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April 27, 2025 11:36
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| "_model_module": "@jupyter-widgets/controls", | |
| "_model_module_version": "1.5.0", | |
| "_model_name": "DescriptionStyleModel", | |
| "_view_count": null, | |
| "_view_module": "@jupyter-widgets/base", | |
| "_view_module_version": "1.2.0", | |
| "_view_name": "StyleView", | |
| "description_width": "" | |
| } | |
| } | |
| } | |
| } | |
| }, | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "view-in-github", | |
| "colab_type": "text" | |
| }, | |
| "source": [ | |
| "<a href=\"https://colab.research.google.com/gist/chottokun/4eecb4cad6daf598a9ec1717f462f0ef/cl-nagoya-ruri-v3-310m.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "# !pip install -U -q transformers torch datasets" | |
| ], | |
| "metadata": { | |
| "id": "sAUvbupSZdhj" | |
| }, | |
| "execution_count": 1, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "!pip install -q flash-attn --no-build-isolation" | |
| ], | |
| "metadata": { | |
| "id": "r7m8p_FQHAPh" | |
| }, | |
| "execution_count": 2, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "!pip install -U -q datasets" | |
| ], | |
| "metadata": { | |
| "id": "KfklyDkkieOw" | |
| }, | |
| "execution_count": 3, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "!pip uninstall wandb -y" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "id": "wmQSYk1Gcm3u", | |
| "outputId": "ef934da0-f7f1-4b95-da70-7128cfbecb44" | |
| }, | |
| "execution_count": 4, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "\u001b[33mWARNING: Skipping wandb as it is not installed.\u001b[0m\u001b[33m\n", | |
| "\u001b[0m" | |
| ] | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "import os\n", | |
| "os.environ[\"WANDB_DISABLED\"] = \"true\"" | |
| ], | |
| "metadata": { | |
| "id": "yksi5t5ldYme" | |
| }, | |
| "execution_count": 5, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "from transformers import AutoTokenizer, AutoModelForTokenClassification\n", | |
| "from datasets import load_dataset\n", | |
| "\n", | |
| "# モデルとトークナイザーの準備\n", | |
| "model_name = \"cl-nagoya/ruri-v3-310m\"\n", | |
| "tokenizer = AutoTokenizer.from_pretrained(model_name, use_fast=True)\n", | |
| "model = AutoModelForTokenClassification.from_pretrained(model_name, num_labels=17)\n", | |
| "\n", | |
| "# データセットの準備\n", | |
| "dataset = load_dataset(\"stockmark/ner-wikipedia-dataset\")\n", | |
| "\n", | |
| "# ラベルのマッピング\n", | |
| "label_list = [\n", | |
| " \"O\", \"B-人名\", \"I-人名\", \"B-法人名\", \"I-法人名\", \"B-政治的組織名\", \"I-政治的組織名\",\n", | |
| " \"B-その他の組織名\", \"I-その他の組織名\", \"B-地名\", \"I-地名\", \"B-施設名\", \"I-施設名\",\n", | |
| " \"B-製品名\", \"I-製品名\", \"B-イベント名\", \"I-イベント名\"\n", | |
| "]\n", | |
| "label2id = {l: i for i, l in enumerate(label_list)}\n", | |
| "id2label = {i: l for l, i in label2id.items()}\n", | |
| "\n", | |
| "def tokenize_and_align_labels(examples):\n", | |
| " # トークン化＆オフセット取得\n", | |
| " tokenized_inputs = tokenizer(\n", | |
| " examples[\"text\"],\n", | |
| " truncation=True,\n", | |
| " return_offsets_mapping=True, # offset mappingを取得\n", | |
| " padding=\"max_length\",\n", | |
| " max_length=8192\n", | |
| " )\n", | |
| "\n", | |
| " all_labels = []\n", | |
| " for i, offsets in enumerate(tokenized_inputs[\"offset_mapping\"]):\n", | |
| " text = examples[\"text\"][i]\n", | |
| " entities = examples[\"entities\"][i]\n", | |
| "\n", | |
| " # 文字単位ラベル配列の準備\n", | |
| " char_labels = [\"O\"] * len(text)\n", | |
| " for ent in entities:\n", | |
| " st, ed = ent[\"span\"]\n", | |
| " lbl = ent[\"type\"]\n", | |
| " char_labels[st] = f\"B-{lbl}\"\n", | |
| " for idx in range(st+1, ed):\n", | |
| " char_labels[idx] = f\"I-{lbl}\"\n", | |
| "\n", | |
| " label_ids = []\n", | |
| " for (st, ed) in offsets:\n", | |
| " # special token あるいは空トークン\n", | |
| " if st == ed:\n", | |
| " label_ids.append(-100)\n", | |
| " continue\n", | |
| "\n", | |
| " # カバーする文字範囲のラベルを抽出\n", | |
| " # endが文字数を超えないようクリップ\n", | |
| " ed_clip = min(ed, len(char_labels))\n", | |
| " span_labels = char_labels[st:ed_clip]\n", | |
| "\n", | |
| " # もし途中にB-があればそれを最優先で採用\n", | |
| " b_labels = [lbl for lbl in span_labels if lbl.startswith(\"B-\")]\n", | |
| " if b_labels:\n", | |
| " use_label = b_labels[0]\n", | |
| " else:\n", | |
| " # なければ先頭文字のラベル\n", | |
| " use_label = char_labels[st]\n", | |
| "\n", | |
| " label_ids.append(label2id.get(use_label, label2id[\"O\"]))\n", | |
| "\n", | |
| " all_labels.append(label_ids)\n", | |
| "\n", | |
| " tokenized_inputs[\"labels\"] = all_labels\n", | |
| " # トレーニングには不要なので削除\n", | |
| " tokenized_inputs.pop(\"offset_mapping\")\n", | |
| " return tokenized_inputs\n", | |
| "\n", | |
| "# データセット全体に適用\n", | |
| "tokenized_datasets = dataset.map(\n", | |
| " tokenize_and_align_labels,\n", | |
| " batched=True,\n", | |
| " remove_columns=dataset[\"train\"].column_names\n", | |
| ")\n", | |
| "\n", | |
| "# 確認\n", | |
| "print(tokenized_datasets[\"train\"][0])\n" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 143, | |
| "referenced_widgets": [ | |
| "5a08997861e8461181f33d515715f63b", | |
| "991b624c107c4ebc8eadf51cd27a9ece", | |
| "d6bddd9d40e941b6be2a3cce5743ada6", | |
| "9bc38c09510347529ad927e54bcfb962", | |
| "80d6cbb13f6541c39c0d8bca5e5dce6b", | |
| "601479632dfb455b93e573cbae26635a", | |
| "7e30fb0a328d4f3e8b2fc281f1ccd3f5", | |
| "c1aefe41aafb4af9846cc3772a9fa7c0", | |
| "5310e356c259403aaa6b5a13176eee61", | |
| "7a7e4b5186394753a14314ea9ee465fd", | |
| "f349edc425b34a82a7429105420d8ab0" | |
| ] | |
| }, | |
| "id": "Kc8ch7OSrWaH", | |
| "outputId": "88633604-9be1-4db5-b65c-00bdc1b5c7e6" | |
| }, | |
| "execution_count": 7, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stderr", | |
| "text": [ | |
| "You are attempting to use Flash Attention 2.0 with a model not initialized on GPU. Make sure to move the model to GPU after initializing it on CPU with `model.to('cuda')`.\n", | |
| "Some weights of ModernBertForTokenClassification were not initialized from the model checkpoint at cl-nagoya/ruri-v3-310m and are newly initialized: ['classifier.bias', 'classifier.weight', 'head.dense.weight', 'head.norm.weight']\n", | |
| "You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.\n" | |
| ] | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "Map: 0%| | 0/5343 [00:00<?, ? examples/s]" | |
| ], | |
| "application/vnd.jupyter.widget-view+json": { | |
| "version_major": 2, | |
| "version_minor": 0, | |
| "model_id": "5a08997861e8461181f33d515715f63b" | |
| } | |
| }, | |
| "metadata": {} | |
| }, | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
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| ] | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "label2id" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "id": "Dn19PZWFm7FT", | |
| "outputId": "27311bc1-43df-4dab-94ae-2b37942c4d92" | |
| }, | |
| "execution_count": 8, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "data": { | |
| "text/plain": [ | |
| "{'O': 0,\n", | |
| " 'B-人名': 1,\n", | |
| " 'I-人名': 2,\n", | |
| " 'B-法人名': 3,\n", | |
| " 'I-法人名': 4,\n", | |
| " 'B-政治的組織名': 5,\n", | |
| " 'I-政治的組織名': 6,\n", | |
| " 'B-その他の組織名': 7,\n", | |
| " 'I-その他の組織名': 8,\n", | |
| " 'B-地名': 9,\n", | |
| " 'I-地名': 10,\n", | |
| " 'B-施設名': 11,\n", | |
| " 'I-施設名': 12,\n", | |
| " 'B-製品名': 13,\n", | |
| " 'I-製品名': 14,\n", | |
| " 'B-イベント名': 15,\n", | |
| " 'I-イベント名': 16}" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "execution_count": 8 | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "id2label" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "id": "jZXsKI-9m2RA", | |
| "outputId": "bb9fb1a3-6e63-4b30-ba34-f5d9daadaef2" | |
| }, | |
| "execution_count": 9, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "data": { | |
| "text/plain": [ | |
| "{0: 'O',\n", | |
| " 1: 'B-人名',\n", | |
| " 2: 'I-人名',\n", | |
| " 3: 'B-法人名',\n", | |
| " 4: 'I-法人名',\n", | |
| " 5: 'B-政治的組織名',\n", | |
| " 6: 'I-政治的組織名',\n", | |
| " 7: 'B-その他の組織名',\n", | |
| " 8: 'I-その他の組織名',\n", | |
| " 9: 'B-地名',\n", | |
| " 10: 'I-地名',\n", | |
| " 11: 'B-施設名',\n", | |
| " 12: 'I-施設名',\n", | |
| " 13: 'B-製品名',\n", | |
| " 14: 'I-製品名',\n", | |
| " 15: 'B-イベント名',\n", | |
| " 16: 'I-イベント名'}" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "execution_count": 9 | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "import pandas as pd\n", | |
| "\n", | |
| "# 最初の5件のデータを表示\n", | |
| "df = tokenized_datasets[\"train\"].select(range(5)).to_pandas()\n", | |
| "display(df)" | |
| ], | |
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| "height": 206 | |
| }, | |
| "id": "-PtLdvttmkIE", | |
| "outputId": "431b3739-0382-409c-e177-63c23f3c2e94" | |
| }, | |
| "execution_count": 10, | |
| "outputs": [ | |
| { | |
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| "summary": "{\n \"name\": \"df\",\n \"rows\": 5,\n \"fields\": [\n {\n \"column\": \"input_ids\",\n \"properties\": {\n \"dtype\": \"object\",\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"attention_mask\",\n \"properties\": {\n \"dtype\": \"object\",\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"labels\",\n \"properties\": {\n \"dtype\": \"object\",\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" | |
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| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "!pip install seqeval evaluate\n", | |
| "\n", | |
| "import evaluate\n", | |
| "\n", | |
| "metric = evaluate.load(\"seqeval\")" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "id": "XpI0NUP0pszt", | |
| "outputId": "7bf75e55-a4cc-4a05-dc53-e75087274c43" | |
| }, | |
| "execution_count": 11, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "Requirement already satisfied: seqeval in /usr/local/lib/python3.11/dist-packages (1.2.2)\n", | |
| "Requirement already satisfied: evaluate in /usr/local/lib/python3.11/dist-packages (0.4.3)\n", | |
| "Requirement already satisfied: numpy>=1.14.0 in /usr/local/lib/python3.11/dist-packages (from seqeval) (2.0.2)\n", | |
| "Requirement already satisfied: scikit-learn>=0.21.3 in /usr/local/lib/python3.11/dist-packages (from seqeval) (1.6.1)\n", | |
| "Requirement already satisfied: datasets>=2.0.0 in /usr/local/lib/python3.11/dist-packages (from evaluate) (3.5.0)\n", | |
| "Requirement already satisfied: dill in /usr/local/lib/python3.11/dist-packages (from evaluate) (0.3.8)\n", | |
| "Requirement already satisfied: pandas in /usr/local/lib/python3.11/dist-packages (from evaluate) (2.2.2)\n", | |
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| ] | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "import numpy as np\n", | |
| "from sklearn.metrics import accuracy_score, precision_recall_fscore_support\n", | |
| "\n", | |
| "# 評価指標の計算\n", | |
| "def compute_metrics(eval_preds):\n", | |
| " logits, labels = eval_preds\n", | |
| " predictions = np.argmax(logits, axis=-1)\n", | |
| "\n", | |
| " # Remove ignored index (special tokens) and convert to labels\n", | |
| " true_labels = [[label_list[l] for l in label if l != -100] for label in labels]\n", | |
| " true_predictions = [\n", | |
| " [label_list[p] for (p, l) in zip(prediction, label) if l != -100]\n", | |
| " for prediction, label in zip(predictions, labels)\n", | |
| " ]\n", | |
| " all_metrics = metric.compute(predictions=true_predictions, references=true_labels)\n", | |
| " return {\n", | |
| " \"precision\": all_metrics[\"overall_precision\"],\n", | |
| " \"recall\": all_metrics[\"overall_recall\"],\n", | |
| " \"f1\": all_metrics[\"overall_f1\"],\n", | |
| " \"accuracy\": all_metrics[\"overall_accuracy\"],\n", | |
| " }" | |
| ], | |
| "metadata": { | |
| "id": "EWW13DRSo0k5" | |
| }, | |
| "execution_count": 12, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "# \"train\" 分割から 10% を検証用として作成\n", | |
| "split_datasets = tokenized_datasets[\"train\"].train_test_split(test_size=0.1)\n", | |
| "\n", | |
| "# トレーニングの設定\n", | |
| "from transformers import TrainingArguments, Trainer\n", | |
| "\n", | |
| "training_args = TrainingArguments(\n", | |
| " output_dir=\"./results\",\n", | |
| " eval_strategy=\"epoch\",\n", | |
| " learning_rate=2e-5,\n", | |
| " per_device_train_batch_size=16,\n", | |
| " per_device_eval_batch_size=16,\n", | |
| " num_train_epochs=50,\n", | |
| " weight_decay=0.01,\n", | |
| " report_to=[],\n", | |
| ")\n", | |
| "\n", | |
| "from transformers import DataCollatorForTokenClassification\n", | |
| "data_collator = DataCollatorForTokenClassification(tokenizer)\n", | |
| "\n", | |
| "# トレーナーの初期化と学習の実行\n", | |
| "\n", | |
| "trainer = Trainer(\n", | |
| " model=model,\n", | |
| " args=training_args,\n", | |
| " train_dataset=split_datasets[\"train\"],\n", | |
| " eval_dataset=split_datasets[\"test\"],\n", | |
| " data_collator=data_collator,\n", | |
| " compute_metrics=compute_metrics,\n", | |
| " tokenizer=tokenizer,\n", | |
| ")\n", | |
| "\n", | |
| "trainer.train()\n", | |
| "\n", | |
| "# モデルの保存\n", | |
| "trainer.save_model(\"./japanese_ner_wikipedia\")" | |
| ], | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 1000 | |
| }, | |
| "id": "oBCaFd0rmTyj", | |
| "outputId": "6837653b-79d0-42c4-e499-b09cbab50560" | |
| }, | |
| "execution_count": 13, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stderr", | |
| "text": [ | |
| "<ipython-input-13-73441273f414>:23: FutureWarning: `tokenizer` is deprecated and will be removed in version 5.0.0 for `Trainer.__init__`. Use `processing_class` instead.\n", | |
| " trainer = Trainer(\n" | |
| ] | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<IPython.core.display.HTML object>" | |
| ], | |
| "text/html": [ | |
| "\n", | |
| " <div>\n", | |
| " \n", | |
| " <progress value='15050' max='15050' style='width:300px; height:20px; vertical-align: middle;'></progress>\n", | |
| " [15050/15050 2:49:10, Epoch 50/50]\n", | |
| " </div>\n", | |
| " <table border=\"1\" class=\"dataframe\">\n", | |
| " <thead>\n", | |
| " <tr style=\"text-align: left;\">\n", | |
| " <th>Epoch</th>\n", | |
| " <th>Training Loss</th>\n", | |
| " <th>Validation Loss</th>\n", | |
| " <th>Precision</th>\n", | |
| " <th>Recall</th>\n", | |
| " <th>F1</th>\n", | |
| " <th>Accuracy</th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <td>1</td>\n", | |
| " <td>No log</td>\n", | |
| " <td>0.113222</td>\n", | |
| " <td>0.835674</td>\n", | |
| " <td>0.893393</td>\n", | |
| " <td>0.863570</td>\n", | |
| " <td>0.967893</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>2</td>\n", | |
| " <td>0.153800</td>\n", | |
| " <td>0.115999</td>\n", | |
| " <td>0.859587</td>\n", | |
| " <td>0.905405</td>\n", | |
| " <td>0.881901</td>\n", | |
| " <td>0.971655</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>3</td>\n", | |
| " <td>0.153800</td>\n", | |
| " <td>0.162990</td>\n", | |
| " <td>0.859854</td>\n", | |
| " <td>0.884384</td>\n", | |
| " <td>0.871947</td>\n", | |
| " <td>0.969838</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>4</td>\n", | |
| " <td>0.030700</td>\n", | |
| " <td>0.161868</td>\n", | |
| " <td>0.867636</td>\n", | |
| " <td>0.895646</td>\n", | |
| " <td>0.881419</td>\n", | |
| " <td>0.971590</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>5</td>\n", | |
| " <td>0.010000</td>\n", | |
| " <td>0.188405</td>\n", | |
| " <td>0.868555</td>\n", | |
| " <td>0.897898</td>\n", | |
| " <td>0.882983</td>\n", | |
| " <td>0.972044</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>6</td>\n", | |
| " <td>0.010000</td>\n", | |
| " <td>0.178214</td>\n", | |
| " <td>0.898380</td>\n", | |
| " <td>0.915916</td>\n", | |
| " <td>0.907063</td>\n", | |
| " <td>0.975092</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>7</td>\n", | |
| " <td>0.004200</td>\n", | |
| " <td>0.189275</td>\n", | |
| " <td>0.896346</td>\n", | |
| " <td>0.902402</td>\n", | |
| " <td>0.899364</td>\n", | |
| " <td>0.975287</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>8</td>\n", | |
| " <td>0.004200</td>\n", | |
| " <td>0.185811</td>\n", | |
| " <td>0.899777</td>\n", | |
| " <td>0.909910</td>\n", | |
| " <td>0.904815</td>\n", | |
| " <td>0.975287</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>9</td>\n", | |
| " <td>0.002700</td>\n", | |
| " <td>0.183830</td>\n", | |
| " <td>0.879474</td>\n", | |
| " <td>0.903904</td>\n", | |
| " <td>0.891522</td>\n", | |
| " <td>0.973795</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>10</td>\n", | |
| " <td>0.003300</td>\n", | |
| " <td>0.186010</td>\n", | |
| " <td>0.877907</td>\n", | |
| " <td>0.906907</td>\n", | |
| " <td>0.892171</td>\n", | |
| " <td>0.974444</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>11</td>\n", | |
| " <td>0.003300</td>\n", | |
| " <td>0.221895</td>\n", | |
| " <td>0.870317</td>\n", | |
| " <td>0.906907</td>\n", | |
| " <td>0.888235</td>\n", | |
| " <td>0.971265</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>12</td>\n", | |
| " <td>0.004500</td>\n", | |
| " <td>0.199132</td>\n", | |
| " <td>0.894309</td>\n", | |
| " <td>0.908408</td>\n", | |
| " <td>0.901304</td>\n", | |
| " <td>0.974379</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>13</td>\n", | |
| " <td>0.004500</td>\n", | |
| " <td>0.237236</td>\n", | |
| " <td>0.863536</td>\n", | |
| " <td>0.883634</td>\n", | |
| " <td>0.873469</td>\n", | |
| " <td>0.967828</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>14</td>\n", | |
| " <td>0.003000</td>\n", | |
| " <td>0.204547</td>\n", | |
| " <td>0.881005</td>\n", | |
| " <td>0.894895</td>\n", | |
| " <td>0.887896</td>\n", | |
| " <td>0.971395</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>15</td>\n", | |
| " <td>0.003500</td>\n", | |
| " <td>0.219216</td>\n", | |
| " <td>0.878031</td>\n", | |
| " <td>0.897147</td>\n", | |
| " <td>0.887486</td>\n", | |
| " <td>0.970747</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>16</td>\n", | |
| " <td>0.003500</td>\n", | |
| " <td>0.210724</td>\n", | |
| " <td>0.892617</td>\n", | |
| " <td>0.898649</td>\n", | |
| " <td>0.895623</td>\n", | |
| " <td>0.974055</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>17</td>\n", | |
| " <td>0.000900</td>\n", | |
| " <td>0.229381</td>\n", | |
| " <td>0.880741</td>\n", | |
| " <td>0.892643</td>\n", | |
| " <td>0.886652</td>\n", | |
| " <td>0.972368</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>18</td>\n", | |
| " <td>0.000900</td>\n", | |
| " <td>0.230140</td>\n", | |
| " <td>0.894855</td>\n", | |
| " <td>0.900901</td>\n", | |
| " <td>0.897868</td>\n", | |
| " <td>0.973147</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>19</td>\n", | |
| " <td>0.000300</td>\n", | |
| " <td>0.250492</td>\n", | |
| " <td>0.885926</td>\n", | |
| " <td>0.897898</td>\n", | |
| " <td>0.891872</td>\n", | |
| " <td>0.971071</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>20</td>\n", | |
| " <td>0.000100</td>\n", | |
| " <td>0.244484</td>\n", | |
| " <td>0.905405</td>\n", | |
| " <td>0.905405</td>\n", | |
| " <td>0.905405</td>\n", | |
| " <td>0.973665</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>21</td>\n", | |
| " <td>0.000100</td>\n", | |
| " <td>0.249358</td>\n", | |
| " <td>0.906086</td>\n", | |
| " <td>0.905405</td>\n", | |
| " <td>0.905745</td>\n", | |
| " <td>0.973730</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>22</td>\n", | |
| " <td>0.000000</td>\n", | |
| " <td>0.252690</td>\n", | |
| " <td>0.905405</td>\n", | |
| " <td>0.905405</td>\n", | |
| " <td>0.905405</td>\n", | |
| " <td>0.973730</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>23</td>\n", | |
| " <td>0.000000</td>\n", | |
| " <td>0.255768</td>\n", | |
| " <td>0.905405</td>\n", | |
| " <td>0.905405</td>\n", | |
| " <td>0.905405</td>\n", | |
| " <td>0.973665</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>24</td>\n", | |
| " <td>0.000000</td>\n", | |
| " <td>0.258521</td>\n", | |
| " <td>0.904726</td>\n", | |
| " <td>0.905405</td>\n", | |
| " <td>0.905066</td>\n", | |
| " <td>0.973795</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>25</td>\n", | |
| " <td>0.000000</td>\n", | |
| " <td>0.261283</td>\n", | |
| " <td>0.904726</td>\n", | |
| " <td>0.905405</td>\n", | |
| " <td>0.905066</td>\n", | |
| " <td>0.973795</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>26</td>\n", | |
| " <td>0.000000</td>\n", | |
| " <td>0.263948</td>\n", | |
| " <td>0.904048</td>\n", | |
| " <td>0.905405</td>\n", | |
| " <td>0.904726</td>\n", | |
| " <td>0.973730</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>27</td>\n", | |
| " <td>0.000000</td>\n", | |
| " <td>0.266452</td>\n", | |
| " <td>0.904048</td>\n", | |
| " <td>0.905405</td>\n", | |
| " <td>0.904726</td>\n", | |
| " <td>0.973665</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>28</td>\n", | |
| " <td>0.000000</td>\n", | |
| " <td>0.268998</td>\n", | |
| " <td>0.904048</td>\n", | |
| " <td>0.905405</td>\n", | |
| " <td>0.904726</td>\n", | |
| " <td>0.973730</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>29</td>\n", | |
| " <td>0.000000</td>\n", | |
| " <td>0.271479</td>\n", | |
| " <td>0.905405</td>\n", | |
| " <td>0.905405</td>\n", | |
| " <td>0.905405</td>\n", | |
| " <td>0.973665</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>30</td>\n", | |
| " <td>0.000000</td>\n", | |
| " <td>0.273816</td>\n", | |
| " <td>0.906086</td>\n", | |
| " <td>0.905405</td>\n", | |
| " <td>0.905745</td>\n", | |
| " <td>0.973536</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>31</td>\n", | |
| " <td>0.000000</td>\n", | |
| " <td>0.276113</td>\n", | |
| " <td>0.906086</td>\n", | |
| " <td>0.905405</td>\n", | |
| " <td>0.905745</td>\n", | |
| " <td>0.973665</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>32</td>\n", | |
| " <td>0.000000</td>\n", | |
| " <td>0.278424</td>\n", | |
| " <td>0.906086</td>\n", | |
| " <td>0.905405</td>\n", | |
| " <td>0.905745</td>\n", | |
| " <td>0.973601</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>33</td>\n", | |
| " <td>0.000000</td>\n", | |
| " <td>0.280636</td>\n", | |
| " <td>0.904655</td>\n", | |
| " <td>0.904655</td>\n", | |
| " <td>0.904655</td>\n", | |
| " <td>0.973536</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>34</td>\n", | |
| " <td>0.000000</td>\n", | |
| " <td>0.283287</td>\n", | |
| " <td>0.904655</td>\n", | |
| " <td>0.904655</td>\n", | |
| " <td>0.904655</td>\n", | |
| " <td>0.973536</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>35</td>\n", | |
| " <td>0.000000</td>\n", | |
| " <td>0.285032</td>\n", | |
| " <td>0.906086</td>\n", | |
| " <td>0.905405</td>\n", | |
| " <td>0.905745</td>\n", | |
| " <td>0.973601</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>36</td>\n", | |
| " <td>0.000000</td>\n", | |
| " <td>0.287100</td>\n", | |
| " <td>0.906086</td>\n", | |
| " <td>0.905405</td>\n", | |
| " <td>0.905745</td>\n", | |
| " <td>0.973601</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>37</td>\n", | |
| " <td>0.000000</td>\n", | |
| " <td>0.288978</td>\n", | |
| " <td>0.906086</td>\n", | |
| " <td>0.905405</td>\n", | |
| " <td>0.905745</td>\n", | |
| " <td>0.973601</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>38</td>\n", | |
| " <td>0.000000</td>\n", | |
| " <td>0.290994</td>\n", | |
| " <td>0.904655</td>\n", | |
| " <td>0.904655</td>\n", | |
| " <td>0.904655</td>\n", | |
| " <td>0.973536</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>39</td>\n", | |
| " <td>0.000000</td>\n", | |
| " <td>0.292737</td>\n", | |
| " <td>0.904655</td>\n", | |
| " <td>0.904655</td>\n", | |
| " <td>0.904655</td>\n", | |
| " <td>0.973536</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>40</td>\n", | |
| " <td>0.000000</td>\n", | |
| " <td>0.294594</td>\n", | |
| " <td>0.904655</td>\n", | |
| " <td>0.904655</td>\n", | |
| " <td>0.904655</td>\n", | |
| " <td>0.973536</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>41</td>\n", | |
| " <td>0.000000</td>\n", | |
| " <td>0.296333</td>\n", | |
| " <td>0.904655</td>\n", | |
| " <td>0.904655</td>\n", | |
| " <td>0.904655</td>\n", | |
| " <td>0.973601</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>42</td>\n", | |
| " <td>0.000000</td>\n", | |
| " <td>0.298032</td>\n", | |
| " <td>0.903904</td>\n", | |
| " <td>0.903904</td>\n", | |
| " <td>0.903904</td>\n", | |
| " <td>0.973471</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>43</td>\n", | |
| " <td>0.000000</td>\n", | |
| " <td>0.299603</td>\n", | |
| " <td>0.904655</td>\n", | |
| " <td>0.904655</td>\n", | |
| " <td>0.904655</td>\n", | |
| " <td>0.973471</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>44</td>\n", | |
| " <td>0.000000</td>\n", | |
| " <td>0.301156</td>\n", | |
| " <td>0.904655</td>\n", | |
| " <td>0.904655</td>\n", | |
| " <td>0.904655</td>\n", | |
| " <td>0.973471</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>45</td>\n", | |
| " <td>0.000000</td>\n", | |
| " <td>0.302410</td>\n", | |
| " <td>0.904655</td>\n", | |
| " <td>0.904655</td>\n", | |
| " <td>0.904655</td>\n", | |
| " <td>0.973471</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>46</td>\n", | |
| " <td>0.000000</td>\n", | |
| " <td>0.303589</td>\n", | |
| " <td>0.903904</td>\n", | |
| " <td>0.903904</td>\n", | |
| " <td>0.903904</td>\n", | |
| " <td>0.973406</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>47</td>\n", | |
| " <td>0.000000</td>\n", | |
| " <td>0.304490</td>\n", | |
| " <td>0.903904</td>\n", | |
| " <td>0.903904</td>\n", | |
| " <td>0.903904</td>\n", | |
| " <td>0.973406</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>48</td>\n", | |
| " <td>0.000000</td>\n", | |
| " <td>0.305317</td>\n", | |
| " <td>0.905334</td>\n", | |
| " <td>0.904655</td>\n", | |
| " <td>0.904994</td>\n", | |
| " <td>0.973471</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>49</td>\n", | |
| " <td>0.000000</td>\n", | |
| " <td>0.305739</td>\n", | |
| " <td>0.906015</td>\n", | |
| " <td>0.904655</td>\n", | |
| " <td>0.905334</td>\n", | |
| " <td>0.973471</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <td>50</td>\n", | |
| " <td>0.000000</td>\n", | |
| " <td>0.306014</td>\n", | |
| " <td>0.905334</td>\n", | |
| " <td>0.904655</td>\n", | |
| " <td>0.904994</td>\n", | |
| " <td>0.973471</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table><p>" | |
| ] | |
| }, | |
| "metadata": {} | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "from transformers import pipeline\n", | |
| "import pprint\n", | |
| "\n", | |
| "nlp = pipeline(\"ner\", model=\"./japanese_ner_wikipedia\", tokenizer=tokenizer)\n", | |
| "text = \"安倍晋三が日本の首相を辞任した。\"\n", | |
| "results = nlp(text)\n", | |
| "pprint.pprint(results)\n" | |
| ], | |
| "metadata": { | |
| "id": "5bmKKgMqZrvg", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "outputId": "3656178f-4455-40ab-b25c-e9a22f84dc7f" | |
| }, | |
| "execution_count": 14, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stderr", | |
| "text": [ | |
| "Device set to use cuda:0\n" | |
| ] | |
| }, | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "[{'end': 4,\n", | |
| " 'entity': 'LABEL_1',\n", | |
| " 'index': 1,\n", | |
| " 'score': np.float32(0.99999785),\n", | |
| " 'start': 0,\n", | |
| " 'word': '安倍晋三'},\n", | |
| " {'end': 5,\n", | |
| " 'entity': 'LABEL_0',\n", | |
| " 'index': 2,\n", | |
| " 'score': np.float32(1.0),\n", | |
| " 'start': 4,\n", | |
| " 'word': 'が'},\n", | |
| " {'end': 8,\n", | |
| " 'entity': 'LABEL_9',\n", | |
| " 'index': 3,\n", | |
| " 'score': np.float32(0.99999905),\n", | |
| " 'start': 5,\n", | |
| " 'word': '日本の'},\n", | |
| " {'end': 10,\n", | |
| " 'entity': 'LABEL_0',\n", | |
| " 'index': 4,\n", | |
| " 'score': np.float32(0.9999999),\n", | |
| " 'start': 8,\n", | |
| " 'word': '首相'},\n", | |
| " {'end': 11,\n", | |
| " 'entity': 'LABEL_0',\n", | |
| " 'index': 5,\n", | |
| " 'score': np.float32(1.0),\n", | |
| " 'start': 10,\n", | |
| " 'word': 'を'},\n", | |
| " {'end': 13,\n", | |
| " 'entity': 'LABEL_0',\n", | |
| " 'index': 6,\n", | |
| " 'score': np.float32(1.0),\n", | |
| " 'start': 11,\n", | |
| " 'word': '辞任'},\n", | |
| " {'end': 15,\n", | |
| " 'entity': 'LABEL_0',\n", | |
| " 'index': 7,\n", | |
| " 'score': np.float32(1.0),\n", | |
| " 'start': 13,\n", | |
| " 'word': 'した'},\n", | |
| " {'end': 16,\n", | |
| " 'entity': 'LABEL_0',\n", | |
| " 'index': 8,\n", | |
| " 'score': np.float32(1.0),\n", | |
| " 'start': 15,\n", | |
| " 'word': '。'}]\n" | |
| ] | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "text = \"\"\"『ヨハネの手紙三』は新約聖書の正典を構成する27文書の一つで、公同書簡に分類される3通のヨハネ書簡の最後のものである。便宜上は公同書簡に分類されるとはいえ、「長老」と名乗る著者がガイオという個人に宛てた本文からは、この手紙が完全に個人的な手紙であることが読み取れる。「長老」は、地域内の信徒の家で営まれた小規模な「家の教会」を巡回して福音を説いていた「兄弟たち」の歓待や支援をしているガイオを賞賛し、彼に対し、ある「家の教会」を取り仕切って「兄弟たち」を拒絶しているディオトレフェスには従わず、引き続き善を行うようにと激励している。\"\"\"\n", | |
| "results = nlp(text)\n", | |
| "pprint.pprint(results)\n" | |
| ], | |
| "metadata": { | |
| "id": "qYBkJIvvjsri", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "outputId": "0e3e0328-d10e-409d-8ba0-e12c7ae59906" | |
| }, | |
| "execution_count": 15, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "[{'end': 1,\n", | |
| " 'entity': 'LABEL_0',\n", | |
| " 'index': 1,\n", | |
| " 'score': np.float32(1.0),\n", | |
| " 'start': 0,\n", | |
| " 'word': '『'},\n", | |
| " {'end': 4,\n", | |
| " 'entity': 'LABEL_13',\n", | |
| " 'index': 2,\n", | |
| " 'score': np.float32(0.9999989),\n", | |
| " 'start': 1,\n", | |
| " 'word': 'ヨハネ'},\n", | |
| " {'end': 7,\n", | |
| " 'entity': 'LABEL_14',\n", | |
| " 'index': 3,\n", | |
| " 'score': np.float32(0.99999976),\n", | |
| " 'start': 4,\n", | |
| " 'word': 'の手紙'},\n", | |
| " {'end': 8,\n", | |
| " 'entity': 'LABEL_14',\n", | |
| " 'index': 4,\n", | |
| " 'score': np.float32(0.9999999),\n", | |
| " 'start': 7,\n", | |
| " 'word': '三'},\n", | |
| " {'end': 9,\n", | |
| " 'entity': 'LABEL_0',\n", | |
| " 'index': 5,\n", | |
| " 'score': np.float32(0.99999976),\n", | |
| " 'start': 8,\n", | |
| " 'word': '』'},\n", | |
| " {'end': 10,\n", | |
| " 'entity': 'LABEL_0',\n", | |
| " 'index': 6,\n", | |
| " 'score': np.float32(1.0),\n", | |
| " 'start': 9,\n", | |
| " 'word': 'は'},\n", | |
| " {'end': 11,\n", | |
| " 'entity': 'LABEL_13',\n", | |
| " 'index': 7,\n", | |
| " 'score': np.float32(0.99611133),\n", | |
| " 'start': 10,\n", | |
| " 'word': '新'},\n", | |
| " {'end': 12,\n", | |
| " 'entity': 'LABEL_14',\n", | |
| " 'index': 8,\n", | |
| " 'score': np.float32(0.8881595),\n", | |
| " 'start': 11,\n", | |
| " 'word': '約'},\n", | |
| " {'end': 14,\n", | |
| " 'entity': 'LABEL_14',\n", | |
| " 'index': 9,\n", | |
| " 'score': np.float32(0.93996197),\n", | |
| " 'start': 12,\n", | |
| " 'word': '聖書'},\n", | |
| " {'end': 15,\n", | |
| " 'entity': 'LABEL_0',\n", | |
| " 'index': 10,\n", | |
| " 'score': np.float32(1.0),\n", | |
| " 'start': 14,\n", | |
| " 'word': 'の'},\n", | |
| " {'end': 16,\n", | |
| " 'entity': 'LABEL_0',\n", | |
| " 'index': 11,\n", | |
| " 'score': np.float32(1.0),\n", | |
| " 'start': 15,\n", | |
| " 'word': '正'},\n", | |
| " {'end': 17,\n", | |
| " 'entity': 'LABEL_0',\n", | |
| " 'index': 12,\n", | |
| " 'score': np.float32(1.0),\n", | |
| " 'start': 16,\n", | |
| " 'word': '典'},\n", | |
| " {'end': 22,\n", | |
| " 'entity': 'LABEL_0',\n", | |
| " 'index': 13,\n", | |
| " 'score': np.float32(1.0),\n", | |
| " 'start': 17,\n", | |
| " 'word': 'を構成する'},\n", | |
| " {'end': 23,\n", | |
| " 'entity': 'LABEL_0',\n", | |
| " 'index': 14,\n", | |
| " 'score': np.float32(1.0),\n", | |
| " 'start': 22,\n", | |
| " 'word': '2'},\n", | |
| " {'end': 24,\n", | |
| " 'entity': 'LABEL_0',\n", | |
| " 'index': 15,\n", | |
| " 'score': np.float32(1.0),\n", | |
| " 'start': 23,\n", | |
| " 'word': '7'},\n", | |
| " {'end': 26,\n", | |
| " 'entity': 'LABEL_0',\n", | |
| " 'index': 16,\n", | |
| " 'score': np.float32(1.0),\n", | |
| " 'start': 24,\n", | |
| " 'word': '文書'},\n", | |
| " {'end': 30,\n", | |
| " 'entity': 'LABEL_0',\n", | |
| " 'index': 17,\n", | |
| " 'score': np.float32(1.0),\n", | |
| " 'start': 26,\n", | |
| " 'word': 'の一つで'},\n", | |
| " {'end': 31,\n", | |
| " 'entity': 'LABEL_0',\n", | |
| " 'index': 18,\n", | |
| " 'score': np.float32(1.0),\n", | |
| " 'start': 30,\n", | |
| " 'word': '、'},\n", | |
| " {'end': 32,\n", | |
| " 'entity': 'LABEL_0',\n", | |
| " 'index': 19,\n", | |
| " 'score': np.float32(1.0),\n", | |
| " 'start': 31,\n", | |
| " 'word': '公'},\n", | |
| " {'end': 33,\n", | |
| " 'entity': 'LABEL_0',\n", | |
| " 'index': 20,\n", | |
| " 'score': np.float32(1.0),\n", | |
| " 'start': 32,\n", | |
| " 'word': '同'},\n", | |
| " {'end': 35,\n", | |
| " 'entity': 'LABEL_0',\n", | |
| " 'index': 21,\n", | |
| " 'score': np.float32(1.0),\n", | |
| " 'start': 33,\n", | |
| " 'word': '書簡'},\n", | |
| " {'end': 41,\n", | |
| " 'entity': 'LABEL_0',\n", | |
| " 'index': 22,\n", | |
| " 'score': np.float32(1.0),\n", | |
| " 'start': 35,\n", | |
| " 'word': 'に分類される'},\n", | |
| " {'end': 42,\n", | |
| " 'entity': 'LABEL_0',\n", | |
| " 'index': 23,\n", | |
| " 'score': np.float32(1.0),\n", | |
| " 'start': 41,\n", | |
| " 'word': '3'},\n", | |
| " {'end': 43,\n", | |
| " 'entity': 'LABEL_0',\n", | |
| " 'index': 24,\n", | |
| " 'score': np.float32(1.0),\n", | |
| " 'start': 42,\n", | |
| " 'word': '通'},\n", | |
| " {'end': 44,\n", | |
| " 'entity': 'LABEL_0',\n", | |
| " 'index': 25,\n", | |
| " 'score': np.float32(1.0),\n", | |
| " 'start': 43,\n", | |
| " 'word': 'の'},\n", | |
| " {'end': 47,\n", | |
| " 'entity': 'LABEL_0',\n", | |
| " 'index': 26,\n", | |
| " 'score': np.float32(0.71605396),\n", | |
| " 'start': 44,\n", | |
| " 'word': 'ヨハネ'},\n", | |
| " {'end': 49,\n", | |
| " 'entity': 'LABEL_0',\n", | |
| " 'index': 27,\n", | |
| " 'score': np.float32(0.9999964),\n", | |
| " 'start': 47,\n", | |
| " 'word': '書簡'},\n", | |
| " {'end': 53,\n", | |
| " 'entity': 'LABEL_0',\n", | |
| " 'index': 28,\n", | |
| " 'score': np.float32(1.0),\n", | |
| " 'start': 49,\n", | |
| " 'word': 'の最後の'},\n", | |
| " {'end': 58,\n", | |
| " 'entity': 'LABEL_0',\n", | |
| " 'index': 29,\n", | |
| " 'score': np.float32(1.0),\n", | |
| " 'start': 53,\n", | |
| " 'word': 'ものである'},\n", | |
| " {'end': 59,\n", | |
| " 'entity': 'LABEL_0',\n", | |
| " 'index': 30,\n", | |
| " 'score': np.float32(1.0),\n", | |
| " 'start': 58,\n", | |
| " 'word': '。'},\n", | |
| " {'end': 61,\n", | |
| " 'entity': 'LABEL_0',\n", | |
| " 'index': 31,\n", | |
| " 'score': np.float32(1.0),\n", | |
| " 'start': 59,\n", | |
| " 'word': '便宜'},\n", | |
| " {'end': 63,\n", | |
| " 'entity': 'LABEL_0',\n", | |
| " 'index': 32,\n", | |
| " 'score': np.float32(1.0),\n", | |
| " 'start': 61,\n", | |
| " 'word': '上は'},\n", | |
| " {'end': 64,\n", | |
| " 'entity': 'LABEL_0',\n", | |
| " 'index': 33,\n", | |
| " 'score': np.float32(1.0),\n", | |
| " 'start': 63,\n", | |
| " 'word': '公'},\n", | |
| " {'end': 65,\n", | |
| " 'entity': 'LABEL_0',\n", | |
| " 'index': 34,\n", | |
| " 'score': np.float32(1.0),\n", | |
| " 'start': 64,\n", | |
| " 'word': '同'},\n", | |
| " {'end': 67,\n", | |
| " 'entity': 'LABEL_0',\n", | |
| " 'index': 35,\n", | |
| " 'score': np.float32(1.0),\n", | |
| " 'start': 65,\n", | |
| " 'word': '書簡'},\n", | |
| " {'end': 73,\n", | |
| " 'entity': 'LABEL_0',\n", | |
| " 'index': 36,\n", | |
| " 'score': np.float32(1.0),\n", | |
| " 'start': 67,\n", | |
| " 'word': 'に分類される'},\n", | |
| " {'end': 77,\n", | |
| " 'entity': 'LABEL_0',\n", | |
| " 'index': 37,\n", | |
| " 'score': np.float32(1.0),\n", | |
| " 'start': 73,\n", | |
| " 'word': 'とはいえ'},\n", | |
| " {'end': 79,\n", | |
| " 'entity': 'LABEL_0',\n", | |
| " 'index': 38,\n", | |
| " 'score': np.float32(1.0),\n", | |
| " 'start': 77,\n", | |
| " 'word': '、「'},\n", | |
| " {'end': 80,\n", | |
| " 'entity': 'LABEL_0',\n", | |
| " 'index': 39,\n", | |
| " 'score': np.float32(0.9999999),\n", | |
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| " 'score': np.float32(1.0),\n", | |
| " 'start': 243,\n", | |
| " 'word': '従'},\n", | |
| " {'end': 246,\n", | |
| " 'entity': 'LABEL_0',\n", | |
| " 'index': 128,\n", | |
| " 'score': np.float32(1.0),\n", | |
| " 'start': 244,\n", | |
| " 'word': 'わず'},\n", | |
| " {'end': 247,\n", | |
| " 'entity': 'LABEL_0',\n", | |
| " 'index': 129,\n", | |
| " 'score': np.float32(1.0),\n", | |
| " 'start': 246,\n", | |
| " 'word': '、'},\n", | |
| " {'end': 251,\n", | |
| " 'entity': 'LABEL_0',\n", | |
| " 'index': 130,\n", | |
| " 'score': np.float32(1.0),\n", | |
| " 'start': 247,\n", | |
| " 'word': '引き続き'},\n", | |
| " {'end': 252,\n", | |
| " 'entity': 'LABEL_0',\n", | |
| " 'index': 131,\n", | |
| " 'score': np.float32(1.0),\n", | |
| " 'start': 251,\n", | |
| " 'word': '善'},\n", | |
| " {'end': 255,\n", | |
| " 'entity': 'LABEL_0',\n", | |
| " 'index': 132,\n", | |
| " 'score': np.float32(1.0),\n", | |
| " 'start': 252,\n", | |
| " 'word': 'を行う'},\n", | |
| " {'end': 258,\n", | |
| " 'entity': 'LABEL_0',\n", | |
| " 'index': 133,\n", | |
| " 'score': np.float32(1.0),\n", | |
| " 'start': 255,\n", | |
| " 'word': 'ように'},\n", | |
| " {'end': 259,\n", | |
| " 'entity': 'LABEL_0',\n", | |
| " 'index': 134,\n", | |
| " 'score': np.float32(1.0),\n", | |
| " 'start': 258,\n", | |
| " 'word': 'と'},\n", | |
| " {'end': 261,\n", | |
| " 'entity': 'LABEL_0',\n", | |
| " 'index': 135,\n", | |
| " 'score': np.float32(1.0),\n", | |
| " 'start': 259,\n", | |
| " 'word': '激励'},\n", | |
| " {'end': 265,\n", | |
| " 'entity': 'LABEL_0',\n", | |
| " 'index': 136,\n", | |
| " 'score': np.float32(1.0),\n", | |
| " 'start': 261,\n", | |
| " 'word': 'している'},\n", | |
| " {'end': 266,\n", | |
| " 'entity': 'LABEL_0',\n", | |
| " 'index': 137,\n", | |
| " 'score': np.float32(1.0),\n", | |
| " 'start': 265,\n", | |
| " 'word': '。'}]\n" | |
| ] | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "# 実際の予測結果を確認する\n", | |
| "predicted_labels = []\n", | |
| "\n", | |
| "# テストデータセットから10個をサンプリング\n", | |
| "for i in range(0, 10):\n", | |
| " # テストデータセットからサンプルを1つ選択\n", | |
| " sample = split_datasets[\"test\"][i]\n", | |
| "\n", | |
| " predictions = trainer.predict([sample]) # sampleをリストで渡す\n", | |
| "\n", | |
| " # 予測結果を解釈\n", | |
| " predicted_label = predictions.predictions.argmax(-1)[0]\n", | |
| "\n", | |
| " # special tokenを除外\n", | |
| " true_predictions = [\n", | |
| " label_list[p] for (p, l) in zip(predicted_label, sample[\"labels\"]) if l != -100\n", | |
| " ]\n", | |
| " true_labels = [\n", | |
| " label_list[l] for (p, l) in zip(predicted_label, sample[\"labels\"]) if l != -100\n", | |
| " ]\n", | |
| "\n", | |
| " tokens = tokenizer.convert_ids_to_tokens(sample['input_ids'])\n", | |
| "\n", | |
| " # 元の文章と予測結果を出力\n", | |
| " print(\"元の文章:\", ' '.join(tokens[1:-1]))\n", | |
| " print(\"予測結果:\", true_predictions) # special tokenを除外した予測結果を出力\n", | |
| " print(\"正解ラベル:\", \" \".join(true_labels))\n", | |
| " print(\"正誤:\", \" \".join([\"○\" if p == l else \"×\" for p, l in zip(true_predictions, true_labels)]))\n", | |
| " print(\"---\")" | |
| ], | |
| "metadata": { | |
| "id": "_iHVMuOhviVN", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 1000 | |
| }, | |
| "outputId": "cbd08c5e-66a2-4003-bcd3-e5783575972c" | |
| }, | |
| "execution_count": 16, | |
| "outputs": [ | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<IPython.core.display.HTML object>" | |
| ], | |
| "text/html": [] | |
| }, | |
| "metadata": {} | |
| }, | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "元の文章: メリ マック 計画 は CIA の 安全保障 局 の下に 統合 され 実行 された アメリカ 国内の スパイ 活動 である 。 </s> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> 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<pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad>\n", | |
| "予測結果: ['B-製品名', 'I-製品名', 'I-製品名', 'O', 'B-政治的組織名', 'O', 'B-政治的組織名', 'I-政治的組織名', 'O', 'O', 'O', 'O', 'O', 'B-地名', 'O', 'O', 'O', 'O', 'O']\n", | |
| "正解ラベル: B-製品名 I-製品名 I-製品名 O B-政治的組織名 O B-政治的組織名 I-政治的組織名 O O O O O B-地名 O O O O O\n", | |
| "正誤: ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○\n", | |
| "---\n" | |
| ] | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<IPython.core.display.HTML object>" | |
| ], | |
| "text/html": [] | |
| }, | |
| "metadata": {} | |
| }, | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "元の文章: さくら カードは 、 JCB カード 事業の 存続 会社として 運営 された が 、 2 0 1 6 年 4 月 1 日 セ ディナ と 合併 した 。 </s> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> 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<pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> 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<pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad>\n", | |
| "予測結果: ['B-法人名', 'I-法人名', 'O', 'B-法人名', 'I-法人名', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'B-法人名', 'I-法人名', 'O', 'O', 'O', 'O']\n", | |
| "正解ラベル: B-法人名 I-法人名 O B-法人名 I-法人名 I-法人名 O O O O O O O O O O O O O O O B-法人名 I-法人名 O O O O\n", | |
| "正誤: ○ ○ ○ ○ ○ × ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○\n", | |
| "---\n" | |
| ] | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<IPython.core.display.HTML object>" | |
| ], | |
| "text/html": [] | |
| }, | |
| "metadata": {} | |
| }, | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "元の文章: この 大会 は 2 0 1 1 ▁FIFA 女子 ワールドカップ の AFC 地区 予選 を兼ねて おり 、 決勝戦 に進出 した オーストラリア と 北朝鮮 、 および 3 位 決定戦 で 勝利した 日本の 合計 3 ヶ国 が 出場 権 を獲得した 。 </s> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> 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<pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad>\n", | |
| "予測結果: ['O', 'O', 'O', 'B-イベント名', 'I-イベント名', 'I-イベント名', 'I-イベント名', 'I-イベント名', 'I-イベント名', 'I-イベント名', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'B-地名', 'O', 'B-地名', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'B-地名', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O']\n", | |
| "正解ラベル: O O O B-イベント名 I-イベント名 I-イベント名 I-イベント名 I-イベント名 I-イベント名 I-イベント名 O B-イベント名 I-イベント名 I-イベント名 O O O O O O B-地名 O B-地名 O O O O O O O B-地名 O O O O O O O O\n", | |
| "正誤: ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ × × × ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○\n", | |
| "---\n" | |
| ] | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<IPython.core.display.HTML object>" | |
| ], | |
| "text/html": [] | |
| }, | |
| "metadata": {} | |
| }, | |
| { | |
| "output_type": "stream", | |
| "name": "stderr", | |
| "text": [ | |
| "/usr/local/lib/python3.11/dist-packages/seqeval/metrics/v1.py:57: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 due to no predicted samples. Use `zero_division` parameter to control this behavior.\n", | |
| " _warn_prf(average, modifier, msg_start, len(result))\n", | |
| "/usr/local/lib/python3.11/dist-packages/seqeval/metrics/v1.py:57: UndefinedMetricWarning: Recall and F-score are ill-defined and being set to 0.0 due to no true samples. Use `zero_division` parameter to control this behavior.\n", | |
| " _warn_prf(average, modifier, msg_start, len(result))\n", | |
| "/usr/local/lib/python3.11/dist-packages/numpy/lib/_function_base_impl.py:557: RuntimeWarning: Mean of empty slice.\n", | |
| " avg = a.mean(axis, **keepdims_kw)\n", | |
| "/usr/local/lib/python3.11/dist-packages/numpy/_core/_methods.py:138: RuntimeWarning: invalid value encountered in scalar divide\n", | |
| " ret = ret.dtype.type(ret / rcount)\n" | |
| ] | |
| }, | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "元の文章: 明治時代 のポスター 、 昭和初期 の 婦人 誌 など も多数 展示 し 、 庶民 生活 の一端 を <0xE7> <0xAA> <0xBA> い 知る ことが出来る 。 </s> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> 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<pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad>\n", | |
| "予測結果: ['O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O']\n", | |
| "正解ラベル: O O O O O O O O O O O O O O O O O O O O O O O\n", | |
| "正誤: ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○\n", | |
| "---\n" | |
| ] | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<IPython.core.display.HTML object>" | |
| ], | |
| "text/html": [] | |
| }, | |
| "metadata": {} | |
| }, | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "元の文章: また 「 フリー ソフトウェア ・ フォント 」 のみ を指し て フリー フォント と呼ぶ 場合もある 。 </s> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> 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<pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> 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<pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> 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<pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad>\n", | |
| "予測結果: ['O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O']\n", | |
| "正解ラベル: O O O O O O O O O O O O O O O\n", | |
| "正誤: ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○\n", | |
| "---\n" | |
| ] | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<IPython.core.display.HTML object>" | |
| ], | |
| "text/html": [] | |
| }, | |
| "metadata": {} | |
| }, | |
| { | |
| "output_type": "stream", | |
| "name": "stderr", | |
| "text": [ | |
| "/usr/local/lib/python3.11/dist-packages/seqeval/metrics/v1.py:57: UndefinedMetricWarning: Recall and F-score are ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.\n", | |
| " _warn_prf(average, modifier, msg_start, len(result))\n" | |
| ] | |
| }, | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "元の文章: マスター ネット は 明治 乳 業 の 1 0 0 % 子会社 として 設立 され 、 通 産 省 が 推奨 していた JUST - PC 手順 の 通信 方式で パソコン 通信 を提供 していた 。 </s> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> 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<pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> 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<pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad>\n", | |
| "予測結果: ['B-法人名', 'I-法人名', 'O', 'B-法人名', 'I-法人名', 'I-法人名', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'B-政治的組織名', 'I-政治的組織名', 'I-政治的組織名', 'O', 'O', 'O', 'B-製品名', 'I-製品名', 'I-製品名', 'I-製品名', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O']\n", | |
| "正解ラベル: B-法人名 I-法人名 O B-法人名 I-法人名 I-法人名 O O O O O O O O O O B-政治的組織名 I-政治的組織名 I-政治的組織名 O O O O O O O O O O O O O O O\n", | |
| "正誤: ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ × × × × ○ ○ ○ ○ ○ ○ ○ ○\n", | |
| "---\n" | |
| ] | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<IPython.core.display.HTML object>" | |
| ], | |
| "text/html": [] | |
| }, | |
| "metadata": {} | |
| }, | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "元の文章: 1 7 9 1 年から バレエ 作品の 振付 を 手がけ 始め 、 1 8 0 1 年には ウィーン で 「 プロ メ テ ウス の 創造 物 」 の 振付 を担当した 。 </s> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> 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<pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad>\n", | |
| "予測結果: ['O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'B-地名', 'O', 'O', 'B-製品名', 'I-製品名', 'I-製品名', 'I-製品名', 'I-製品名', 'I-製品名', 'I-製品名', 'O', 'O', 'O', 'O', 'O']\n", | |
| "正解ラベル: O O O O O O O O O O O O O O O O O B-地名 O O B-製品名 I-製品名 I-製品名 I-製品名 I-製品名 I-製品名 I-製品名 O O O O O\n", | |
| "正誤: ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○\n", | |
| "---\n" | |
| ] | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<IPython.core.display.HTML object>" | |
| ], | |
| "text/html": [] | |
| }, | |
| "metadata": {} | |
| }, | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "元の文章: 1 7 世紀の 半ば 、 清 教徒 革命 から 王 政 復 古 の時期 にかけて ロンドン などで 社交 場 としての コーヒー ・ ハウス が何 軒 も 開店 した 。 </s> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> 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<pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad>\n", | |
| "予測結果: ['O', 'O', 'O', 'O', 'O', 'B-イベント名', 'I-イベント名', 'I-イベント名', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'B-地名', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O']\n", | |
| "正解ラベル: O O O O O B-イベント名 I-イベント名 I-イベント名 O O O O O O O B-地名 O O O O O O O O O O O O O\n", | |
| "正誤: ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○\n", | |
| "---\n" | |
| ] | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<IPython.core.display.HTML object>" | |
| ], | |
| "text/html": [] | |
| }, | |
| "metadata": {} | |
| }, | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "元の文章: いずれにしても 、 自由 民 権 派 による 「 第 2 の 西 南 戦争 」 になる事 を 危惧 した 明治 政府 側は 板 垣 ・ 後藤 に対する 責任 追及 を避けて 、「 一部 過激 派 」 の 暴走 と 規定 することで 事態 の 収 拾 を図った とは言え る 。 </s> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> 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<pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad>\n", | |
| "予測結果: ['O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'B-イベント名', 'I-イベント名', 'O', 'B-イベント名', 'I-イベント名', 'I-イベント名', 'O', 'O', 'O', 'O', 'O', 'B-政治的組織名', 'I-政治的組織名', 'O', 'B-人名', 'I-人名', 'O', 'B-人名', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O']\n", | |
| "正解ラベル: O O O O O O O O O O O B-イベント名 I-イベント名 I-イベント名 O O O O O B-政治的組織名 I-政治的組織名 O B-人名 I-人名 O B-人名 O O O O O O O O O O O O O O O O O O O O O O\n", | |
| "正誤: ○ ○ ○ ○ ○ ○ ○ ○ × × ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○\n", | |
| "---\n" | |
| ] | |
| }, | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/plain": [ | |
| "<IPython.core.display.HTML object>" | |
| ], | |
| "text/html": [] | |
| }, | |
| "metadata": {} | |
| }, | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "元の文章: 国土交通省 により 、 公共 工事 に関する調査 及び 設計 等の 品質 確保 に資する 技術者 資格 に 登録されている 。 </s> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> 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<pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad> <pad>\n", | |
| "予測結果: ['B-政治的組織名', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O', 'O']\n", | |
| "正解ラベル: B-政治的組織名 O O O O O O O O O O O O O O O O\n", | |
| "正誤: ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○ ○\n", | |
| "---\n" | |
| ] | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "!pip install huggingface_hub" | |
| ], | |
| "metadata": { | |
| "id": "UTmlqXDp7Ehi", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "outputId": "443980eb-8683-4248-c62f-1792ad12995a" | |
| }, | |
| "execution_count": 17, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "Requirement already satisfied: huggingface_hub in /usr/local/lib/python3.11/dist-packages (0.30.2)\n", | |
| "Requirement already satisfied: filelock in /usr/local/lib/python3.11/dist-packages (from huggingface_hub) (3.18.0)\n", | |
| "Requirement already satisfied: fsspec>=2023.5.0 in /usr/local/lib/python3.11/dist-packages (from huggingface_hub) (2024.12.0)\n", | |
| "Requirement already satisfied: packaging>=20.9 in /usr/local/lib/python3.11/dist-packages (from huggingface_hub) (24.2)\n", | |
| "Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.11/dist-packages (from huggingface_hub) (6.0.2)\n", | |
| "Requirement already satisfied: requests in /usr/local/lib/python3.11/dist-packages (from huggingface_hub) (2.32.3)\n", | |
| "Requirement already satisfied: tqdm>=4.42.1 in /usr/local/lib/python3.11/dist-packages (from huggingface_hub) (4.67.1)\n", | |
| "Requirement already satisfied: typing-extensions>=3.7.4.3 in /usr/local/lib/python3.11/dist-packages (from huggingface_hub) (4.13.2)\n", | |
| "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.11/dist-packages (from requests->huggingface_hub) (3.4.1)\n", | |
| "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.11/dist-packages (from requests->huggingface_hub) (3.10)\n", | |
| "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.11/dist-packages (from requests->huggingface_hub) (2.3.0)\n", | |
| "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.11/dist-packages (from requests->huggingface_hub) (2025.1.31)\n" | |
| ] | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "import os\n", | |
| "from google.colab import userdata\n", | |
| "os.environ[\"HF_TOKEN\"] = userdata.get('HF_TOKEN') # your_tokenを実際のトークンに置き換える\n", | |
| "\n", | |
| "from huggingface_hub import HfApi, create_repo\n", | |
| "api = HfApi()\n", | |
| "# api.login(token=userdata.get('HF_TOKEN'))\n", | |
| "\n", | |
| "# Create the repository, passing the token explicitly\n", | |
| "create_repo(\n", | |
| " repo_id=\"Chottokun/ruri-v3-310m_ner_wikipedia\",\n", | |
| " repo_type=\"model\",\n", | |
| " private=False, # or True if you want a private repo\n", | |
| " exist_ok=True,\n", | |
| " token=os.environ[\"HF_TOKEN\"] # Pass the token here\n", | |
| ")\n" | |
| ], | |
| "metadata": { | |
| "id": "gm-n3J9hUvGh", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 54 | |
| }, | |
| "outputId": "3febdc6c-6d31-4adf-8aee-eb89bb24c243" | |
| }, | |
| "execution_count": 20, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "data": { | |
| "text/plain": [ | |
| "RepoUrl('https://huggingface.co/Chottokun/ruri-v3-310m_ner_wikipedia', endpoint='https://huggingface.co', repo_type='model', repo_id='Chottokun/ruri-v3-310m_ner_wikipedia')" | |
| ], | |
| "application/vnd.google.colaboratory.intrinsic+json": { | |
| "type": "string" | |
| } | |
| }, | |
| "metadata": {}, | |
| "execution_count": 20 | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "api.upload_folder(\n", | |
| " folder_path=\"./japanese_ner_wikipedia\",\n", | |
| " repo_id=\"Chottokun/ruri-v3-310m_ner_wikipedia\", # your-usernameを実際のユーザー名に置き換える\n", | |
| " repo_type=\"model\",\n", | |
| " token=os.environ[\"HF_TOKEN\"]\n", | |
| " )" | |
| ], | |
| "metadata": { | |
| "id": "PsYPZBiqU_G-", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 219, | |
| "referenced_widgets": [ | |
| "dc1f6ee69a9a4ec1b354ab4ab36844ef", | |
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