{
 "cells": [
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   "cell_type": "code",
   "execution_count": 1,
   "id": "5b8f8811-e9ef-4607-ab97-1f1ca28d370a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: transformers in /Users/zinatip/miniconda3/lib/python3.11/site-packages (4.37.2)\n",
      "Requirement already satisfied: torchaudio in /Users/zinatip/miniconda3/lib/python3.11/site-packages (2.2.0.dev20240131)\n",
      "Requirement already satisfied: filelock in /Users/zinatip/miniconda3/lib/python3.11/site-packages (from transformers) (3.13.1)\n",
      "Requirement already satisfied: huggingface-hub<1.0,>=0.19.3 in /Users/zinatip/miniconda3/lib/python3.11/site-packages (from transformers) (0.28.1)\n",
      "Requirement already satisfied: numpy>=1.17 in /Users/zinatip/miniconda3/lib/python3.11/site-packages (from transformers) (1.26.3)\n",
      "Requirement already satisfied: packaging>=20.0 in /Users/zinatip/miniconda3/lib/python3.11/site-packages (from transformers) (24.1)\n",
      "Requirement already satisfied: pyyaml>=5.1 in /Users/zinatip/miniconda3/lib/python3.11/site-packages (from transformers) (6.0.1)\n",
      "Requirement already satisfied: regex!=2019.12.17 in /Users/zinatip/miniconda3/lib/python3.11/site-packages (from transformers) (2024.11.6)\n",
      "Requirement already satisfied: requests in /Users/zinatip/miniconda3/lib/python3.11/site-packages (from transformers) (2.32.3)\n",
      "Requirement already satisfied: tokenizers<0.19,>=0.14 in /Users/zinatip/miniconda3/lib/python3.11/site-packages (from transformers) (0.15.1)\n",
      "Requirement already satisfied: safetensors>=0.4.1 in /Users/zinatip/miniconda3/lib/python3.11/site-packages (from transformers) (0.4.2)\n",
      "Requirement already satisfied: tqdm>=4.27 in /Users/zinatip/miniconda3/lib/python3.11/site-packages (from transformers) (4.65.0)\n",
      "Requirement already satisfied: torch==2.3.0.dev20240131 in /Users/zinatip/miniconda3/lib/python3.11/site-packages (from torchaudio) (2.3.0.dev20240131)\n",
      "Requirement already satisfied: typing-extensions>=4.8.0 in /Users/zinatip/miniconda3/lib/python3.11/site-packages (from torch==2.3.0.dev20240131->torchaudio) (4.12.2)\n",
      "Requirement already satisfied: sympy in /Users/zinatip/miniconda3/lib/python3.11/site-packages (from torch==2.3.0.dev20240131->torchaudio) (1.12)\n",
      "Requirement already satisfied: networkx in /Users/zinatip/miniconda3/lib/python3.11/site-packages (from torch==2.3.0.dev20240131->torchaudio) (3.2.1)\n",
      "Requirement already satisfied: jinja2 in /Users/zinatip/miniconda3/lib/python3.11/site-packages (from torch==2.3.0.dev20240131->torchaudio) (3.1.4)\n",
      "Requirement already satisfied: fsspec in /Users/zinatip/miniconda3/lib/python3.11/site-packages (from torch==2.3.0.dev20240131->torchaudio) (2023.12.2)\n",
      "Requirement already satisfied: charset-normalizer<4,>=2 in /Users/zinatip/miniconda3/lib/python3.11/site-packages (from requests->transformers) (2.0.4)\n",
      "Requirement already satisfied: idna<4,>=2.5 in /Users/zinatip/miniconda3/lib/python3.11/site-packages (from requests->transformers) (3.4)\n",
      "Requirement already satisfied: urllib3<3,>=1.21.1 in /Users/zinatip/miniconda3/lib/python3.11/site-packages (from requests->transformers) (2.0.0)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /Users/zinatip/miniconda3/lib/python3.11/site-packages (from requests->transformers) (2023.11.17)\n",
      "Requirement already satisfied: MarkupSafe>=2.0 in /Users/zinatip/miniconda3/lib/python3.11/site-packages (from jinja2->torch==2.3.0.dev20240131->torchaudio) (2.1.4)\n",
      "Requirement already satisfied: mpmath>=0.19 in /Users/zinatip/miniconda3/lib/python3.11/site-packages (from sympy->torch==2.3.0.dev20240131->torchaudio) (1.3.0)\n"
     ]
    }
   ],
   "source": [
    "!pip install transformers torchaudio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ae2a06e5-6325-4c0b-bc34-3af09e4968b6",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/zinatip/miniconda3/lib/python3.11/site-packages/huggingface_hub/file_download.py:795: FutureWarning: `resume_download` is deprecated and will be removed in version 1.0.0. Downloads always resume when possible. If you want to force a new download, use `force_download=True`.\n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "source": [
    "from transformers import pipeline\n",
    "\n",
    "# โหลด pipeline สำหรับ audio classification พร้อมกับโมเดลที่ต้องการ\n",
    "classifier = pipeline(\"audio-classification\", model=\"AmeerHesham/distilhubert-finetuned-baby_cry\")\n",
    "\n",
    "# ระบุ path ของไฟล์เสียง (.wav หรือรูปแบบอื่นๆ ที่รองรับ)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "92d9e206-537b-42d7-b3ee-c76f589cb3a5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[{'score': 0.9975179433822632, 'label': 'hungry'}, {'score': 0.002165452344343066, 'label': 'discomfort'}, {'score': 0.00031626736745238304, 'label': 'tired'}, {'score': 3.506626171656535e-07, 'label': 'belly_pain'}, {'score': 2.5131891234764225e-08, 'label': 'burping'}]\n"
     ]
    }
   ],
   "source": [
    "audio_file = \"/Users/zinatip/project/cry-detection/sample.wav\"\n",
    "# https://huggingface.co/datasets/Nooon/Donate_a_cry/tree/main/belly_pain\n",
    "\n",
    "results = classifier(audio_file)\n",
    "print(results)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1e14e3f3-b2a7-44c6-9029-cf9b49afbef8",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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   "codemirror_mode": {
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