From 50869a2e3d5e7ede72c4c4acc86f2a34097797cc Mon Sep 17 00:00:00 2001 From: hakraoul Date: Wed, 15 Jan 2025 19:56:32 +0700 Subject: [PATCH] add openslr khmer dataset and fine-tuining hyper params --- __pycache__/audio_processing.cpython-311.pyc | Bin 0 -> 4245 bytes __pycache__/audio_processing.cpython-36.pyc | Bin 0 -> 2778 bytes __pycache__/data_utils.cpython-311.pyc | Bin 0 -> 7659 bytes __pycache__/data_utils.cpython-36.pyc | Bin 0 -> 4154 bytes __pycache__/distributed.cpython-311.pyc | Bin 0 -> 9365 bytes __pycache__/distributed.cpython-36.pyc | Bin 0 -> 6320 bytes __pycache__/hparams.cpython-311.pyc | Bin 0 -> 4438 bytes __pycache__/hparams.cpython-36.pyc | Bin 0 -> 2023 bytes __pycache__/layers.cpython-311.pyc | Bin 0 -> 5725 bytes __pycache__/layers.cpython-36.pyc | Bin 0 -> 3401 bytes __pycache__/logger.cpython-311.pyc | Bin 0 -> 3882 bytes __pycache__/logger.cpython-36.pyc | Bin 0 -> 1854 bytes __pycache__/loss_function.cpython-311.pyc | Bin 0 -> 1648 bytes 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filenameoriginal_text
0wavs/khm_0308_0011865648ស្ពាន កំពង់ ចម្លង អ្នកលឿង នៅ ព្រៃវែង ជា ស្ពាន ...
1wavs/khm_0308_0032157149ភ្លើង កំពុង ឆាប ឆេះ ផ្ទះ ប្រជា ពលរដ្ឋ នៅ សង្កា...
2wavs/khm_0308_0038959268អ្នក សុំ ទាន ដេក ប្រកាច់ ម្នាក់ ឯង ក្បែរ ខ្លោង...
3wavs/khm_0308_0054635313ស្ករ ត្នោត ដែល មាន គុណភាព ល្អ ផលិត នៅ ខេត្ត កំ...
4wavs/khm_0308_0055735195ភ្នំបាខែង មាន កម្ពស់ តែ ចិត សិប ម៉ែត្រ សោះ
\n", + "
" + ], + "text/plain": [ + " filename original_text\n", + "0 wavs/khm_0308_0011865648 ស្ពាន កំពង់ ចម្លង អ្នកលឿង នៅ ព្រៃវែង ជា ស្ពាន ...\n", + "1 wavs/khm_0308_0032157149 ភ្លើង កំពុង ឆាប ឆេះ ផ្ទះ ប្រជា ពលរដ្ឋ នៅ សង្កា...\n", + "2 wavs/khm_0308_0038959268 អ្នក សុំ ទាន ដេក ប្រកាច់ ម្នាក់ ឯង ក្បែរ ខ្លោង...\n", + "3 wavs/khm_0308_0054635313 ស្ករ ត្នោត ដែល មាន គុណភាព ល្អ ផលិត នៅ ខេត្ត កំ...\n", + "4 wavs/khm_0308_0055735195 ភ្នំបាខែង មាន កម្ពស់ តែ ចិត សិប ម៉ែត្រ សោះ" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv(f\"{output_path}/line_index.tsv\", sep='\\t\\t', names=[\"filename\", \"original_text\"])\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 2906 entries, 0 to 2905\n", + "Data columns (total 2 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 filename 2906 non-null object\n", + " 1 original_text 2906 non-null object\n", + "dtypes: object(2)\n", + "memory usage: 45.5+ KB\n" + ] + } + ], + "source": [ + "df.info()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1. Dataset Overview" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Total duration: 3.9667806481481387 hours\n", + "Total text length: 146465 characters\n" + ] + } + ], + "source": [ + "total_duration = 0\n", + "total_text_length = 0\n", + "\n", + "# Calculate audio duration and text length\n", + "for line_index, transcription in zip(df['filename'], df['original_text']):\n", + " wav_path = os.path.join(output_path, f'{line_index}.wav')\n", + " \n", + " if os.path.exists(wav_path):\n", + " y, sr = librosa.load(wav_path, sr=None)\n", + " duration = librosa.get_duration(y=y, sr=sr)\n", + " total_duration += duration\n", + " total_text_length += len(transcription)\n", + " else:\n", + " print(f'File not found: {wav_path}')\n", + "\n", + "# Print Statistics\n", + "total_duration_hours = total_duration / 3600\n", + "print(f'Total duration: {total_duration_hours} hours')\n", + "print(f'Total text length: {total_text_length} characters')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 1.2 Distribution Analysis" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "audio_lengths = []\n", + "text_lengths = []\n", + "\n", + "for line_index, transcription in zip(df['filename'], df['original_text']): \n", + " wav_path = os.path.join(output_path, f'{line_index}.wav')\n", + " y, sr = librosa.load(wav_path, sr=None)\n", + " audio_lengths.append(librosa.get_duration(y=y, sr=sr))\n", + " text_lengths.append(len(transcription))\n", + "\n", + "# Plot historgram\n", + "plt.figure(figsize=(12, 6))\n", + "plt.subplot(1, 2, 1)\n", + "plt.hist(audio_lengths, bins=30, color='blue', edgecolor='black', align= 'mid')\n", + "plt.title('Audio Length Distribution')\n", + "plt.xlabel('Duration (seconds)')\n", + "plt.ylabel('Count')\n", + "\n", + "plt.subplot(1, 2, 2)\n", + "plt.hist(text_lengths, bins=30, color='blue', edgecolor='black', align= 'mid')\n", + "plt.title('Text Length Distribution')\n", + "plt.xlabel('Length (characters)')\n", + "plt.ylabel('Frequency')\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 1.3 Quality Check" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + " \n", + " " + ], + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Visualize a random audio file\n", + "random_file = os.path.join(output_path, 'wavs', df.sample(1)['filename'].values[0] + '.wav')\n", + "y, sr = librosa.load(random_file, sr=None)\n", + "plt.figure(figsize=(10, 4))\n", + "plt.plot(y)\n", + "plt.title('Waveform of a random audio file')\n", + "plt.xlabel('Samples')\n", + "plt.ylabel('Amplitude')\n", + "plt.show()\n", + "\n", + "# Listen to the audio file if running locally\n", + "import IPython.display as ipd\n", + "ipd.Audio(random_file)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 1.4 Identify Outliers" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Short audio files: Empty DataFrame\n", + "Columns: [filename, original_text]\n", + "Index: []\n", + "Long audio files: filename original_text\n", + "NaN khm_0877_0872623068 មន្ត្រី អគ្គិសនី កម្ពុជា បាន ចាប់ផ្តើម ចុះ ត ប...\n", + "NaN khm_0877_1541265349 ចំការ ស្នេហ៍ បាន បើក ដំណើរការ ឱ្យ ភ្ញៀវ ជាតិ អ...\n", + "NaN khm_0877_4223828546 ភ្ញៀវ ទេសចរ ជាតិ និង អន្ដរជាតិ អញ្ជើញ មក លំហែ ...\n", + "NaN khm_0995_0986867544 អាស៊ាន អាយធី កុំព្យូទ័រ មាន បម្រើ សេវាកម្ម ដូច...\n", + "NaN khm_0995_2939576555 ស្ដេច អាប់ឌុលឡា របស់ ហ្សកដានី យាង ជួប សម្ដែង ក...\n", + "NaN khm_1161_2022197355 ប្រទេស ជប៉ុន បាន រៀបចំ ពិធី បើក សម្ពោធ ផលិតផល ...\n", + "NaN khm_1161_2224475179 លោក តាំង សុធារិទ្ធ តំណាង ឱ្យ ក្រុមហ៊ុន ស៊ុនស៊ី...\n", + "NaN khm_1161_2835582962 មជ្ឈមណ្ឌល ថែ រក្សា សម្ផស្ស មេហ្គាប៊ែល ជា ផ្នែក...\n", + "NaN khm_1728_2082523788 នៅ ថ្ងៃ ពុធ នេះ ក្រោម អធិបតីភាព របស់ ព្រះ ចៅអធ...\n", + "NaN khm_2499_1359902572 ឥណ្ឌូនេស៊ី ជា ប្រទេស ស្ថាបនិក និង ដឹកនាំ រដ្ឋា...\n", + "NaN khm_4119_2528871695 លោក ត្រូវ បាន អាជ្ញាធរ មាន សមត្ថកិច្ច ចាប់ ខ្ល...\n", + "NaN khm_6753_0654270582 អ្នក ឯកទេស នៃ មន្ទីរ ពេទ្យ ក្វាងចូវ ផ្នែក មហារ...\n", + "NaN khm_6753_0960501147 អ្នក ប្រើ ម្នាក់ ទៀត បាន និយាយ ថា អ្វី ដែល រំភ...\n", + "NaN khm_6753_1700816993 រថយន្ត ក្រុង ដប់ គ្រឿង នឹង ដាក់ ឱ្យ ដំណើរការ ស...\n", + "NaN khm_6753_2569022832 អ្នក អាច ខ្ចី ប្រាក់ បង់ រំលស់ ដើម្បី ទិញ អ្វី...\n", + "NaN khm_7548_1304286050 ភីហ្សា វើល មាន ប្រាំ សាខា ក្នុង ក្រុង ភ្នំពេញ ...\n", + "NaN khm_7548_3374727580 លោក ប្រធានាធិបតី ចិន ស៊ី ជីនពីង នឹង អញ្ជើញ ទៅ ...\n" + ] + } + ], + "source": [ + "# Identify outliers\n", + "short_audio = df[[length < 1 for length in audio_lengths]] # Audio files less than 1 second\n", + "long_audio = df[[length > 10 for length in audio_lengths]] # Audio files more than 10 seconds\n", + "\n", + "print(f\"Short audio files: {short_audio}\") # All Dataset audio are longer than 1 second\n", + "print(f\"Long audio files: {long_audio}\") \n", + "\n", + "# Overview\n", + "# - We found 17 audio files that are longer than 10 seconds which considered as outliers\n", + "# - Fortunately, there are no audio which are shorter than 1 second" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "# # Removing Outliers\n", + "# for line_index in long_audio['line_index']:\n", + "# wav_path = os.path.join(output_path, 'wavs', f'{line_index}.wav')\n", + "# os.remove(wav_path)\n", + "\n", + "# # Remove outliers from the dataset\n", + "# transcriptions = df[~df['line_index'].isin(long_audio['line_index'])]\n", + "\n", + "# # Check dataset size\n", + "# print(f'Number of samples after removing outliers: {len(transcriptions)}')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 1.5 Correlation Heatmap of Acoustic Features" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "features = {\n", + " \"Zero Crossing Rate\": [],\n", + " \"Spectral Centroid\": [],\n", + " \"Spectral Rolloff\": [],\n", + "}\n", + "\n", + "for line_index in df['filename']:\n", + " wav_path = os.path.join(output_path, 'wavs', f'{line_index}.wav')\n", + " y, sr = librosa.load(wav_path, sr=None)\n", + " \n", + " # Zero Crossing Rate\n", + " zcr = librosa.feature.zero_crossing_rate(y)\n", + " features[\"Zero Crossing Rate\"].append(np.mean(zcr))\n", + " \n", + " # Spectral Centroid\n", + " spectral_centroid = librosa.feature.spectral_centroid(y=y, sr=sr)\n", + " features[\"Spectral Centroid\"].append(np.mean(spectral_centroid))\n", + " \n", + " # Spectral Rolloff\n", + " spectral_rolloff = librosa.feature.spectral_rolloff(y=y+0.01, sr=sr)[0]\n", + " features[\"Spectral Rolloff\"].append(np.mean(spectral_rolloff))\n", + "\n", + "# Add features to the dataframe\n", + "features_df = pd.DataFrame(features)\n", + "\n", + "# Plot Correlation Heatmap\n", + "plt.figure(figsize=(8, 6))\n", + "sns.heatmap(features_df.corr(), annot=True, cmap='coolwarm', fmt=\".2f\")\n", + "plt.title('Correlation Heatmap')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 1.6 Pitch Distribution" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pitches = []\n", + "magnitudes = []\n", + "\n", + "for line_index in df['filename']:\n", + " wav_path = os.path.join(output_path, 'wavs', f'{line_index}.wav')\n", + " y, sr = librosa.load(wav_path, sr=None)\n", + " \n", + " # Extract pitch and magnitude\n", + " pitches_, magnitudes_ = librosa.piptrack(y=y, sr=sr)\n", + " pitches.append(np.mean(pitches_))\n", + " magnitudes.append(np.mean(magnitudes_))\n", + "\n", + "# Add features to the dataframe\n", + "features_df['Pitch'] = pitches\n", + "features_df['Magnitude'] = magnitudes\n", + "\n", + "# Plot Pitch and Magnitude distribution\n", + "plt.figure(figsize=(12, 6))\n", + "plt.subplot(1, 2, 1)\n", + "plt.hist(pitches, bins=30, color='blue', edgecolor='black', align= 'mid')\n", + "plt.title('Pitch Distribution')\n", + "plt.xlabel('Pitch')\n", + "plt.ylabel('Count')\n", + "\n", + "plt.subplot(1, 2, 2)\n", + "plt.hist(magnitudes, bins=30, color='blue', edgecolor='black', align= 'mid')\n", + "plt.title('Magnitude Distribution')\n", + "plt.xlabel('Magnitude')\n", + "plt.ylabel('Frequency')\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 1.7 Boxplot for Duration" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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cQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGAcQQgAAGDcZROEOTk52rx5s3Jycvw9CgCcFX5+AbjUXTZB+Msvv6h379765Zdf/D0KAJwVfn4BuNRdNkEIAACAC4MgBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMI4gBAAAMC7I3wMAgCW7d+9W7969dfToUYWHh2v69OmKiIjQ0KFDlZGRodjYWA0cOFCDBg1SZmamoqKi9Morr2jatGnavXu34uPj9eijj+rpp5/WsWPHFBoaqrfeeksVK1bUtGnTtHPnTlWrVk333Xef+vXrp19//VVly5bVpEmTlJKS4n79iSee0MGDB71mef3117VgwQL3Pt26ddPEiRPd7fbv319z5szxegxJXtvt1auXtmzZogMHDig6Olq1atXSyy+/7D7G4MGDVbZsWa9jcvToUa/HePTRR/Xpp5+669x9991aunSpe7tTp06SpIULF7rL7rjjDo0fP9693bdvX40dO9Y9pkOGDNGUKVO85ggPD9f69evdWa+55hoFBga6c+Xl5RX5+vHjx0+5vw0aNNAPP/xQ4mMWp7jtnG4d3/UiIyO1detW7dmzxz1GISEhZ/vteUH47l/hY1S+fHlJ0qFDh85q330dP37c6/uhuP0v7XE+ny6FGUricRzHKc2KWVlZioqKUmZmpiIjI8/3XEVs3rxZvXv31vTp01W3bt0Lvj2cuYLn5kj9jsqPqHTRthtwZL8ifvzoom/3QijYF76/r0wF/xsJCgpSbm6uv8fxu3r16ikpKUmSNHToUH399ddntb7H45EklfKfL5fv8xEXF6ennnpKrVq10ooVK/TGG29oz5497tdDQkJ0/PjxUz5mYGCg8vLyin3M4hS3ndOtU9J6vnN06dJFffr0OeW8F1pxc/oeo8LOZN99JSUlKTk52esxffe/tMf5fPLXDGfaa7xkDAAXSUF8REdHa/DgwW7YFAgLC/O67ft1X5UrV/Y6u+DxeBQU5P3CT5kyZbxuBwcHez1uUFCQ6tSpc8rtlCtXzut2YmKiqlat6t6uWrWq+vXr5zWz73affPJJ/f73v5fH49HGjRvVp08fNwaDg4P14IMPql27dl7rxMbGej1mp06d1LRpUzmOI8dxdMMNNxSZPTw83Ou27/GoXLmyGjduLOnk85GQkKAlS5ZoypQpqlWrlkaMGKGkpCSNGDFCtWrV0pQpU7RkyRL37KAk3XzzzUX2t27duvJ4PO4/uEOHDvV6zBUrVhQ5ritWrCiyndOt47temzZtJJ18jmrXri1J6tixoyIjIzV37lw3vP3Bd/+GDh3qdYwkqVGjRmrUqJE8Ho8ef/zx0+67r6SkJM2dO1eRkZEaOHCg/vu//1sDBw702v/SHufz6VKY4XQIQgC4wA4cOOD+d0pKilJSUnTTTTcVOcOVk5MjSZo7d66k386AzZ8/3+t+s2fPlsfj0b59+5SXl+dGoeM4bnTOnz9fQUFBys7OVkBAgPsYJ06ccB83MDBQubm5SktLU3BwsLvdAh999JECAwN1+PBhBQUF6aOPPpLH49G2bdu0a9cuBQUFKSgoSLt27dL777+vFi1aaOnSpQoICFB2drY8Ho+WLFmiFi1aaMGCBRo0aJCWLl3qRmFBDH788cfq0aOHPvnkE1WoUEFLlixRcHCwMjIyFBkZqaVLl6pChQpatGiR1q5dqwoVKqh8+fJas2aN0tLS5PF4tHjxYkVFReno0aPucZZORp/H43Fv79u3T7t27dKNN94oj8ej9PR05efnq0GDBho9erRuuukmJScn66abbtLo0aPVoEEDeTwerV+/XsHBwbrxxhuVlpamefPmufsbFBSkzZs3q1mzZkpOTlaLFi309ttvq169eho9erSaN2+uqVOnep3BysvL0xtvvKHmzZu72ylTpow7R3Hr+K43fPhwLV++XBUqVNCHH36oN998Uy1atNDq1as1d+5cVahQQcnJyac9q3kh+O5fvXr1NGPGDDVv3lxz585VaGioQkNDNWHCBE2aNEnNmzfX4sWLNWrUqBL33dfx48eVnJzs7mf79u1VsWJFtW/f3mv5lClTzvo4X8hj4Y8ZzsQZv4fw2LFjOnbsmHs7Kyvrggx0Ounp6X7ZLkrGc3L+cCyvTCNGjJAkRUZGKjo6WtLJM0iS1KxZM6WlpbnRWLNmTcXFxXm9xBMTE+P1eNWqVVObNm2UmpoqSfrjH/+oRYsW6fDhw5JOvgwVExOjxMREbdmyRbVr11ZMTIzi4uLcl6uio6PVtm1bffDBB5KkLl26KC4uzn0ZNTAwUJGRkUpMTFRaWppq1qypyMhIr+127dpVjuPogw8+0L59+zRy5EiFhYUpLi5Ou3fvVtWqVVWmTBl169ZNffv21fr169WkSROvx+jSpYtCQkLcl/wee+wxlSlTRg0bNtS3336rxMREhYWFqWfPnho/frwk6bHHHpPjOO7tO++8U2XLllVERIQyMzNVvXp1RUdHq1KlStq/f78qVaqk6Oho3XDDDVq9erX279+vUaNGKTIyUqmpqRo3bpzGjBmjgIAANWvWTCtXrlSzZs0UEHDynMm0adPcWVu2bKm+fftKkoYNG6awsDC1atVKy5YtU2hoqIKCgorsr+9tSVq/fr327NmjYcOGudspEBAQUOw6vustWrTIPWYFZ0IL1vvxxx/dY7Zw4UJ16dLl7L9xz4Hv/n377bfu7R9//NHtiQ0bNngdow0bNpS4774WLlxYZP8LBAUFufufkZGh4cOHn9VxPp9K+1xfbGcchOPGjdOoUaMu5CxnZMyYMf4eAbhg+P6+st13333uf2dkZEiSHnnkEW3fvl2vvvqqJKl3796STr70mZmZWeQfkIKzgV26dHGj6p577lGlSpU0efJkSXI/7FHwpvrQ0FBJJ0Oq4HvsiSeeUP369d0gvOeeeyRJ5cuX1/79+5Wfny/pt5exC/723W5BEEonX0qW5M5c8OGRguUF0ev7GNLJD9tIUvPmzSVJFStWlPTbWdKC5QX/XfjsateuXSX9doa1Zs2aXvsfHBwsSXr44Ye1evVqd6aCOQq2XfhYFfwtSTt37nRnLQj6wvtVr149LVu2zA1y3/31vV3c13wVt47vep999lmRY1N4vYLlhffvYilp3xMTE7Vy5cpT3q9gbt999+X7PeOruOPiq6TjfD6V9rm+2M44CAcPHqznnnvOvZ2VlaXq1atfkKFOZejQoUpISLjo20XJ0tPTCZnzhO/vK9Of//xnHTt2TCkpKerRo4ekk++P27dvn9577z2lpaW5950+fbpatGjhvvRZEGYFCl5WSk5OdpctWbJEixYtcm9PmzZNt912m/tSYcHZmBkzZnjdp23btl6P0bt3bx06dEjSb1FXEFkFf/tut3CYbdu2TQ0aNHBn/vXXX93lktyY8n2M3r17Kz4+XpK0cuVKtW/fXv/3f/8n6bf36BWOiJUrV3ptd/78+RoyZIgbrdu3b5ckd/9PnDghSZo1a5bXrAsWLJAkd9uFj1XhV8SqVaumNWvWaMmSJWrZsmWR/d24caOk395r6bu/vrd9v9agQQP5Km4d3/V8j5nvegXHrPD+XSy++1f4dknHoeB2Sfvuq7j9L6zw98zZHufzqbTP9cV2xkFY8Hq/vyUkJPApTFyx+P6+Mo0aNUovvPCCsrKy3MtNjBkzRp06ddKqVau87rt9+3bt2bNHmZmZkk7+n++9e/d63Wfnzp3u2SFJmjdvntf7j/bs2aO9e/e6/9D8/PPP2rt3r9enGw8cOOD13sTk5GR17NjRfQ9iXl6esrKy3MfYvn27srKyvLZbeP3KlStrzpw5Gj58uLudXbt2KTs7W3PmzFGVKlV0zTXXKCcnx+sxkpOT1aNHD3Xq1ElJSUmaMWOGbr/9dm3YsEHSyX8sc3Jy9Pbbb7uROmPGDDmOI4/HI8dxlJqaqmeeeUZHjhyRJO3YsUMHDhzQ/v37JUn79+/XgQMH3LODlSpV0nvvvece+8GDB0s6Gd+rVq1SYGCgVq1apU6dOikgIEBPPPGEFixYoOTkZP3888+Ki4uTJHd/Cz4QcOzYMeXm5nrtb35+vtftAtdcc43i4uI0Z84cjR492utMcEnr+K43fPhw95jdddddCggIcNerX7++/vKXvygwMNC9TM/F5Lt/hW+PGDHC7YmGDRt67W/Dhg01YsSIYvfdV+HvmbvuusvrZePc3Fy9/fbbCgwMVKVKlc76OJ9PpX2uLzYuO4NzxmVnzh2XnbmyFfxvpEB0dLT7/qbCP4LDwsLcM3GS3OApSeXKlXXgwAE3Bj0ej/tBkQJlypRRdna2ezs4OFi5ubnu4wYFBSkhIUE///xzidspV66c+3KodPIlruPHj2vXrl2STn7K+P7779fkyZPdmX2326dPH/3888/67LPP5DiO6tWrp4oVK7ofLOncubMyMzO1ZMkSd53Y2FhlZGS4j9mxY0ft3r1ba9askSQ1bdpUhw4d8jrDGh4e7p5dLdi/wsejcuXKqlKlitavXy9JqlGjhpKSkrRt2zbNmTNHK1eu1B//+EfNmzdPzZs3V7du3ZSYmKhBgwbp+++/l3TyU8bXXXed1/5eddVVSktLU/ny5XXw4EENHTpU8fHx7mOOGjWqyKVFCj55Wng7hecobh3f9cLDw/X555+rXLlyqly5srZu3aqOHTvqn//8pw4ePKgHHnjAb5ee8d2/3bt3a+zYse4xkk5+ylg6+V7CXr166Ycffjjlvvsq+JRxhQoV1LNnTzVv3lwrV67U22+/7e5//fr1S3WcL+SxuJgznGmvEYQ4ZwThuSMIr2xch9DbpXodwipVqujJJ58s8TqEoaGhXi8lF8f3GnuFH7M4xW3ndOuUtJ7vHJfjdQjPZN99lfY6hKXZ1rnw1wxn2mv8phIAuEjeeOMNlS1blt9UUug3lYwZM+aS/E0lrVq1UsuWLS/4byopaTun++0Vvutdqr+ppLj9O9+/qaRPnz7q2bPnKX9TSWmP8/l0KcxwKpwhxDnjDOG54wzhlY2fXwD8hd9UAgAAgDNCEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABhHEAIAABh32QRhjRo1NH36dNWoUcPfowDAWeHnF4BLXZC/BzhTYWFhqlu3rr/HAICzxs8vAJe6y+YMIQAAAC4MghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMA4ghAAAMC4IH8PgCtHQE7mxd3e0UNef1/OLvaxAwCgMIIQ5ywqKkrBIaHS1i/9sv3wbSv8st3zLTgkVFFRUf4eAwBgEEGIcxYbG6vZs95TZiZnuc5FVFSUYmNj/T0GAMAgghDnRWxsLDEDAMBlig+VAAAAGEcQAgAAGEcQAgAAGEcQAgAAGEcQAgAAGEcQAgAAGEcQAgAAGEcQAgAAGEcQAgAAGEcQAgAAGEcQAgAAGEcQAgAAGEcQAgAAGEcQAgAAGEcQAgAAGEcQAgAAGEcQAgAAGEcQAgAAGEcQAgAAGEcQAgAAGEcQAgAAGEcQAgAAGEcQAgAAGEcQAgAAGEcQAgAAGEcQAgAAGEcQAgAAGEcQAgAAGEcQAgAAGEcQAgAAGEcQAgAAGEcQAgAAGEcQAgAAGEcQAgAAGEcQAgAAGEcQAgAAGEcQAgAAGEcQAgAAGEcQAgAAGEcQAgAAGEcQAgAAGEcQAgAAGBdU2hUdx5EkZWVlnbdhAAAAcP4UdFpBt5Wk1EF4+PBhSVL16tVL+xAAAAC4CA4fPqyoqKgSv+5xTpeMJcjPz9fu3btVrlw5eTyeUg94rrKyslS9enXt2LFDkZGRfpsDv+E5ubTwfFxaeD4uPTwnlxaej/PLcRwdPnxY8fHxCggo+Z2CpT5DGBAQoGrVqpV29fMuMjKSb5xLDM/JpYXn49LC83Hp4Tm5tPB8nD+nOjNYgA+VAAAAGEcQAgAAGHfZB2FoaKhGjBih0NBQf4+C/+A5ubTwfFxaeD4uPTwnlxaeD/8o9YdKAAAAcGW47M8QAgAA4NwQhAAAAMYRhAAAAMYRhAAAAMZdtkE4btw43XDDDSpXrpxiYmJ07733atOmTf4eC//x17/+VR6PR/379/f3KGbt2rVLDz30kCpWrKjw8HA1atRIa9as8fdYZuXl5WnYsGFKTExUeHi4ateurRdffPG0v18U58eKFSvUoUMHxcfHy+PxaMGCBV5fdxxHw4cPV5UqVRQeHq42bdpoy5Yt/hnWiFM9JydOnNCgQYPUqFEjRUREKD4+Xo888oh2797tv4GvcJdtEH755Zfq27ev/v3vfys1NVUnTpzQ73//ex05csTfo5m3evVqTZs2Tddcc42/RzHr4MGDatmypYKDg7V06VL9+OOPGj9+vCpUqODv0cx66aWXNHXqVL3++uv66aef9NJLL+nll1/W3/72N3+PZsKRI0fUuHFjTZkypdivv/zyy5o8ebKSkpL0zTffKCIiQm3btlVOTs5FntSOUz0n2dnZWrt2rYYNG6a1a9cqJSVFmzZtUseOHf0wqQ1XzGVn9u3bp5iYGH355Zdq1aqVv8cx69dff9V1112nN954Q6NHj9a1116riRMn+nssc1544QV9/fXX+uc//+nvUfAf7du3V2xsrGbMmOEuu//++xUeHq7Zs2f7cTJ7PB6PPvzwQ917772STp4djI+P14ABAzRw4EBJUmZmpmJjY/Xuu+/qgQce8OO0Nvg+J8VZvXq1mjVrpvT0dNWoUePiDWfEZXuG0FdmZqYkKTo62s+T2Na3b1+1a9dObdq08fcopn300Udq2rSpunTpopiYGDVp0kRvvvmmv8cyrUWLFvr888+1efNmSdJ3332nr776SnfffbefJ8O2bdu0Z88er59bUVFRuvHGG7Vy5Uo/TobCMjMz5fF4VL58eX+PckUK8vcA50N+fr769++vli1bqmHDhv4ex6y5c+dq7dq1Wr16tb9HMW/r1q2aOnWqnnvuOQ0ZMkSrV6/WM888o5CQEHXv3t3f45n0wgsvKCsrS/Xq1VNgYKDy8vI0ZswYdevWzd+jmbdnzx5JUmxsrNfy2NhY92vwr5ycHA0aNEh/+tOfFBkZ6e9xrkhXRBD27dtXGzZs0FdffeXvUczasWOH+vXrp9TUVIWFhfl7HPPy8/PVtGlTjR07VpLUpEkTbdiwQUlJSQShn8yfP19z5szR+++/rwYNGmjdunXq37+/4uPjeU6AUzhx4oS6du0qx3E0depUf49zxbrsXzJ++umntXjxYi1fvlzVqlXz9zhm/c///I/27t2r6667TkFBQQoKCtKXX36pyZMnKygoSHl5ef4e0ZQqVaqofv36Xst+97vf6ZdffvHTRHj++ef1wgsv6IEHHlCjRo308MMP69lnn9W4ceP8PZp5cXFxkqSMjAyv5RkZGe7X4B8FMZienq7U1FTODl5Al20QOo6jp59+Wh9++KGWLVumxMREf49k2h133KHvv/9e69atc/80bdpU3bp107p16xQYGOjvEU1p2bJlkcswbd68WQkJCX6aCNnZ2QoI8P6RGxgYqPz8fD9NhAKJiYmKi4vT559/7i7LysrSN998o+bNm/txMtsKYnDLli367LPPVLFiRX+PdEW7bF8y7tu3r95//30tXLhQ5cqVc9/nERUVpfDwcD9PZ0+5cuWKvH8zIiJCFStW5H2dfvDss8+qRYsWGjt2rLp27apVq1Zp+vTpmj59ur9HM6tDhw4aM2aMatSooQYNGujbb7/VhAkT1LNnT3+PZsKvv/6qtLQ09/a2bdu0bt06RUdHq0aNGurfv79Gjx6tq666SomJiRo2bJji4+NP+alXnJtTPSdVqlRR586dtXbtWi1evFh5eXnuv/PR0dEKCQnx19hXLucyJanYP++8846/R8N/tG7d2unXr5+/xzBr0aJFTsOGDZ3Q0FCnXr16zvTp0/09kmlZWVlOv379nBo1ajhhYWFOrVq1nKFDhzrHjh3z92gmLF++vNh/M7p37+44juPk5+c7w4YNc2JjY53Q0FDnjjvucDZt2uTfoa9wp3pOtm3bVuK/88uXL/f36FekK+Y6hAAAACidy/Y9hAAAADg/CEIAAADjCEIAAADjCEIAAADjCEIAAADjCEIAAADjCEIAAADjCEIAAADjCEIAAADjCEIAAADjCEIAAADjCEIAAADj/h9Q3kJjJizkOwAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Boxplot for Duration\n", + "plt.figure(figsize=(8, 6))\n", + "sns.boxplot(x=audio_lengths)\n", + "plt.title('Duration Boxplot')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 1.8 WordCloud for Tokens" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "| 2025-01-08 05:48:12,061 | \u001b[1;32mINFO\u001b[0m | khmer-nltk | Loaded model from f:\\Anaconda\\envs\\khmer-tts\\Lib\\site-packages\\khmernltk\\word_tokenize\\sklearn_crf_ner_10000.sav |\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from wordcloud import WordCloud\n", + "\n", + "# Tokenize text\n", + "df[\"tokenized_text\"] = df[\"original_text\"].apply(word_tokenize)\n", + "\n", + "# Combine all tokens into a single list\n", + "all_tokens = [token for tokens in df['tokenized_text'] for token in tokens]\n", + "\n", + "# Join toekns into a single string for WordCloud generation\n", + "text_for_wordcloud = ' '.join(all_tokens)\n", + "\n", + "# Generate word cloud\n", + "wordcloud = WordCloud(\n", + " width = 800, height = 800, \n", + " background_color ='white', \n", + " colormap='viridis',\n", + " font_path='KhmerOS.ttf',\n", + ").generate(text_for_wordcloud)\n", + "\n", + "# Plot word cloud\n", + "plt.figure(figsize = (8, 8), facecolor = None)\n", + "plt.imshow(wordcloud, interpolation=\"bilinear\")\n", + "plt.axis(\"off\")\n", + "plt.title('Word Cloud of the dataset')\n", + "plt.tight_layout(pad=0)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2. Data Processing" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ja40IA3yasjQ" + }, + "source": [ + "### 2.1 Data Normalization" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "MKFSTMLFaquP", + "outputId": "9532a1d1-fb6e-483b-d982-9e4e793129cf" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "អា ហារ\n" + ] + } + ], + "source": [ + "def normalize_text(text):\n", + " # Remove unwanted punctuation\n", + " text = re.sub(r'[!?]', '', text)\n", + " # Replace multiple spaces with a single space\n", + " text = re.sub(r'\\s+', ' ', text)\n", + " # Trim leading/trailing spaces\n", + " text = text.strip()\n", + " return text\n", + "\n", + "# Example usage\n", + "text = \" អា ហារ! \"\n", + "normalized_text = normalize_text(text)\n", + "print(normalized_text)\n", + "\n", + "# Output\n", + "# អា ហារ" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 206 + }, + "id": "O60hVPy4aw75", + "outputId": "3087d744-3996-4d0b-a5de-95438cfa68fb" + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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filenameoriginal_texttokenized_text
NaNkhm_0308_0011865648ស្ពាន កំពង់ ចម្លង អ្នកលឿង នៅ ព្រៃវែង ជា ស្ពាន ...[ស្ពាន, , កំពង់, , ចម្លង, , អ្នកលឿង, , នៅ,...
NaNkhm_0308_0032157149ភ្លើង កំពុង ឆាប ឆេះ ផ្ទះ ប្រជា ពលរដ្ឋ នៅ សង្កា...[ភ្លើង, , កំពុង, , ឆាប, , ឆេះ, , ផ្ទះ, , ...
NaNkhm_0308_0038959268អ្នក សុំ ទាន ដេក ប្រកាច់ ម្នាក់ ឯង ក្បែរ ខ្លោង...[អ្នក, , សុំ, , ទាន, , ដេក, , ប្រកាច់, , ...
NaNkhm_0308_0054635313ស្ករ ត្នោត ដែល មាន គុណភាព ល្អ ផលិត នៅ ខេត្ត កំ...[ស្ករ, , ត្នោត, , ដែល, , មាន, , គុណភាព, ,...
NaNkhm_0308_0055735195ភ្នំបាខែង មាន កម្ពស់ តែ ចិត សិប ម៉ែត្រ សោះ[ភ្នំ, បាខែង, , មាន, , កម្ពស់, , តែ, , ចិត...
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" + ], + "text/plain": [ + " filename original_text \\\n", + "NaN khm_0308_0011865648 ស្ពាន កំពង់ ចម្លង អ្នកលឿង នៅ ព្រៃវែង ជា ស្ពាន ... \n", + "NaN khm_0308_0032157149 ភ្លើង កំពុង ឆាប ឆេះ ផ្ទះ ប្រជា ពលរដ្ឋ នៅ សង្កា... \n", + "NaN khm_0308_0038959268 អ្នក សុំ ទាន ដេក ប្រកាច់ ម្នាក់ ឯង ក្បែរ ខ្លោង... \n", + "NaN khm_0308_0054635313 ស្ករ ត្នោត ដែល មាន គុណភាព ល្អ ផលិត នៅ ខេត្ត កំ... \n", + "NaN khm_0308_0055735195 ភ្នំបាខែង មាន កម្ពស់ តែ ចិត សិប ម៉ែត្រ សោះ \n", + "\n", + " tokenized_text \n", + "NaN [ស្ពាន, , កំពង់, , ចម្លង, , អ្នកលឿង, , នៅ,... \n", + "NaN [ភ្លើង, , កំពុង, , ឆាប, , ឆេះ, , ផ្ទះ, , ... \n", + "NaN [អ្នក, , សុំ, , ទាន, , ដេក, , ប្រកាច់, , ... \n", + "NaN [ស្ករ, , ត្នោត, , ដែល, , មាន, , គុណភាព, ,... \n", + "NaN [ភ្នំ, បាខែង, , មាន, , កម្ពស់, , តែ, , ចិត... " + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df[\"tokenized_text\"] = df[\"original_text\"].apply(word_tokenize)\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 206 + }, + "id": "Vxcj0rPJb-bw", + "outputId": "a1e4f3a1-3ab0-4890-8599-83dd84bd95ab" + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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filenameoriginal_texttokenized_text
NaNkhm_0308_0011865648ស្ពាន កំពង់ ចម្លង អ្នកលឿង នៅ ព្រៃវែង ជា ស្ពាន ...[ស្ពាន, កំពង់, ចម្លង, អ្នកលឿង, នៅ, ព្រៃវែង, ជា...
NaNkhm_0308_0032157149ភ្លើង កំពុង ឆាប ឆេះ ផ្ទះ ប្រជា ពលរដ្ឋ នៅ សង្កា...[ភ្លើង, កំពុង, ឆាប, ឆេះ, ផ្ទះ, ប្រជា, ពលរដ្ឋ, ...
NaNkhm_0308_0038959268អ្នក សុំ ទាន ដេក ប្រកាច់ ម្នាក់ ឯង ក្បែរ ខ្លោង...[អ្នក, សុំ, ទាន, ដេក, ប្រកាច់, ម្នាក់, ឯង, ក្ប...
NaNkhm_0308_0054635313ស្ករ ត្នោត ដែល មាន គុណភាព ល្អ ផលិត នៅ ខេត្ត កំ...[ស្ករ, ត្នោត, ដែល, មាន, គុណភាព, ល្អ, ផលិត, នៅ,...
NaNkhm_0308_0055735195ភ្នំបាខែង មាន កម្ពស់ តែ ចិត សិប ម៉ែត្រ សោះ[ភ្នំ, បាខែង, មាន, កម្ពស់, តែ, ចិត, សិប, ម៉ែត្...
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" + ], + "text/plain": [ + " filename original_text \\\n", + "NaN khm_0308_0011865648 ស្ពាន កំពង់ ចម្លង អ្នកលឿង នៅ ព្រៃវែង ជា ស្ពាន ... \n", + "NaN khm_0308_0032157149 ភ្លើង កំពុង ឆាប ឆេះ ផ្ទះ ប្រជា ពលរដ្ឋ នៅ សង្កា... \n", + "NaN khm_0308_0038959268 អ្នក សុំ ទាន ដេក ប្រកាច់ ម្នាក់ ឯង ក្បែរ ខ្លោង... \n", + "NaN khm_0308_0054635313 ស្ករ ត្នោត ដែល មាន គុណភាព ល្អ ផលិត នៅ ខេត្ត កំ... \n", + "NaN khm_0308_0055735195 ភ្នំបាខែង មាន កម្ពស់ តែ ចិត សិប ម៉ែត្រ សោះ \n", + "\n", + " tokenized_text \n", + "NaN [ស្ពាន, កំពង់, ចម្លង, អ្នកលឿង, នៅ, ព្រៃវែង, ជា... \n", + "NaN [ភ្លើង, កំពុង, ឆាប, ឆេះ, ផ្ទះ, ប្រជា, ពលរដ្ឋ, ... \n", + "NaN [អ្នក, សុំ, ទាន, ដេក, ប្រកាច់, ម្នាក់, ឯង, ក្ប... \n", + "NaN [ស្ករ, ត្នោត, ដែល, មាន, គុណភាព, ល្អ, ផលិត, នៅ,... \n", + "NaN [ភ្នំ, បាខែង, មាន, កម្ពស់, តែ, ចិត, សិប, ម៉ែត្... " + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Filter empty tokens\n", + "df[\"tokenized_text\"] = df[\"tokenized_text\"].apply(\n", + " lambda tokens: [token for token in tokens if token.strip() != '']\n", + ")\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 293 + }, + "id": "oC7g5XAnIjlp", + "outputId": "c15df42e-8409-4b98-f39d-0dd3b77a338b" + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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filenameoriginal_texttokenized_textgrapheme_tokenized
NaNkhm_0308_0011865648ស្ពាន កំពង់ ចម្លង អ្នកលឿង នៅ ព្រៃវែង ជា ស្ពាន ...[ស្ពាន, កំពង់, ចម្លង, អ្នកលឿង, នៅ, ព្រៃវែង, ជា...[ស, ្, ព, ា, ន, , ក, ំ, ព, ង, ់, , ច, ម, ្, ...
NaNkhm_0308_0032157149ភ្លើង កំពុង ឆាប ឆេះ ផ្ទះ ប្រជា ពលរដ្ឋ នៅ សង្កា...[ភ្លើង, កំពុង, ឆាប, ឆេះ, ផ្ទះ, ប្រជា, ពលរដ្ឋ, ...[ភ, ្, ល, ើ, ង, , ក, ំ, ព, ុ, ង, , ឆ, ា, ប, ...
NaNkhm_0308_0038959268អ្នក សុំ ទាន ដេក ប្រកាច់ ម្នាក់ ឯង ក្បែរ ខ្លោង...[អ្នក, សុំ, ទាន, ដេក, ប្រកាច់, ម្នាក់, ឯង, ក្ប...[អ, ្, ន, ក, , ស, ុ, ំ, , ទ, ា, ន, , ដ, េ, ...
NaNkhm_0308_0054635313ស្ករ ត្នោត ដែល មាន គុណភាព ល្អ ផលិត នៅ ខេត្ត កំ...[ស្ករ, ត្នោត, ដែល, មាន, គុណភាព, ល្អ, ផលិត, នៅ,...[ស, ្, ក, រ, , ត, ្, ន, ោ, ត, , ដ, ែ, ល, , ...
NaNkhm_0308_0055735195ភ្នំបាខែង មាន កម្ពស់ តែ ចិត សិប ម៉ែត្រ សោះ[ភ្នំ, បាខែង, មាន, កម្ពស់, តែ, ចិត, សិប, ម៉ែត្...[ភ, ្, ន, ំ, ប, ា, ខ, ែ, ង, , ម, ា, ន, , ក, ...
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" + ], + "text/plain": [ + " filename original_text \\\n", + "NaN khm_0308_0011865648 ស្ពាន កំពង់ ចម្លង អ្នកលឿង នៅ ព្រៃវែង ជា ស្ពាន ... \n", + "NaN khm_0308_0032157149 ភ្លើង កំពុង ឆាប ឆេះ ផ្ទះ ប្រជា ពលរដ្ឋ នៅ សង្កា... \n", + "NaN khm_0308_0038959268 អ្នក សុំ ទាន ដេក ប្រកាច់ ម្នាក់ ឯង ក្បែរ ខ្លោង... \n", + "NaN khm_0308_0054635313 ស្ករ ត្នោត ដែល មាន គុណភាព ល្អ ផលិត នៅ ខេត្ត កំ... \n", + "NaN khm_0308_0055735195 ភ្នំបាខែង មាន កម្ពស់ តែ ចិត សិប ម៉ែត្រ សោះ \n", + "\n", + " tokenized_text \\\n", + "NaN [ស្ពាន, កំពង់, ចម្លង, អ្នកលឿង, នៅ, ព្រៃវែង, ជា... \n", + "NaN [ភ្លើង, កំពុង, ឆាប, ឆេះ, ផ្ទះ, ប្រជា, ពលរដ្ឋ, ... \n", + "NaN [អ្នក, សុំ, ទាន, ដេក, ប្រកាច់, ម្នាក់, ឯង, ក្ប... \n", + "NaN [ស្ករ, ត្នោត, ដែល, មាន, គុណភាព, ល្អ, ផលិត, នៅ,... \n", + "NaN [ភ្នំ, បាខែង, មាន, កម្ពស់, តែ, ចិត, សិប, ម៉ែត្... \n", + "\n", + " grapheme_tokenized \n", + "NaN [ស, ្, ព, ា, ន, , ក, ំ, ព, ង, ់, , ច, ម, ្, ... \n", + "NaN [ភ, ្, ល, ើ, ង, , ក, ំ, ព, ុ, ង, , ឆ, ា, ប, ... \n", + "NaN [អ, ្, ន, ក, , ស, ុ, ំ, , ទ, ា, ន, , ដ, េ, ... \n", + "NaN [ស, ្, ក, រ, , ត, ្, ន, ោ, ត, , ដ, ែ, ល, , ... \n", + "NaN [ភ, ្, ន, ំ, ប, ា, ខ, ែ, ង, , ម, ា, ន, , ក, ... " + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def grapheme_tokenize(text):\n", + " return list(text)\n", + "\n", + "df[\"grapheme_tokenized\"] = df[\"original_text\"].apply(grapheme_tokenize)\n", + "df.head()\n", + "\n", + "# Build vocabulary for graphemes\n", + "all_graphemes = set(\"\".join(df[\"grapheme_tokenized\"].sum()))\n", + "vocab = {grapheme: idx for idx, grapheme in enumerate(sorted(all_graphemes))}\n", + "print(vocab)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "cVneUOoaIwYR", + "outputId": "a85d86b9-e16b-45d4-cb96-4bf98d7cf44d" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{' ': 0, 'ក': 1, 'ខ': 2, 'គ': 3, 'ឃ': 4, 'ង': 5, 'ច': 6, 'ឆ': 7, 'ជ': 8, 'ឈ': 9, 'ញ': 10, 'ដ': 11, 'ឋ': 12, 'ឌ': 13, 'ឍ': 14, 'ណ': 15, 'ត': 16, 'ថ': 17, 'ទ': 18, 'ធ': 19, 'ន': 20, 'ប': 21, 'ផ': 22, 'ព': 23, 'ភ': 24, 'ម': 25, 'យ': 26, 'រ': 27, 'ល': 28, 'វ': 29, 'ស': 30, 'ហ': 31, 'ឡ': 32, 'អ': 33, 'ឥ': 34, 'ឧ': 35, 'ឪ': 36, 'ឫ': 37, 'ឬ': 38, 'ឭ': 39, 'ឮ': 40, 'ឯ': 41, 'ឱ': 42, 'ា': 43, 'ិ': 44, 'ី': 45, 'ឹ': 46, 'ឺ': 47, 'ុ': 48, 'ូ': 49, 'ួ': 50, 'ើ': 51, 'ឿ': 52, 'ៀ': 53, 'េ': 54, 'ែ': 55, 'ៃ': 56, 'ោ': 57, 'ៅ': 58, 'ំ': 59, 'ះ': 60, 'ៈ': 61, '៉': 62, '៊': 63, '់': 64, '៌': 65, '៍': 66, '៎': 67, '៏': 68, '័': 69, '្': 70}\n" + ] + } + ], + "source": [ + "# Build vocabulary for graphemes\n", + "all_graphemes = set(\"\".join(df[\"grapheme_tokenized\"].sum()))\n", + "vocab = {grapheme: idx for idx, grapheme in enumerate(sorted(all_graphemes))}\n", + "print(vocab)\n", + "\n", + "with open(f\"{output_path}/tacotron2_grapheme_vocab.txt\", \"w+\") as f:\n", + " f.write(str(vocab))" + ] + } + ], + "metadata": { + "accelerator": "GPU", + "colab": { + "gpuType": "T4", + "provenance": [] + }, + "kernelspec": { + "display_name": "tacotron2_env", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.13" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/requirements.txt b/requirements.txt index 9b23dca72..cd49eb0ad 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,8 +1,17 @@ -matplotlib==2.1.0 -tensorflow==1.15.2 -numpy==1.13.3 -inflect==0.2.5 -librosa==0.6.0 -scipy==1.0.0 -Unidecode==1.0.22 +# matplotlib==2.1.0 +# # tensorflow==1.15.2 +# # numpy==1.13.3 +# inflect==0.2.5 +# librosa==0.6.0 +# scipy==1.0.0 +# Unidecode==1.0.22 +# pillow + +matplotlib==3.7.2 # Latest version supporting Python 3.11 +# tensorflow==2.14.0 # Latest TensorFlow supporting Python 3.11 +# numpy==1.23.5 # Compatible with TensorFlow 2.14.0 +inflect==6.0.3 # Updated for Python 3.11 +librosa==0.10.0.post2 # Supports Python 3.11 +scipy==1.11.2 # 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