Minor_Project_Data_Curation.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "01AyobgT7Ko3"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "qcxGHbZoYsC6",
    "outputId": "41d2b885-bb9c-4b01-b0e9-cc1a91ccd92d"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "Requirement already satisfied: sentencepiece in ./anaconda3/lib/python3.11/site-packages (0.2.0)\n",
      "Requirement already satisfied: datasets[audio] in ./anaconda3/lib/python3.11/site-packages (2.18.0)\n",
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      "Requirement already satisfied: pytz>=2020.1 in ./anaconda3/lib/python3.11/site-packages (from pandas->datasets[audio]) (2023.3.post1)\n",
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      "Requirement already satisfied: platformdirs>=2.5.0 in ./anaconda3/lib/python3.11/site-packages (from pooch>=1.0->librosa->datasets[audio]) (3.10.0)\n",
      "Requirement already satisfied: six>=1.5 in ./anaconda3/lib/python3.11/site-packages (from python-dateutil>=2.8.2->pandas->datasets[audio]) (1.16.0)\n",
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     ]
    }
   ],
   "source": [
    "!pip install --upgrade pip\n",
    "!pip install --upgrade transformers sentencepiece datasets[audio]"
   ]
  },
  {
   "cell_type": "code",
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    "id": "sFHmaepZUtgl",
    "outputId": "0132f67a-6256-4bce-dfa3-a07fd8858bd8"
   },
   "outputs": [],
   "source": [
    "from transformers import SpeechT5Processor, SpeechT5ForTextToSpeech, SpeechT5HifiGan\n",
    "from datasets import load_dataset\n",
    "import torch\n",
    "import soundfile as sf\n",
    "from pathlib import Path\n",
    "\n",
    "processor = SpeechT5Processor.from_pretrained(\"microsoft/speecht5_tts\")\n",
    "model = SpeechT5ForTextToSpeech.from_pretrained(\"microsoft/speecht5_tts\")\n",
    "vocoder = SpeechT5HifiGan.from_pretrained(\"microsoft/speecht5_hifigan\")\n",
    "\n",
    "# load xvector containing speaker's voice characteristics from a dataset\n",
    "embeddings_dataset = load_dataset(\"Matthijs/cmu-arctic-xvectors\", split=\"validation\")\n",
    "speaker_embeddings = torch.tensor(embeddings_dataset[7306][\"xvector\"]).unsqueeze(0)\n",
    "\n",
    "root = Path('./food-101/images')\n",
    "\n",
    "for dir in root.iterdir():\n",
    "    text = dir.name.replace(\"_\", \" \")\n",
    "    name = './' + str(dir) + '/' + dir.name + '.wav'\n",
    "    inputs = processor(text=text, return_tensors=\"pt\")\n",
    "    speech = model.generate_speech(inputs[\"input_ids\"], speaker_embeddings, vocoder=vocoder)\n",
    "    sf.write(name, speech.numpy(), samplerate=16000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "dVNh7ma1AGq5",
    "outputId": "14d480cb-e7be-48a7-fc53-32f206690154"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-rw-rw-r-- 1 ubuntu ubuntu 28716 Mar  7 06:39 ./food-101/images/bread_pudding/bread_pudding.wav\n"
     ]
    }
   ],
   "source": [
    "!ls -lrt ./food-101/images/bread_pudding/*.wav"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 75
    },
    "id": "GN8GaqZ6Xcg6",
    "outputId": "81eb42eb-9cf3-41d7-b021-420f19e249fc"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source 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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": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Audio\n",
    "\n",
    "Audio('./food-101/images/eggs_benedict/eggs_benedict.wav', rate=16000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "qLj36EzNA-4Z",
    "outputId": "0f7db669-4e81-4817-f0a8-324e386c639d"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "total 9956912\n",
      "drwxr-xr-x 4 3156  320       4096 Jul  9  2014 food-101\n",
      "drwxr-xr-x 1 root root       4096 Mar  5 14:31 sample_data\n",
      "drwx------ 6 root root       4096 Mar  7 03:06 drive\n",
      "-rw------- 1 root root 5198469120 Mar  7 03:07 food-101.tar\n",
      "-rw-r--r-- 1 root root 4997385877 Mar  7 03:52 food-101-audio.tar.gz\n"
     ]
    }
   ],
   "source": [
    "!ls -lrt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "ebJB0n2jDPJm"
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "colab": {
   "provenance": []
  },
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.7"
  },
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
    "01fa19b1e1f44038b8862b3f4ec17a38": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "ProgressStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "ProgressStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "bar_color": null,
      "description_width": ""
     }
    },
    "01fe1af7759746ae83e1033bbb9957cd": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "ProgressStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "ProgressStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
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