-06T00:37:57.064619Z","shell.execute_reply.started":"2021-06-06T00:37:57.046258Z","shell.execute_reply":"2021-06-06T00:37:57.063283Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## submission file","metadata":{}},{"cell_type":"markdown","source":"🎉変数の中身を見てみる。","metadata":{}},{"cell_type":"code","source":"pred_mlm_labels","metadata":{"execution":{"iopub.status.busy":"2021-06-06T00:37:57.066003Z","iopub.execute_input":"2021-06-06T00:37:57.066381Z","iopub.status.idle":"2021-06-06T00:37:57.092029Z","shell.execute_reply.started":"2021-06-06T00:37:57.06634Z","shell.execute_reply":"2021-06-06T00:37:57.09007Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"final_predictions = []\n\nif ALL_BLENDED:\n    for literal_match, mlm_pred, lables_match in zip(literal_preds, pred_mlm_labels, lables_list):\n        temp = [literal_match, mlm_pred, lables_match]\n        temp = [pred for pred in temp if pred]\n        temp = ('|').join(temp)\n        final_predictions.append(temp)\n        \nelif BASELINE_HELPING:\n    for literal_match, mlm_pred, lables_match in zip(literal_preds, pred_mlm_labels, lables_list):\n        if literal_match:\n            final_predictions.append(literal_match)\n        elif lables_match:\n            final_predictions.append(lables_match)\n        else:\n            final_predictions.append(mlm_pred)\n\nelif MATCH_ONLY:\n    final_predictions = literal_preds\n\nelif MLM_ONLY:\n    final_predictions = pred_mlm_labels\n\nelif THEO_MERGE:\n    for i in range(len(literal_preds)):\n        pred_naive = literal_preds[i].split('|')\n        pred_model = pred_mlm_labels[i].split('|')\n        pred_model_kept = []\n        for pred_m in pred_model:\n            kept = True\n            for pred_n in pred_naive:\n                if pred_m in pred_n or pred_n in pred_m:\n                    kept = False\n            if kept:\n                pred_model_kept.append(pred_m)\n        final_predictions.append(\"|\".join(pred_naive + pred_model_kept))\n\nelse:\n    for literal_match, mlm_pred in zip(literal_preds, pred_mlm_labels):\n        if literal_match:\n            final_predictions.append(literal_match)\n        else:\n            final_predictions.append(mlm_pred)\n\nsample_submission['PredictionString'] = final_predictions","metadata":{"execution":{"iopub.status.busy":"2021-06-06T00:37:57.094173Z","iopub.execute_input":"2021-06-06T00:37:57.09465Z","iopub.status.idle":"2021-06-06T00:37:57.111599Z","shell.execute_reply.started":"2021-06-06T00:37:57.094611Z","shell.execute_reply":"2021-06-06T00:37:57.109195Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"sample_submission['PredictionString'] = final_predictions\nsample_submission[['Id', 'PredictionString']].to_csv('submission.csv', index=False)\n\nsample_submission.head()","metadata":{"execution":{"iopub.status.busy":"2021-06-06T00:37:57.115665Z","iopub.execute_input":"2021-06-06T00:37:57.116015Z","iopub.status.idle":"2021-06-06T00:37:57.14851Z","shell.execute_reply.started":"2021-06-06T00:37:57.115981Z","shell.execute_reply":"2021-06-06T00:37:57.146792Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# 評価指標","metadata":{}},{"cell_type":"code","source":"# https://www.kaggle.com/c/coleridgeinitiative-show-us-the-data/discussion/230091\ndef compute_fbeta(y_true: List[List[str]],\n                  y_pred: List[List[str]],\n                  beta: float = 0.5) -> float:\n    \"\"\"Compute the Jaccard-based micro FBeta score.\n\n    References\n    ----------\n    - https://www.kaggle.com/c/coleridgeinitiative-show-us-the-data/overview/evaluation\n    \"\"\"\n\n    def _jaccard_similarity(str1: str, str2: str) -> float:\n        a = set(str1.split()) \n        b = set(str2.split())\n        c = a.intersection(b)\n        return float(len(c)) / (len(a) + len(b) - len(c))\n\n    tp = 0  # true positive\n    fp = 0  # false positive\n    fn = 0  # false negative\n    for ground_truth_list, predicted_string_list in zip(y_true, y_pred):\n        predicted_string_list_sorted = sorted(predicted_string_list)\n        for ground_truth in sorted(ground_truth_list):            \n            if len(predicted_string_list_sorted) == 0:\n                fn += 1\n            else:\n                similarity_scores = [\n                    _jaccard_similarity(ground_truth, predicted_string)\n                    for predicted_string in predicted_string_list_sorted\n                ]\n                matched_idx = np.argmax(similarity_scores)\n                if similarity_scores[matched_idx] >= 0.5:\n                    predicted_string_list_sorted.pop(matched_idx)\n                    tp += 1\n                else:\n                    fn += 1\n        fp += len(predicted_string_list_sorted)\n\n    tp *= (1 + beta ** 2)\n    fn *= beta ** 2\n    fbeta_score = tp / (tp + fp + fn)\n    return fbeta_score","metadata":{"execution":{"iopub.status.busy":"2021-06-06T00:37:57.15016Z","iopub.execute_input":"2021-06-06T00:37:57.150513Z","iopub.status.idle":"2021-06-06T00:37:57.167431Z","shell.execute_reply.started":"2021-06-06T00:37:57.150466Z","shell.execute_reply":"2021-06-06T00:37:57.165725Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"if COMPUTE_CV:\n    COMPUTE_CV_SCORE = compute_fbeta(sample_submission['cleaned_label'].apply(lambda x: [x]),\\\n                  sample_submission['PredictionString'].apply(lambda x: x.split('|')))\n    print('COMPUTE_CV_SCORE =', COMPUTE_CV_SCORE)\nelse:\n    print(f'COMPUTE_CV = {COMPUTE_CV}')\n    \nprint(f'EDA_DEMO = {EDA_DEMO}')\nprint(f'ALL_BLENDED = {ALL_BLENDED}')\nprint(f'BASELINE_HELPING = {BASELINE_HELPING}')\nprint(f'MATCH_ONLY = {MATCH_ONLY}')\nprint(f'MLM_ONLY = {MLM_ONLY}')\nprint(f'KEN_MATCHING = {KEN_MATCHING}')\nprint(f'BS_CLEANING = {BS_CLEANING}')\nprint(f'THEO_MERGE = {THEO_MERGE}')\nprint(f'SEED = {SEED}')","metadata":{"execution":{"iopub.status.busy":"2021-06-06T00:37:57.169852Z","iopub.execute_input":"2021-06-06T00:37:57.170234Z","iopub.status.idle":"2021-06-06T00:37:57.195056Z","shell.execute_reply.started":"2021-06-06T00:37:57.170201Z","shell.execute_reply":"2021-06-06T00:37:57.193301Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"|   | CV | LB |\n| --- | --- | --- |\n| s57 adnl_govt_labels |   | 0.573 |\n| 42 w/ adnl_govt_labels |   | 0.557 |\n| adnl_govt_labels_26897 | 0.136 |   |\n| adnl_govt_labels |   | 0.556 |\n| adnl_govt_labels KEN |   |   |\n| 42 w/ adnl_govt_labels KEN |   | 0.557 |\n| **RKM adnl_govt_labels w/ 42** | **0.514** | **0.574** |\n| 42 only |   | 0.154 |\n| RKM adnl_govt_labels BS_CLEANING w/ 42 |   | 0.568 |\n| RKM adnl_govt_labels_26897 |   | 0.244 |\n| RKM adnl_govt_labels w/ 42_48 |   | 0.574 |\n| **RKM adnl_govt_labels w/ 42_36** |   | **0.574** |\n| RKM adnl_govt_labels w/ 42_60 |   | 0.574 |\n| RKM adnl_govt_labels w/ 42_24 |   | 0.573 |\n| RKM adnl_govt_labels w/ 42_60 |   | 0.573 |\n| RKM adnl_govt_labels w/ 42_60 TM |   | 0.553 |","metadata":{}}]}