7 Vocal Translator using Azure AI.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "2c0a8250",
   "metadata": {},
   "source": [
    "# Voice translator with Azure AI\n",
    "\n",
    "<img src=\"https://github.com/retkowsky/azure-ai-translator/blob/main/webapp3.jpg?raw=true\">"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "db0c12fd",
   "metadata": {},
   "outputs": [],
   "source": [
    "# %pip install azure-ai-translation-text==1.0.0b1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "5fb69292",
   "metadata": {},
   "outputs": [],
   "source": [
    "import datetime\n",
    "import pandas as pd\n",
    "import gradio as gr\n",
    "import openai\n",
    "import os\n",
    "import sys\n",
    "\n",
    "from azure.ai.translation.text import TextTranslationClient, TranslatorCredential\n",
    "from azure.ai.translation.text.models import InputTextItem\n",
    "from dotenv import load_dotenv\n",
    "from IPython.display import Audio\n",
    "from openai import AzureOpenAI"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "e5d3b079",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'3.10.11 (main, May 16 2023, 00:28:57) [GCC 11.2.0]'"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sys.version"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "719830ee",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Today is 26-Apr-2024 15:49:09\n"
     ]
    }
   ],
   "source": [
    "print(f\"Today is {datetime.datetime.today().strftime('%d-%b-%Y %H:%M:%S')}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5a94a32c",
   "metadata": {},
   "source": [
    "## 1. Settings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "e62e9647",
   "metadata": {},
   "outputs": [],
   "source": [
    "def check_openai_version():\n",
    "    \"\"\"\n",
    "    Check OpenAI version\n",
    "    \"\"\"\n",
    "    try:\n",
    "        installed_version = openai.__version__\n",
    "        version_number = float(installed_version.split('.')[0])\n",
    "\n",
    "    except (AttributeError, ValueError):\n",
    "        print(\"Invalid OpenAI version format\")\n",
    "        return\n",
    "\n",
    "    print(f\"Installed OpenAI version: {installed_version}\\n\")\n",
    "\n",
    "    if version_number < 1.0:\n",
    "        print(\"[Warning] You should upgrade OpenAI to have version >= 1.0.0\")\n",
    "        print(\"To upgrade, run: %pip install openai --upgrade\")\n",
    "\n",
    "    else:\n",
    "        print(f\"[OK] OpenAI version {installed_version} is greater than version 1.0.0\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "64e58c67",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Installed OpenAI version: 1.20.0\n",
      "\n",
      "[OK] OpenAI version 1.20.0 is greater than version 1.0.0\n"
     ]
    }
   ],
   "source": [
    "check_openai_version()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "42dc8c9e",
   "metadata": {},
   "outputs": [],
   "source": [
    "load_dotenv(\"azure.env\")\n",
    "\n",
    "# Azure AI Translator\n",
    "azure_ai_translator_key = os.getenv(\"AZURE_AI_TRANSLATION_KEY\")\n",
    "azure_ai_translator_endpoint = os.getenv(\"AZURE_AI_TRANSLATION_ENDPOINT\")\n",
    "azure_ai_translator_region = os.getenv(\"AZURE_AI_TRANSLATION_REGION\")\n",
    "\n",
    "# Azure OpenAI Whisper model\n",
    "openai.api_base = os.getenv(\"AOAI_ENDPOINT\")\n",
    "openai.api_key = os.getenv(\"AOAI_KEY\")\n",
    "openai.api_version = os.getenv(\"AOAI_VERSION\")\n",
    "openai.api_type = os.getenv(\"AOAI_TYPE\")\n",
    "deployment_id = os.getenv(\"AOAI_DEPLOYMENT\")  # Whisper deployed name model\n",
    "model = os.getenv(\"AOAI_MODEL\")  # Whisper model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "adaab608",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Azure OpenAI Whisper client\n",
    "client = AzureOpenAI(\n",
    "    api_key=openai.api_key,\n",
    "    api_version=openai.api_version,\n",
    "    azure_endpoint=openai.api_base,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f6eb0a5e",
   "metadata": {},
   "source": [
    "## 2. Speech to text with Azure OpenAI Whisper"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "e9cc58a1",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_speech_to_text(audio_filename):\n",
    "    \"\"\"\n",
    "    Transcribes speech from an audio file using Azure Speech to Text service.\n",
    "    Input: audio file\n",
    "    Output: text transcript\n",
    "    \"\"\"\n",
    "    try:\n",
    "        with open(audio_filename, \"rb\") as audio_file:\n",
    "            result = client.audio.transcriptions.create(\n",
    "                file=audio_file,\n",
    "                model=deployment_id\n",
    "            )\n",
    "            return result.text\n",
    "\n",
    "    except Exception as e:\n",
    "        print(f\"[Error] Speech to text error: {e}\")\n",
    "        return None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "f9b42ab5",
   "metadata": {},
   "outputs": [],
   "source": [
    "audio_filename = \"sample.wav\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "2a7ea475",
   "metadata": {},
   "outputs": [
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type=\"audio/x-wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Audio(audio_filename, autoplay=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "07fb477e",
   "metadata": {},
   "source": [
    "### 2.1 Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "cf3fc947",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Hello. How are you today?\n"
     ]
    }
   ],
   "source": [
    "# Test\n",
    "results = get_speech_to_text(audio_filename)\n",
    "print(results)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0fee2ab3",
   "metadata": {},
   "source": [
    "### 2.2 Speech to Text webapp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "aea94d8a",
   "metadata": {},
   "outputs": [],
   "source": [
    "title = \"Speech to Text with Azure OpenAI Whisper\"\n",
    "image_url = \"https://github.com/retkowsky/azure-ai-translator/blob/main/logotranslate.png?raw=true\"\n",
    "logo = \"<center> <img src= {} width=200px></center>\".format(image_url)\n",
    "\n",
    "stt_webapp = gr.Interface(\n",
    "    get_speech_to_text,\n",
    "    gr.Audio(sources=\"microphone\", type=\"filepath\", label=\"Audio Recording\"),\n",
    "    outputs=gr.Text(label=\"Text\"),\n",
    "    title=title,\n",
    "    description=logo,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "b7ae96b6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running on local URL:  http://127.0.0.1:7860\n",
      "Running on public URL: https://ca07846d28124b2892.gradio.live\n",
      "\n",
      "This share link expires in 72 hours. For free permanent hosting and GPU upgrades, run `gradio deploy` from Terminal to deploy to Spaces (https://huggingface.co/spaces)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div><iframe src=\"https://ca07846d28124b2892.gradio.live\" width=\"100%\" height=\"500\" allow=\"autoplay; camera; microphone; clipboard-read; clipboard-write;\" frameborder=\"0\" allowfullscreen></iframe></div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": []
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stt_webapp.launch(share=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "004f80db",
   "metadata": {},
   "source": [
    "## 3. Languages supported"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "03ceec21",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Translation client\n",
    "text_translator = TextTranslationClient(\n",
    "    endpoint=azure_ai_translator_endpoint,\n",
    "    credential=TranslatorCredential(\n",
    "        azure_ai_translator_key, azure_ai_translator_region\n",
    "    ),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "3f1a0b32",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "OutputArea.auto_scroll_threshold = 9999\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%javascript Python \n",
    "OutputArea.auto_scroll_threshold = 9999"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "6748971f",
   "metadata": {},
   "outputs": [],
   "source": [
    "def print_languages(label, languages):\n",
    "        \"\"\"\n",
    "        Print supported languages\n",
    "        \"\"\"\n",
    "        print(\"\\033[1;31;34m\")\n",
    "        if languages is not None:\n",
    "            print(f\"Number of supported {label} languages = {len(languages)}\\n\")\n",
    "            print(f\"{label.capitalize()} languages:\")\n",
    "\n",
    "            for idx, (key, value) in enumerate(languages.items(), start=1):\n",
    "                print(f\"{idx:03}\\t{key:10} {value.name} ({value.native_name})\")\n",
    "\n",
    "        else:\n",
    "            print(f\"No supported {label} languages.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "69a65cbd",
   "metadata": {},
   "outputs": [],
   "source": [
    "response = text_translator.get_languages()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "984b3138",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1;31;34m\n",
      "Number of supported translation languages = 135\n",
      "\n",
      "Translation languages:\n",
      "001\taf         Afrikaans (Afrikaans)\n",
      "002\tam         Amharic (አማርኛ)\n",
      "003\tar         Arabic (العربية)\n",
      "004\tas         Assamese (অসমীয়া)\n",
      "005\taz         Azerbaijani (Azərbaycan)\n",
      "006\tba         Bashkir (Bashkir)\n",
      "007\tbg         Bulgarian (Български)\n",
      "008\tbho        Bhojpuri (Bhojpuri)\n",
      "009\tbn         Bangla (বাংলা)\n",
      "010\tbo         Tibetan (བོད་སྐད་)\n",
      "011\tbrx        Bodo (बड़ो)\n",
      "012\tbs         Bosnian (Bosnian)\n",
      "013\tca         Catalan (Català)\n",
      "014\tcs         Czech (Čeština)\n",
      "015\tcy         Welsh (Cymraeg)\n",
      "016\tda         Danish (Dansk)\n",
      "017\tde         German (Deutsch)\n",
      "018\tdoi        Dogri (Dogri)\n",
      "019\tdsb        Lower Sorbian (Dolnoserbšćina)\n",
      "020\tdv         Divehi (ދިވެހިބަސް)\n",
      "021\tel         Greek (Ελληνικά)\n",
      "022\ten         English (English)\n",
      "023\tes         Spanish (Español)\n",
      "024\tet         Estonian (Eesti)\n",
      "025\teu         Basque (Euskara)\n",
      "026\tfa         Persian (فارسی)\n",
      "027\tfi         Finnish (Suomi)\n",
      "028\tfil        Filipino (Filipino)\n",
      "029\tfj         Fijian (Na Vosa Vakaviti)\n",
      "030\tfo         Faroese (Føroyskt)\n",
      "031\tfr         French (Français)\n",
      "032\tfr-CA      French (Canada) (Français (Canada))\n",
      "033\tga         Irish (Gaeilge)\n",
      "034\tgl         Galician (Galego)\n",
      "035\tgom        Konkani (Konkani)\n",
      "036\tgu         Gujarati (ગુજરાતી)\n",
      "037\tha         Hausa (Hausa)\n",
      "038\the         Hebrew (עברית)\n",
      "039\thi         Hindi (हिन्दी)\n",
      "040\thne        Chhattisgarhi (Chhattisgarhi)\n",
      "041\thr         Croatian (Hrvatski)\n",
      "042\thsb        Upper Sorbian (Hornjoserbšćina)\n",
      "043\tht         Haitian Creole (Haitian Creole)\n",
      "044\thu         Hungarian (Magyar)\n",
      "045\thy         Armenian (Հայերեն)\n",
      "046\tid         Indonesian (Indonesia)\n",
      "047\tig         Igbo (Ásụ̀sụ́ Ìgbò)\n",
      "048\tikt        Inuinnaqtun (Inuinnaqtun)\n",
      "049\tis         Icelandic (Íslenska)\n",
      "050\tit         Italian (Italiano)\n",
      "051\tiu         Inuktitut (ᐃᓄᒃᑎᑐᑦ)\n",
      "052\tiu-Latn    Inuktitut (Latin) (Inuktitut (Latin))\n",
      "053\tja         Japanese (日本語)\n",
      "054\tka         Georgian (ქართული)\n",
      "055\tkk         Kazakh (Қазақ Тілі)\n",
      "056\tkm         Khmer (ខ្មែរ)\n",
      "057\tkmr        Kurdish (Northern) (Kurdî (Bakur))\n",
      "058\tkn         Kannada (ಕನ್ನಡ)\n",
      "059\tko         Korean (한국어)\n",
      "060\tks         Kashmiri (کٲشُر)\n",
      "061\tku         Kurdish (Central) (Kurdî (Navîn))\n",
      "062\tky         Kyrgyz (Кыргызча)\n",
      "063\tln         Lingala (Lingála)\n",
      "064\tlo         Lao (ລາວ)\n",
      "065\tlt         Lithuanian (Lietuvių)\n",
      "066\tlug        Ganda (Ganda)\n",
      "067\tlv         Latvian (Latviešu)\n",
      "068\tlzh        Chinese (Literary) (中文 (文言文))\n",
      "069\tmai        Maithili (Maithili)\n",
      "070\tmg         Malagasy (Malagasy)\n",
      "071\tmi         Māori (Te Reo Māori)\n",
      "072\tmk         Macedonian (Македонски)\n",
      "073\tml         Malayalam (മലയാളം)\n",
      "074\tmn-Cyrl    Mongolian (Cyrillic) (Mongolian (Cyrillic))\n",
      "075\tmn-Mong    Mongolian (Traditional) (ᠮᠣᠩᠭᠣᠯ ᠬᠡᠯᠡ)\n",
      "076\tmni        Manipuri (ꯃꯩꯇꯩꯂꯣꯟ)\n",
      "077\tmr         Marathi (मराठी)\n",
      "078\tms         Malay (Melayu)\n",
      "079\tmt         Maltese (Malti)\n",
      "080\tmww        Hmong Daw (Hmong Daw)\n",
      "081\tmy         Myanmar (Burmese) (မြန်မာ)\n",
      "082\tnb         Norwegian (Norsk Bokmål)\n",
      "083\tne         Nepali (नेपाली)\n",
      "084\tnl         Dutch (Nederlands)\n",
      "085\tnso        Sesotho sa Leboa (Sesotho sa Leboa)\n",
      "086\tnya        Nyanja (Nyanja)\n",
      "087\tor         Odia (ଓଡ଼ିଆ)\n",
      "088\totq        Querétaro Otomi (Hñähñu)\n",
      "089\tpa         Punjabi (ਪੰਜਾਬੀ)\n",
      "090\tpl         Polish (Polski)\n",
      "091\tprs        Dari (دری)\n",
      "092\tps         Pashto (پښتو)\n",
      "093\tpt         Portuguese (Brazil) (Português (Brasil))\n",
      "094\tpt-PT      Portuguese (Portugal) (Português (Portugal))\n",
      "095\tro         Romanian (Română)\n",
      "096\tru         Russian (Русский)\n",
      "097\trun        Rundi (Rundi)\n",
      "098\trw         Kinyarwanda (Kinyarwanda)\n",
      "099\tsd         Sindhi (سنڌي)\n",
      "100\tsi         Sinhala (සිංහල)\n",
      "101\tsk         Slovak (Slovenčina)\n",
      "102\tsl         Slovenian (Slovenščina)\n",
      "103\tsm         Samoan (Gagana Sāmoa)\n",
      "104\tsn         Shona (chiShona)\n",
      "105\tso         Somali (Soomaali)\n",
      "106\tsq         Albanian (Shqip)\n",
      "107\tsr-Cyrl    Serbian (Cyrillic) (Српски (ћирилица))\n",
      "108\tsr-Latn    Serbian (Latin) (Srpski (latinica))\n",
      "109\tst         Sesotho (Sesotho)\n",
      "110\tsv         Swedish (Svenska)\n",
      "111\tsw         Swahili (Kiswahili)\n",
      "112\tta         Tamil (தமிழ்)\n",
      "113\tte         Telugu (తెలుగు)\n",
      "114\tth         Thai (ไทย)\n",
      "115\tti         Tigrinya (ትግር)\n",
      "116\ttk         Turkmen (Türkmen Dili)\n",
      "117\ttlh-Latn   Klingon (Latin) (Klingon (Latin))\n",
      "118\ttlh-Piqd   Klingon (pIqaD) (Klingon (pIqaD))\n",
      "119\ttn         Setswana (Setswana)\n",
      "120\tto         Tongan (Lea Fakatonga)\n",
      "121\ttr         Turkish (Türkçe)\n",
      "122\ttt         Tatar (Татар)\n",
      "123\tty         Tahitian (Reo Tahiti)\n",
      "124\tug         Uyghur (ئۇيغۇرچە)\n",
      "125\tuk         Ukrainian (Українська)\n",
      "126\tur         Urdu (اردو)\n",
      "127\tuz         Uzbek (Latin) (Uzbek (Latin))\n",
      "128\tvi         Vietnamese (Tiếng Việt)\n",
      "129\txh         Xhosa (isiXhosa)\n",
      "130\tyo         Yoruba (Èdè Yorùbá)\n",
      "131\tyua        Yucatec Maya (Yucatec Maya)\n",
      "132\tyue        Cantonese (Traditional) (粵語 (繁體))\n",
      "133\tzh-Hans    Chinese Simplified (中文 (简体))\n",
      "134\tzh-Hant    Chinese Traditional (繁體中文 (繁體))\n",
      "135\tzu         Zulu (Isi-Zulu)\n"
     ]
    }
   ],
   "source": [
    "print_languages(\"translation\", response.translation)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "56e6a53a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1;31;34m\n",
      "Number of supported transliteration languages = 42\n",
      "\n",
      "Transliteration languages:\n",
      "001\tar         Arabic (العربية)\n",
      "002\tas         Assamese (অসমীয়া)\n",
      "003\tbe         Belarusian (беларуская)\n",
      "004\tbg         Bulgarian (Български)\n",
      "005\tbn         Bangla (বাংলা)\n",
      "006\tbrx        Bodo (बड़ो)\n",
      "007\tel         Greek (Ελληνικά)\n",
      "008\tfa         Persian (فارسی)\n",
      "009\tgom        Konkani (Konkani)\n",
      "010\tgu         Gujarati (ગુજરાતી)\n",
      "011\the         Hebrew (עברית)\n",
      "012\thi         Hindi (हिन्दी)\n",
      "013\tja         Japanese (日本語)\n",
      "014\tkk         Kazakh (Қазақ Тілі)\n",
      "015\tkn         Kannada (ಕನ್ನಡ)\n",
      "016\tko         Korean (한국어)\n",
      "017\tks         Kashmiri (کٲشُر)\n",
      "018\tky         Kyrgyz (Кыргызча)\n",
      "019\tmai        Maithili (Maithili)\n",
      "020\tmk         Macedonian (Македонски)\n",
      "021\tml         Malayalam (മലയാളം)\n",
      "022\tmn-Cyrl    Mongolian (Cyrillic) (Mongolian (Cyrillic))\n",
      "023\tmni        Manipuri (ꯃꯩꯇꯩꯂꯣꯟ)\n",
      "024\tmr         Marathi (मराठी)\n",
      "025\tne         Nepali (नेपाली)\n",
      "026\tor         Odia (ଓଡ଼ିଆ)\n",
      "027\tpa         Punjabi (ਪੰਜਾਬੀ)\n",
      "028\tru         Russian (Русский)\n",
      "029\tsa         Sanskrit (संस्कृत)\n",
      "030\tsd         Sindhi (سنڌي)\n",
      "031\tsi         Sinhala (සිංහල)\n",
      "032\tsr-Cyrl    Serbian (Cyrillic) (Српски (ћирилица))\n",
      "033\tsr-Latn    Serbian (Latin) (Srpski (latinica))\n",
      "034\tta         Tamil (தமிழ்)\n",
      "035\tte         Telugu (తెలుగు)\n",
      "036\ttg         Tajik (Tajik (Cyrillic))\n",
      "037\tth         Thai (ไทย)\n",
      "038\ttt         Tatar (Татар)\n",
      "039\tuk         Ukrainian (Українська)\n",
      "040\tur         Urdu (اردو)\n",
      "041\tzh-Hans    Chinese Simplified (中文 (简体))\n",
      "042\tzh-Hant    Chinese Traditional (繁體中文 (繁體))\n"
     ]
    }
   ],
   "source": [
    "print_languages(\"transliteration\", response.transliteration)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "8088116b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1;31;34m\n",
      "Number of supported dictionary languages = 50\n",
      "\n",
      "Dictionary languages:\n",
      "001\taf         Afrikaans (Afrikaans)\n",
      "002\tar         Arabic (العربية)\n",
      "003\tbg         Bulgarian (Български)\n",
      "004\tbn         Bangla (বাংলা)\n",
      "005\tbs         Bosnian (Bosnian)\n",
      "006\tca         Catalan (Català)\n",
      "007\tcs         Czech (Čeština)\n",
      "008\tcy         Welsh (Cymraeg)\n",
      "009\tda         Danish (Dansk)\n",
      "010\tde         German (Deutsch)\n",
      "011\tel         Greek (Ελληνικά)\n",
      "012\ten         English (English)\n",
      "013\tes         Spanish (Español)\n",
      "014\tet         Estonian (Eesti)\n",
      "015\tfa         Persian (فارسی)\n",
      "016\tfi         Finnish (Suomi)\n",
      "017\tfr         French (Français)\n",
      "018\the         Hebrew (עברית)\n",
      "019\thi         Hindi (हिन्दी)\n",
      "020\thr         Croatian (Hrvatski)\n",
      "021\thu         Hungarian (Magyar)\n",
      "022\tid         Indonesian (Indonesia)\n",
      "023\tis         Icelandic (Íslenska)\n",
      "024\tit         Italian (Italiano)\n",
      "025\tja         Japanese (日本語)\n",
      "026\tko         Korean (한국어)\n",
      "027\tlt         Lithuanian (Lietuvių)\n",
      "028\tlv         Latvian (Latviešu)\n",
      "029\tms         Malay (Melayu)\n",
      "030\tmt         Maltese (Malti)\n",
      "031\tmww        Hmong Daw (Hmong Daw)\n",
      "032\tnb         Norwegian (Norsk Bokmål)\n",
      "033\tnl         Dutch (Nederlands)\n",
      "034\tpl         Polish (Polski)\n",
      "035\tpt         Portuguese (Brazil) (Português (Brasil))\n",
      "036\tro         Romanian (Română)\n",
      "037\tru         Russian (Русский)\n",
      "038\tsk         Slovak (Slovenčina)\n",
      "039\tsl         Slovenian (Slovenščina)\n",
      "040\tsr-Latn    Serbian (Latin) (Srpski (latinica))\n",
      "041\tsv         Swedish (Svenska)\n",
      "042\tsw         Swahili (Kiswahili)\n",
      "043\tta         Tamil (தமிழ்)\n",
      "044\tth         Thai (ไทย)\n",
      "045\ttlh-Latn   Klingon (Latin) (Klingon (Latin))\n",
      "046\ttr         Turkish (Türkçe)\n",
      "047\tuk         Ukrainian (Українська)\n",
      "048\tur         Urdu (اردو)\n",
      "049\tvi         Vietnamese (Tiếng Việt)\n",
      "050\tzh-Hans    Chinese Simplified (中文 (简体))\n"
     ]
    }
   ],
   "source": [
    "print_languages(\"dictionary\", response.dictionary)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "5d751867",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Language_Code</th>\n",
       "      <th>Language_Name</th>\n",
       "      <th>Native_Name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>af</td>\n",
       "      <td>Afrikaans</td>\n",
       "      <td>Afrikaans</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>am</td>\n",
       "      <td>Amharic</td>\n",
       "      <td>አማርኛ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ar</td>\n",
       "      <td>Arabic</td>\n",
       "      <td>العربية</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>as</td>\n",
       "      <td>Assamese</td>\n",
       "      <td>অসমীয়া</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>az</td>\n",
       "      <td>Azerbaijani</td>\n",
       "      <td>Azərbaycan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>yua</td>\n",
       "      <td>Yucatec Maya</td>\n",
       "      <td>Yucatec Maya</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>yue</td>\n",
       "      <td>Cantonese (Traditional)</td>\n",
       "      <td>粵語 (繁體)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>zh-Hans</td>\n",
       "      <td>Chinese Simplified</td>\n",
       "      <td>中文 (简体)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>zh-Hant</td>\n",
       "      <td>Chinese Traditional</td>\n",
       "      <td>繁體中文 (繁體)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>zu</td>\n",
       "      <td>Zulu</td>\n",
       "      <td>Isi-Zulu</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>135 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Language_Code            Language_Name   Native_Name\n",
       "0              af                Afrikaans     Afrikaans\n",
       "1              am                  Amharic          አማርኛ\n",
       "2              ar                   Arabic       العربية\n",
       "3              as                 Assamese       অসমীয়া\n",
       "4              az              Azerbaijani    Azərbaycan\n",
       "..            ...                      ...           ...\n",
       "130           yua             Yucatec Maya  Yucatec Maya\n",
       "131           yue  Cantonese (Traditional)       粵語 (繁體)\n",
       "132       zh-Hans       Chinese Simplified       中文 (简体)\n",
       "133       zh-Hant      Chinese Traditional     繁體中文 (繁體)\n",
       "134            zu                     Zulu      Isi-Zulu\n",
       "\n",
       "[135 rows x 3 columns]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Loading the supported languages into a dataframe\n",
    "langlist = []\n",
    "\n",
    "if response.translation is not None:\n",
    "    for key, value in response.translation.items():\n",
    "        langlist.append(\n",
    "            {\n",
    "                \"Language_Code\": key,\n",
    "                \"Language_Name\": value.name,\n",
    "                \"Native_Name\": value.native_name,\n",
    "            }\n",
    "        )\n",
    "\n",
    "df_languages = pd.DataFrame(langlist)\n",
    "df_languages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "be6e9e74",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Azure AI Translator supported languages\n",
      "\u001b[1;31;34m\n",
      "    Language_Code            Language_Name           Native_Name\n",
      "0              af                Afrikaans             Afrikaans\n",
      "1              am                  Amharic                  አማርኛ\n",
      "2              ar                   Arabic               العربية\n",
      "3              as                 Assamese               অসমীয়া\n",
      "4              az              Azerbaijani            Azərbaycan\n",
      "5              ba                  Bashkir               Bashkir\n",
      "6              bg                Bulgarian             Български\n",
      "7             bho                 Bhojpuri              Bhojpuri\n",
      "8              bn                   Bangla                 বাংলা\n",
      "9              bo                  Tibetan              བོད་སྐད་\n",
      "10            brx                     Bodo                  बड़ो\n",
      "11             bs                  Bosnian               Bosnian\n",
      "12             ca                  Catalan                Català\n",
      "13             cs                    Czech               Čeština\n",
      "14             cy                    Welsh               Cymraeg\n",
      "15             da                   Danish                 Dansk\n",
      "16             de                   German               Deutsch\n",
      "17            doi                    Dogri                 Dogri\n",
      "18            dsb            Lower Sorbian        Dolnoserbšćina\n",
      "19             dv                   Divehi            ދިވެހިބަސް\n",
      "20             el                    Greek              Ελληνικά\n",
      "21             en                  English               English\n",
      "22             es                  Spanish               Español\n",
      "23             et                 Estonian                 Eesti\n",
      "24             eu                   Basque               Euskara\n",
      "25             fa                  Persian                 فارسی\n",
      "26             fi                  Finnish                 Suomi\n",
      "27            fil                 Filipino              Filipino\n",
      "28             fj                   Fijian      Na Vosa Vakaviti\n",
      "29             fo                  Faroese              Føroyskt\n",
      "30             fr                   French              Français\n",
      "31          fr-CA          French (Canada)     Français (Canada)\n",
      "32             ga                    Irish               Gaeilge\n",
      "33             gl                 Galician                Galego\n",
      "34            gom                  Konkani               Konkani\n",
      "35             gu                 Gujarati               ગુજરાતી\n",
      "36             ha                    Hausa                 Hausa\n",
      "37             he                   Hebrew                 עברית\n",
      "38             hi                    Hindi                हिन्दी\n",
      "39            hne            Chhattisgarhi         Chhattisgarhi\n",
      "40             hr                 Croatian              Hrvatski\n",
      "41            hsb            Upper Sorbian       Hornjoserbšćina\n",
      "42             ht           Haitian Creole        Haitian Creole\n",
      "43             hu                Hungarian                Magyar\n",
      "44             hy                 Armenian               Հայերեն\n",
      "45             id               Indonesian             Indonesia\n",
      "46             ig                     Igbo          Ásụ̀sụ́ Ìgbò\n",
      "47            ikt              Inuinnaqtun           Inuinnaqtun\n",
      "48             is                Icelandic              Íslenska\n",
      "49             it                  Italian              Italiano\n",
      "50             iu                Inuktitut                ᐃᓄᒃᑎᑐᑦ\n",
      "51        iu-Latn        Inuktitut (Latin)     Inuktitut (Latin)\n",
      "52             ja                 Japanese                   日本語\n",
      "53             ka                 Georgian               ქართული\n",
      "54             kk                   Kazakh            Қазақ Тілі\n",
      "55             km                    Khmer                 ខ្មែរ\n",
      "56            kmr       Kurdish (Northern)         Kurdî (Bakur)\n",
      "57             kn                  Kannada                 ಕನ್ನಡ\n",
      "58             ko                   Korean                   한국어\n",
      "59             ks                 Kashmiri                 کٲشُر\n",
      "60             ku        Kurdish (Central)         Kurdî (Navîn)\n",
      "61             ky                   Kyrgyz              Кыргызча\n",
      "62             ln                  Lingala               Lingála\n",
      "63             lo                      Lao                   ລາວ\n",
      "64             lt               Lithuanian              Lietuvių\n",
      "65            lug                    Ganda                 Ganda\n",
      "66             lv                  Latvian              Latviešu\n",
      "67            lzh       Chinese (Literary)              中文 (文言文)\n",
      "68            mai                 Maithili              Maithili\n",
      "69             mg                 Malagasy              Malagasy\n",
      "70             mi                    Māori          Te Reo Māori\n",
      "71             mk               Macedonian            Македонски\n",
      "72             ml                Malayalam                മലയാളം\n",
      "73        mn-Cyrl     Mongolian (Cyrillic)  Mongolian (Cyrillic)\n",
      "74        mn-Mong  Mongolian (Traditional)           ᠮᠣᠩᠭᠣᠯ ᠬᠡᠯᠡ\n",
      "75            mni                 Manipuri               ꯃꯩꯇꯩꯂꯣꯟ\n",
      "76             mr                  Marathi                 मराठी\n",
      "77             ms                    Malay                Melayu\n",
      "78             mt                  Maltese                 Malti\n",
      "79            mww                Hmong Daw             Hmong Daw\n",
      "80             my        Myanmar (Burmese)                မြန်မာ\n",
      "81             nb                Norwegian          Norsk Bokmål\n",
      "82             ne                   Nepali                नेपाली\n",
      "83             nl                    Dutch            Nederlands\n",
      "84            nso         Sesotho sa Leboa      Sesotho sa Leboa\n",
      "85            nya                   Nyanja                Nyanja\n",
      "86             or                     Odia                 ଓଡ଼ିଆ\n",
      "87            otq          Querétaro Otomi                Hñähñu\n",
      "88             pa                  Punjabi                ਪੰਜਾਬੀ\n",
      "89             pl                   Polish                Polski\n",
      "90            prs                     Dari                   دری\n",
      "91             ps                   Pashto                  پښتو\n",
      "92             pt      Portuguese (Brazil)    Português (Brasil)\n",
      "93          pt-PT    Portuguese (Portugal)  Português (Portugal)\n",
      "94             ro                 Romanian                Română\n",
      "95             ru                  Russian               Русский\n",
      "96            run                    Rundi                 Rundi\n",
      "97             rw              Kinyarwanda           Kinyarwanda\n",
      "98             sd                   Sindhi                  سنڌي\n",
      "99             si                  Sinhala                 සිංහල\n",
      "100            sk                   Slovak            Slovenčina\n",
      "101            sl                Slovenian           Slovenščina\n",
      "102            sm                   Samoan          Gagana Sāmoa\n",
      "103            sn                    Shona              chiShona\n",
      "104            so                   Somali              Soomaali\n",
      "105            sq                 Albanian                 Shqip\n",
      "106       sr-Cyrl       Serbian (Cyrillic)     Српски (ћирилица)\n",
      "107       sr-Latn          Serbian (Latin)     Srpski (latinica)\n",
      "108            st                  Sesotho               Sesotho\n",
      "109            sv                  Swedish               Svenska\n",
      "110            sw                  Swahili             Kiswahili\n",
      "111            ta                    Tamil                 தமிழ்\n",
      "112            te                   Telugu                తెలుగు\n",
      "113            th                     Thai                   ไทย\n",
      "114            ti                 Tigrinya                   ትግር\n",
      "115            tk                  Turkmen          Türkmen Dili\n",
      "116      tlh-Latn          Klingon (Latin)       Klingon (Latin)\n",
      "117      tlh-Piqd          Klingon (pIqaD)       Klingon (pIqaD)\n",
      "118            tn                 Setswana              Setswana\n",
      "119            to                   Tongan         Lea Fakatonga\n",
      "120            tr                  Turkish                Türkçe\n",
      "121            tt                    Tatar                 Татар\n",
      "122            ty                 Tahitian            Reo Tahiti\n",
      "123            ug                   Uyghur              ئۇيغۇرچە\n",
      "124            uk                Ukrainian            Українська\n",
      "125            ur                     Urdu                  اردو\n",
      "126            uz            Uzbek (Latin)         Uzbek (Latin)\n",
      "127            vi               Vietnamese            Tiếng Việt\n",
      "128            xh                    Xhosa              isiXhosa\n",
      "129            yo                   Yoruba            Èdè Yorùbá\n",
      "130           yua             Yucatec Maya          Yucatec Maya\n",
      "131           yue  Cantonese (Traditional)               粵語 (繁體)\n",
      "132       zh-Hans       Chinese Simplified               中文 (简体)\n",
      "133       zh-Hant      Chinese Traditional             繁體中文 (繁體)\n",
      "134            zu                     Zulu              Isi-Zulu\n"
     ]
    }
   ],
   "source": [
    "print(\"Azure AI Translator supported languages\")\n",
    "print(\"\\033[1;31;34m\")\n",
    "print(df_languages.to_string())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "6e372ce9",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_languages.to_excel(\"azure_ai_translator_languages.xlsx\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "22930153",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Get dict from dataframe\n",
    "language_dict = df_languages.set_index(\"Language_Code\")[\"Language_Name\"].to_dict()\n",
    "# Full names list\n",
    "language_full_names = list(language_dict.values())\n",
    "# Sort\n",
    "language_full_names.sort()\n",
    "# Language codes list\n",
    "language_codes = list(language_dict.keys())\n",
    "# Sort\n",
    "language_codes.sort()\n",
    "# Creation of dict\n",
    "reverse_language_names = {v: k for k, v in language_dict.items()}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "c1d4aea3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['af', 'am', 'ar', 'as', 'az', 'ba', 'bg', 'bho', 'bn', 'bo', 'brx', 'bs', 'ca', 'cs', 'cy', 'da', 'de', 'doi', 'dsb', 'dv', 'el', 'en', 'es', 'et', 'eu', 'fa', 'fi', 'fil', 'fj', 'fo', 'fr', 'fr-CA', 'ga', 'gl', 'gom', 'gu', 'ha', 'he', 'hi', 'hne', 'hr', 'hsb', 'ht', 'hu', 'hy', 'id', 'ig', 'ikt', 'is', 'it', 'iu', 'iu-Latn', 'ja', 'ka', 'kk', 'km', 'kmr', 'kn', 'ko', 'ks', 'ku', 'ky', 'ln', 'lo', 'lt', 'lug', 'lv', 'lzh', 'mai', 'mg', 'mi', 'mk', 'ml', 'mn-Cyrl', 'mn-Mong', 'mni', 'mr', 'ms', 'mt', 'mww', 'my', 'nb', 'ne', 'nl', 'nso', 'nya', 'or', 'otq', 'pa', 'pl', 'prs', 'ps', 'pt', 'pt-PT', 'ro', 'ru', 'run', 'rw', 'sd', 'si', 'sk', 'sl', 'sm', 'sn', 'so', 'sq', 'sr-Cyrl', 'sr-Latn', 'st', 'sv', 'sw', 'ta', 'te', 'th', 'ti', 'tk', 'tlh-Latn', 'tlh-Piqd', 'tn', 'to', 'tr', 'tt', 'ty', 'ug', 'uk', 'ur', 'uz', 'vi', 'xh', 'yo', 'yua', 'yue', 'zh-Hans', 'zh-Hant', 'zu']\n"
     ]
    }
   ],
   "source": [
    "print(language_codes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "c076680a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'Afrikaans': 'af', 'Amharic': 'am', 'Arabic': 'ar', 'Assamese': 'as', 'Azerbaijani': 'az', 'Bashkir': 'ba', 'Bulgarian': 'bg', 'Bhojpuri': 'bho', 'Bangla': 'bn', 'Tibetan': 'bo', 'Bodo': 'brx', 'Bosnian': 'bs', 'Catalan': 'ca', 'Czech': 'cs', 'Welsh': 'cy', 'Danish': 'da', 'German': 'de', 'Dogri': 'doi', 'Lower Sorbian': 'dsb', 'Divehi': 'dv', 'Greek': 'el', 'English': 'en', 'Spanish': 'es', 'Estonian': 'et', 'Basque': 'eu', 'Persian': 'fa', 'Finnish': 'fi', 'Filipino': 'fil', 'Fijian': 'fj', 'Faroese': 'fo', 'French': 'fr', 'French (Canada)': 'fr-CA', 'Irish': 'ga', 'Galician': 'gl', 'Konkani': 'gom', 'Gujarati': 'gu', 'Hausa': 'ha', 'Hebrew': 'he', 'Hindi': 'hi', 'Chhattisgarhi': 'hne', 'Croatian': 'hr', 'Upper Sorbian': 'hsb', 'Haitian Creole': 'ht', 'Hungarian': 'hu', 'Armenian': 'hy', 'Indonesian': 'id', 'Igbo': 'ig', 'Inuinnaqtun': 'ikt', 'Icelandic': 'is', 'Italian': 'it', 'Inuktitut': 'iu', 'Inuktitut (Latin)': 'iu-Latn', 'Japanese': 'ja', 'Georgian': 'ka', 'Kazakh': 'kk', 'Khmer': 'km', 'Kurdish (Northern)': 'kmr', 'Kannada': 'kn', 'Korean': 'ko', 'Kashmiri': 'ks', 'Kurdish (Central)': 'ku', 'Kyrgyz': 'ky', 'Lingala': 'ln', 'Lao': 'lo', 'Lithuanian': 'lt', 'Ganda': 'lug', 'Latvian': 'lv', 'Chinese (Literary)': 'lzh', 'Maithili': 'mai', 'Malagasy': 'mg', 'Māori': 'mi', 'Macedonian': 'mk', 'Malayalam': 'ml', 'Mongolian (Cyrillic)': 'mn-Cyrl', 'Mongolian (Traditional)': 'mn-Mong', 'Manipuri': 'mni', 'Marathi': 'mr', 'Malay': 'ms', 'Maltese': 'mt', 'Hmong Daw': 'mww', 'Myanmar (Burmese)': 'my', 'Norwegian': 'nb', 'Nepali': 'ne', 'Dutch': 'nl', 'Sesotho sa Leboa': 'nso', 'Nyanja': 'nya', 'Odia': 'or', 'Querétaro Otomi': 'otq', 'Punjabi': 'pa', 'Polish': 'pl', 'Dari': 'prs', 'Pashto': 'ps', 'Portuguese (Brazil)': 'pt', 'Portuguese (Portugal)': 'pt-PT', 'Romanian': 'ro', 'Russian': 'ru', 'Rundi': 'run', 'Kinyarwanda': 'rw', 'Sindhi': 'sd', 'Sinhala': 'si', 'Slovak': 'sk', 'Slovenian': 'sl', 'Samoan': 'sm', 'Shona': 'sn', 'Somali': 'so', 'Albanian': 'sq', 'Serbian (Cyrillic)': 'sr-Cyrl', 'Serbian (Latin)': 'sr-Latn', 'Sesotho': 'st', 'Swedish': 'sv', 'Swahili': 'sw', 'Tamil': 'ta', 'Telugu': 'te', 'Thai': 'th', 'Tigrinya': 'ti', 'Turkmen': 'tk', 'Klingon (Latin)': 'tlh-Latn', 'Klingon (pIqaD)': 'tlh-Piqd', 'Setswana': 'tn', 'Tongan': 'to', 'Turkish': 'tr', 'Tatar': 'tt', 'Tahitian': 'ty', 'Uyghur': 'ug', 'Ukrainian': 'uk', 'Urdu': 'ur', 'Uzbek (Latin)': 'uz', 'Vietnamese': 'vi', 'Xhosa': 'xh', 'Yoruba': 'yo', 'Yucatec Maya': 'yua', 'Cantonese (Traditional)': 'yue', 'Chinese Simplified': 'zh-Hans', 'Chinese Traditional': 'zh-Hant', 'Zulu': 'zu'}\n"
     ]
    }
   ],
   "source": [
    "print(reverse_language_names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "e07ce6a0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of supported languages with Azure AI Translator = 135\n"
     ]
    }
   ],
   "source": [
    "print(f\"Number of supported languages with Azure AI Translator = {len(reverse_language_names)}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "87bb871e",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_language_code(language_name):\n",
    "    \"\"\"\n",
    "    Function to get language code by language name\n",
    "    Input: language full name\n",
    "    Output: language code name\n",
    "    \"\"\"\n",
    "    return reverse_language_names.get(language_name)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "60c2b212",
   "metadata": {},
   "source": [
    "### 3.1 Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "91e95de5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "en\n"
     ]
    }
   ],
   "source": [
    "# Test\n",
    "print(get_language_code(\"English\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0d2bf301",
   "metadata": {},
   "source": [
    "## 4.1 Translation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "48faad6e",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_translation(mytext, source_lang, target_lang):\n",
    "    \"\"\"\n",
    "    Translate a text from one language to another one\n",
    "    \"\"\"\n",
    "    # Get source language code from its fullname\n",
    "    source_lang = get_language_code(source_lang)\n",
    "    # Get target language code from its fullname\n",
    "    target_lang = get_language_code(target_lang)\n",
    "    \n",
    "    target_lang = [target_lang]\n",
    "    input_text_elements = [InputTextItem(text=mytext)]\n",
    "\n",
    "    try:\n",
    "        # Calling the Azure AI translator API\n",
    "        response = text_translator.translate(\n",
    "            content=input_text_elements,\n",
    "            to=target_lang,\n",
    "            from_parameter=source_lang\n",
    "        )\n",
    "\n",
    "        # Result\n",
    "        resp = response[0] if response else None\n",
    "\n",
    "        for translated_text in resp.translations:\n",
    "            result = translated_text.text\n",
    "\n",
    "        return result\n",
    "    \n",
    "    except Exception as e:\n",
    "        print(f\"[Error] Translation error: {e}\")\n",
    "        return None"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cc71ef1a",
   "metadata": {},
   "source": [
    "### 4.1 Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "a4a9e1b9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Willkommen zu dieser Präsentation\n"
     ]
    }
   ],
   "source": [
    "# Quick Test\n",
    "result = get_translation(\"Welcome to this presentation\", \"English\", \"German\")\n",
    "print(result)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7c6d905e",
   "metadata": {},
   "source": [
    "### 5. STT and Translation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "b94bc02d",
   "metadata": {},
   "outputs": [],
   "source": [
    "def stt_and_translation(audio_filename, source_lang, target_lang):\n",
    "    \"\"\"\n",
    "    Speech to Text and translation using the STT transcript\n",
    "    \"\"\"\n",
    "    try:\n",
    "        # Speech to text result\n",
    "        transcript = get_speech_to_text(audio_filename)\n",
    "        # Translation of the Speech to text result\n",
    "        translation = get_translation(transcript, source_lang, target_lang)\n",
    "        \n",
    "        return transcript, translation\n",
    "    \n",
    "    except Exception as e:\n",
    "        print(f\"[Error] Speech to text and translation error: {e}\")\n",
    "        \n",
    "        return None, None"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "852647e6",
   "metadata": {},
   "source": [
    "### 5.1 Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "002ae640",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "('Hello. How are you today?', 'Hola. ¿Cómo te va?')"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[Error] Speech to text error: expected str, bytes or os.PathLike object, not NoneType\n"
     ]
    }
   ],
   "source": [
    "# Test\n",
    "transcript, translation = stt_and_translation(\n",
    "    audio_filename, \"English\", \"Spanish\")\n",
    "\n",
    "transcript, translation"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "364b2208",
   "metadata": {},
   "source": [
    "### 5.2 Speech to Text and Translation using a webapp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "e8a8c9da",
   "metadata": {},
   "outputs": [],
   "source": [
    "image_url = \"https://github.com/retkowsky/azure-ai-translator/blob/main/logotranslate.png?raw=true\"\n",
    "logo = \"<center> <img src= {} width=200px></center>\".format(image_url)\n",
    "title = \"Vocal translator using Azure AI services\"\n",
    "theme = \"JohnSmith9982/small_and_pretty\"  # https://huggingface.co/spaces/gradio/theme-gallery\n",
    "\n",
    "translator_webapp = gr.Interface(\n",
    "    stt_and_translation,\n",
    "    inputs=[\n",
    "        gr.components.Audio(\n",
    "            sources=\"microphone\", \n",
    "            type=\"filepath\",\n",
    "            label=\"Audio recording\"\n",
    "        ),\n",
    "        gr.components.Dropdown(\n",
    "            label=\"Audio source language\",\n",
    "            value=\"French\",\n",
    "            choices=language_full_names\n",
    "        ),\n",
    "        gr.components.Dropdown(\n",
    "            label=\"Text target language\",\n",
    "            value=\"English\",\n",
    "            choices=language_full_names\n",
    "        ),\n",
    "    ],\n",
    "    outputs=[\n",
    "        gr.Text(label=\"Source text\"),\n",
    "        gr.Text(label=\"Translated text\"),\n",
    "    ],\n",
    "    cache_examples=False,\n",
    "    title=title,\n",
    "    description=logo,\n",
    "    theme=theme,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "0f42ce5f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running on local URL:  http://127.0.0.1:7861\n",
      "Running on public URL: https://415ec15ab91b05b6b1.gradio.live\n",
      "\n",
      "This share link expires in 72 hours. For free permanent hosting and GPU upgrades, run `gradio deploy` from Terminal to deploy to Spaces (https://huggingface.co/spaces)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div><iframe src=\"https://415ec15ab91b05b6b1.gradio.live\" width=\"100%\" height=\"500\" allow=\"autoplay; camera; microphone; clipboard-read; clipboard-write;\" frameborder=\"0\" allowfullscreen></iframe></div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": []
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "translator_webapp.launch(share=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ebe3b9e6",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
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    "name": "ipython",
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