{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Text-to-Speech Singlish" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Text to Melspectrogram using Tacotron2, FastSpeech2, GlowTTS and VITS, 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 os\n", "\n", "os.environ['CUDA_VISIBLE_DEVICES'] = ''" ] }, { "cell_type": "code", "execution_count": 2, "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": [ "### VITS description\n", "\n", "1. Malaya-speech VITS generate End-to-End, from text input into waveforms with 22050 sample rate.\n", "2. No length limit, but to get better results, split the text." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### List available Tacotron2" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Size (MB)Quantized Size (MB)Understand punctuationIs lowercase
male10426.3TrueTrue
female10426.3TrueTrue
husein10426.3TrueTrue
haqkiem10426.3TrueTrue
female-singlish10426.3TrueTrue
yasmin10426.3TrueFalse
osman10426.3TrueFalse
\n", "
" ], "text/plain": [ " Size (MB) Quantized Size (MB) Understand punctuation \\\n", "male 104 26.3 True \n", "female 104 26.3 True \n", "husein 104 26.3 True \n", "haqkiem 104 26.3 True \n", "female-singlish 104 26.3 True \n", "yasmin 104 26.3 True \n", "osman 104 26.3 True \n", "\n", " Is lowercase \n", "male True \n", "female True \n", "husein True \n", "haqkiem True \n", "female-singlish True \n", "yasmin False \n", "osman False " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "malaya_speech.tts.available_tacotron2()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### List available FastSpeech2" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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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": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "malaya_speech.tts.available_fastspeech2()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### List available GlowTTS" ] }, { "cell_type": "code", "execution_count": 5, "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": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "malaya_speech.tts.available_glowtts()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### List available VITS" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Size (MB)Understand punctuationIs lowercase
mesolitica/VITS-osman145TrueFalse
mesolitica/VITS-yasmin145TrueFalse
mesolitica/VITS-female-singlish145TrueTrue
mesolitica/VITS-haqkiem145TrueTrue
\n", "
" ], "text/plain": [ " Size (MB) Understand punctuation Is lowercase\n", "mesolitica/VITS-osman 145 True False\n", "mesolitica/VITS-yasmin 145 True False\n", "mesolitica/VITS-female-singlish 145 True True\n", "mesolitica/VITS-haqkiem 145 True True" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "malaya_speech.tts.available_vits()" ] }, { "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": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ubuntu/.local/lib/python3.8/site-packages/malaya/tokenizer.py:202: FutureWarning: Possible nested set at position 3361\n", " self.tok = re.compile(r'({})'.format('|'.join(pipeline)))\n", "/home/ubuntu/.local/lib/python3.8/site-packages/malaya/tokenizer.py:202: FutureWarning: Possible nested set at position 3879\n", " self.tok = re.compile(r'({})'.format('|'.join(pipeline)))\n", "2022-09-06 13:52:17.635909: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: AVX2 AVX512F FMA\n", "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n", "2022-09-06 13:52:17.662842: E tensorflow/stream_executor/cuda/cuda_driver.cc:271] failed call to cuInit: CUDA_ERROR_NO_DEVICE: no CUDA-capable device is detected\n", "2022-09-06 13:52:17.662861: I tensorflow/stream_executor/cuda/cuda_diagnostics.cc:169] retrieving CUDA diagnostic information for host: huseincomel-desktop\n", "2022-09-06 13:52:17.662865: I tensorflow/stream_executor/cuda/cuda_diagnostics.cc:176] hostname: huseincomel-desktop\n", "2022-09-06 13:52:17.662911: I tensorflow/stream_executor/cuda/cuda_diagnostics.cc:200] libcuda reported version is: Not found: was unable to find libcuda.so DSO loaded into this program\n", "2022-09-06 13:52:17.663156: I tensorflow/stream_executor/cuda/cuda_diagnostics.cc:204] kernel reported version is: 470.141.3\n", "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": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Load quantized model will cause accuracy drop.\n" ] } ], "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": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Load quantized model will cause accuracy drop.\n" ] } ], "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": [ "### Load VITS model\n", "\n", "Read more about VITS model at https://malaya-speech.readthedocs.io/en/latest/tts-vits-model.html" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "vits = malaya_speech.tts.vits(model = 'mesolitica/VITS-female-singlish')" ] }, { "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": 11, "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": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 3.62 s, sys: 436 ms, total: 4.06 s\n", "Wall time: 4.64 s\n" ] } ], "source": [ "%%time\n", "\n", "r = tacotron.predict(string1)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 4.01 s, sys: 201 ms, total: 4.21 s\n", "Wall time: 3.73 s\n" ] } ], "source": [ "%%time\n", "\n", "quantized_r = quantized_tacotron.predict(string1)" ] }, { "cell_type": "code", "execution_count": 14, "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": 15, "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": 16, "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": 17, "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": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 1.86 s, sys: 228 ms, total: 2.08 s\n", "Wall time: 1.49 s\n" ] } ], "source": [ "%%time\n", "\n", "r_fastspeech = fastspeech.predict(string1)" ] }, { "cell_type": "code", "execution_count": 19, "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": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 2.45 s, sys: 185 ms, total: 2.63 s\n", "Wall time: 2.48 s\n" ] } ], "source": [ "%%time\n", "\n", "r_glowtts = glowtts.predict(string1)" ] }, { "cell_type": "code", "execution_count": 21, "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_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": [ "### Predict VITS\n", "\n", "```python\n", "def predict(\n", " self,\n", " string,\n", " temperature: float = 0.6666,\n", " temperature_durator: float = 0.6666,\n", " length_ratio: float = 1.0,\n", " **kwargs,\n", "):\n", " \"\"\"\n", " Change string to waveform.\n", "\n", " Parameters\n", " ----------\n", " string: str\n", " temperature: float, optional (default=0.6666)\n", " Decoder model trying to decode with encoder(text) + random.normal() * temperature.\n", " temperature_durator: float, optional (default=0.6666)\n", " Durator trying to predict alignment with random.normal() * temperature_durator.\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, y]\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 12.2 s, sys: 2.33 s, total: 14.5 s\n", "Wall time: 3.19 s\n" ] } ], "source": [ "%%time\n", "\n", "r_vits = vits.predict(string1)" ] }, { "cell_type": "code", "execution_count": 32, "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_vits['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 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": 33, "metadata": {}, "outputs": [], "source": [ "vocoder = malaya_speech.vocoder.melgan(model = 'universal-1024')" ] }, { "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['universal-output'])\n", "ipd.Audio(y_, rate = 22050)" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_ = vocoder(quantized_r['universal-output'])\n", "ipd.Audio(y_, rate = 22050)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_ = vocoder(r_fastspeech['universal-output'])\n", "ipd.Audio(y_, rate = 22050)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_ = vocoder(r_glowtts['universal-output'])\n", "ipd.Audio(y_, rate = 22050)" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ipd.Audio(r_vits['y'], rate = 22050)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Predict Bahasa text" ] }, { "cell_type": "code", "execution_count": 39, "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": 40, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 3.28 s, sys: 56.1 ms, total: 3.34 s\n", "Wall time: 2.69 s\n" ] } ], "source": [ "%%time\n", "\n", "r = tacotron.predict(string)" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 3.35 s, sys: 83.8 ms, total: 3.44 s\n", "Wall time: 2.76 s\n" ] } ], "source": [ "%%time\n", "\n", "quantized_r = quantized_tacotron.predict(string)" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 829 ms, sys: 5.46 ms, total: 835 ms\n", "Wall time: 74.9 ms\n" ] } ], "source": [ "%%time\n", "\n", "r_fastspeech = fastspeech.predict(string)" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 10.3 s, sys: 34 ms, total: 10.4 s\n", "Wall time: 1.35 s\n" ] } ], "source": [ "%%time\n", "\n", "r_vits = vits.predict(string)" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_ = vocoder(r['universal-output'])\n", "ipd.Audio(y_, rate = 22050)" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_ = vocoder(quantized_r['universal-output'])\n", "ipd.Audio(y_, rate = 22050)" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_ = vocoder(r_fastspeech['universal-output'])\n", "ipd.Audio(y_, rate = 22050)" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ipd.Audio(r_vits['y'], rate = 22050)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": 5 }