train_classifier.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "import numpy as np\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.metrics import accuracy_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "97.13223579394582% of samples were classified correctly !\n"
     ]
    }
   ],
   "source": [
    "import pickle\n",
    "import numpy as np\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.metrics import accuracy_score\n",
    "\n",
    "# Muat data\n",
    "data_dict = pickle.load(open('./data.pickle', 'rb'))\n",
    "\n",
    "# Periksa bentuk dari setiap elemen dalam data_dict['data']\n",
    "# Buat daftar untuk menyimpan data yang valid\n",
    "valid_data = []\n",
    "\n",
    "for sample in data_dict['data']:\n",
    "    if len(sample) == 42:  # Pastikan panjang fitur adalah 42\n",
    "        valid_data.append(sample)\n",
    "\n",
    "# Konversi ke array NumPy\n",
    "data = np.array(valid_data)  # Harus berukuran (n_samples, 42)\n",
    "labels = np.array(data_dict['labels'][:len(valid_data)])  # Sesuaikan dengan jumlah data valid\n",
    "\n",
    "# Membuat labels_dict untuk pemetaan huruf\n",
    "labels_dict = {i: label for i, label in enumerate(sorted(set(labels)))}\n",
    "\n",
    "# Split data menjadi training dan testing\n",
    "x_train, x_test, y_train, y_test = train_test_split(data, labels, test_size=0.2, shuffle=True, stratify=labels)\n",
    "\n",
    "# Inisialisasi dan latih model\n",
    "model = RandomForestClassifier()\n",
    "\n",
    "# Data sudah memiliki bentuk yang sesuai\n",
    "model.fit(x_train, y_train)\n",
    "\n",
    "# Prediksi dan hitung skor akurasi\n",
    "y_predict = model.predict(x_test)\n",
    "score = accuracy_score(y_predict, y_test)\n",
    "print('{}% of samples were classified correctly !'.format(score * 100))\n",
    "\n",
    "# Simpan model ke file\n",
    "with open('model.p', 'wb') as f:\n",
    "    pickle.dump({'model': model}, f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# data_dict = pickle.load(open('./data.pickle', 'rb'))\n",
    "\n",
    "# data = np.asarray(data_dict['data'])\n",
    "# labels = np.asarray(data_dict['labels'])\n",
    "\n",
    "# # Membuat labels_dict untuk pemetaan huruf\n",
    "# labels_dict = {i: label for i, label in enumerate(sorted(set(labels)))}\n",
    "\n",
    "# x_train, x_test, y_train, y_test = train_test_split(data, labels, test_size=0.2, shuffle=True, stratify=labels)\n",
    "\n",
    "# model = RandomForestClassifier()\n",
    "# model.fit(x_train, y_train)\n",
    "\n",
    "# y_predict = model.predict(x_test)\n",
    "\n",
    "# score = accuracy_score(y_predict, y_test)\n",
    "# print('{}% of samples were classified correctly !'.format(score * 100))\n",
    "\n",
    "# f = open('model.p', 'wb')\n",
    "# pickle.dump({'model': model}, f)\n",
    "# f.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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     ]
    }
   ],
   "source": [
    "# Periksa bentuk dari setiap elemen dalam data_dict['data']\n",
    "for i, sample in enumerate(data_dict['data']):\n",
    "    print(f'Sample {i}: {len(sample)}')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# ORIGINAL\n",
    "\n",
    "# data_dict = pickle.load(open('./data.pickle', 'rb'))\n",
    "# # print(data_dict.keys())\n",
    "# # print(data_dict)\n",
    "\n",
    "# data = np.asarray(data_dict['data'])\n",
    "# labels = np.asarray(data_dict['labels'])\n",
    "\n",
    "# x_train, x_test, y_train, y_test = train_test_split(data, labels, test_size=0.2, shuffle=True, stratify=labels)\n",
    "\n",
    "# model = RandomForestClassifier()\n",
    "\n",
    "# model.fit(x_train, y_train)\n",
    "\n",
    "# y_predict = model.predict(x_test)\n",
    "\n",
    "# score = accuracy_score(y_predict, y_test)\n",
    "\n",
    "# print('{}% of samples were classified correctly !'.format(score * 100))\n",
    "\n",
    "# f = open('model.p', 'wb')\n",
    "# pickle.dump({'model': model}, f)\n",
    "# f.close()"
   ]
  }
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