{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "┌─ Modal Deprecation Warning (2025-02-06) ────────────────────────────────────┐\n",
      "│ Using Python module paths will require using the -m flag in a future        │\n",
      "│ version of Modal.                                                           │\n",
      "│ Use `modal deploy -m classifier_modal` instead.                             │\n",
      "└─────────────────────────────────────────────────────────────────────────────┘\n",
      "┌─ Modal Deprecation Warning (2025-01-15) ────────────────────────────────────┐\n",
      "│ The `@modal.build` decorator is deprecated and will be removed in a future  │\n",
      "│ release.                                                                    │\n",
      "│                                                                             │\n",
      "│ We now recommend storing large assets (such as model weights) using a       │\n",
      "│ `modal.Volume` instead of writing them directly into the `modal.Image`      │\n",
      "│ filesystem. For other use cases we recommend using `Image.run_function`     │\n",
      "│ instead.                                                                    │\n",
      "│                                                                             │\n",
      "│ See https://modal.com/docs/guide/modal-1-0-migration for more information.  │\n",
      "│                                                                             │\n",
      "│ Source: c:\\LLM\\AccentDetector\\classifier_modal.py:12                        │\n",
      "│   @modal.build()                                                            │\n",
      "└─────────────────────────────────────────────────────────────────────────────┘\n",
      "- Creating objects...\n",
      "\\ Creating objects...\n",
      "└── - Creating mount c:\\LLM\\AccentDetector\\classifier_modal.py: Uploaded 0/1 \n",
      "    files\n",
      "/ Creating objects...\n",
      "└── | Creating mount c:\\LLM\\AccentDetector\\classifier_modal.py: Uploaded 0/1 \n",
      "    files\n",
      "\\ Creating objects...\n",
      "└── / Creating mount c:\\LLM\\AccentDetector\\classifier_modal.py: Uploaded 0/1 \n",
      "    files\n",
      "/ Creating objects...\n",
      "└── \\ Creating mount c:\\LLM\\AccentDetector\\classifier_modal.py: Finalizing \n",
      "    index of 1 files\n",
      "\\ Creating objects...\n",
      "├── 🔨 Created mount c:\\LLM\\AccentDetector\\classifier_modal.py\n",
      "└── 🔨 Created function Accentizer.download_model.\n",
      "/ Creating objects...\n",
      "├── 🔨 Created mount c:\\LLM\\AccentDetector\\classifier_modal.py\n",
      "├── 🔨 Created function Accentizer.download_model.\n",
      "└── - Creating function Accentizer.*...\n",
      "\\ Creating objects...\n",
      "├── 🔨 Created mount c:\\LLM\\AccentDetector\\classifier_modal.py\n",
      "├── 🔨 Created function Accentizer.download_model.\n",
      "└── 🔨 Created function Accentizer.*.\n",
      "\\ Creating objects...\n",
      "├── 🔨 Created mount c:\\LLM\\AccentDetector\\classifier_modal.py\n",
      "├── 🔨 Created function Accentizer.download_model.\n",
      "└── 🔨 Created function Accentizer.*.\n",
      "\n",
      "✓ Created objects.\n",
      "├── 🔨 Created mount c:\\LLM\\AccentDetector\\classifier_modal.py\n",
      "├── 🔨 Created function Accentizer.download_model.\n",
      "└── 🔨 Created function Accentizer.*.\n",
      "✓ App deployed in 2.520s! 🎉\n",
      "\n",
      "View Deployment: \n",
      "https://modal.com/apps/djallelbrahmia/main/deployed/ClassifierAudio\n"
     ]
    }
   ],
   "source": [
    "!modal deploy classifier_modal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Python312\\Lib\\asyncio\\events.py:88: DeprecationError: 2025-01-27: `modal.Cls.lookup` is deprecated and will be removed in a future release. It can be replaced with `modal.Cls.from_name`.\n",
      "\n",
      "See https://modal.com/docs/guide/modal-1-0-migration for more information.\n",
      "  self._context.run(self._callback, *self._args)\n",
      "C:\\Users\\dbrah\\AppData\\Local\\Temp\\ipykernel_62300\\1972719297.py:5: DeprecationError: 2025-01-13: Calling a method on an uninstantiated class will soon be deprecated; update your code to instantiate the class first, i.e.:\n",
      "Accentizer().classify instead of Accentizer.classify\n",
      "  result=Accentizer.classify.remote(link)\n"
     ]
    }
   ],
   "source": [
    "import modal\n",
    "import torch\n",
    "link=\"https://huggingface.co/Jzuluaga/accent-id-commonaccent_xlsr-en-english/resolve/main/data/malaysia_1.wav\"\n",
    "Accentizer = modal.Cls.lookup(\"ClassifierAudio\", \"Accentizer\")\n",
    "result=Accentizer.classify.remote(link)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'label': ['malaysia'],\n",
       " 'score': tensor([1.0000]),\n",
       " 'index': tensor([11]),\n",
       " 'out_prob': tensor([[1.1861e-06, 1.2054e-10, 5.3472e-11, 5.4380e-13, 2.0032e-15, 4.4907e-07,\n",
       "          6.3840e-15, 4.1447e-15, 6.7380e-18, 1.5645e-16, 2.8600e-14, 1.0000e+00,\n",
       "          9.1363e-11, 1.0672e-14, 2.5263e-11, 2.2510e-09]])}"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result"
   ]
  }
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