Upload Final_Revision_Project_DEPI.ipynb
Browse files
Final_Revision_Project_DEPI.ipynb
ADDED
|
@@ -0,0 +1,296 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"nbformat": 4,
|
| 3 |
+
"nbformat_minor": 0,
|
| 4 |
+
"metadata": {
|
| 5 |
+
"colab": {
|
| 6 |
+
"provenance": []
|
| 7 |
+
},
|
| 8 |
+
"kernelspec": {
|
| 9 |
+
"name": "python3",
|
| 10 |
+
"display_name": "Python 3"
|
| 11 |
+
},
|
| 12 |
+
"language_info": {
|
| 13 |
+
"name": "python"
|
| 14 |
+
}
|
| 15 |
+
},
|
| 16 |
+
"cells": [
|
| 17 |
+
{
|
| 18 |
+
"cell_type": "code",
|
| 19 |
+
"source": [
|
| 20 |
+
"!pip install gtts\n",
|
| 21 |
+
"!pip install gradio\n"
|
| 22 |
+
],
|
| 23 |
+
"metadata": {
|
| 24 |
+
"colab": {
|
| 25 |
+
"base_uri": "https://localhost:8080/"
|
| 26 |
+
},
|
| 27 |
+
"id": "ufQmdSNceI4n",
|
| 28 |
+
"outputId": "2c7a47dc-d12e-4913-fe64-4d227fd71a5b"
|
| 29 |
+
},
|
| 30 |
+
"execution_count": 2,
|
| 31 |
+
"outputs": [
|
| 32 |
+
{
|
| 33 |
+
"output_type": "stream",
|
| 34 |
+
"name": "stdout",
|
| 35 |
+
"text": [
|
| 36 |
+
"Collecting gtts\n",
|
| 37 |
+
" Downloading gTTS-2.5.3-py3-none-any.whl.metadata (4.1 kB)\n",
|
| 38 |
+
"Requirement already satisfied: requests<3,>=2.27 in /usr/local/lib/python3.10/dist-packages (from gtts) (2.32.3)\n",
|
| 39 |
+
"Requirement already satisfied: click<8.2,>=7.1 in /usr/local/lib/python3.10/dist-packages (from gtts) (8.1.7)\n",
|
| 40 |
+
"Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2.27->gtts) (3.3.2)\n",
|
| 41 |
+
"Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2.27->gtts) (3.10)\n",
|
| 42 |
+
"Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2.27->gtts) (2.2.3)\n",
|
| 43 |
+
"Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests<3,>=2.27->gtts) (2024.8.30)\n",
|
| 44 |
+
"Downloading gTTS-2.5.3-py3-none-any.whl (29 kB)\n",
|
| 45 |
+
"Installing collected packages: gtts\n",
|
| 46 |
+
"Successfully installed gtts-2.5.3\n",
|
| 47 |
+
"Collecting gradio\n",
|
| 48 |
+
" Downloading gradio-4.44.0-py3-none-any.whl.metadata (15 kB)\n",
|
| 49 |
+
"Collecting aiofiles<24.0,>=22.0 (from gradio)\n",
|
| 50 |
+
" Downloading aiofiles-23.2.1-py3-none-any.whl.metadata (9.7 kB)\n",
|
| 51 |
+
"Requirement already satisfied: anyio<5.0,>=3.0 in /usr/local/lib/python3.10/dist-packages (from gradio) (3.7.1)\n",
|
| 52 |
+
"Collecting fastapi<1.0 (from gradio)\n",
|
| 53 |
+
" Downloading fastapi-0.115.0-py3-none-any.whl.metadata (27 kB)\n",
|
| 54 |
+
"Collecting ffmpy (from gradio)\n",
|
| 55 |
+
" Downloading ffmpy-0.4.0-py3-none-any.whl.metadata (2.9 kB)\n",
|
| 56 |
+
"Collecting gradio-client==1.3.0 (from gradio)\n",
|
| 57 |
+
" Downloading gradio_client-1.3.0-py3-none-any.whl.metadata (7.1 kB)\n",
|
| 58 |
+
"Collecting httpx>=0.24.1 (from gradio)\n",
|
| 59 |
+
" Downloading httpx-0.27.2-py3-none-any.whl.metadata (7.1 kB)\n",
|
| 60 |
+
"Requirement already satisfied: huggingface-hub>=0.19.3 in /usr/local/lib/python3.10/dist-packages (from gradio) (0.24.7)\n",
|
| 61 |
+
"Requirement already satisfied: importlib-resources<7.0,>=1.3 in /usr/local/lib/python3.10/dist-packages (from gradio) (6.4.5)\n",
|
| 62 |
+
"Requirement already satisfied: jinja2<4.0 in /usr/local/lib/python3.10/dist-packages (from gradio) (3.1.4)\n",
|
| 63 |
+
"Requirement already satisfied: markupsafe~=2.0 in /usr/local/lib/python3.10/dist-packages (from gradio) (2.1.5)\n",
|
| 64 |
+
"Requirement already satisfied: matplotlib~=3.0 in /usr/local/lib/python3.10/dist-packages (from gradio) (3.7.1)\n",
|
| 65 |
+
"Requirement already satisfied: numpy<3.0,>=1.0 in /usr/local/lib/python3.10/dist-packages (from gradio) (1.26.4)\n",
|
| 66 |
+
"Collecting orjson~=3.0 (from gradio)\n",
|
| 67 |
+
" Downloading orjson-3.10.7-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (50 kB)\n",
|
| 68 |
+
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m50.4/50.4 kB\u001b[0m \u001b[31m2.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
|
| 69 |
+
"\u001b[?25hRequirement already satisfied: packaging in /usr/local/lib/python3.10/dist-packages (from gradio) (24.1)\n",
|
| 70 |
+
"Requirement already satisfied: pandas<3.0,>=1.0 in /usr/local/lib/python3.10/dist-packages (from gradio) (2.1.4)\n",
|
| 71 |
+
"Requirement already satisfied: pillow<11.0,>=8.0 in /usr/local/lib/python3.10/dist-packages (from gradio) (10.4.0)\n",
|
| 72 |
+
"Requirement already satisfied: pydantic>=2.0 in /usr/local/lib/python3.10/dist-packages (from gradio) (2.9.2)\n",
|
| 73 |
+
"Collecting pydub (from gradio)\n",
|
| 74 |
+
" Downloading pydub-0.25.1-py2.py3-none-any.whl.metadata (1.4 kB)\n",
|
| 75 |
+
"Collecting python-multipart>=0.0.9 (from gradio)\n",
|
| 76 |
+
" Downloading python_multipart-0.0.12-py3-none-any.whl.metadata (1.9 kB)\n",
|
| 77 |
+
"Requirement already satisfied: pyyaml<7.0,>=5.0 in /usr/local/lib/python3.10/dist-packages (from gradio) (6.0.2)\n",
|
| 78 |
+
"Collecting ruff>=0.2.2 (from gradio)\n",
|
| 79 |
+
" Downloading ruff-0.6.8-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (25 kB)\n",
|
| 80 |
+
"Collecting semantic-version~=2.0 (from gradio)\n",
|
| 81 |
+
" Downloading semantic_version-2.10.0-py2.py3-none-any.whl.metadata (9.7 kB)\n",
|
| 82 |
+
"Collecting tomlkit==0.12.0 (from gradio)\n",
|
| 83 |
+
" Downloading tomlkit-0.12.0-py3-none-any.whl.metadata (2.7 kB)\n",
|
| 84 |
+
"Requirement already satisfied: typer<1.0,>=0.12 in /usr/local/lib/python3.10/dist-packages (from gradio) (0.12.5)\n",
|
| 85 |
+
"Requirement already satisfied: typing-extensions~=4.0 in /usr/local/lib/python3.10/dist-packages (from gradio) (4.12.2)\n",
|
| 86 |
+
"Requirement already satisfied: urllib3~=2.0 in /usr/local/lib/python3.10/dist-packages (from gradio) (2.2.3)\n",
|
| 87 |
+
"Collecting uvicorn>=0.14.0 (from gradio)\n",
|
| 88 |
+
" Downloading uvicorn-0.31.0-py3-none-any.whl.metadata (6.6 kB)\n",
|
| 89 |
+
"Requirement already satisfied: fsspec in /usr/local/lib/python3.10/dist-packages (from gradio-client==1.3.0->gradio) (2024.6.1)\n",
|
| 90 |
+
"Collecting websockets<13.0,>=10.0 (from gradio-client==1.3.0->gradio)\n",
|
| 91 |
+
" Downloading websockets-12.0-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (6.6 kB)\n",
|
| 92 |
+
"Requirement already satisfied: idna>=2.8 in /usr/local/lib/python3.10/dist-packages (from anyio<5.0,>=3.0->gradio) (3.10)\n",
|
| 93 |
+
"Requirement already satisfied: sniffio>=1.1 in /usr/local/lib/python3.10/dist-packages (from anyio<5.0,>=3.0->gradio) (1.3.1)\n",
|
| 94 |
+
"Requirement already satisfied: exceptiongroup in /usr/local/lib/python3.10/dist-packages (from anyio<5.0,>=3.0->gradio) (1.2.2)\n",
|
| 95 |
+
"Collecting starlette<0.39.0,>=0.37.2 (from fastapi<1.0->gradio)\n",
|
| 96 |
+
" Downloading starlette-0.38.6-py3-none-any.whl.metadata (6.0 kB)\n",
|
| 97 |
+
"Requirement already satisfied: certifi in /usr/local/lib/python3.10/dist-packages (from httpx>=0.24.1->gradio) (2024.8.30)\n",
|
| 98 |
+
"Collecting httpcore==1.* (from httpx>=0.24.1->gradio)\n",
|
| 99 |
+
" Downloading httpcore-1.0.5-py3-none-any.whl.metadata (20 kB)\n",
|
| 100 |
+
"Collecting h11<0.15,>=0.13 (from httpcore==1.*->httpx>=0.24.1->gradio)\n",
|
| 101 |
+
" Downloading h11-0.14.0-py3-none-any.whl.metadata (8.2 kB)\n",
|
| 102 |
+
"Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from huggingface-hub>=0.19.3->gradio) (3.16.1)\n",
|
| 103 |
+
"Requirement already satisfied: requests in /usr/local/lib/python3.10/dist-packages (from huggingface-hub>=0.19.3->gradio) (2.32.3)\n",
|
| 104 |
+
"Requirement already satisfied: tqdm>=4.42.1 in /usr/local/lib/python3.10/dist-packages (from huggingface-hub>=0.19.3->gradio) (4.66.5)\n",
|
| 105 |
+
"Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib~=3.0->gradio) (1.3.0)\n",
|
| 106 |
+
"Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.10/dist-packages (from matplotlib~=3.0->gradio) (0.12.1)\n",
|
| 107 |
+
"Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib~=3.0->gradio) (4.53.1)\n",
|
| 108 |
+
"Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib~=3.0->gradio) (1.4.7)\n",
|
| 109 |
+
"Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib~=3.0->gradio) (3.1.4)\n",
|
| 110 |
+
"Requirement already satisfied: python-dateutil>=2.7 in /usr/local/lib/python3.10/dist-packages (from matplotlib~=3.0->gradio) (2.8.2)\n",
|
| 111 |
+
"Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas<3.0,>=1.0->gradio) (2024.2)\n",
|
| 112 |
+
"Requirement already satisfied: tzdata>=2022.1 in /usr/local/lib/python3.10/dist-packages (from pandas<3.0,>=1.0->gradio) (2024.1)\n",
|
| 113 |
+
"Requirement already satisfied: annotated-types>=0.6.0 in /usr/local/lib/python3.10/dist-packages (from pydantic>=2.0->gradio) (0.7.0)\n",
|
| 114 |
+
"Requirement already satisfied: pydantic-core==2.23.4 in /usr/local/lib/python3.10/dist-packages (from pydantic>=2.0->gradio) (2.23.4)\n",
|
| 115 |
+
"Requirement already satisfied: click>=8.0.0 in /usr/local/lib/python3.10/dist-packages (from typer<1.0,>=0.12->gradio) (8.1.7)\n",
|
| 116 |
+
"Requirement already satisfied: shellingham>=1.3.0 in /usr/local/lib/python3.10/dist-packages (from typer<1.0,>=0.12->gradio) (1.5.4)\n",
|
| 117 |
+
"Requirement already satisfied: rich>=10.11.0 in /usr/local/lib/python3.10/dist-packages (from typer<1.0,>=0.12->gradio) (13.8.1)\n",
|
| 118 |
+
"Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.7->matplotlib~=3.0->gradio) (1.16.0)\n",
|
| 119 |
+
"Requirement already satisfied: markdown-it-py>=2.2.0 in /usr/local/lib/python3.10/dist-packages (from rich>=10.11.0->typer<1.0,>=0.12->gradio) (3.0.0)\n",
|
| 120 |
+
"Requirement already satisfied: pygments<3.0.0,>=2.13.0 in /usr/local/lib/python3.10/dist-packages (from rich>=10.11.0->typer<1.0,>=0.12->gradio) (2.18.0)\n",
|
| 121 |
+
"Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests->huggingface-hub>=0.19.3->gradio) (3.3.2)\n",
|
| 122 |
+
"Requirement already satisfied: mdurl~=0.1 in /usr/local/lib/python3.10/dist-packages (from markdown-it-py>=2.2.0->rich>=10.11.0->typer<1.0,>=0.12->gradio) (0.1.2)\n",
|
| 123 |
+
"Downloading gradio-4.44.0-py3-none-any.whl (18.1 MB)\n",
|
| 124 |
+
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m18.1/18.1 MB\u001b[0m \u001b[31m49.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
|
| 125 |
+
"\u001b[?25hDownloading gradio_client-1.3.0-py3-none-any.whl (318 kB)\n",
|
| 126 |
+
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m318.7/318.7 kB\u001b[0m \u001b[31m17.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
|
| 127 |
+
"\u001b[?25hDownloading tomlkit-0.12.0-py3-none-any.whl (37 kB)\n",
|
| 128 |
+
"Downloading aiofiles-23.2.1-py3-none-any.whl (15 kB)\n",
|
| 129 |
+
"Downloading fastapi-0.115.0-py3-none-any.whl (94 kB)\n",
|
| 130 |
+
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m94.6/94.6 kB\u001b[0m \u001b[31m3.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
|
| 131 |
+
"\u001b[?25hDownloading httpx-0.27.2-py3-none-any.whl (76 kB)\n",
|
| 132 |
+
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m76.4/76.4 kB\u001b[0m \u001b[31m5.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
|
| 133 |
+
"\u001b[?25hDownloading httpcore-1.0.5-py3-none-any.whl (77 kB)\n",
|
| 134 |
+
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m77.9/77.9 kB\u001b[0m \u001b[31m5.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
|
| 135 |
+
"\u001b[?25hDownloading orjson-3.10.7-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (141 kB)\n",
|
| 136 |
+
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m141.9/141.9 kB\u001b[0m \u001b[31m9.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
|
| 137 |
+
"\u001b[?25hDownloading python_multipart-0.0.12-py3-none-any.whl (23 kB)\n",
|
| 138 |
+
"Downloading ruff-0.6.8-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (10.9 MB)\n",
|
| 139 |
+
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m10.9/10.9 MB\u001b[0m \u001b[31m65.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
|
| 140 |
+
"\u001b[?25hDownloading semantic_version-2.10.0-py2.py3-none-any.whl (15 kB)\n",
|
| 141 |
+
"Downloading uvicorn-0.31.0-py3-none-any.whl (63 kB)\n",
|
| 142 |
+
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m63.7/63.7 kB\u001b[0m \u001b[31m4.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
|
| 143 |
+
"\u001b[?25hDownloading ffmpy-0.4.0-py3-none-any.whl (5.8 kB)\n",
|
| 144 |
+
"Downloading pydub-0.25.1-py2.py3-none-any.whl (32 kB)\n",
|
| 145 |
+
"Downloading h11-0.14.0-py3-none-any.whl (58 kB)\n",
|
| 146 |
+
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m58.3/58.3 kB\u001b[0m \u001b[31m3.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
|
| 147 |
+
"\u001b[?25hDownloading starlette-0.38.6-py3-none-any.whl (71 kB)\n",
|
| 148 |
+
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m71.5/71.5 kB\u001b[0m \u001b[31m4.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
|
| 149 |
+
"\u001b[?25hDownloading websockets-12.0-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl (130 kB)\n",
|
| 150 |
+
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m130.2/130.2 kB\u001b[0m \u001b[31m8.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
|
| 151 |
+
"\u001b[?25hInstalling collected packages: pydub, websockets, tomlkit, semantic-version, ruff, python-multipart, orjson, h11, ffmpy, aiofiles, uvicorn, starlette, httpcore, httpx, fastapi, gradio-client, gradio\n",
|
| 152 |
+
"Successfully installed aiofiles-23.2.1 fastapi-0.115.0 ffmpy-0.4.0 gradio-4.44.0 gradio-client-1.3.0 h11-0.14.0 httpcore-1.0.5 httpx-0.27.2 orjson-3.10.7 pydub-0.25.1 python-multipart-0.0.12 ruff-0.6.8 semantic-version-2.10.0 starlette-0.38.6 tomlkit-0.12.0 uvicorn-0.31.0 websockets-12.0\n"
|
| 153 |
+
]
|
| 154 |
+
}
|
| 155 |
+
]
|
| 156 |
+
},
|
| 157 |
+
{
|
| 158 |
+
"cell_type": "code",
|
| 159 |
+
"execution_count": 3,
|
| 160 |
+
"metadata": {
|
| 161 |
+
"colab": {
|
| 162 |
+
"base_uri": "https://localhost:8080/",
|
| 163 |
+
"height": 626
|
| 164 |
+
},
|
| 165 |
+
"id": "s-QPCL4neAAp",
|
| 166 |
+
"outputId": "dea5531e-c00a-455b-fab0-3639b94b39e6"
|
| 167 |
+
},
|
| 168 |
+
"outputs": [
|
| 169 |
+
{
|
| 170 |
+
"output_type": "stream",
|
| 171 |
+
"name": "stdout",
|
| 172 |
+
"text": [
|
| 173 |
+
"Setting queue=True in a Colab notebook requires sharing enabled. Setting `share=True` (you can turn this off by setting `share=False` in `launch()` explicitly).\n",
|
| 174 |
+
"\n",
|
| 175 |
+
"Colab notebook detected. To show errors in colab notebook, set debug=True in launch()\n",
|
| 176 |
+
"Running on public URL: https://051fe2f8995655b4cd.gradio.live\n",
|
| 177 |
+
"\n",
|
| 178 |
+
"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"
|
| 179 |
+
]
|
| 180 |
+
},
|
| 181 |
+
{
|
| 182 |
+
"output_type": "display_data",
|
| 183 |
+
"data": {
|
| 184 |
+
"text/plain": [
|
| 185 |
+
"<IPython.core.display.HTML object>"
|
| 186 |
+
],
|
| 187 |
+
"text/html": [
|
| 188 |
+
"<div><iframe src=\"https://051fe2f8995655b4cd.gradio.live\" width=\"100%\" height=\"500\" allow=\"autoplay; camera; microphone; clipboard-read; clipboard-write;\" frameborder=\"0\" allowfullscreen></iframe></div>"
|
| 189 |
+
]
|
| 190 |
+
},
|
| 191 |
+
"metadata": {}
|
| 192 |
+
},
|
| 193 |
+
{
|
| 194 |
+
"output_type": "execute_result",
|
| 195 |
+
"data": {
|
| 196 |
+
"text/plain": []
|
| 197 |
+
},
|
| 198 |
+
"metadata": {},
|
| 199 |
+
"execution_count": 3
|
| 200 |
+
}
|
| 201 |
+
],
|
| 202 |
+
"source": [
|
| 203 |
+
"# Import necessary libraries and modules\n",
|
| 204 |
+
"from transformers import BlipProcessor, BlipForConditionalGeneration, MBartForConditionalGeneration, MBart50Tokenizer\n",
|
| 205 |
+
"from gtts import gTTS\n",
|
| 206 |
+
"from PIL import Image\n",
|
| 207 |
+
"import gradio as gr\n",
|
| 208 |
+
"\n",
|
| 209 |
+
"# Pipeline Component 1: Image Captioning Model\n",
|
| 210 |
+
"class ImageToText:\n",
|
| 211 |
+
" def __init__(self):\n",
|
| 212 |
+
" \"\"\"Initializes the BLIP model for image captioning.\"\"\"\n",
|
| 213 |
+
" self.processor = BlipProcessor.from_pretrained(\"Salesforce/blip-image-captioning-base\")\n",
|
| 214 |
+
" self.model = BlipForConditionalGeneration.from_pretrained(\"Salesforce/blip-image-captioning-base\")\n",
|
| 215 |
+
" print(\"BLIP Image Captioning Model Loaded\")\n",
|
| 216 |
+
"\n",
|
| 217 |
+
" def generate_caption(self, img):\n",
|
| 218 |
+
" \"\"\"Generates a caption for the given image.\"\"\"\n",
|
| 219 |
+
" inputs = self.processor(images=img, return_tensors=\"pt\")\n",
|
| 220 |
+
" generated_ids = self.model.generate(**inputs)\n",
|
| 221 |
+
" caption = self.processor.decode(generated_ids[0], skip_special_tokens=True)\n",
|
| 222 |
+
" return caption\n",
|
| 223 |
+
"\n",
|
| 224 |
+
"# Pipeline Component 2: Arabic Translation Model (mBART)\n",
|
| 225 |
+
"class ArabicTranslator:\n",
|
| 226 |
+
" def __init__(self):\n",
|
| 227 |
+
" \"\"\"Initializes the mBART model for English to Arabic translation.\"\"\"\n",
|
| 228 |
+
" self.tokenizer = MBart50Tokenizer.from_pretrained(\"facebook/mbart-large-50-many-to-many-mmt\")\n",
|
| 229 |
+
" self.model = MBartForConditionalGeneration.from_pretrained(\"facebook/mbart-large-50-many-to-many-mmt\")\n",
|
| 230 |
+
" print(\"mBART Arabic Translation Model Loaded\")\n",
|
| 231 |
+
"\n",
|
| 232 |
+
" def translate(self, text):\n",
|
| 233 |
+
" \"\"\"Translates the given English text to Arabic.\"\"\"\n",
|
| 234 |
+
" inputs = self.tokenizer(text, return_tensors=\"pt\", src_lang=\"en_XX\")\n",
|
| 235 |
+
" translated = self.model.generate(inputs[\"input_ids\"], forced_bos_token_id=self.tokenizer.lang_code_to_id[\"ar_AR\"])\n",
|
| 236 |
+
" translated_text = self.tokenizer.batch_decode(translated, skip_special_tokens=True)[0]\n",
|
| 237 |
+
" return translated_text\n",
|
| 238 |
+
"\n",
|
| 239 |
+
"# Pipeline Component 3: Text-to-Speech Model (gTTS)\n",
|
| 240 |
+
"class TextToSpeech:\n",
|
| 241 |
+
" def __init__(self, lang='ar'):\n",
|
| 242 |
+
" \"\"\"Initializes the Text-to-Speech system for Arabic.\"\"\"\n",
|
| 243 |
+
" self.lang = lang\n",
|
| 244 |
+
"\n",
|
| 245 |
+
" def generate_audio(self, text):\n",
|
| 246 |
+
" \"\"\"Generates audio from the given Arabic text.\"\"\"\n",
|
| 247 |
+
" tts = gTTS(text=text, lang=self.lang, slow=False)\n",
|
| 248 |
+
" audio_file_path = 'output.mp3'\n",
|
| 249 |
+
" tts.save(audio_file_path)\n",
|
| 250 |
+
" return audio_file_path\n",
|
| 251 |
+
"\n",
|
| 252 |
+
"# Main Pipeline Integration\n",
|
| 253 |
+
"class ImageToArabicSpeechPipeline:\n",
|
| 254 |
+
" def __init__(self):\n",
|
| 255 |
+
" \"\"\"Initializes all pipeline components.\"\"\"\n",
|
| 256 |
+
" self.caption_model = ImageToText()\n",
|
| 257 |
+
" self.translation_model = ArabicTranslator()\n",
|
| 258 |
+
" self.tts_model = TextToSpeech()\n",
|
| 259 |
+
"\n",
|
| 260 |
+
" def process_image(self, img):\n",
|
| 261 |
+
" \"\"\"Processes the image, generates a caption, translates it to Arabic, and converts it to speech.\"\"\"\n",
|
| 262 |
+
" caption = self.caption_model.generate_caption(img)\n",
|
| 263 |
+
" translated_text = self.translation_model.translate(caption)\n",
|
| 264 |
+
" audio_file = self.tts_model.generate_audio(translated_text)\n",
|
| 265 |
+
" return caption, translated_text, audio_file\n",
|
| 266 |
+
"\n",
|
| 267 |
+
"# Gradio Interface Setup\n",
|
| 268 |
+
"def demo(image):\n",
|
| 269 |
+
" \"\"\"Function to be used in Gradio for processing the image and returning caption, translation, and audio.\"\"\"\n",
|
| 270 |
+
" img = Image.open(image)\n",
|
| 271 |
+
" pipeline = ImageToArabicSpeechPipeline()\n",
|
| 272 |
+
" caption, translated_text, audio_file = pipeline.process_image(img)\n",
|
| 273 |
+
" return caption, translated_text, audio_file\n",
|
| 274 |
+
"\n",
|
| 275 |
+
"# Define Gradio Interface\n",
|
| 276 |
+
"iface = gr.Interface(\n",
|
| 277 |
+
" fn=demo,\n",
|
| 278 |
+
" inputs=gr.Image(type=\"filepath\"),\n",
|
| 279 |
+
" outputs=[gr.Textbox(label=\"Caption\"), gr.Textbox(label=\"Translated Text\"), gr.Audio(label=\"Generated Speech\")]\n",
|
| 280 |
+
")\n",
|
| 281 |
+
"\n",
|
| 282 |
+
"# Launch the Gradio Interface\n",
|
| 283 |
+
"iface.launch()\n"
|
| 284 |
+
]
|
| 285 |
+
},
|
| 286 |
+
{
|
| 287 |
+
"cell_type": "code",
|
| 288 |
+
"source": [],
|
| 289 |
+
"metadata": {
|
| 290 |
+
"id": "BqT55AmHeBCv"
|
| 291 |
+
},
|
| 292 |
+
"execution_count": null,
|
| 293 |
+
"outputs": []
|
| 294 |
+
}
|
| 295 |
+
]
|
| 296 |
+
}
|