From 6adc396a6c183b4d14d62752ef76dae923a2bd77 Mon Sep 17 00:00:00 2001 From: Yuichi Ikeda Date: Fri, 23 Jun 2023 13:48:08 +0900 Subject: [PATCH] Add call-center --- 1.call-center/.gitignore | 132 + 1.call-center/README.md | 194 + 1.call-center/app/.vscode/launch.json | 26 + 1.call-center/app/LICENSE | 22 + 1.call-center/app/app.py | 144 + 1.call-center/app/requirements.txt | 6 + .../bootstrap5.0.2/css/bootstrap.min.css | 7 + .../bootstrap5.0.2/css/bootstrap.min.css.map | 1 + .../bootstrap5.0.2/css/bootstrap.rtl.min.css | 7 + .../css/bootstrap.rtl.min.css.map | 1 + .../bootstrap5.0.2/js/bootstrap.bundle.min.js | 7 + .../js/bootstrap.bundle.min.js.map | 1 + .../app/static/css/font-awesome.min.css | 4 + 1.call-center/app/static/css/main.css | 441 + .../app/static/images/anime-conversation.gif | Bin 0 -> 553181 bytes .../app/static/images/anime-working.gif | Bin 0 -> 797027 bytes .../app/static/images/atomic-loading.gif | Bin 0 -> 602869 bytes 1.call-center/app/static/images/done.gif | Bin 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100644 1.call-center/app/templates/template.html create mode 100644 1.call-center/app/utilities/config.py create mode 100644 1.call-center/assets/appservice_configuration.jpg create mode 100644 1.call-center/assets/demo.jpg create mode 100644 1.call-center/assets/deploy.jpg create mode 100644 1.call-center/assets/diagram.jpg create mode 100644 1.call-center/assets/landing_zone.jpg diff --git a/1.call-center/.gitignore b/1.call-center/.gitignore new file mode 100644 index 0000000..5669d7d --- /dev/null +++ b/1.call-center/.gitignore @@ -0,0 +1,132 @@ +# Byte-compiled / optimized / DLL files +__pycache__/ +*.py[cod] +*$py.class + +# C extensions +*.so + +# Distribution / packaging +.Python +build/ +develop-eggs/ +dist/ +downloads/ +eggs/ +.eggs/ +lib/ +lib64/ +parts/ +sdist/ +var/ +wheels/ +pip-wheel-metadata/ +share/python-wheels/ +*.egg-info/ +.installed.cfg +*.egg +MANIFEST + +# PyInstaller +# Usually these files are written by a python script from a template +# before PyInstaller builds the exe, so as to inject date/other infos into it. +*.manifest +*.spec + +# Installer logs +pip-log.txt +pip-delete-this-directory.txt + +# Unit test / coverage reports +htmlcov/ +.tox/ +.nox/ +.coverage +.coverage.* +.cache +nosetests.xml +coverage.xml +*.cover +*.py,cover +.hypothesis/ +.pytest_cache/ + +# Translations +*.mo +*.pot + +# Django stuff: +*.log +local_settings.py +db.sqlite3 +db.sqlite3-journal + +# Flask stuff: +instance/ +.webassets-cache + +# Scrapy stuff: +.scrapy + +# Sphinx documentation +docs/_build/ + +# PyBuilder +target/ + +# Jupyter Notebook +.ipynb_checkpoints + +# IPython +profile_default/ +ipython_config.py + +# pyenv +.python-version + +# pipenv +# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control. +# However, in case of collaboration, if having platform-specific dependencies or dependencies +# having no cross-platform support, pipenv may install dependencies that don't work, or not +# install all needed dependencies. +#Pipfile.lock + +# PEP 582; used by e.g. github.com/David-OConnor/pyflow +__pypackages__/ + +# Celery stuff +celerybeat-schedule +celerybeat.pid + +# SageMath parsed files +*.sage.py + +# Environments +.env +.venv +env/ +venv/ +ENV/ +env.bak/ +venv.bak/ + +# Spyder project settings +.spyderproject +.spyproject + +# Rope project settings +.ropeproject + +# mkdocs documentation +/site + +# mypy +.mypy_cache/ +.dmypy.json +dmypy.json + +# Pyre type checker +.pyre/ + +.github +.old \ No newline at end of file diff --git a/1.call-center/README.md b/1.call-center/README.md new file mode 100644 index 0000000..a6c744e --- /dev/null +++ b/1.call-center/README.md @@ -0,0 +1,194 @@ +# コールセンター向け AI アシスタント + +## 概要 + +コールセンターのスタッフを支援する Microsoft AI の機能を活用したソリューションとなります。機能を拡張しリアルタイムに取得した会話データをストレージやデーターベースに収集する事で、顧客とのコミュニケーション分析の基盤システムへの展開も想定しています。 + +### 主な機能 + +1. リアルタイムに会話の`文字起こし`が出来ます。 +2. 同時に他言語に`翻訳`します。 +3. リアルタイムに会話内容の`感情分析`をします。 +4. 会話が終了した際、全体の会話内容を`要約`し、重要な`トピック`をリストアップします。 + +### アプリケーション画面 + +![Demo](assets/demo.jpg) + +### クラウド実行環境 + +WEB アプリケーションを Azure App Service でホストしたソリューション・ダイアグラムとなります。 + +![Solution](assets/diagram.jpg) + +こちらは "検証用途の構成" を示しています。運用環境として構成する場合には後半で示されている "ランディングゾーン構成" をご検討ください。 + +| サービス名 | SKU | Note | +| ---- | ---- | ---- | +| Azure App Service | Standard (S1) | Python 3.11 | +| Azure OpenAI Service | Standard | text-davinci-003 | +| Speech Services | Standard | | +| Language Services | Standard | | + +## 開発環境の準備 + +### ローカル開発環境 + +- Python 3.11 +- Visual Studio Code + - Azure App Service 拡張機能 + - Python 拡張機能 + +クラウドに下記サービスがデプロイされている必要があります。 + +| サービス名 | SKU | Note | +| ---- | ---- | ---- | +| Azure OpenAI Service | Standard | text-davinci-003 | +| Speech Services | Standard | | +| Language Services | Standard | | + +### Azure AI サービス群のデプロイ + +[Azure Cloud Shell](https://learn.microsoft.com/ja-jp/azure/cloud-shell/quickstart?tabs=azurecli) から、以下のコマンドを実行する事でデプロイ出来ます。 + +※ 現時点で OpenAI サービスをデプロイ可能なリージョンが限定されています。利用可能なリージョンの詳細は、[モデルの概要テーブルとリージョンの可用性](https://learn.microsoft.com/ja-jp/azure/cognitive-services/openai/concepts/models#model-summary-table-and-region-availability)をご確認ください。 + +```bash +# 環境変数 +export RESOURCE_GROUP= +export SPEECHSERVICE_NAME= +export LANGUAGE_SERVICE= +export OEPNAI_NAME= + +export REGION="japaneast" +export REGION_OPENAI="eastus" + +# RESOURCE GROUP +az group create --location $REGION --resource-group $RESOURCE_GROUP + +# SPEECH SERVICE +az cognitiveservices account create --name $SPEECHSERVICE_NAME --resource-group $RESOURCE_GROUP \ + --kind SpeechServices --sku S0 --location $REGION --yes + +# LANGUAGE_SERVICE +az cognitiveservices account create --name $LANGUAGE_SERVICE --resource-group $RESOURCE_GROUP \ + --kind TextAnalytics --sku S --location $REGION --yes + +# OPENAI +az cognitiveservices account create --name $OEPNAI_NAME --resource-group $RESOURCE_GROUP \ + --kind OpenAI --sku S0 --location $REGION_OPENAI --yes +``` + +### 1. アクセス制御 (IAM) の構成 + +VSCode の Azure 拡張機能で Azure へサインインする事で、サインインしているユーザーがデバッグ実行の際の DefaultAzureCredential となります。 + +Azure ポータルで各バックエンドサービスの [アクセス制御 (IAM)] メニューを開き、サインインユーザーに対して以下の権限（ロール）を割り当てます。 + +| サービス名 | ロール | +| ---- | ---- | +| Azure OpenAI Service | Cognitive Services OpenAI User | +| Speech Services | Cognitive Services Speech ユーザー | +| Language Services | Cognitive Services Language 閲覧者 | + +### 2. ローカルデバッグ用の環境変数設定 + +call-center フォルダ配下の `app` フォルダを VSCode で開きます。`.vscode/launch.json` ファイルで の値を環境に合わせて設定します。 + +```json +"env": { + "FLASK_APP": "${workspaceFolder}/app.py", + "FLASK_DEBUG": "1", + "STT_REGION": "", + "STT_RESOURCE_ID": "/subscriptions//resourceGroups//providers/Microsoft.CognitiveServices/accounts/", + "TEXT_ANALYTICS_ENDPOINT": "https://.cognitiveservices.azure.com", + "AOAI_ENDPOINT": "https://.openai.azure.com", + "AOAI_MODEL": "<>" +} +``` + +※ `STT_RESOURCE_ID` は、デプロイした Speech Service の [プロパティ] メニューで確認できます。 + +### 3. モジュールのインストール + +```bash +pip install -r requirements.txt +``` + +※ VSCode で textanalytics など一部モジュールの解決が出来ない場合は、Python インタープリタを切り替える事で解決する場合があります。Ctrl+Shift+P または [View] > [Command Palette] メニューから、出てきた検索ウィンドウにPython: Select Interpreterと入力することで設定できます。 + +### 4. デバッグ実行 + +VSCode からデバッグ実行を開始します。 + +Running on http://127.0.0.1:5000 + + +## Azure へのデプロイ + +### 1. Azure App Servce の作成 + +[Azure Cloud Shell](https://learn.microsoft.com/ja-jp/azure/cloud-shell/quickstart?tabs=azurecli) から、以下のコマンドを実行します。 + +```bash +# 環境変数 +export RESOURCE_GROUP= +export APPSERVICE_PLAN= +export APPSERVICE= + +export REGION="japaneast" + +# RESOURCE GROUP +az group create --location $REGION --resource-group $RESOURCE_GROUP + +# APP SERVICE PLAN +az appservice plan create --name $APPSERVICE_PLAN --resource-group $RESOURCE_GROUP --is-linux --sku S1 + +# APP SERVICE +az webapp create --name $APPSERVICE --resource-group $RESOURCE_GROUP --plan $APPSERVICE_PLAN \ + --runtime PYTHON:3.11 --assign-identity [system] --https-only +``` + +### 2. App Service 構成 - 環境変数の設定 + +Azure ポータルで App Service の [構成] メニューを選択し、開発環境の launch.json に定義してある環境変数を設定します。 + +![App Service 構成](assets/appservice_configuration.jpg) + + +### 3. アクセス制御 (IAM) の構成 + +Azure ポータルで、各バックエンドサービスの [アクセス制御 (IAM)] メニューを開き App Service の Managed ID に以下の権限（ロール）を割り当てます。 + +| サービス名 | ロール | +| ---- | ---- | +| Azure OpenAI Service | Cognitive Services OpenAI User | +| Speech Services | Cognitive Services Speech ユーザー | +| Language Services | Cognitive Services Language 閲覧者 | + +### 4. WEB アプリケーションを App Service へデプロイ + +VSCode の左側ペインより Azure アイコンを選択し、該当する [App Service] に対して [Deploy to Web App...] にてアプリケーションを展開します。 + +![Deploy](assets/deploy.jpg) + +## ランディングゾーン + +完全な閉域構成で利用するためのランディングゾーンとなります。インターネットを経由した外部通信が一切発生しない内部通信のみで利用できる構成となります。 + +![Landingzone](assets/landing_zone.jpg) + +ランディングゾーンで利用する SKU の参考例となります。App Service に関しては SLA の観点で最低2つのインスタンスが必要となります。 + +| サービス名 | SKU | Note | +| ---- | ---- | ---- | +| Azure App Service | I1v2 | Python 3.11 | +| Azure OpenAI Service | Standard | text-davinci-003 | +| Speech Services | Standard | | +| Language Services | Standard | | + +参考資料：[ハブアンドスポーク ネットワーク内の Azure Private Link](https://learn.microsoft.com/ja-jp/azure/architecture/guide/networking/private-link-hub-spoke-network) + +## Credit + +Special thanks to [Jixin Jia (Gin)](https://github.com/jixjia) and [Nobu Tanahashi](https://github.com/notanaha) for his ingenious Conversation Transcription source code and idea used in this demo. diff --git a/1.call-center/app/.vscode/launch.json b/1.call-center/app/.vscode/launch.json new file mode 100644 index 0000000..a203617 --- /dev/null +++ b/1.call-center/app/.vscode/launch.json @@ -0,0 +1,26 @@ +{ + "version": "0.2.0", + "configurations": [ + + { + "name": "Python: Flask", + "type": "python", + "request": "launch", + "module": "flask", + "env": { + "FLASK_APP": "${workspaceFolder}/app.py", + "FLASK_DEBUG": "1", + "STT_REGION": "", + "STT_RESOURCE_ID": "/subscriptions//resourceGroups//providers/Microsoft.CognitiveServices/accounts/", + "TEXT_ANALYTICS_ENDPOINT": "https://.cognitiveservices.azure.com", + "AOAI_ENDPOINT": "https://.openai.azure.com", + "AOAI_MODEL": "<>" + }, + "args": [ + "run" + ], + "jinja": true, + "justMyCode": true + } + ] +} diff --git a/1.call-center/app/LICENSE b/1.call-center/app/LICENSE new file mode 100644 index 0000000..1adcde5 --- /dev/null +++ b/1.call-center/app/LICENSE @@ -0,0 +1,22 @@ + MIT License + + Copyright (c) Jixin Jia (Gin). + Copyright (c) 2023 Yuichi Ikeda. + + Permission is hereby granted, free of charge, to any person obtaining a copy + of this software and associated documentation files (the "Software"), to deal + in the Software without restriction, including without limitation the rights + to use, copy, modify, merge, publish, distribute, sublicense, and/or sell + copies of the Software, and to permit persons to whom the Software is + furnished to do so, subject to the following conditions: + + The above copyright notice and this permission notice shall be included in all + copies or substantial portions of the Software. + + THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR + IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, + FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE + AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER + LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, + OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE + SOFTWARE diff --git a/1.call-center/app/app.py b/1.call-center/app/app.py new file mode 100644 index 0000000..f10b559 --- /dev/null +++ b/1.call-center/app/app.py @@ -0,0 +1,144 @@ +''' +Component: Contact Center AI Demo +Purpose: This is a demo solution showcasing AI applied in contact center solutions with the power of GPT +Author: Jixin Jia (Gin) +Author: Yuichi Ikeda +''' +import os +import json +import logging +import re + +from flask import Flask, render_template, request, redirect, url_for, jsonify, session +from flask_cors import CORS +from flask_session import Session # https://pythonhosted.org/Flask-Session + +import openai +from azure.ai.textanalytics import TextAnalyticsClient +from azure.identity import DefaultAzureCredential + +from utilities import config + +app = Flask(__name__) +app.secret_key = config.APP_SECRET +app.config['JWT_SECRET_KEY'] = config.JWT_SECRET +app.config['MAX_CONTENT_LENGTH'] = config.MAX_CONTENT_SIZE * 1024*1024 +CORS(app) +Session(app) + +# set logging level +logging.basicConfig(level=logging.WARNING) + +# Text Analytics client global instance +text_analytics_client = None + +# For generating https scheme when deployed behind reverse proxy +from werkzeug.middleware.proxy_fix import ProxyFix +app.wsgi_app = ProxyFix(app.wsgi_app, x_proto=1, x_host=1) + +@app.route('/', methods=['GET']) +def callcenter(): + + try: + # Text Analytics client global instance + endpoint = os.environ["TEXT_ANALYTICS_ENDPOINT"] + global text_analytics_client + text_analytics_client = TextAnalyticsClient(endpoint, credential=DefaultAzureCredential()) + except Exception as e: + print(e.args) + return "TEXT_ANALYTICS_ENDPOINT enviroment variable is not set correctly." + + return render_template('call_center_ai.html') + +@app.route('/token', methods=['POST']) +def token(): + try: + azure_token = DefaultAzureCredential().get_token("https://cognitiveservices.azure.com/.default") + resource_id = os.environ.get('STT_RESOURCE_ID') + speech_region = os.environ.get('STT_REGION') + + return json.dumps({ + 'status': 'OK', + 'azure_token': azure_token.token, + 'resource_id': resource_id, + 'speech_region': speech_region + }) + + except Exception as e: + print(e.args) + return json.dumps({ + 'status': 'Error', + 'error': 'Failed to get acess token, check Azure App Service - Managed ID settings.' + }) + +@app.route('/sentiment', methods=['POST']) +def sentiment(): + try: + data = request.json + + result = text_analytics_client.analyze_sentiment(documents=data['documents']) + confidence_scores = result[0].confidence_scores + + return json.dumps({ + 'status': 'OK', + 'confidence_scores': [{ + 'negative': confidence_scores.negative, + 'neutral': confidence_scores.neutral, + 'positive': confidence_scores.positive, + }] + }) + + except Exception as e: + print(e.args) + return json.dumps({ + 'status': 'Error', + 'error': e.args + }) + +@app.route('/gpt', methods=['POST']) +def gpt(): + try: + data = request.json + transcription = data['transcription'] + + # Get environment variables + aoaiEndpoint = os.environ.get('AOAI_ENDPOINT') + gptModel = os.environ.get('AOAI_MODEL') + + # Call Azure OpenAI text-davinci-003 model + openai.api_type = 'azure_ad' + openai.api_version = '2023-03-15-preview' + openai.api_base = aoaiEndpoint + azure_token = DefaultAzureCredential().get_token("https://cognitiveservices.azure.com/.default") + openai.api_key = azure_token.token + + main_prompt=transcription[0:2600] + followup_prompt = '\n"""\n上記の会話内容を、次の4項目について回答しなさい:\nQ1>. 簡潔な文章に要約:\nQ2>. センチメントスコアを0～100の間で評価し、数値で回答:\nQ3>. キーエンティティを抽出:\nQ4>. 該当するカテゴリはどれか [情報,質問,技術,クレーム,依頼,その他]\n"""' + + response = openai.Completion.create(engine=gptModel, + prompt=main_prompt+followup_prompt, + temperature=0, + max_tokens=400) + text = response['choices'][0]['text'].replace('\n', '').replace(' .', '.').strip() + + # regex function to extract all characters after [4]. + def extract_category(pattern, text): + matches = re.findall(pattern, text)[0] + return matches[1].replace('.', '').replace('>','').strip() + + pattern1 = r'(Q1|A1)(.*?)(Q2|A2)' + pattern2 = r'(A2|Q2)(.*?)(A3|Q3)' + pattern3 = r'(Q3|A3)(.*?)(Q4|A4)' + pattern4 = r"(Q4|A4)(.*)" + + return json.dumps({ + 'status': 'OK', + 'q1': extract_category(pattern1, text).strip('.'), + 'q2': extract_category(pattern2, text).replace('.', ''), + 'q3': extract_category(pattern3, text).strip('.').split(','), + 'q4': extract_category(pattern4, text).strip('.') + }) + + except Exception as e: + print(e.args) + return json.dumps({'error': e.args}) \ No newline at end of file diff --git a/1.call-center/app/requirements.txt b/1.call-center/app/requirements.txt new file mode 100644 index 0000000..e56c50b --- /dev/null +++ b/1.call-center/app/requirements.txt @@ -0,0 +1,6 @@ +Flask==2.2.5 +Flask-Cors==3.0.10 +Flask-Session==0.4.0 +openai==0.27.0 +azure.identity==1.13.0 +azure.ai.textanalytics==5.2.1 \ No newline at end of file diff --git a/1.call-center/app/static/bootstrap5.0.2/css/bootstrap.min.css b/1.call-center/app/static/bootstrap5.0.2/css/bootstrap.min.css new file mode 100644 index 0000000..edfbbb0 --- /dev/null +++ b/1.call-center/app/static/bootstrap5.0.2/css/bootstrap.min.css @@ -0,0 +1,7 @@ +@charset "UTF-8";/*! + * Bootstrap v5.0.2 (https://getbootstrap.com/) + * Copyright 2011-2021 The Bootstrap Authors + * Copyright 2011-2021 Twitter, Inc. + * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE) + 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\"carousel\";\n@import \"spinners\";\n@import \"offcanvas\";\n\n// Helpers\n@import \"helpers\";\n\n// Utilities\n@import \"utilities/api\";\n// scss-docs-end import-stack\n",":root {\n // Custom variable values only support SassScript inside `#{}`.\n @each $color, $value in $colors {\n --#{$variable-prefix}#{$color}: #{$value};\n }\n\n @each $color, $value in $theme-colors {\n --#{$variable-prefix}#{$color}: #{$value};\n }\n\n // Use `inspect` for lists so that quoted items keep the quotes.\n // See https://github.com/sass/sass/issues/2383#issuecomment-336349172\n --#{$variable-prefix}font-sans-serif: #{inspect($font-family-sans-serif)};\n --#{$variable-prefix}font-monospace: #{inspect($font-family-monospace)};\n --#{$variable-prefix}gradient: #{$gradient};\n}\n","// stylelint-disable declaration-no-important, selector-no-qualifying-type, property-no-vendor-prefix\n\n\n// Reboot\n//\n// Normalization of HTML elements, manually forked from Normalize.css to remove\n// styles targeting irrelevant browsers while applying new styles.\n//\n// Normalize is licensed MIT. https://github.com/necolas/normalize.css\n\n\n// Document\n//\n// Change from `box-sizing: content-box` so that `width` is not affected by `padding` or `border`.\n\n*,\n*::before,\n*::after {\n box-sizing: border-box;\n}\n\n\n// Root\n//\n// Ability to the value of the root font sizes, affecting the value of `rem`.\n// null by default, thus nothing is generated.\n\n:root {\n font-size: $font-size-root;\n\n @if $enable-smooth-scroll {\n @media (prefers-reduced-motion: no-preference) {\n scroll-behavior: smooth;\n }\n }\n}\n\n\n// Body\n//\n// 1. Remove the margin in all browsers.\n// 2. As a best practice, apply a default `background-color`.\n// 3. Prevent adjustments of font size after orientation changes in iOS.\n// 4. Change the default tap highlight to be completely transparent in iOS.\n\nbody {\n margin: 0; // 1\n font-family: $font-family-base;\n @include font-size($font-size-base);\n font-weight: $font-weight-base;\n line-height: $line-height-base;\n color: $body-color;\n text-align: $body-text-align;\n background-color: $body-bg; // 2\n -webkit-text-size-adjust: 100%; // 3\n -webkit-tap-highlight-color: rgba($black, 0); // 4\n}\n\n\n// Content grouping\n//\n// 1. Reset Firefox's gray color\n// 2. Set correct height and prevent the `size` attribute to make the `hr` look like an input field\n\nhr {\n margin: $hr-margin-y 0;\n color: $hr-color; // 1\n background-color: currentColor;\n border: 0;\n opacity: $hr-opacity;\n}\n\nhr:not([size]) {\n height: $hr-height; // 2\n}\n\n\n// Typography\n//\n// 1. Remove top margins from headings\n// By default, `

`-`

` all receive top and bottom margins. We nuke the top\n// margin for easier control within type scales as it avoids margin collapsing.\n\n%heading {\n margin-top: 0; // 1\n margin-bottom: $headings-margin-bottom;\n font-family: $headings-font-family;\n font-style: $headings-font-style;\n font-weight: $headings-font-weight;\n line-height: $headings-line-height;\n color: $headings-color;\n}\n\nh1 {\n @extend %heading;\n @include font-size($h1-font-size);\n}\n\nh2 {\n @extend %heading;\n @include font-size($h2-font-size);\n}\n\nh3 {\n @extend %heading;\n @include font-size($h3-font-size);\n}\n\nh4 {\n @extend %heading;\n @include font-size($h4-font-size);\n}\n\nh5 {\n @extend %heading;\n @include font-size($h5-font-size);\n}\n\nh6 {\n @extend %heading;\n @include font-size($h6-font-size);\n}\n\n\n// Reset margins on paragraphs\n//\n// Similarly, the top margin on `

`s get reset. However, we also reset the\n// bottom margin to use `rem` units instead of `em`.\n\np {\n margin-top: 0;\n margin-bottom: $paragraph-margin-bottom;\n}\n\n\n// Abbreviations\n//\n// 1. Duplicate behavior to the data-bs-* attribute for our tooltip plugin\n// 2. Add the correct text decoration in Chrome, Edge, Opera, and Safari.\n// 3. Add explicit cursor to indicate changed behavior.\n// 4. Prevent the text-decoration to be skipped.\n\nabbr[title],\nabbr[data-bs-original-title] { // 1\n text-decoration: underline dotted; // 2\n cursor: help; // 3\n text-decoration-skip-ink: none; // 4\n}\n\n\n// Address\n\naddress {\n margin-bottom: 1rem;\n font-style: normal;\n line-height: inherit;\n}\n\n\n// Lists\n\nol,\nul {\n padding-left: 2rem;\n}\n\nol,\nul,\ndl {\n margin-top: 0;\n margin-bottom: 1rem;\n}\n\nol ol,\nul ul,\nol ul,\nul ol {\n margin-bottom: 0;\n}\n\ndt {\n font-weight: $dt-font-weight;\n}\n\n// 1. Undo browser default\n\ndd {\n margin-bottom: .5rem;\n margin-left: 0; // 1\n}\n\n\n// Blockquote\n\nblockquote {\n margin: 0 0 1rem;\n}\n\n\n// Strong\n//\n// Add the correct font weight in Chrome, Edge, and Safari\n\nb,\nstrong {\n font-weight: $font-weight-bolder;\n}\n\n\n// Small\n//\n// Add the correct font size in all browsers\n\nsmall {\n @include font-size($small-font-size);\n}\n\n\n// Mark\n\nmark {\n padding: $mark-padding;\n background-color: $mark-bg;\n}\n\n\n// Sub and Sup\n//\n// Prevent `sub` and `sup` elements from affecting the line height in\n// all browsers.\n\nsub,\nsup {\n position: relative;\n @include font-size($sub-sup-font-size);\n line-height: 0;\n vertical-align: baseline;\n}\n\nsub { bottom: -.25em; }\nsup { top: -.5em; }\n\n\n// Links\n\na {\n color: $link-color;\n text-decoration: $link-decoration;\n\n &:hover {\n color: $link-hover-color;\n text-decoration: $link-hover-decoration;\n }\n}\n\n// And undo these styles for placeholder links/named anchors (without href).\n// It would be more straightforward to just use a[href] in previous block, but that\n// causes specificity issues in many other styles that are too complex to fix.\n// See https://github.com/twbs/bootstrap/issues/19402\n\na:not([href]):not([class]) {\n &,\n &:hover {\n color: inherit;\n text-decoration: none;\n }\n}\n\n\n// Code\n\npre,\ncode,\nkbd,\nsamp {\n font-family: $font-family-code;\n @include font-size(1em); // Correct the odd `em` font sizing in all browsers.\n direction: ltr #{\"/* rtl:ignore */\"};\n unicode-bidi: bidi-override;\n}\n\n// 1. Remove browser default top margin\n// 2. Reset browser default of `1em` to use `rem`s\n// 3. Don't allow content to break outside\n\npre {\n display: block;\n margin-top: 0; // 1\n margin-bottom: 1rem; // 2\n overflow: auto; // 3\n @include font-size($code-font-size);\n color: $pre-color;\n\n // Account for some code outputs that place code tags in pre tags\n code {\n @include font-size(inherit);\n color: inherit;\n word-break: normal;\n }\n}\n\ncode {\n @include font-size($code-font-size);\n color: $code-color;\n word-wrap: break-word;\n\n // Streamline the style when inside anchors to avoid broken underline and more\n a > & {\n color: inherit;\n }\n}\n\nkbd {\n padding: $kbd-padding-y $kbd-padding-x;\n @include font-size($kbd-font-size);\n color: $kbd-color;\n background-color: $kbd-bg;\n @include border-radius($border-radius-sm);\n\n kbd {\n padding: 0;\n @include font-size(1em);\n font-weight: $nested-kbd-font-weight;\n }\n}\n\n\n// Figures\n//\n// Apply a consistent margin strategy (matches our type styles).\n\nfigure {\n margin: 0 0 1rem;\n}\n\n\n// Images and content\n\nimg,\nsvg {\n vertical-align: middle;\n}\n\n\n// Tables\n//\n// Prevent double borders\n\ntable {\n caption-side: bottom;\n border-collapse: collapse;\n}\n\ncaption {\n padding-top: $table-cell-padding-y;\n padding-bottom: $table-cell-padding-y;\n color: $table-caption-color;\n text-align: left;\n}\n\n// 1. Removes font-weight bold by inheriting\n// 2. Matches default `` alignment by inheriting `text-align`.\n// 3. Fix alignment for Safari\n\nth {\n font-weight: $table-th-font-weight; // 1\n text-align: inherit; // 2\n text-align: -webkit-match-parent; // 3\n}\n\nthead,\ntbody,\ntfoot,\ntr,\ntd,\nth {\n border-color: inherit;\n border-style: solid;\n border-width: 0;\n}\n\n\n// Forms\n//\n// 1. Allow labels to use `margin` for spacing.\n\nlabel {\n display: inline-block; // 1\n}\n\n// Remove the default `border-radius` that macOS Chrome adds.\n// See https://github.com/twbs/bootstrap/issues/24093\n\nbutton {\n // stylelint-disable-next-line property-disallowed-list\n border-radius: 0;\n}\n\n// Explicitly remove focus outline in Chromium when it shouldn't be\n// visible (e.g. as result of mouse click or touch tap). It already\n// should be doing this automatically, but seems to currently be\n// confused and applies its very visible two-tone outline anyway.\n\nbutton:focus:not(:focus-visible) {\n outline: 0;\n}\n\n// 1. Remove the margin in Firefox and Safari\n\ninput,\nbutton,\nselect,\noptgroup,\ntextarea {\n margin: 0; // 1\n font-family: inherit;\n @include font-size(inherit);\n line-height: inherit;\n}\n\n// Remove the inheritance of text transform in Firefox\nbutton,\nselect {\n text-transform: none;\n}\n// Set the cursor for non-` + +

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コールセンター向け AI アシスタント

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AI エージェントが顧客との会話をリアルタイムで文字に起こし、同時翻訳をします。 対話の感情分析もリアルタイムに可視化しています。

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会話が終了すると会話全体の内容を OpenAI サービスにより要約し、センチメントスコアやキーフレーズの抽出を行います。

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使用方法

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  1. 右下のマイク ボタンを押して会話を開始してください。
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  2. ブラウザがマイクへのアクセスを求めてきたら許可してください。
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  3. 会話が終了したら、最後にまた ボタンを押して会話を終了してください。
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会話の感情分析
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会話の要約
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+ + + + +{% endblock %} \ No newline at end of file diff --git a/1.call-center/app/templates/template.html b/1.call-center/app/templates/template.html new file mode 100644 index 0000000..5157d07 --- /dev/null +++ b/1.call-center/app/templates/template.html @@ -0,0 +1,41 @@ + + + + + + + Microsoft AI Solutions + + + + + + + + + + + + + + + + + + + + + + + + +
+ {% block main %} + {% endblock %} +
+ + + + \ No newline at end of file diff --git a/1.call-center/app/utilities/config.py b/1.call-center/app/utilities/config.py new file mode 100644 index 0000000..7a9f798 --- /dev/null +++ b/1.call-center/app/utilities/config.py @@ -0,0 +1,6 @@ +import uuid + +# app settings +APP_SECRET = str(uuid.uuid4()) +JWT_SECRET = str(uuid.uuid4()) +MAX_CONTENT_SIZE = 200 \ No newline at end of file diff --git a/1.call-center/assets/appservice_configuration.jpg b/1.call-center/assets/appservice_configuration.jpg new file mode 100644 index 0000000000000000000000000000000000000000..7f653930765e7c133fb8bb7a1ed71122f7b92b8a GIT binary patch literal 131032 zcmdqIcTiJZ_%0emnsn(kAWfwS2z&w(3spoEr8f})Ap|Ux2qB?JZvp}e0!md{q=arF zUAoc5Qvj`?IehmdB(y#{%bi}09^$gV`2IC z^Ph#4jrHHce*8Eq8wWcF$G?@6i<^s+^8_ac#|hpOC%Ac-g@cQapO=U4-}8Te(VgkdtNM_$gMFQ=nslEUbboN4+30v#o4Qi~cq0KMTt-*5hpK z%qE@SX5N4iU^btX^%%3UY{!o??~Y_%2OSq=J1MVqnO*3XC&#Hr!rIZ9Z#fmN)OU&4 zekCjF+^PZv*&g7^#8eFaMi@r%-q8A+U+}b_709t&R+MueS9DI 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