Azure Document Intelligence その１~Pythonで試す~

1. きっかけ

とあるHPの更新に困ってましてね。
PDFファイルを読んで、その情報を使ってHPを更新したいなと。
最初に目を付けたのはこちら。YomiToku

これ、マジで素晴らしい。
何度かテストしましたが、漫画でも文脈に沿って取得するという。
これを神いわず、なにを神というのか・・・
そんな素晴らしいライブラリ。

とはいえ、AIをローカルで動かすのは重いので、APIで動かしたいよね～ってことになりました。
と言いうことでAzure Document Intelligence。今回の話題。

2. リソースの構築

ここでは詳しく書きません。
Azureの基礎とリソースの作り方はUdemyやらYouTubeなどでしっかり探してみてください。というのも僕もよくわかっていない部分が多く、下手にしゃべれないというのが本音です。

価格レベルはひとまずF0 Freeで作りました。いつでも変更可能です。

ただし、注意が必要です。
利用できる量であったり、ファイル容量であったり、制限があります。特にファイルサイズは4MBまでなので、テスト用のpdfは自作したほうが良いと思います。

3. サンプルの作成

テスト用のpdfを自作しました。
GPTに「海を題材に適当なストーリー」を作ってもらいました。計算式やQRコードも作って適当に配置してみました。

さて、これをpdfsというフォルダに保存して実行していきます。

4. バージョン情報

バージョン情報
azure-ai-documentintelligence==1.0.0
python-dotenv
Python3.11.9

インストールをするときは以下で。

pip install azure-ai-documentintelligence --pre

ドキュメントは違う方法を書いてあり、うまく動きませんでしたが、GitHubにはこれが記載されていて、うまく動きました。

5. 環境設定

.envファイルにAPIキー、エンドポイントを記載しておきます。

.env

endpoint = "Your End Point"
key = "Your key"

Azure Document Intelligenceのリソースを作ると、概要タブの下の方にあります。

6. プログラム

6-1. ライブラリインポート

ライブラリインポート

import os
from dotenv import load_dotenv

from azure.core.credentials import AzureKeyCredential
from azure.ai.documentintelligence import DocumentIntelligenceClient
from azure.ai.documentintelligence.models import AnalyzeResult, AnalyzeOutputOption, DocumentAnalysisFeature

6-1. 環境設定

環境設定

load_dotenv()

ENDPOINT = os.getenv('endpoint')
APIKEY = os.getenv('key')

6-1. Document Intelligence Client

Document intelligence clientのインスタンス

document_intelligence_client = DocumentIntelligenceClient(
    endpoint=ENDPOINT, 
    credential=AzureKeyCredential(APIKEY)
    )

インスタンスを立てます。この時にエンドポイントとAPIキーを渡しておきます。

6-2. 実行

実行

path_to_sample_documents = './pdfs/original_text_qr.pdf'

with open(path_to_sample_documents, "rb") as f:
    poller = document_intelligence_client.begin_analyze_document(
        "prebuilt-layout", # レイアウトモデル
        # "prebuilt-contract", # 契約書モデル
        body=f,
        output=[AnalyzeOutputOption.FIGURES],
        output_content_format="markdown",
        features=[
            DocumentAnalysisFeature.BARCODES, 
            DocumentAnalysisFeature.FORMULAS, 
            DocumentAnalysisFeature.OCR_HIGH_RESOLUTION,
            DocumentAnalysisFeature.STYLE_FONT,
            ]
    )
result: AnalyzeResult = poller.result()

wiht open構文でバイナリでpdfを読み込みます。DocumentIntelligenceClientのインスタンスにいろいろな設定とともに読み込んだ情報を渡します。詳細は後ほど。

6-3. 実行結果を確認する

6-3-1. どんなキーが帰ってきてる？

print(result.keys())

# dict_keys(['apiVersion', 'modelId', 'stringIndexType', 'content', 'pages', 'paragraphs', 'styles', 'documents', 'contentFormat', 'sections'])

それでは、それぞれを確認していきましょう。

6-3-2. 出力確認

出力内容を見ていきます。

出力確認

for key in result.keys():
    print('*' * 20, '\t', key)
    print(result[key])
    print('*' * 40)
    print()

超長いので全出力はこちらから

******************** 	 apiVersion
2024-11-30
****************************************

******************** 	 modelId
prebuilt-layout
****************************************

******************** 	 stringIndexType
textElements
****************************************

******************** 	 content
# 『海の声を聴く少女』

遥か昔、海辺の小さな村に、ミナという名の少女が住んでいました。ミナは生まれながらにして耳が不自由で、人々の声を聞くことはできませんでしたが、不思議なことに海の
声だけは聞こえるのです。

毎日、ミナは浜辺に座り、波の音に耳を傾けていました。ざわざわと寄せては返す波の音は、ミナにとって美しい歌のように聞こえました。時には激しく、時には穏やかに、海は様々な表情を
見せてくれます。

ある日、ミナは海から不思議な声を聞きました。それは人間の声でも動物の鳴き声でもなく、どこか神秘的な響きを持っていました。好奇心に駆られたミナは、その声の正体を探ろうと決心し
ました。

村の人々は、ミナが海の声を聞けると知って驚きました。多くの人は信じられないという顔をしましたが、年老いた漁師のタロウじいさんだけは違いました。
「昔から伝わる言い伝えがあるんじゃ」とタロウじいさんは話し始めました。「海の底には古代の神殿があって、そこに住む海の精霊が時々人間を呼ぶんだと。
でも、その声が聞こえる者はめったにおらんのじゃ」

$$\bar { x } = \frac { \sum _ { i = 1 } ^ { N } x _ { i } } { N }$$
$$S = \frac { 1 } { N } \sum _ { i = 1 } ^ { N } \left( x _ { i } - \bar { x } \right) ^ { 2 }$$

$$\sigma = \sqrt { S }$$


<table>
<tr>
<th></th>
<th>Python</th>
<th>Go</th>
<th>$\mathrm { J a v a S c r i p t }$</th>
</tr>
<tr>
<td>$A \quad$</td>
<td>〇</td>
<td>$x$ ☒</td>
<td>初心者</td>
</tr>
<tr>
<td>$B \quad$</td>
<td>$\bigtriangleup$</td>
<td>〇</td>
<td>$t = k$</td>
</tr>
<tr>
<td>C氏</td>
<td>$x$ ☒</td>
<td>〇</td>
<td>$\bigtriangleup$</td>
</tr>
</table>


![QRCode](barcodes/1.1 "I AM ATTEMPTING TO CREATE A LARGE LANGUAGE MODEL. 
THIS LANGUAGE MODEL AIMS TO INCORPORATE DOMAIN KNOWLEDGE INTO A BASE MODEL, AND THEN FINE-TUNE IT FURTHER TO ENABLE CHAT FUNCTIONALITY USING THIS DOMAIN KNOWLEDGE. 
I'M NOT ENTIRELY SURE IF IT WILL BE SUCCESSFUL, BUT I'M TRYING THIS BECAUSE I WANT TO USE A LANGUAGE MODEL IN A LOCAL ENVIRONMENT. PLEASE CHEER ME ON. 
")

精霊はミナに、海の秘密や自然の摂理について多くのことを教えてくれました。嵐の前兆や魚の回遊、潮の満ち引きの
理由など、海に関する深い知識を授けられました。そして夜が明ける頃、ミナは再び浜辺に立っていました。村人たち
は、一晩中姿を消していたミナの無事な帰還を喜びました。それからというもの、ミナは村人たちに海の声を伝える役
目を果たすようになりました。嵐の接近を予測したり、大漁の時期を知らせたりと、ミナの助言は村人たちの生活に大
きな変化をもたらしました。年月が過ぎ、ミナは美しい大人の女性へと成長しました。彼女の噂は遠くまで広がり、多く
の人々が海の声を聞く少女の話を聞きに来るようになりました。ミナは、海の声を聞く能力を持つ子供たちを見出し、
その才能を育てることにも力を注ぎました。海と人間の世界をつなぐ架け橋を、次の世代へと繋いでいったのです。歳を
重ねたミナは、いつしか「海の巫女」と呼ばれるようになりました。彼女の周りには常に、海の精霊たちの優しい気配が
漂っていました。

****************************************

******************** 	 pages
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'length': 1}}, {'content': '女', 'polygon': [1.4623, 6.851, 1.5174, 6.851, 1.516, 6.9377, 1.461, 6.9376], 'confidence': 0.996, 'span': {'offset': 1792, 'length': 1}}, {'content': '」', 'polygon': [1.5188, 6.851, 1.5626, 6.8511, 1.5612, 6.9378, 1.5174, 6.9377], 'confidence': 0.995, 'span': {'offset': 1793, 'length': 1}}, {'content': 'と', 'polygon': [1.564, 6.8511, 1.6191, 6.8511, 1.6177, 6.938, 1.5626, 6.9378], 'confidence': 0.996, 'span': {'offset': 1794, 'length': 1}}, {'content': '呼', 'polygon': [1.6205, 6.8511, 1.6756, 6.8512, 1.6741, 6.9381, 1.6191, 6.938], 'confidence': 0.996, 'span': {'offset': 1795, 'length': 1}}, {'content': 'ば', 'polygon': [1.677, 6.8512, 1.7321, 6.8512, 1.7306, 6.9382, 1.6756, 6.9381], 'confidence': 0.994, 'span': {'offset': 1796, 'length': 1}}, {'content': 'れ', 'polygon': [1.7448, 6.8512, 1.7998, 6.8512, 1.7985, 6.9385, 1.7433, 6.9383], 'confidence': 0.995, 'span': {'offset': 1797, 'length': 1}}, {'content': 'る', 'polygon': [1.8126, 6.8512, 1.8676, 6.8512, 1.8664, 6.9387, 1.8112, 6.9385], 'confidence': 0.996, 'span': {'offset': 1798, 'length': 1}}, {'content': 'よ', 'polygon': [1.869, 6.8512, 1.9241, 6.8512, 1.923, 6.9389, 1.8678, 6.9387], 'confidence': 0.996, 'span': {'offset': 1799, 'length': 1}}, {'content': 'う', 'polygon': [1.9255, 6.8512, 1.958, 6.8512, 1.9569, 6.939, 1.9244, 6.9389], 'confidence': 0.996, 'span': {'offset': 1800, 'length': 1}}, {'content': 'に', 'polygon': [1.9594, 6.8512, 2.0258, 6.8513, 2.0248, 6.9389, 1.9583, 6.939], 'confidence': 0.997, 'span': {'offset': 1801, 'length': 1}}, {'content': 'な', 'polygon': [2.0385, 6.8513, 2.0823, 6.8514, 2.0814, 6.9387, 2.0375, 6.9388], 'confidence': 0.995, 'span': {'offset': 1802, 'length': 1}}, {'content': 'り', 'polygon': [2.0837, 6.8514, 2.1388, 6.8515, 2.1379, 6.9386, 2.0828, 6.9387], 'confidence': 0.996, 'span': {'offset': 1803, 'length': 1}}, {'content': 'ま', 'polygon': [2.1402, 6.8515, 2.184, 6.8516, 2.1832, 6.9385, 2.1393, 6.9386], 'confidence': 0.996, 'span': {'offset': 1804, 'length': 1}}, {'content': 'し', 'polygon': [2.1854, 6.8516, 2.2405, 6.8517, 2.2397, 6.9385, 2.1846, 6.9384], 'confidence': 0.996, 'span': {'offset': 1805, 'length': 1}}, {'content': 'た', 'polygon': [2.2419, 6.8517, 2.297, 6.8518, 2.2962, 6.9386, 2.2411, 6.9385], 'confidence': 0.996, 'span': {'offset': 1806, 'length': 1}}, {'content': '。', 'polygon': [2.2984, 6.8518, 2.3535, 6.8518, 2.3527, 6.9388, 2.2976, 6.9386], 'confidence': 0.995, 'span': {'offset': 1807, 'length': 1}}, {'content': '彼', 'polygon': [2.3549, 6.8518, 2.4099, 6.8519, 2.4092, 6.9389, 2.3541, 6.9388], 'confidence': 0.996, 'span': {'offset': 1808, 'length': 1}}, {'content': '女', 'polygon': [2.434, 6.8519, 2.489, 6.8519, 2.4882, 6.9388, 2.4332, 6.9389], 'confidence': 0.996, 'span': {'offset': 1809, 'length': 1}}, {'content': 'の', 'polygon': [2.4904, 6.8519, 2.5455, 6.8518, 2.5446, 6.9386, 2.4896, 6.9388], 'confidence': 0.996, 'span': {'offset': 1810, 'length': 1}}, {'content': '周', 'polygon': [2.5582, 6.8518, 2.6133, 6.8518, 2.6122, 6.9384, 2.5573, 6.9386], 'confidence': 0.996, 'span': {'offset': 1811, 'length': 1}}, {'content': 'り', 'polygon': [2.626, 6.8518, 2.6698, 6.8517, 2.6686, 6.9383, 2.6249, 6.9384], 'confidence': 0.996, 'span': {'offset': 1812, 'length': 1}}, {'content': 'に', 'polygon': [2.6712, 6.8517, 2.7263, 6.8517, 2.7251, 6.9381, 2.6701, 6.9383], 'confidence': 0.996, 'span': {'offset': 1813, 'length': 1}}, {'content': 'は', 'polygon': [2.7277, 6.8517, 2.7828, 6.8516, 2.7816, 6.9378, 2.7266, 6.938], 'confidence': 0.992, 'span': {'offset': 1814, 'length': 1}}, {'content': '常', 'polygon': [2.8068, 6.8516, 2.8619, 6.8515, 2.8607, 6.9375, 2.8057, 6.9377], 'confidence': 0.996, 'span': {'offset': 1815, 'length': 1}}, {'content': 'に', 'polygon': [2.8633, 6.8515, 2.9184, 6.8514, 2.9172, 6.9375, 2.8621, 6.9375], 'confidence': 0.996, 'span': {'offset': 1816, 'length': 1}}, {'content': '、', 'polygon': [2.9198, 6.8514, 2.9749, 6.8514, 2.9737, 6.9376, 2.9186, 6.9375], 'confidence': 0.996, 'span': {'offset': 1817, 'length': 1}}, {'content': '海', 'polygon': [2.9876, 6.8514, 3.0426, 6.8514, 3.0414, 6.9378, 2.9864, 6.9377], 'confidence': 0.996, 'span': {'offset': 1818, 'length': 1}}, {'content': 'の', 'polygon': [3.0441, 6.8514, 3.0991, 6.8514, 3.0978, 6.938, 3.0428, 6.9378], 'confidence': 0.996, 'span': {'offset': 1819, 'length': 1}}, {'content': '精', 'polygon': [3.1231, 6.8514, 3.1782, 6.8514, 3.1769, 6.9381, 3.1218, 6.938], 'confidence': 0.996, 'span': {'offset': 1820, 'length': 1}}, {'content': '霊', 'polygon': [3.1909, 6.8514, 3.246, 6.8514, 3.2446, 6.9382, 3.1896, 6.9381], 'confidence': 0.994, 'span': {'offset': 1821, 'length': 1}}, {'content': 'た', 'polygon': [3.2587, 6.8514, 3.3138, 6.8514, 3.3124, 6.9383, 3.2573, 6.9382], 'confidence': 0.996, 'span': {'offset': 1822, 'length': 1}}, {'content': 'ち', 'polygon': [3.3152, 6.8514, 3.359, 6.8514, 3.3576, 6.9384, 3.3138, 6.9383], 'confidence': 0.995, 'span': {'offset': 1823, 'length': 1}}, {'content': 'の', 'polygon': [3.3604, 6.8514, 3.4155, 6.8514, 3.4141, 6.9381, 3.359, 6.9384], 'confidence': 0.995, 'span': {'offset': 1824, 'length': 1}}, {'content': '優', 'polygon': [3.4395, 6.8514, 3.4946, 6.8515, 3.4932, 6.9378, 3.4381, 6.938], 'confidence': 0.995, 'span': {'offset': 1825, 'length': 1}}, {'content': 'し', 'polygon': [3.496, 6.8515, 3.5398, 6.8515, 3.5385, 6.9376, 3.4947, 6.9378], 'confidence': 0.995, 'span': {'offset': 1826, 'length': 1}}, {'content': 'い', 'polygon': [3.5412, 6.8516, 3.5962, 6.8516, 3.595, 6.9373, 3.5399, 6.9376], 'confidence': 0.996, 'span': {'offset': 1827, 'length': 1}}, {'content': '気', 'polygon': [3.6203, 6.8517, 3.6866, 6.8521, 3.6855, 6.9374, 3.619, 6.9374], 'confidence': 0.995, 'span': {'offset': 1828, 'length': 1}}, {'content': '配', 'polygon': [3.688, 6.8521, 3.7431, 6.8523, 3.742, 6.9374, 3.6869, 6.9374], 'confidence': 0.996, 'span': {'offset': 1829, 'length': 1}}, {'content': 'が', 'polygon': [3.7558, 6.8524, 3.8268, 6.8527, 3.8268, 6.9375, 3.7547, 6.9375], 'confidence': 0.995, 'span': {'offset': 1830, 'length': 1}}, {'content': '漂', 'polygon': [0.5669, 6.9443, 0.6306, 6.9454, 0.6307, 7.0247, 0.5671, 7.0247], 'confidence': 0.996, 'span': {'offset': 1832, 'length': 1}}, {'content': 'っ', 'polygon': [0.6423, 6.9453, 0.6826, 6.9456, 0.6827, 7.0249, 0.6424, 7.0247], 'confidence': 0.996, 'span': {'offset': 1833, 'length': 1}}, {'content': 'て', 'polygon': [0.6839, 6.9456, 0.7346, 6.9465, 0.7347, 7.0257, 0.684, 7.0249], 'confidence': 0.983, 'span': {'offset': 1834, 'length': 1}}, {'content': 'い', 'polygon': [0.7359, 6.9465, 0.7866, 6.9467, 0.7868, 7.0257, 0.736, 7.0257], 'confidence': 0.995, 'span': {'offset': 1835, 'length': 1}}, {'content': 'ま', 'polygon': [0.8087, 6.9471, 0.849, 6.9472, 0.8492, 7.0269, 0.8089, 7.026], 'confidence': 0.996, 'span': {'offset': 1836, 'length': 1}}, {'content': 'し', 'polygon': [0.8503, 6.9472, 0.9115, 6.9476, 0.9116, 7.0267, 0.8505, 7.0269], 'confidence': 0.993, 'span': {'offset': 1837, 'length': 1}}, {'content': 'た', 'polygon': [0.9128, 6.9476, 0.9635, 6.9479, 0.9635, 7.0268, 0.9129, 7.0267], 'confidence': 0.996, 'span': {'offset': 1838, 'length': 1}}, {'content': '。', 'polygon': [0.9648, 6.9478, 1.01, 6.9475, 1.01, 7.027, 0.9648, 7.0268], 'confidence': 0.996, 'span': {'offset': 1839, 'length': 1}}], 'selectionMarks': [{'state': 'selected', 'polygon': [6.6632, 4.2789, 6.7319, 4.2827, 6.7344, 4.3444, 6.6625, 4.3442], 'confidence': 0.484, 'span': {'offset': 805, 'length': 1}}, {'state': 'selected', 'polygon': [6.0106, 4.8649, 6.0799, 4.8656, 6.0814, 4.927, 6.0096, 4.9268], 'confidence': 0.418, 'span': {'offset': 940, 'length': 1}}], 'lines': [{'content': '『海の声を聴く少女』', 'polygon': [0.4539, 1.0513, 1.5334, 1.0576, 1.5328, 1.2009, 0.4534, 1.1945], 'spans': [{'offset': 2, 'length': 10}]}, {'content': '遥か昔、海辺の小さな村に、ミナという名の少女が住んでいました。ミナは生まれながらにして耳が不自由で、人々の声を聞くことはできませんでしたが、不思議なことに海の', 'polygon': [0.4524, 1.2213, 10.0214, 1.2201, 10.0215, 1.3713, 0.4524, 1.3734], 'spans': [{'offset': 14, 'length': 79}]}, {'content': '声だけは聞こえるのです。', 'polygon': [0.4523, 1.385, 1.8847, 1.3886, 1.8844, 1.529, 0.452, 1.5253], 'spans': [{'offset': 94, 'length': 12}]}, {'content': '毎日、ミナは浜辺に座り、波の音に耳を傾けていました。ざわざわと寄せては返す波の音は、ミナにとって美しい歌のように聞こえました。時には激しく、時には穏やかに、海は様々な表情を', 'polygon': [0.4459, 1.5366, 9.9688, 1.5354, 9.9688, 1.6849, 0.4459, 1.6861], 'spans': [{'offset': 108, 'length': 86}]}, {'content': '見せてくれます。', 'polygon': [0.4532, 1.7017, 1.2653, 1.7045, 1.2648, 1.8415, 0.4527, 1.8387], 'spans': [{'offset': 195, 'length': 8}]}, {'content': 'ある日、ミナは海から不思議な声を聞きました。それは人間の声でも動物の鳴き声でもなく、どこか神秘的な響きを持っていました。好奇心に駆られたミナは、その声の正体を探ろうと決心し', 'polygon': [0.4483, 1.8588, 10.0739, 1.8568, 10.0739, 2.0073, 0.4484, 2.01], 'spans': [{'offset': 205, 'length': 86}]}, {'content': 'ました。', 'polygon': [0.453, 2.029, 0.8146, 2.0301, 0.8143, 2.1615, 0.4527, 2.1604], 'spans': [{'offset': 292, 'length': 4}]}, {'content': '村の人々は、ミナが海の声を聞けると知って驚きました。多くの人は信じられないという顔をしましたが、年老いた漁師のタロウじいさんだけは違いました。', 'polygon': [0.4492, 2.1832, 9.8721, 2.1834, 9.8721, 2.3356, 0.4491, 2.3353], 'spans': [{'offset': 298, 'length': 71}]}, {'content': '「昔から伝わる言い伝えがあるんじゃ」とタロウじいさんは話し始めました。「海の底には古代の神殿があって、そこに住む海の精霊が時々人間を呼ぶんだと。', 'polygon': [0.5231, 2.3435, 10.0055, 2.3471, 10.0055, 2.4985, 0.523, 2.4948], 'spans': [{'offset': 370, 'length': 72}]}, {'content': 'でも、その声が聞こえる者はめったにおらんのじゃ」', 'polygon': [0.4592, 2.5076, 3.5881, 2.5094, 3.588, 2.6612, 0.4591, 2.6594], 'spans': [{'offset': 443, 'length': 24}]}, {'content': 'Python', 'polygon': [5.8485, 3.9606, 6.2403, 3.965, 6.2393, 4.0897, 5.8471, 4.0853], 'spans': [{'offset': 689, 'length': 6}]}, {'content': 'Go', 'polygon': [6.6216, 3.9601, 6.7769, 3.9619, 6.7756, 4.0787, 6.6203, 4.0769], 'spans': [{'offset': 705, 'length': 2}]}, {'content': ':formula:', 'polygon': [7.2156, 3.9601, 7.7991, 3.9644, 7.7982, 4.088, 7.2147, 4.0837], 'spans': [{'offset': 717, 'length': 33}]}, {'content': ':formula:', 'polygon': [5.2926, 4.252, 5.4945, 4.2522, 5.4943, 4.3731, 5.2925, 4.3729], 'spans': [{'offset': 771, 'length': 9}]}, {'content': '〇', 'polygon': [6.0034, 4.2592, 6.105, 4.2592, 6.105, 4.3613, 6.0034, 4.3613], 'spans': [{'offset': 790, 'length': 1}]}, {'content': ':formula:', 'polygon': [6.6503, 4.2636, 6.7337, 4.2636, 6.7337, 4.3403, 6.6503, 4.3403], 'spans': [{'offset': 801, 'length': 3}]}, {'content': '初心者', 'polygon': [7.323, 4.2469, 7.6852, 4.2498, 7.6842, 4.3786, 7.322, 4.3757], 'spans': [{'offset': 816, 'length': 3}]}, {'content': ':formula:', 'polygon': [5.2922, 4.5442, 5.497, 4.5444, 5.4969, 4.666, 5.2921, 4.6659], 'spans': [{'offset': 840, 'length': 9}]}, {'content': ':formula:', 'polygon': [5.9898, 4.5556, 6.0997, 4.5557, 6.0996, 4.6618, 5.9897, 4.6617], 'spans': [{'offset': 859, 'length': 16}]}, {'content': '〇', 'polygon': [6.6568, 4.5525, 6.7584, 4.5525, 6.7584, 4.6546, 6.6568, 4.6546], 'spans': [{'offset': 885, 'length': 1}]}, {'content': ':formula:', 'polygon': [7.3887, 4.5441, 7.6197, 4.5473, 7.618, 4.6636, 7.387, 4.6616], 'spans': [{'offset': 896, 'length': 7}]}, {'content': 'C氏', 'polygon': [5.29, 4.8339, 5.4983, 4.8341, 5.4982, 4.9572, 5.2899, 4.957], 'spans': [{'offset': 924, 'length': 2}]}, {'content': ':formula:', 'polygon': [5.9936, 4.847, 6.0803, 4.847, 6.0803, 4.9203, 5.9936, 4.9203], 'spans': [{'offset': 936, 'length': 3}]}, {'content': '〇', 'polygon': [6.6568, 4.8442, 6.7584, 4.8442, 6.7584, 4.9463, 6.6568, 4.9463], 'spans': [{'offset': 951, 'length': 1}]}, {'content': ':formula:', 'polygon': [7.4505, 4.8452, 7.5646, 4.8458, 7.5641, 4.9482, 7.45, 4.9477], 'spans': [{'offset': 962, 'length': 16}]}, {'content': '精霊はミナに、海の秘密や自然の摂理について多くのことを教えてくれました。嵐の前兆や魚の回遊、潮の満ち引きの', 'polygon': [0.5644, 6.2338, 3.864, 6.2353, 3.864, 6.3259, 0.5643, 6.3243], 'spans': [{'offset': 1397, 'length': 53}]}, {'content': '理由など、海に関する深い知識を授けられました。そして夜が明ける頃、ミナは再び浜辺に立っていました。村人たち', 'polygon': [0.5639, 6.3257, 3.8216, 6.328, 3.8215, 6.4153, 0.5638, 6.4129], 'spans': [{'offset': 1451, 'length': 53}]}, {'content': 'は、一晩中姿を消していたミナの無事な帰還を喜びました。それからというもの、ミナは村人たちに海の声を伝える役', 'polygon': [0.5667, 6.4127, 3.8098, 6.4143, 3.8098, 6.5002, 0.5666, 6.4987], 'spans': [{'offset': 1505, 'length': 53}]}, {'content': '目を果たすようになりました。嵐の接近を予測したり、大漁の時期を知らせたりと、ミナの助言は村人たちの生活に大', 'polygon': [0.5689, 6.4991, 3.8238, 6.5006, 3.8238, 6.5871, 0.5688, 6.5857], 'spans': [{'offset': 1559, 'length': 53}]}, {'content': 'きな変化をもたらしました。年月が過ぎ、ミナは美しい大人の女性へと成長しました。彼女の噂は遠くまで広がり、多く', 'polygon': [0.5667, 6.5857, 3.8343, 6.5877, 3.8343, 6.6754, 0.5666, 6.6734], 'spans': [{'offset': 1613, 'length': 54}]}, {'content': 'の人々が海の声を聞く少女の話を聞きに来るようになりました。ミナは、海の声を聞く能力を持つ子供たちを見出し、', 'polygon': [0.566, 6.6767, 3.7984, 6.6769, 3.7984, 6.7627, 0.566, 6.7625], 'spans': [{'offset': 1668, 'length': 53}]}, {'content': 'その才能を育てることにも力を注ぎました。海と人間の世界をつなぐ架け橋を、次の世代へと繋いでいったのです。歳を', 'polygon': [0.5664, 6.7628, 3.8588, 6.7647, 3.8587, 6.8505, 0.5664, 6.8486], 'spans': [{'offset': 1722, 'length': 54}]}, {'content': '重ねたミナは、いつしか「海の巫女」と呼ばれるようになりました。彼女の周りには常に、海の精霊たちの優しい気配が', 'polygon': [0.5661, 6.8508, 3.8242, 6.8514, 3.8242, 6.938, 0.5661, 6.9373], 'spans': [{'offset': 1777, 'length': 54}]}, {'content': '漂っていました。', 'polygon': [0.5669, 6.9443, 1.01, 6.9474, 1.0097, 7.0267, 0.5667, 7.0236], 'spans': [{'offset': 1832, 'length': 8}]}], 'barcodes': [{'kind': 'QRCode', 'value': "I AM ATTEMPTING TO CREATE A LARGE LANGUAGE MODEL. \nTHIS LANGUAGE MODEL AIMS TO INCORPORATE DOMAIN KNOWLEDGE INTO A BASE MODEL, AND THEN FINE-TUNE IT FURTHER TO ENABLE CHAT FUNCTIONALITY USING THIS DOMAIN KNOWLEDGE. \nI'M NOT ENTIRELY SURE IF IT WILL BE SUCCESSFUL, BUT I'M TRYING THIS BECAUSE I WANT TO USE A LANGUAGE MODEL IN A LOCAL ENVIRONMENT. 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******************** 	 paragraphs
[{'spans': [{'offset': 0, 'length': 12}], 'boundingRegions': [{'pageNumber': 1, 'polygon': [0.4539, 1.0513, 1.5336, 1.0576, 1.5328, 1.2009, 0.4531, 1.1945]}], 'role': 'sectionHeading', 'content': '『海の声を聴く少女』'}, {'spans': [{'offset': 14, 'length': 92}], 'boundingRegions': [{'pageNumber': 1, 'polygon': [0.4519, 1.2213, 10.0214, 1.2201, 10.0215, 1.5279, 0.452, 1.5292]}], 'content': '遥か昔、海辺の小さな村に、ミナという名の少女が住んでいました。ミナは生まれながらにして耳が不自由で、人々の声を聞くことはできませんでしたが、不思議なことに海の 声だけは聞こえるのです。'}, {'spans': [{'offset': 108, 'length': 95}], 'boundingRegions': [{'pageNumber': 1, 'polygon': [0.4459, 1.5366, 9.9688, 1.5354, 9.9688, 1.8404, 0.4459, 1.8416]}], 'content': '毎日、ミナは浜辺に座り、波の音に耳を傾けていました。ざわざわと寄せては返す波の音は、ミナにとって美しい歌のように聞こえました。時には激しく、時には穏やかに、海は様々な表情を 見せてくれます。'}, {'spans': [{'offset': 205, 'length': 91}], 'boundingRegions': [{'pageNumber': 1, 'polygon': [0.4483, 1.8588, 10.0739, 1.8568, 10.074, 2.1595, 0.4484, 2.1615]}], 'content': 'ある日、ミナは海から不思議な声を聞きました。それは人間の声でも動物の鳴き声でもなく、どこか神秘的な響きを持っていました。好奇心に駆られたミナは、その声の正体を探ろうと決心し ました。'}, {'spans': [{'offset': 298, 'length': 169}], 'boundingRegions': [{'pageNumber': 1, 'polygon': [0.4492, 2.1832, 10.0055, 2.1835, 10.0055, 2.6614, 0.4491, 2.6611]}], 'content': '村の人々は、ミナが海の声を聞けると知って驚きました。多くの人は信じられないという顔をしましたが、年老いた漁師のタロウじいさんだけは違いました。 「昔から伝わる言い伝えがあるんじゃ」とタロウじいさんは話し始めました。「海の底には古代の神殿があって、そこに住む海の精霊が時々人間を呼ぶんだと。 でも、その声が聞こえる者はめったにおらんのじゃ」'}, {'spans': [{'offset': 469, 'length': 164}], 'boundingRegions': [{'pageNumber': 1, 'polygon': [1.1767, 3.5069, 3.4235, 3.5069, 3.4235, 4.937, 1.1767, 4.937]}], 'role': 'formulaBlock', 'content': ':formula: :formula:'}, {'spans': [{'offset': 635, 'length': 24}], 'boundingRegions': [{'pageNumber': 1, 'polygon': [2.4589, 5.3637, 3.1702, 5.3504, 3.1747, 5.5904, 2.4635, 5.6037]}], 'role': 'formulaBlock', 'content': ':formula:'}, {'spans': [{'offset': 689, 'length': 6}], 'boundingRegions': [{'pageNumber': 1, 'polygon': [5.7203, 3.8803, 6.3703, 3.8803, 6.3703, 4.1736, 5.7203, 4.1736]}], 'content': 'Python'}, {'spans': [{'offset': 705, 'length': 2}], 'boundingRegions': [{'pageNumber': 1, 'polygon': [6.3703, 3.8803, 7.0203, 3.8803, 7.0203, 4.1736, 6.3703, 4.1736]}], 'content': 'Go'}, {'spans': [{'offset': 717, 'length': 33}], 'boundingRegions': [{'pageNumber': 1, 'polygon': [7.0203, 3.8803, 7.987, 3.8803, 7.987, 4.1736, 7.0203, 4.1736]}], 'content': ':formula:'}, {'spans': [{'offset': 771, 'length': 9}], 'boundingRegions': [{'pageNumber': 1, 'polygon': [5.0669, 4.1736, 5.7203, 4.1736, 5.7203, 4.4636, 5.0669, 4.4636]}], 'content': ':formula:'}, {'spans': [{'offset': 790, 'length': 1}], 'boundingRegions': [{'pageNumber': 1, 'polygon': [5.7203, 4.1736, 6.3703, 4.1736, 6.3703, 4.4636, 5.7203, 4.4636]}], 'content': '〇'}, {'spans': [{'offset': 801, 'length': 5}], 'boundingRegions': [{'pageNumber': 1, 'polygon': [6.3703, 4.1736, 7.0203, 4.1736, 7.0237, 4.4636, 6.3703, 4.4636]}], 'content': ':formula: :selected:'}, {'spans': [{'offset': 816, 'length': 3}], 'boundingRegions': [{'pageNumber': 1, 'polygon': [7.0203, 4.1736, 7.987, 4.1736, 7.987, 4.4636, 7.0237, 4.4636]}], 'content': '初心者'}, {'spans': [{'offset': 840, 'length': 9}], 'boundingRegions': [{'pageNumber': 1, 'polygon': [5.0669, 4.4636, 5.7203, 4.4636, 5.7169, 4.7603, 5.0669, 4.7603]}], 'content': ':formula:'}, {'spans': [{'offset': 859, 'length': 16}], 'boundingRegions': [{'pageNumber': 1, 'polygon': [5.7203, 4.4636, 6.3703, 4.4636, 6.3703, 4.7603, 5.7169, 4.7603]}], 'content': ':formula:'}, {'spans': [{'offset': 885, 'length': 1}], 'boundingRegions': [{'pageNumber': 1, 'polygon': [6.3703, 4.4636, 7.0237, 4.4636, 7.0237, 4.7603, 6.3703, 4.7603]}], 'content': '〇'}, {'spans': [{'offset': 896, 'length': 7}], 'boundingRegions': [{'pageNumber': 1, 'polygon': [7.0237, 4.4636, 7.987, 4.4636, 7.987, 4.757, 7.0237, 4.7603]}], 'content': ':formula:'}, {'spans': [{'offset': 924, 'length': 2}], 'boundingRegions': [{'pageNumber': 1, 'polygon': [5.0669, 4.7603, 5.7169, 4.7603, 5.7169, 5.047, 5.0636, 5.047]}], 'content': 'C氏'}, {'spans': [{'offset': 936, 'length': 5}], 'boundingRegions': [{'pageNumber': 1, 'polygon': [5.7169, 4.7603, 6.3703, 4.7603, 6.3703, 5.047, 5.7169, 5.047]}], 'content': ':formula: :selected:'}, {'spans': [{'offset': 951, 'length': 1}], 'boundingRegions': [{'pageNumber': 1, 'polygon': [6.3703, 4.7603, 7.0237, 4.7603, 7.0237, 5.047, 6.3703, 5.047]}], 'content': '〇'}, {'spans': [{'offset': 962, 'length': 16}], 'boundingRegions': [{'pageNumber': 1, 'polygon': [7.0237, 4.7603, 7.987, 4.757, 7.987, 5.047, 7.0237, 5.047]}], 'content': ':formula:'}, {'spans': [{'offset': 1001, 'length': 394}], 'boundingRegions': [{'pageNumber': 1, 'polygon': [8.6237, 3.5569, 10.4238, 3.5569, 10.4238, 5.3504, 8.6237, 5.3504]}], 'content': ':barcode:'}, {'spans': [{'offset': 1397, 'length': 443}], 'boundingRegions': [{'pageNumber': 1, 'polygon': [0.5639, 6.2338, 3.864, 6.2353, 3.8637, 7.028, 0.5635, 7.0265]}], 'content': '精霊はミナに、海の秘密や自然の摂理について多くのことを教えてくれました。嵐の前兆や魚の回遊、潮の満ち引きの 理由など、海に関する深い知識を授けられました。そして夜が明ける頃、ミナは再び浜辺に立っていました。村人たち は、一晩中姿を消していたミナの無事な帰還を喜びました。それからというもの、ミナは村人たちに海の声を伝える役 目を果たすようになりました。嵐の接近を予測したり、大漁の時期を知らせたりと、ミナの助言は村人たちの生活に大 きな変化をもたらしました。年月が過ぎ、ミナは美しい大人の女性へと成長しました。彼女の噂は遠くまで広がり、多く の人々が海の声を聞く少女の話を聞きに来るようになりました。ミナは、海の声を聞く能力を持つ子供たちを見出し、 その才能を育てることにも力を注ぎました。海と人間の世界をつなぐ架け橋を、次の世代へと繋いでいったのです。歳を 重ねたミナは、いつしか「海の巫女」と呼ばれるようになりました。彼女の周りには常に、海の精霊たちの優しい気配が 漂っていました。'}]
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  APIのバージョン

• modelId
  選択したモデル
  どのモデルで読み取りをしたかが記載。今回はprebuilt-layoutを使用。
  以下に書いてあるんですが、このページは英語で見たほうが良い。日本語に変換しちゃうと何書いてあるのか全くわからん。ｗ

• stringIndexType
  textElements
  ちょっとよくわからない。

• content
  すべての内容

• pages
  ページごとの内容が記載。今回は1ページのみなので、一つだけ。この中のkeyは以下。

    pageNumber: ページ番号
    angle: よくわからないけど、傾きかな？
    width: 紙面の幅っぽい
    height: 紙面の高さっぽい
    unit: 単位。今回はインチだった
    words: 一文字ずつの情報
    selectionMarks: この中にさらに'state', 'polygon', 'confidence', 'span'がある。
    lines: 1行ごとの情報
    barcodes: バーコードの情報
    formulas: 数式の情報
    spans: よくわかんないけど、この例では文字数と一致している。
  

• tables
  テーブル情報。セルの数や、各セルの内容、位置、サイズなど。

• paragraphs
  段落ごとの情報。一夜、文字数など

• styles
  背景や文字の色やフォントなど

• contentFormat
  markdown
  出力フォーマット。

• sections
  リストの中に要素。この要素には'spans', 'elements'がある。
  今回はparagraphs/0から6、22,23。
  そして、/tables/0
  おそらく、構成要素なのかな。

7. ちょっとわかる範囲でコードの解説

poller = document_intelligence_client.begin_analyze_document(
        "prebuilt-layout", # レイアウトモデル
        # "prebuilt-contract", # 契約書モデル
        body=f,
        output=[AnalyzeOutputOption.FIGURES],
        output_content_format="markdown",
        features=[
            DocumentAnalysisFeature.BARCODES, 
            DocumentAnalysisFeature.FORMULAS, 
            DocumentAnalysisFeature.OCR_HIGH_RESOLUTION,
            DocumentAnalysisFeature.STYLE_FONT,
            ]
    )

ドキュメントのまま、DocumentIntelligenceClientクラスのインスタンスを起こしてますが、そのインスタンスのbegin_analyze_documentという関数を用いてます。
この時、引数の解説をしておきます。

• model
  解析モデルを指定します。一般的にはprebuilt-layoutで良いんじゃないでしょうか。
  オリジナルのモデルを作ったりすることもできるようですが、領収書や契約書などのモデルが事前に準備されています。
  prebuilt-readも使えますが、マークダウン形式で出力できなかったりします。そうすると表が表だという表現ができなくなってしまいました。書いてあるテキストがただ出力されてしまいました。これでは表の意味がわからなくなってしまうと思います。
  以下、この二つについてのみテストした結果を含めて記していきます。

• body
  読み取った文章を渡します。今回は'rb'で読み取っていますので、バイナリファイルとして読み取っています。

• outuput
  アウトプットのオプションを指定します。prebuilt-readの場合、コメントアウトしたらOKでした。

• output_content_format
  アウトプットの形式を指定します。今回は"markdown”を指定しました。prebuilt-readの場合は"text"の指定しかできませんでした。というか、この二つしか知らないんだよね。💦

• features
  prebuilt-layout読み取りの追加機能を指定します。一部、有料になりそうですが、数をこなさなければ些細な金額です。今回はわかる範囲で以下を指定しました。

  • DocumentAnalysisFeature.BARCODES
    バーコードが読めます。
  • DocumentAnalysisFeature.FORMULAS
    計算式を読み取ります。
  • DocumentAnalysisFeature.OCR_HIGH_RESOLUTION
    紙面に対して、小さな文字を読み取ります。
  • DocumentAnalysisFeature.STYLE_FONT
    フォントを読み取ります。

この辺りは以下のドキュメントに書いてありますので、必要に応じて設定してみましょう。

8. オプションで設定した読み取り結果

以下のプログラムで確認していきます。

for page in result.pages:
    print(f"----Formulas detected from page #{page.page_number}----")
    if page.formulas:
        inline_formulas = [f for f in page.formulas if f.kind == "inline"]
        display_formulas = [f for f in page.formulas if f.kind == "display"]

        print(f"Detected {len(inline_formulas)} inline formulas.")
        for formula_idx, formula in enumerate(inline_formulas):
            print(f"- Inline #{formula_idx}: {formula.value}")
            print(f"  Confidence: {formula.confidence}")
            print(f"  Bounding regions: {formula.polygon}")

        print(f"\nDetected {len(display_formulas)} display formulas.")
        for formula_idx, formula in enumerate(display_formulas):
            print(f"- Display #{formula_idx}: {formula.value}")
            print(f"  Confidence: {formula.confidence}")
            print(f"  Bounding regions: {formula.polygon}")

    if page.barcodes:
        qr_barcodes = [f for f in page.barcodes if f.kind == "QRCode"] # 今回はQRだけなので・・・💦
        print(f"\nDetected {len(qr_barcodes)} QRCode.")
        for qr_idx, qr_code in enumerate(qr_barcodes):
            print(f"- Display #{qr_idx}: {qr_code.value}")
            print(f"  Confidence: {qr_code.confidence}")
            print(f"  Bounding regions: {qr_code.polygon}")

# ----Formulas detected from page #1----
# Detected 8 inline formulas.
# - Inline #0: \mathrm { J a v a S c r i p t }
#   Confidence: 0.669
#   Bounding regions: [7.197, 3.9536, 7.777, 3.9536, 7.777, 4.0803, 7.197, 4.0803]
# - Inline #1: A \quad
#   Confidence: 0.46
#   Bounding regions: [5.2869, 4.2536, 5.4803, 4.2536, 5.4803, 4.3603, 5.2869, 4.3603]
# - Inline #2: x
#   Confidence: 0.87
#   Bounding regions: [6.6503, 4.2636, 6.7337, 4.2636, 6.7337, 4.3403, 6.6503, 4.3403]
# - Inline #3: B \quad
#   Confidence: 0.87
#   Bounding regions: [5.2703, 4.527, 5.5069, 4.527, 5.5069, 4.657, 5.2703, 4.657]
# - Inline #4: \bigtriangleup
#   Confidence: 0.669
#   Bounding regions: [5.9836, 4.5436, 6.0703, 4.5436, 6.0703, 4.6636, 5.9836, 4.6636]
# - Inline #5: t = k
#   Confidence: 0.46
#   Bounding regions: [7.3804, 4.5236, 7.6037, 4.5236, 7.6037, 4.6536, 7.3804, 4.6536]
# - Inline #6: x
#   Confidence: 0.819
#   Bounding regions: [5.9936, 4.847, 6.0803, 4.847, 6.0803, 4.9203, 5.9936, 4.9203]
# - Inline #7: \bigtriangleup
#   Confidence: 0.819
#   Bounding regions: [7.4437, 4.8337, 7.5504, 4.8337, 7.5504, 4.9537, 7.4437, 4.9537]
# 
# Detected 3 display formulas.
# - Display #0: \bar { x } = \frac { \sum _ { i = 1 } ^ { N } x _ { i } } { N }
#   Confidence: 0.583
#   Bounding regions: [1.1767, 3.5336, 2.2801, 3.5069, 2.2934, 4.0436, 1.1867, 4.0703]
# - Display #1: S = \frac { 1 } { N } \sum _ { i = 1 } ^ { N } \left( x _ { i } - \bar { x } \right) ^ { 2 }
#   Confidence: 0.764
#   Bounding regions: [1.6634, 4.207, 3.4235, 4.207, 3.4235, 4.937, 1.6634, 4.937]
# - Display #2: \sigma = \sqrt { S }
#   Confidence: 0.87
#   Bounding regions: [2.4601, 5.3637, 3.1702, 5.3504, 3.1735, 5.5904, 2.4635, 5.6037]
# 
# Detected 1 inline barcodes.
# - Display #0: I AM ATTEMPTING TO CREATE A LARGE LANGUAGE MODEL. 
# THIS LANGUAGE MODEL AIMS TO INCORPORATE DOMAIN KNOWLEDGE INTO A BASE MODEL, AND THEN FINE-TUNE IT FURTHER TO ENABLE CHAT FUNCTIONALITY USING THIS DOMAIN KNOWLEDGE. 
# I'M NOT ENTIRELY SURE IF IT WILL BE SUCCESSFUL, BUT I'M TRYING THIS BECAUSE I WANT TO USE A LANGUAGE MODEL IN A LOCAL ENVIRONMENT. PLEASE CHEER ME ON. 
# 
#   Confidence: 1.0
#   Bounding regions: [8.6237, 3.5569, 10.4238, 3.5569, 10.4205, 5.3504, 8.6237, 5.3504]

おお、QRコードも数式も読めてますねぇ。
スンバラしい。

barcodeの解説はこちら

数式もLaTexで表記されているようです（LaTexはまったくわからん。💦）

9. おわりに

ちょっとPDFからテキストを読み取らなきゃ…という課題が出たので、Azure Document Intelligenceを試して、基本的な使い方がわかりました。
無事に読み取りもできました。

result.sections

[
    {
        'spans': [{'offset': 0, 'length': 1840}], 
        'elements': [
            '/paragraphs/0', 
            '/paragraphs/1', 
            '/paragraphs/2', 
            '/paragraphs/3', 
            '/paragraphs/4', 
            '/paragraphs/5', 
            '/paragraphs/6', 
            '/tables/0', 
            '/paragraphs/22', 
            '/paragraphs/23'
        ]
    }
]

result.sectionsをみると、レイアウトまで取得できるので、文章部分、表の部分などを分けて取得できそうです。また詳しく調べてみようと思います。

しかも、Azureの機能なのでめっちゃ強力です。これで読み取ったテキストを使ってほにゃららする予定です。

ではまた。