{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Text-to-Speech GlowTTS Multispeakers" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "GlowTTS, Text to Melspectrogram." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "This tutorial is available as an IPython notebook at [malaya-speech/example/tts-glowtts-multispeaker](https://github.com/huseinzol05/malaya-speech/tree/master/example/tts-glowtts-multispeaker).\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": [ "### GlowTTS Multispeakers description\n", "\n", "1. Malaya-speech GlowTTS will generate melspectrogram with feature size 80.\n", "2. Use Malaya-speech vocoder to convert melspectrogram to waveform.\n", "3. Able to accept any speaker in 16k wav format for input speaker and do voice conversion for target speaker." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### List available GlowTTS" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Size (MB)Quantized Size (MB)Understand punctuationIs lowercase
male11927.6TrueTrue
female11927.6TrueTrue
haqkiem11927.6TrueTrue
female-singlish11927.6TrueTrue
yasmin11927.6TrueFalse
osman11927.6TrueFalse
multispeaker40479.9TrueTrue
\n", "
" ], "text/plain": [ " Size (MB) Quantized Size (MB) Understand punctuation \\\n", "male 119 27.6 True \n", "female 119 27.6 True \n", "haqkiem 119 27.6 True \n", "female-singlish 119 27.6 True \n", "yasmin 119 27.6 True \n", "osman 119 27.6 True \n", "multispeaker 404 79.9 True \n", "\n", " Is lowercase \n", "male True \n", "female True \n", "haqkiem True \n", "female-singlish True \n", "yasmin False \n", "osman False \n", "multispeaker True " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "malaya_speech.tts.available_glowtts()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`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 GlowTTS 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 glowtts(model: str = 'male',\n", " quantized: bool = False,\n", " pad_to: int = 2,\n", " **kwargs):\n", " \"\"\"\n", " Load GlowTTS TTS model.\n", "\n", " Parameters\n", " ----------\n", " model : str, optional (default='male')\n", " Model architecture supported. Allowed values:\n", "\n", " * ``'female'`` - GlowTTS trained on female voice.\n", " * ``'male'`` - GlowTTS trained on male voice.\n", " * ``'haqkiem'`` - GlowTTS trained on Haqkiem voice, https://www.linkedin.com/in/haqkiem-daim/\n", " * ``'female-singlish'`` - GlowTTS trained on female Singlish voice, https://www.imda.gov.sg/programme-listing/digital-services-lab/national-speech-corpus\n", " * ``'multispeaker'`` - Multispeaker GlowTTS trained on male, female, husein and haqkiem voices, also able to do voice conversion.\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=2)\n", " size of pad character with 0. Increase can stable up prediction on short sentence, we trained on 2.\n", "\n", " Returns\n", " -------\n", " result : malaya_speech.model.tf.GlowTTS class\n", " \"\"\"\n", "```" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:root:running speaker-vector/vggvox-v2 using device /device:CPU:0\n", "INFO:root:running tts/glowtts-multispeaker using device /device:CPU:0\n" ] } ], "source": [ "multispeaker = malaya_speech.tts.glowtts(model = 'multispeaker')" ] }, { "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 (PH), Dr Mahathir telah melantik ramai di kalangan menteri dan timbalan menteri daripada golongan muda.'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Predict\n", "\n", "```python\n", "def predict(\n", " self,\n", " string,\n", " audio,\n", " temperature: float = 0.3333,\n", " length_ratio: float = 1.0,\n", " **kwargs,\n", "):\n", " \"\"\"\n", " Change string to Mel.\n", "\n", " Parameters\n", " ----------\n", " string: str\n", " audio: np.array\n", " np.array or malaya_speech.model.frame.Frame, must in 16k format.\n", " We only trained on `female`, `male`, `husein` and `haqkiem` speakers.\n", " temperature: float, optional (default=0.3333)\n", " Decoder model trying to decode with encoder(text) + random.normal() * temperature.\n", " length_ratio: float, optional (default=1.0)\n", " Increase this variable will increase time voice generated.\n", "\n", " Returns\n", " -------\n", " result: Dict[string, ids, alignment, universal-output]\n", " \"\"\"\n", "```\n", "\n", "It only able to predict 1 text for single feed-forward." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "female, _ = malaya_speech.load('speech/example-speaker/female.wav')\n", "haqkiem, _ = malaya_speech.load('speech/example-speaker/haqkiem.wav')\n", "khalil, _ = malaya_speech.load('speech/example-speaker/khalil-nooh.wav')\n", "muhyiddin, _ = malaya_speech.load('speech/example-speaker/muhyiddin-yassin.wav')" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "r = multispeaker.predict(string1, female)" ] }, { "cell_type": "code", "execution_count": 8, "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['universal-output']), aspect='auto', interpolation='none')\n", "fig.colorbar(mappable=im, shrink=0.65, orientation='horizontal', ax=ax1)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(8, 6))\n", "ax = fig.add_subplot(111)\n", "ax.set_title('Alignment steps')\n", "im = ax.imshow(\n", " r['alignment'],\n", " aspect='auto',\n", " origin='lower',\n", " interpolation='none')\n", "fig.colorbar(im, ax=ax)\n", "xlabel = 'Decoder timestep'\n", "plt.xlabel(xlabel)\n", "plt.ylabel('Encoder timestep')\n", "plt.tight_layout()\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 `postnet-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": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:root:running vocoder-melgan/universal-1024 using device /device:CPU:0\n" ] } ], "source": [ "universal_melgan = malaya_speech.vocoder.melgan(model = 'universal-1024')" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_ = universal_melgan(r['universal-output'])\n", "ipd.Audio(y_, rate = 22050)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Voice Conversion\n", "\n", "```python\n", "def voice_conversion(self, string, original_audio, target_audio,\n", " temperature: float = 0.3333,\n", " length_ratio: float = 1.0,\n", " **kwargs,):\n", " \"\"\"\n", " Change string to Mel.\n", "\n", " Parameters\n", " ----------\n", " string: str\n", " original_audio: np.array\n", " original speaker to encode speaking style, must in 16k format.\n", " target_audio: np.array\n", " target speaker to follow speaking style from `original_audio`, must in 16k format.\n", " temperature: float, optional (default=0.3333)\n", " Decoder model trying to decode with encoder(text) + random.normal() * temperature.\n", " length_ratio: float, optional (default=1.0)\n", " Increase this variable will increase time voice generated.\n", "\n", " Returns\n", " -------\n", " result: Dict[string, ids, alignment, universal-output]\n", " \"\"\"\n", "```" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "r = multispeaker.voice_conversion(string1, female, haqkiem, length_ratio = 1.2)\n", "y_ = universal_melgan(r['universal-output'])\n", "ipd.Audio(y_, rate = 22050)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "r = multispeaker.voice_conversion(string1, haqkiem, khalil, length_ratio = 1.2)\n", "y_ = universal_melgan(r['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 }