{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Text-to-Speech Singlish" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Text to Melspectrogram using Tacotron2 and FastSpeech2, trained on Singapore National Speech Corpus, https://www.imda.gov.sg/programme-listing/digital-services-lab/national-speech-corpus" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "This tutorial is available as an IPython notebook at [malaya-speech/example/tts-singlish](https://github.com/huseinzol05/malaya-speech/tree/master/example/tts-singlish).\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": [ "### Tacotron2 description\n", "\n", "1. Malaya-speech Tacotron2 will generate melspectrogram with feature size 80.\n", "2. Use Malaya-speech vocoder to convert melspectrogram to waveform." ] }, { "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": [ "### GlowTTS 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." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### List available Tacotron2" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "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", "
Size (MB)Quantized Size (MB)Combined lossUnderstand punctuationIs lowercase
male10426.30.1838TrueTrue
female10426.30.1887TrueTrue
husein10426.30.1165TrueTrue
haqkiem10426.30.1375TrueTrue
female-singlish10426.30.0923TrueTrue
yasmin10426.30.06874TrueFalse
osman10426.30.06911TrueFalse
\n", "
" ], "text/plain": [ " Size (MB) Quantized Size (MB) Combined loss \\\n", "male 104 26.3 0.1838 \n", "female 104 26.3 0.1887 \n", "husein 104 26.3 0.1165 \n", "haqkiem 104 26.3 0.1375 \n", "female-singlish 104 26.3 0.0923 \n", "yasmin 104 26.3 0.06874 \n", "osman 104 26.3 0.06911 \n", "\n", " Understand punctuation Is lowercase \n", "male True True \n", "female True True \n", "husein True True \n", "haqkiem True True \n", "female-singlish True True \n", "yasmin True False \n", "osman True False " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "malaya_speech.tts.available_tacotron2()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### List available FastSpeech2" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Size (MB)Quantized Size (MB)Combined lossUnderstand punctuationIs lowercase
male12531.71.8TrueTrue
female12531.71.932TrueTrue
husein12531.70.5832TrueTrue
haqkiem12531.70.5663TrueTrue
female-singlish12531.70.5112TrueTrue
yasmin12531.70.7212TrueFalse
yasmin-small32.98.50.7994TrueFalse
osman12531.70.7341TrueFalse
osman-small32.98.50.8182TrueFalse
\n", "
" ], "text/plain": [ " Size (MB) Quantized Size (MB) Combined loss \\\n", "male 125 31.7 1.8 \n", "female 125 31.7 1.932 \n", "husein 125 31.7 0.5832 \n", "haqkiem 125 31.7 0.5663 \n", "female-singlish 125 31.7 0.5112 \n", "yasmin 125 31.7 0.7212 \n", "yasmin-small 32.9 8.5 0.7994 \n", "osman 125 31.7 0.7341 \n", "osman-small 32.9 8.5 0.8182 \n", "\n", " Understand punctuation Is lowercase \n", "male True True \n", "female True True \n", "husein True True \n", "haqkiem True True \n", "female-singlish True True \n", "yasmin True False \n", "yasmin-small True False \n", "osman True False \n", "osman-small True False " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "malaya_speech.tts.available_fastspeech2()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### List available GlowTTS" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Size (MB)Quantized Size (MB)Combined lossUnderstand punctuationIs lowercase
male11927.6-1.429TrueTrue
female11927.6-1.464TrueTrue
haqkiem11927.6-1.649TrueTrue
female-singlish11927.6-1.728TrueTrue
yasmin11927.6-1.908TrueFalse
osman11927.6-1.908TrueFalse
multispeaker40479.9-1.882TrueTrue
\n", "
" ], "text/plain": [ " Size (MB) Quantized Size (MB) Combined loss \\\n", "male 119 27.6 -1.429 \n", "female 119 27.6 -1.464 \n", "haqkiem 119 27.6 -1.649 \n", "female-singlish 119 27.6 -1.728 \n", "yasmin 119 27.6 -1.908 \n", "osman 119 27.6 -1.908 \n", "multispeaker 404 79.9 -1.882 \n", "\n", " Understand punctuation Is lowercase \n", "male True True \n", "female True True \n", "haqkiem True True \n", "female-singlish True True \n", "yasmin True False \n", "osman True False \n", "multispeaker True True " ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "malaya_speech.tts.available_glowtts()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load Tacotron2 model\n", "\n", "Read more about Tacotron2 model at https://malaya-speech.readthedocs.io/en/latest/tts-tacotron2-model.html" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Load quantized model will cause accuracy drop.\n" ] } ], "source": [ "tacotron = malaya_speech.tts.tacotron2(model = 'female-singlish')\n", "quantized_tacotron = malaya_speech.tts.tacotron2(model = 'female-singlish', quantized = True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load FastSpeech2 model\n", "\n", "Read more about FastSpeech2 model at https://malaya-speech.readthedocs.io/en/latest/tts-fastspeech2-model.html" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "fastspeech = malaya_speech.tts.fastspeech2(model = 'female-singlish')\n", "quantized_fastspeech = malaya_speech.tts.fastspeech2(model = 'female-singlish', quantized = True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load GlowTTS model\n", "\n", "Read more about GlowTTS model at https://malaya-speech.readthedocs.io/en/latest/tts-glowtts-model.html" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "glowtts = malaya_speech.tts.glowtts(model = 'female-singlish')\n", "quantized_glowtts = malaya_speech.tts.glowtts(model = 'female-singlish', quantized = True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Predict Tacotron2\n", "\n", "```python\n", "def predict(self, string):\n", " \"\"\"\n", " Change string to Mel.\n", "\n", " Parameters\n", " ----------\n", " string: str\n", "\n", " Returns\n", " -------\n", " result: Dict[string, decoder-output, mel-output, universal-output, alignment]\n", " \"\"\"\n", "```\n", "\n", "It only able to predict 1 text for single feed-forward." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "string1 = 'PETALING JAYA: Former prime minister Najib Razak has criticised the Inland Revenue Board’s (LHDN) move to serve him a bankruptcy notice, which his legal team had earlier called a political ploy.'" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 3.3 s, sys: 148 ms, total: 3.45 s\n", "Wall time: 2.66 s\n" ] } ], "source": [ "%%time\n", "\n", "r = tacotron.predict(string1)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 3.46 s, sys: 156 ms, total: 3.61 s\n", "Wall time: 3.33 s\n" ] } ], "source": [ "%%time\n", "\n", "quantized_r = quantized_tacotron.predict(string1)" ] }, { "cell_type": "code", "execution_count": 18, "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 = (8, 6))\n", "ax = fig.add_subplot(111)\n", "ax.set_title('Female Singlish Attention 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": "code", "execution_count": 19, "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 = (8, 6))\n", "ax = fig.add_subplot(111)\n", "ax.set_title('Female Singlish Attention alignment steps')\n", "im = ax.imshow(\n", " quantized_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": "code", "execution_count": 20, "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('Female Singlish predicted Mel-Spectrogram')\n", "im = ax1.imshow(np.rot90(r['mel-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": 21, "metadata": { "scrolled": true }, "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('Female Singlish predicted Mel-Spectrogram')\n", "im = ax1.imshow(np.rot90(quantized_r['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": [ "### Predict FastSpeech2\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": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 1.29 s, sys: 90 ms, total: 1.38 s\n", "Wall time: 234 ms\n" ] } ], "source": [ "%%time\n", "\n", "r_fastspeech = fastspeech.predict(string1)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "scrolled": true }, "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('Female Singlish predicted Mel-Spectrogram')\n", "im = ax1.imshow(np.rot90(r_fastspeech['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": [ "### Predict GlowTTS\n", "\n", "```python\n", "def predict(\n", " self,\n", " string,\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", " 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, mel-output, alignment, universal-output]\n", " \"\"\"\n", "```\n", "\n", "It only able to predict 1 text for single feed-forward." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 607 ms, sys: 55.1 ms, total: 662 ms\n", "Wall time: 133 ms\n" ] } ], "source": [ "%%time\n", "\n", "r_glowtts = glowtts.predict(string1)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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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('Female Singlish predicted Mel-Spectrogram')\n", "im = ax1.imshow(np.rot90(r_glowtts['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 is only 1 way to synthesize melspectrogram output from Singlish TTS models,\n", "\n", "1. 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" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "vocoder = malaya_speech.vocoder.melgan(model = 'universal-1024')" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_ = vocoder(r['universal-output'])\n", "ipd.Audio(y_, rate = 22050)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_ = vocoder(quantized_r['universal-output'])\n", "ipd.Audio(y_, rate = 22050)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_ = vocoder(r_fastspeech['universal-output'])\n", "ipd.Audio(y_, rate = 22050)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_ = vocoder(r_glowtts['universal-output'])\n", "ipd.Audio(y_, rate = 22050)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Predict Bahasa text" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "string = 'husein zolkepli sangatlah comel, ketiak wangi dan mempunyai baby yang comel. Husein juga suka mandi pada waktu pagi dan petang sambil menggunakan sabun lifeboy.'" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 5.16 s, sys: 164 ms, total: 5.32 s\n", "Wall time: 4.58 s\n" ] } ], "source": [ "%%time\n", "\n", "r = tacotron.predict(string)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 3.09 s, sys: 129 ms, total: 3.22 s\n", "Wall time: 2.66 s\n" ] } ], "source": [ "%%time\n", "\n", "quantized_r = quantized_tacotron.predict(string)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 1.1 s, sys: 85.6 ms, total: 1.19 s\n", "Wall time: 193 ms\n" ] } ], "source": [ "%%time\n", "\n", "r_fastspeech = fastspeech.predict(string)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_ = vocoder(r['universal-output'])\n", "ipd.Audio(y_, rate = 22050)" ] }, { "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_ = vocoder(quantized_r['universal-output'])\n", "ipd.Audio(y_, rate = 22050)" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_ = vocoder(r_fastspeech['universal-output'])\n", "ipd.Audio(y_, rate = 22050)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.7.7" }, "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": 5 }