diff --git "a/prepare-upload.ipynb" "b/prepare-upload.ipynb"
new file mode 100644--- /dev/null
+++ "b/prepare-upload.ipynb"
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+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "33ff07b7",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import json\n",
+ "import soundfile as sf\n",
+ "from tqdm import tqdm"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "8b36e5d6",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "!mkdir audio"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "id": "26f935d3",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "with open('/home/husein/speech-bahasa/malay-asr-train-shuffled.json') as fopen:\n",
+ " data = json.load(fopen)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "id": "c9d2279d",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# !wget https://gist.githubusercontent.com/huseinzol05/98974ae8c6c7a65d4bc0af9f5003786a/raw/5aa5257608b61e8fcc828e99fbd070d5ca7358e3/mp.py"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "id": "51e46ebc",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import mp\n",
+ "\n",
+ "def loop(index):\n",
+ " index, _ = index\n",
+ " for i in tqdm(index):\n",
+ " y, _ = sf.read(data['X'][i])\n",
+ " sf.write(f'audio/{i}.mp3', y, 16000)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "id": "61fb2fd6",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "100%|███████████████████████████████████████████| 10/10 [00:02<00:00, 4.63it/s]\n"
+ ]
+ }
+ ],
+ "source": [
+ "loop((range(10), 0))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "id": "45421d6d",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ " 76%|████████████████████████▎ | 61997/81779 [20:02:48<7:46:14, 1.41s/it]IOPub message rate exceeded.\n",
+ "The notebook server will temporarily stop sending output\n",
+ "to the client in order to avoid crashing it.\n",
+ "To change this limit, set the config variable\n",
+ "`--NotebookApp.iopub_msg_rate_limit`.\n",
+ "\n",
+ "Current values:\n",
+ "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
+ "NotebookApp.rate_limit_window=3.0 (secs)\n",
+ "\n",
+ "100%|██████████████████████████████████| 81779/81779 [26:37:45<00:00, 1.17s/it]\n",
+ "100%|██████████████████████████████████| 81779/81779 [26:37:49<00:00, 1.17s/it]\n",
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+ "100%|██████████████████████████████████| 81779/81779 [26:38:29<00:00, 1.17s/it]\n",
+ "100%|██████████████████████████████████| 81779/81779 [26:38:57<00:00, 1.17s/it]\n",
+ "100%|██████████████████████████████████| 81779/81779 [26:39:09<00:00, 1.17s/it]\n",
+ "100%|██████████████████████████████████| 81779/81779 [26:39:09<00:00, 1.17s/it]\n",
+ "100%|██████████████████████████████████| 81779/81779 [26:39:21<00:00, 1.17s/it]\n",
+ "100%|██████████████████████████████████| 81779/81779 [26:39:30<00:00, 1.17s/it]\n",
+ "100%|████████████████████████████████��█| 81779/81779 [26:39:33<00:00, 1.17s/it]\n",
+ "100%|██████████████████████████████████| 81779/81779 [26:39:48<00:00, 1.17s/it]\n",
+ "100%|██████████████████████████████████| 81779/81779 [26:39:52<00:00, 1.17s/it]\n",
+ "100%|██████████████████████████████████| 81779/81779 [26:39:56<00:00, 1.17s/it]\n",
+ "100%|██████████████████████████████████| 81779/81779 [26:40:06<00:00, 1.17s/it]\n",
+ "100%|██████████████████████████████████| 81779/81779 [26:40:12<00:00, 1.17s/it]\n"
+ ]
+ }
+ ],
+ "source": [
+ "mp.multiprocessing(range(len(data['X'])), loop, cores = 20, returned = False)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "deb07990",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "100%|█████████████████████████████| 1635599/1635599 [00:03<00:00, 484512.06it/s]\n"
+ ]
+ }
+ ],
+ "source": [
+ "import os\n",
+ "\n",
+ "with open('label.jsonl', 'w') as fopen:\n",
+ " for i in tqdm(range(len(data['X']))):\n",
+ " f = f'audio/{i}.mp3'\n",
+ " d = {\n",
+ " 'filename': f,\n",
+ " 'Y': data['Y'][i]\n",
+ " }\n",
+ " fopen.write(f'{json.dumps(d)}\\n')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "id": "85353fef",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from datasets import load_dataset, Audio"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "id": "5676f8b5",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Downloading and preparing dataset json/default to /home/husein/.cache/huggingface/datasets/json/default-e2b95159dbdc9fa6/0.0.0/e347ab1c932092252e717ff3f949105a4dd28b27e842dd53157d2f72e276c2e4...\n"
+ ]
+ },
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "589c88f771424543b3d60f24f89fbe83",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "text/plain": [
+ "Downloading data files: 0%| | 0/1 [00:00\n",
+ " \n",
+ " Your browser does not support the audio element.\n",
+ " \n",
+ " "
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 38,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "import IPython.display as ipd\n",
+ "ipd.Audio(dataset[10000]['filename']['array'], rate = 16000)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 40,
+ "id": "390a8aff",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "26d553fe2c7a485fba88312495a124e8",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "text/plain": [
+ "Map: 0%| | 0/15286 [00:00