{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Text-to-Speech FastSpeech2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "FastSpeech2, Text to Melspectrogram." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "This tutorial is available as an IPython notebook at [malaya-speech/example/tts-fastspeech2](https://github.com/huseinzol05/malaya-speech/tree/master/example/tts-fastspeech2).\n", " \n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "This module is not language independent, so it not save to use on different languages. Pretrained models trained on hyperlocal languages.\n", " \n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "This is an application of malaya-speech Pipeline, read more about malaya-speech Pipeline at [malaya-speech/example/pipeline](https://github.com/huseinzol05/malaya-speech/tree/master/example/pipeline).\n", " \n", "
" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import malaya_speech\n", "import numpy as np\n", "from malaya_speech import Pipeline\n", "import matplotlib.pyplot as plt\n", "import IPython.display as ipd" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### FastSpeech2 description\n", "\n", "1. Malaya-speech FastSpeech2 will generate melspectrogram with feature size 80.\n", "2. Use Malaya-speech vocoder to convert melspectrogram to waveform.\n", "3. Cannot generate more than melspectrogram longer than 2000 timestamp, it will throw an error. Make sure the texts are not too long." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### List available FastSpeech2" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Size (MB)Quantized Size (MB)Understand punctuationIs lowercase
male12531.7TrueTrue
female12531.7TrueTrue
husein12531.7TrueTrue
haqkiem12531.7TrueTrue
female-singlish12531.7TrueTrue
osman12531.7TrueFalse
yasmin12531.7TrueFalse
yasmin-sdp12833.1TrueFalse
osman-sdp12833.1TrueFalse
\n", "
" ], "text/plain": [ " Size (MB) Quantized Size (MB) Understand punctuation \\\n", "male 125 31.7 True \n", "female 125 31.7 True \n", "husein 125 31.7 True \n", "haqkiem 125 31.7 True \n", "female-singlish 125 31.7 True \n", "osman 125 31.7 True \n", "yasmin 125 31.7 True \n", "yasmin-sdp 128 33.1 True \n", "osman-sdp 128 33.1 True \n", "\n", " Is lowercase \n", "male True \n", "female True \n", "husein True \n", "haqkiem True \n", "female-singlish True \n", "osman False \n", "yasmin False \n", "yasmin-sdp False \n", "osman-sdp False " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "malaya_speech.tts.available_fastspeech2()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`husein` voice contributed by [Husein-Zolkepli](https://www.linkedin.com/in/husein-zolkepli/), recorded using low-end microphone in a small room with no reverberation absorber.\n", "\n", "`haqkiem` voice contributed by [Haqkiem Hamdan](https://www.linkedin.com/in/haqkiem-daim/), recorded using high-end microphone in an audio studio.\n", "\n", "`female-singlish` voice contributed by [SG National Speech Corpus](https://www.imda.gov.sg/programme-listing/digital-services-lab/national-speech-corpus), recorded using high-end microphone in an audio studio." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load FastSpeech2 model\n", "\n", "Fastspeech2 use text normalizer from Malaya, https://malaya.readthedocs.io/en/latest/load-normalizer.html#Load-normalizer,\n", "\n", "Make sure you install Malaya version > 4.0 to make it works, **to get better speech synthesis, make sure Malaya version > 4.9.1**,\n", "\n", "```bash\n", "pip install malaya -U\n", "```\n", "\n", "```python\n", "def fastspeech2(\n", " model: str = 'mal',\n", " quantized: bool = False,\n", " pad_to: int = 8,\n", " **kwargs\n", "):\n", " \"\"\"\n", " Load Fastspeech2 TTS model.\n", "\n", " Parameters\n", " ----------\n", " model : str, optional (default='male')\n", " Model architecture supported. Allowed values:\n", "\n", " * ``'female'`` - Fastspeech2 trained on female voice.\n", " * ``'male'`` - Fastspeech2 trained on male voice.\n", " * ``'husein'`` - Fastspeech2 trained on Husein voice, https://www.linkedin.com/in/husein-zolkepli/\n", " * ``'haqkiem'`` - Fastspeech2 trained on Haqkiem voice, https://www.linkedin.com/in/haqkiem-daim/\n", " * ``'yasmin'`` - Fastspeech2 trained on female Yasmin voice.\n", " * ``'osman'`` - Fastspeech2 trained on male Osman voice.\n", " * ``'female-singlish'`` - Fastspeech2 trained on female Singlish voice, https://www.imda.gov.sg/programme-listing/digital-services-lab/national-speech-corpus\n", "\n", " quantized : bool, optional (default=False)\n", " if True, will load 8-bit quantized model.\n", " Quantized model not necessary faster, totally depends on the machine.\n", " pad_to : int, optional (default=8)\n", " size of pad character with 0. Increase can stable up prediction on short sentence, we trained on 8.\n", "\n", " Returns\n", " -------\n", " result : malaya_speech.model.synthesis.Fastspeech class\n", " \"\"\"\n", "```" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "male = malaya_speech.tts.fastspeech2(model = 'osman')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# https://www.sinarharian.com.my/article/115216/BERITA/Politik/Syed-Saddiq-pertahan-Dr-Mahathir\n", "string1 = 'Syed Saddiq berkata, mereka seharusnya mengingati bahawa semasa menjadi Perdana Menteri Pakatan Harapan'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Predict\n", "\n", "```python\n", "def predict(\n", " self,\n", " string,\n", " speed_ratio: float = 1.0,\n", " f0_ratio: float = 1.0,\n", " energy_ratio: float = 1.0,\n", "):\n", " \"\"\"\n", " Change string to Mel.\n", "\n", " Parameters\n", " ----------\n", " string: str\n", " speed_ratio: float, optional (default=1.0)\n", " Increase this variable will increase time voice generated.\n", " f0_ratio: float, optional (default=1.0)\n", " Increase this variable will increase frequency, low frequency will generate more deeper voice.\n", " energy_ratio: float, optional (default=1.0)\n", " Increase this variable will increase loudness.\n", "\n", " Returns\n", " -------\n", " result: Dict[string, decoder-output, universal-output, mel-output]\n", " \"\"\"\n", "```\n", "\n", "It only able to predict 1 text for single feed-forward." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "r_male = male.predict(string1)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(10, 8))\n", "ax1 = fig.add_subplot(311)\n", "ax1.set_title('Predicted Mel-Spectrogram')\n", "im = ax1.imshow(np.rot90(r_male['mel-output']), aspect='auto', interpolation='none')\n", "fig.colorbar(mappable=im, shrink=0.65, orientation='horizontal', ax=ax1)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load Vocoder model\n", "\n", "There are 2 ways to synthesize melspectrogram output from TTS models,\n", "\n", "1. If you are going to use individual speaker vocoder, make sure the speakers are the same If use female tacotron2, need to use female MelGAN also. Use `mel-output` from TTS model. Read more at https://malaya-speech.readthedocs.io/en/latest/load-vocoder.html\n", "2. If you are going to use universal MelGAN, use `universal-output` from TTS model. Read more at https://malaya-speech.readthedocs.io/en/latest/load-universal-melgan.html\n", "\n", "We prefer individual speaker vocoder, size only 17MB and faster than universal vocoder." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "universal_melgan = malaya_speech.vocoder.melgan(model = 'universal-1024')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_ = universal_melgan(r_male['universal-output'])\n", "ipd.Audio(y_, rate = 22050)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Playing around with speed, f0 and energy ratio" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "r_male = male.predict(string1, speed_ratio = 1.5)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_ = universal_melgan(r_male['universal-output'])\n", "ipd.Audio(y_, rate = 22050)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "r_male = male.predict(string1, f0_ratio = -1.5)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_ = universal_melgan(r_male['universal-output'])\n", "ipd.Audio(y_, rate = 22050)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Combined everything using Pipeline" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "p = Pipeline()\n", "pipeline = (\n", " p.map(male)\n", " .map(lambda x: x['universal-output'])\n", " .map(universal_melgan)\n", ")\n", "p.visualize()" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "r = p('husein wangi tetapi ketiak masam nasib baik kacak')" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ipd.Audio(r['vocoder-melgan'], rate = 22050)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Compare speed with Tacotron2" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "# https://www.hmetro.com.my/mutakhir/2020/12/657604/6-cadangan-tangani-kelemahan-kawal-selia-halal\n", "\n", "text = 'Kuasa pensijilan halal, dan penguatkuasaan halal terletak di bawah bidang kuasa agensi yang berbeza.'" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "male_tacotron2 = malaya_speech.tts.tacotron2(model = 'osman')" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 1.66 s, sys: 52.8 ms, total: 1.71 s\n", "Wall time: 1.42 s\n" ] } ], "source": [ "%%time\n", "\n", "r_male_tacotron2 = male_tacotron2.predict(text)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_ = universal_melgan(r_male_tacotron2['universal-output'])\n", "ipd.Audio(y_, rate = 22050)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 593 ms, sys: 52.4 ms, total: 646 ms\n", "Wall time: 118 ms\n" ] } ], "source": [ "%%time\n", "\n", "r_male = male.predict(text)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_ = universal_melgan(r_male['universal-output'])\n", "ipd.Audio(y_, rate = 22050)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.8.10" }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 4 }