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https://github.com/wassname/TTS.git
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add usage of new Synthetizer class in the chinese model notebook
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kirianguiller authored and Eren Gölge committed
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@@ -1,401 +0,0 @@
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{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {
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"colab_type": "text",
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"id": "6LWsNd3_M3MP"
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},
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"source": [
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"# Mozilla TTS on CPU Real-Time Speech Synthesis "
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"colab_type": "text",
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"id": "FAqrSIWgLyP0"
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},
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"source": [
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"We use Tacotron2 and MultiBand-Melgan models and LJSpeech dataset.\n",
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"\n",
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"Tacotron2 is trained using [Double Decoder Consistency](https://erogol.com/solving-attention-problems-of-tts-models-with-double-decoder-consistency/) (DDC) only for 130K steps (3 days) with a single GPU.\n",
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"\n",
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"MultiBand-Melgan is trained 1.45M steps with real spectrograms.\n",
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"\n",
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"Note that both model performances can be improved with more training."
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"colab_type": "text",
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"id": "Ku-dA4DKoeXk"
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},
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"source": [
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"### Download Models"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {
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"colab": {
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"base_uri": "https://localhost:8080/",
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"height": 162
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},
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"colab_type": "code",
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"id": "jGIgnWhGsxU1",
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"outputId": "88725e41-a8dc-4885-b3bf-cac939f38abe",
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"tags": []
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},
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"outputs": [],
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"source": [
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"! mkdir data/\n",
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"! gdown --id 1SYpv7V__QYDjKXa_vJmNXo1CSkcoZovy -O data/tts_model.pth.tar\n",
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"! gdown --id 14BIvfJXnFHi3jcxYNX40__TR6RwJOZqi -O data/tts_config.json\n",
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"! gdown --id 1ECRlXybT6rAWp269CkhjUPwcZ10CkcqD -O data/tts_scale_stats.npy"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {
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"colab": {
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"base_uri": "https://localhost:8080/",
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"height": 235
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},
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"colab_type": "code",
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"id": "4dnpE0-kvTsu",
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"outputId": "76377c6d-789c-4995-ba00-a21a6e1c401e",
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"tags": []
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},
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"outputs": [],
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"source": [
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"! gdown --id 1Ty5DZdOc0F7OTGj9oJThYbL5iVu_2G0K -O data/vocoder_model.pth.tar\n",
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"! gdown --id 1Rd0R_nRCrbjEdpOwq6XwZAktvugiBvmu -O data/vocoder_config.json\n",
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"! gdown --id 11oY3Tv0kQtxK_JPgxrfesa99maVXHNxU -O data/vocoder_scale_stats.npy"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"colab_type": "text",
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"id": "Zlgi8fPdpRF0"
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},
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"source": [
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"### Define TTS function"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {
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"colab": {},
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"colab_type": "code",
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"id": "f-Yc42nQZG5A"
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},
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"outputs": [],
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"source": [
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"def tts(model, text, CONFIG, use_cuda, ap, use_gl, figures=True, style_wav=None):\n",
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" t_1 = time.time()\n",
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" waveform, alignment, mel_spec, mel_postnet_spec, stop_tokens, inputs = synthesis(model, text, CONFIG, use_cuda, ap, speaker_id, style_wav=style_wav,\n",
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" truncated=False, enable_eos_bos_chars=CONFIG.enable_eos_bos_chars)\n",
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" # mel_postnet_spec = ap.denormalize(mel_postnet_spec.T)\n",
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" if not use_gl:\n",
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" waveform = vocoder_model.inference(torch.FloatTensor(mel_postnet_spec.T).unsqueeze(0))\n",
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" waveform = waveform.flatten()\n",
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" if use_cuda:\n",
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" waveform = waveform.cpu()\n",
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" waveform = waveform.numpy()\n",
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" rtf = (time.time() - t_1) / (len(waveform) / ap.sample_rate)\n",
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" tps = (time.time() - t_1) / len(waveform)\n",
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" print(waveform.shape)\n",
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" print(\" > Run-time: {}\".format(time.time() - t_1))\n",
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" print(\" > Real-time factor: {}\".format(rtf))\n",
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" print(\" > Time per step: {}\".format(tps))\n",
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" IPython.display.display(IPython.display.Audio(waveform, rate=CONFIG.audio['sample_rate'])) \n",
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" return alignment, mel_postnet_spec, stop_tokens, waveform"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"colab_type": "text",
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"id": "ZksegYQepkFg"
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},
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"source": [
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"### Load Models"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {
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"colab": {},
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"colab_type": "code",
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"id": "oVa0kOamprgj"
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},
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"outputs": [],
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"source": [
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"import os\n",
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"import torch\n",
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"import time\n",
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"import IPython\n",
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"\n",
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"from TTS.tts.utils.generic_utils import setup_model\n",
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"from TTS.utils.io import load_config\n",
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"from TTS.tts.utils.text.symbols import symbols, phonemes, make_symbols\n",
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"from TTS.utils.audio import AudioProcessor\n",
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"from TTS.tts.utils.synthesis import synthesis"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {
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"colab": {},
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"colab_type": "code",
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"id": "EY-sHVO8IFSH"
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},
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"outputs": [],
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"source": [
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"# runtime settings\n",
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"use_cuda = False"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {
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"colab": {},
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"colab_type": "code",
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"id": "_1aIUp2FpxOQ"
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},
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"outputs": [],
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"source": [
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"# model paths\n",
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"TTS_MODEL = \"/tank/models/tts/mozilla-TTS/tacotron2-DCC/chinese_mandarin/mandarin_dca_attn_gst_dcc-February-12-2021_03+13PM-5dbb48d/checkpoint_17000.pth.tar\"\n",
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"TTS_CONFIG = \"/tank/models/tts/mozilla-TTS/tacotron2-DCC/chinese_mandarin/mandarin_dca_attn_gst_dcc-February-12-2021_03+13PM-5dbb48d/config.json\"\n",
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"\n",
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"TTS_MODEL = \"data/tts_model.pth.tar\"\n",
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"TTS_CONFIG = \"data/tts_config.json\"\n",
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"\n",
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"VOCODER_MODEL = \"/root/.local/share/tts/vocoder_models--en--ljspeech--mulitband-melgan/model_file.pth.tar\"\n",
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"VOCODER_CONFIG = \"/root/.local/share/tts/vocoder_models--en--ljspeech--mulitband-melgan/config.json\"\n",
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"\n",
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"VOCODER_MODEL = \"data/vocoder_model.pth.tar\"\n",
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"VOCODER_CONFIG = \"data/vocoder_config.json\""
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {
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"colab": {},
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"colab_type": "code",
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"id": "CpgmdBVQplbv"
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},
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"outputs": [],
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"source": [
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"# load configs\n",
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"TTS_CONFIG = load_config(TTS_CONFIG)\n",
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"VOCODER_CONFIG = load_config(VOCODER_CONFIG)\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {
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"colab": {
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"base_uri": "https://localhost:8080/",
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"height": 471
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},
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"colab_type": "code",
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"id": "zmrQxiozIUVE",
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"outputId": "60c4daa0-4c5b-4a2e-fe0d-be437d003a49",
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"tags": []
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},
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"outputs": [],
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"source": [
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"# load the audio processor\n",
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"TTS_CONFIG.audio['stats_path'] = 'data/tts_scale_stats.npy'\n",
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"ap = AudioProcessor(**TTS_CONFIG.audio) "
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {
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"colab": {
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"base_uri": "https://localhost:8080/",
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"height": 35
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},
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"colab_type": "code",
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"id": "8fLoI4ipqMeS",
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"outputId": "b789066e-e305-42ad-b3ca-eba8d9267382",
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"tags": []
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},
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"outputs": [],
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"source": [
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"# LOAD TTS MODEL\n",
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"# multi speaker \n",
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"speaker_id = None\n",
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"speakers = []\n",
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"\n",
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"# load the model (chinese_mandarin special characters/punctuations are in the tts_config.json)\n",
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"if TTS_CONFIG.get(\"characters\"):\n",
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" _characters = TTS_CONFIG[\"characters\"][\"characters\"]\n",
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" _phonemes = TTS_CONFIG[\"characters\"][\"phonemes\"]\n",
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" _punctuations = TTS_CONFIG[\"characters\"][\"punctuations\"]\n",
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" _pad = TTS_CONFIG[\"characters\"][\"pad\"]\n",
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" _eos = TTS_CONFIG[\"characters\"][\"eos\"]\n",
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" _bos = TTS_CONFIG[\"characters\"][\"bos\"]\n",
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" \n",
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" symbols, phonemes = make_symbols(_characters, _phonemes, punctuations= _punctuations, pad=_pad, eos=_eos, bos=_bos )\n",
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"\n",
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"num_chars = len(phonemes) if TTS_CONFIG.use_phonemes else len(symbols)\n",
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"model = setup_model(num_chars, len(speakers), TTS_CONFIG)\n",
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"\n",
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"# load model state\n",
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"cp = torch.load(TTS_MODEL, map_location=torch.device('cpu'))\n",
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"\n",
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"# load the model\n",
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"model.load_state_dict(cp['model'])\n",
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"if use_cuda:\n",
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" model.cuda()\n",
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"model.eval()\n",
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"\n",
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"# set model stepsize\n",
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"if 'r' in cp:\n",
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" model.decoder.set_r(cp['r'])"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {
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"colab": {
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"base_uri": "https://localhost:8080/",
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"height": 1000
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},
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"colab_type": "code",
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"id": "zKoq0GgzqzhQ",
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"outputId": "234efc61-f37a-40bc-95a3-b51896018ccb",
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"tags": []
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},
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"outputs": [],
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"source": [
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"from TTS.vocoder.utils.generic_utils import setup_generator\n",
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"\n",
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"# LOAD VOCODER MODEL\n",
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"vocoder_model = setup_generator(VOCODER_CONFIG)\n",
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"vocoder_model.load_state_dict(torch.load(VOCODER_MODEL, map_location=\"cpu\")[\"model\"])\n",
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"vocoder_model.remove_weight_norm()\n",
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"vocoder_model.inference_padding = 0\n",
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"\n",
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"\n",
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"VOCODER_CONFIG.audio['stats_path'] = 'data/vocoder_scale_stats.npy'\n",
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"ap_vocoder = AudioProcessor(**VOCODER_CONFIG['audio']) \n",
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"if use_cuda:\n",
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" vocoder_model.cuda()\n",
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"vocoder_model.eval()\n",
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"print(\"\\nVocoder loaded\")"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {
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"colab_type": "text",
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"id": "Ws_YkPKsLgo-"
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},
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"source": [
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"## Run Inference"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"# Here some test sentences for you to play with :\n",
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"sentence = \"我从来不会说很标准的中文。\"\n",
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"sentence = \"我喜欢听人工智能的博客。\"\n",
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"sentence = \"我来自一个法国郊区的地方。\"\n",
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"sentence = \"不比不知道，一比吓一跳！\"\n",
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"sentence = \"台湾是一个真的很好玩的地方！\"\n",
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"sentence = \"干一行，行一行，行行都行。\"\n",
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"sentence = \"我要盖被子，好尴尬！\""
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"# You can also play with the style_wav global style token. However, the lady speaking in the baker dataset\n",
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"# has no emotion through all the sentences. It's hard to get some nice GST with this.\n",
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"# That's also why adding \"!\" or \"?\" at the end of sentence change nothing. The dataset has no such prosody.\n",
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"style_wav = {\"2\": 0.3, \"1\": -0.1}\n"
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]
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},
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{
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||||
"cell_type": "code",
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"execution_count": null,
|
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"metadata": {
|
||||
"colab": {
|
||||
"base_uri": "https://localhost:8080/",
|
||||
"height": 134
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||||
},
|
||||
"colab_type": "code",
|
||||
"id": "FuWxZ9Ey5Puj",
|
||||
"outputId": "9c06adad-5451-4393-89a1-a2e7dc39ab91",
|
||||
"tags": []
|
||||
},
|
||||
"outputs": [],
|
||||
"source": [
|
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"sentence = \"我喜欢听人工智能的博客。\"\n",
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"style_wav = {\"2\": 0.2, \"7\": -0.1}\n",
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"\n",
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"align, spec, stop_tokens, wav = tts(model, sentence, TTS_CONFIG, use_cuda, ap, use_gl=False, figures=True, style_wav= style_wav)"
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]
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||||
},
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||||
{
|
||||
"cell_type": "code",
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"execution_count": null,
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"metadata": {},
|
||||
"outputs": [],
|
||||
"source": []
|
||||
}
|
||||
],
|
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"metadata": {
|
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"accelerator": "GPU",
|
||||
"colab": {
|
||||
"collapsed_sections": [],
|
||||
"name": "DDC-TTS_and_MultiBand-MelGAN_Example.ipynb",
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"provenance": [],
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"toc_visible": true
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},
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"kernelspec": {
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"display_name": "Python 3",
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"language": "python",
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"name": "python3"
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},
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"language_info": {
|
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"codemirror_mode": {
|
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"name": "ipython",
|
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"version": 3
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},
|
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"file_extension": ".py",
|
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"mimetype": "text/x-python",
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"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3",
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"version": "3.8.5"
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}
|
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},
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"nbformat": 4,
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"nbformat_minor": 4
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}
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+606
@@ -0,0 +1,606 @@
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{
|
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"cells": [
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"metadata": {
|
||||
"colab_type": "text",
|
||||
"id": "6LWsNd3_M3MP"
|
||||
},
|
||||
"source": [
|
||||
"# Mozilla TTS on CPU Real-Time Speech Synthesis "
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"metadata": {
|
||||
"colab_type": "text",
|
||||
"id": "FAqrSIWgLyP0"
|
||||
},
|
||||
"source": [
|
||||
"We use Tacotron2 and MultiBand-Melgan models and Baker dataset (chinese mandarin).\n",
|
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"\n",
|
||||
"Tacotron2 is trained using [Double Decoder Consistency](https://erogol.com/solving-attention-problems-of-tts-models-with-double-decoder-consistency/) (DDC) only for 126K steps (3 days) with a single GPU.\n",
|
||||
"\n",
|
||||
"MultiBand-Melgan is trained 1.45M steps with real spectrograms.\n",
|
||||
"\n",
|
||||
"Note that both model performances can be improved with more training."
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"metadata": {
|
||||
"colab_type": "text",
|
||||
"id": "Ku-dA4DKoeXk"
|
||||
},
|
||||
"source": [
|
||||
"### Download Models"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"metadata": {
|
||||
"colab_type": "text",
|
||||
"id": "Zlgi8fPdpRF0"
|
||||
},
|
||||
"source": [
|
||||
"### Define TTS function"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"metadata": {
|
||||
"colab_type": "text",
|
||||
"id": "ZksegYQepkFg"
|
||||
},
|
||||
"source": [
|
||||
"### Load Models"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 3,
|
||||
"metadata": {
|
||||
"colab": {},
|
||||
"colab_type": "code",
|
||||
"id": "oVa0kOamprgj"
|
||||
},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"import os\n",
|
||||
"import torch\n",
|
||||
"import IPython\n",
|
||||
"\n",
|
||||
"from TTS.utils.synthesizer import Synthesizer\n",
|
||||
"from TTS.utils.manage import ModelManager\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 4,
|
||||
"metadata": {
|
||||
"colab": {},
|
||||
"colab_type": "code",
|
||||
"id": "EY-sHVO8IFSH"
|
||||
},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"# runtime settings\n",
|
||||
"use_cuda = False"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 6,
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"# tts and vocoder name\n",
|
||||
"TTS_NAME = \"tts_models/zh-CN/baker/tacotron2-DDC-GST\"\n",
|
||||
"VOCODER_NAME = \"vocoder_models/en/ljspeech/multiband-melgan\"\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 7,
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"manager = ModelManager(\"../TTS/.models.json\")"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 9,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
" > tts_models/zh-CN/baker/tacotron2-DDC-GST is already downloaded.\n",
|
||||
" > vocoder_models/en/ljspeech/multiband-melgan is already downloaded.\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"tts_checkpoint_file, tts_config_file, tts_json_dict = manager.download_model(TTS_NAME)\n",
|
||||
"vocoder_checkpoint_file, vocoder_config_file, vocoder_json_dict = manager.download_model(VOCODER_NAME)"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 11,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
" > Using model: tacotron2\n",
|
||||
" > Generator Model: multiband_melgan_generator\n"
|
||||
]
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"synthesizer = Synthesizer(tts_checkpoint_file, tts_config_file, vocoder_checkpoint_file, vocoder_config_file, use_cuda)\n",
|
||||
"sample_rate = synthesizer.tts_config.audio[\"sample_rate\"]"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"metadata": {
|
||||
"colab_type": "text",
|
||||
"id": "Ws_YkPKsLgo-"
|
||||
},
|
||||
"source": [
|
||||
"## Run Inference"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 14,
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"# Here some test sentences for you to play with :\n",
|
||||
"sentences= [\"我从来不会说很标准的中文。\",\n",
|
||||
"\"我喜欢听人工智能的博客。\",\n",
|
||||
"\"我来自一个法国郊区的地方。\",\n",
|
||||
"\"不比不知道，一比吓一跳！\",\n",
|
||||
"\"台湾是一个真的很好玩的地方！\",\n",
|
||||
"\"干一行，行一行，行行都行。\",\n",
|
||||
"\"我要盖被子，好尴尬！\",]"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 16,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
" > Text splitted to sentences.\n",
|
||||
"['我从来不会说很标准的中文。']\n",
|
||||
" > Processing time: 1.6665124893188477\n",
|
||||
" > Real-time factor: 0.5583910829911347\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"data": {
|
||||
"text/html": [
|
||||
"\n",
|
||||
" <audio controls=\"controls\" >\n",
|
||||
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|
||||
" Your browser does not support the audio element.\n",
|
||||
" </audio>\n",
|
||||
" "
|
||||
],
|
||||
"text/plain": [
|
||||
"<IPython.lib.display.Audio object>"
|
||||
]
|
||||
},
|
||||
"metadata": {},
|
||||
"output_type": "display_data"
|
||||
},
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
" > Text splitted to sentences.\n",
|
||||
"['我喜欢听人工智能的博客。']\n",
|
||||
" > Processing time: 1.4052538871765137\n",
|
||||
" > Real-time factor: 0.5193391025114328\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"data": {
|
||||
"text/html": [
|
||||
"\n",
|
||||
" <audio controls=\"controls\" >\n",
|
||||
" <source src=\"data:audio/wav;base64,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 truncated
|
||||
" Your browser does not support the audio element.\n",
|
||||
" </audio>\n",
|
||||
" "
|
||||
],
|
||||
"text/plain": [
|
||||
"<IPython.lib.display.Audio object>"
|
||||
]
|
||||
},
|
||||
"metadata": {},
|
||||
"output_type": "display_data"
|
||||
},
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
" > Text splitted to sentences.\n",
|
||||
"['我来自一个法国郊区的地方。']\n",
|
||||
" > Processing time: 1.605910062789917\n",
|
||||
" > Real-time factor: 0.5785999490934259\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"data": {
|
||||
"text/html": [
|
||||
"\n",
|
||||
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|
||||
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|
||||
" Your browser does not support the audio element.\n",
|
||||
" </audio>\n",
|
||||
" "
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
"metadata": {},
|
||||
"output_type": "display_data"
|
||||
},
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
" > Text splitted to sentences.\n",
|
||||
"['不比不知道，一比吓一跳！']\n",
|
||||
" > Processing time: 1.9105627536773682\n",
|
||||
" > Real-time factor: 0.6607262973429417\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
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|
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|
||||
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|
||||
" <source src=\"data:audio/wav;base64,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 truncated
|
||||
" Your browser does not support the audio element.\n",
|
||||
" </audio>\n",
|
||||
" "
|
||||
],
|
||||
"text/plain": [
|
||||
"<IPython.lib.display.Audio object>"
|
||||
]
|
||||
},
|
||||
"metadata": {},
|
||||
"output_type": "display_data"
|
||||
},
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
" > Text splitted to sentences.\n",
|
||||
"['台湾是一个真的很好玩的地方！']\n",
|
||||
" > Processing time: 1.3081049919128418\n",
|
||||
" > Real-time factor: 0.4218891158389621\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"data": {
|
||||
"text/html": [
|
||||
"\n",
|
||||
" <audio controls=\"controls\" >\n",
|
||||
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|
||||
" Your browser does not support the audio element.\n",
|
||||
" </audio>\n",
|
||||
" "
|
||||
],
|
||||
"text/plain": [
|
||||
"<IPython.lib.display.Audio object>"
|
||||
]
|
||||
},
|
||||
"metadata": {},
|
||||
"output_type": "display_data"
|
||||
},
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
" > Text splitted to sentences.\n",
|
||||
"['干一行，行一行，行行都行。']\n",
|
||||
" > Processing time: 2.0958540439605713\n",
|
||||
" > Real-time factor: 0.6709288860239634\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"data": {
|
||||
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|
||||
"\n",
|
||||
" <audio controls=\"controls\" >\n",
|
||||
" <source src=\"data:audio/wav;base64,UklGRkQaAgBXQVZFZm10IBAAAAABAAEAIlYAAESsAAACABAAZGF0YSAaAgAWADEAGQAbACIAOwA+AEgANgA+ADAAMwAPABoAAAACAOv/BADw//z/3v/x/9D/0f+6/9P/yf/b/8T/1v/P/9v/vf/H/7//yf+x/8n/sf++/7H/xP+9/9z/zP/i/9j/8//j//r/8f8BAPP/BAD2/wgAAAAQAP7/DwD6/xUAAAATAAAAFgASAB4AAQAZAAoADQAFABYADgAfAAAAGAD//wsA/f8NAPn/BQD2/xMA+/8FAPX/CgADABgAAAAiABAAIgAOAB4AFAAkABIAKQAhACwAGwAtAC0APgAlAD0AKAA+ACwAOQAlAC8AGgA2AB8ALgASACUAGAArAA0AFgAJAAkA7//3//H/7v/Z//b/yv/a/8j/2//I/9L/xv/h/83/5f/Y/+z/2//x/9v/8P/t//T/7P///+n/+f/Y/+3/5P/s/9//9f/r/wAA6P8CAPL/BQD6/wsAAQARAPv/EwAAAA8AAwARAAIAEgD1/wgA+P8AAPD/AADq/wAA7f8HAPr/AwD4/wsAAQATAPv/FwADABEABQAVAAQAEwABABwACgATAA0AHAAQACQABwAcAAcADQD4/wcA9f8LAPr/DgAAAAkA/f8GAPf/AgDh//r/6f/6/+f////s//n/4P/s/9j/4P/V/+f/1v/m/9z//P/k//j/6v////f/AwDo/woABwARAAAAHQAVACkAGgAsABcAHwANACMAGgAiAAcAIwAJABkA/f8PAAoAEQD+/x0ACQAdAAQAGAATAB4ACwAhAAgADwD//wQA8/8FAPb/AwDw/wMA/f8JAPn/DQD4/xMAAwATAAkAGwAJABMA+P8RAP3/CADy//3/8/8DAO3/AADp/+3/2v/p/9//5v/N/+f/0v/j/9L/5v/b/+v/1P/0/+D/8P/j//f/6f/7/+r/AwD1/wUA9/8IAAcAGgAAAB0ABAAUAAQAEAAAAA4A9/8FAPj/AwDx//v/8/8DAOr/AQDq//v/8v8BAPD//f/m/wcA+f8LAPn/DgAGACEACgAdABMAGQAMABUAEQAXAAkALAAEABYAAAAVAAUACwD0/wwA+P8EAPr/DAD4/w8A+P8MAAMACwAGABMA/P8NAOr//f/0//v/8f8BAPT/BwDp/wEA8f8AAPP/AQDy/wcA7/8EAPr/BQABAAoA/v8SAPb/DwD8/wgA+v8LAPf/DwD4/xAAAwALAP3/CwAAAA4A9P8OAPv/AwD3/wYA9P8GAPX/DwAAAAsACAAWAAgAGgD+/xQA//8JAPn/BwDw/wMA7v8CAPL//P/t//n/7f/7/9z/9f/n//b/4//5/+n/+v/h/+7/2//k/9v/6//a/+v/3f/8/+X/9v/p//z/7//+/+D/AAD+/wgA+P8TAAoAIAANAB4ADQAXAAQAGwAUABwABAAeAAMAFAD3/wkABAAPAAEAHwAJAB4ABwAYABEAIQALACEACQATAAIADgD//w8A//8JAPj/BwABAA4A/P8NAPz/FAD+/w4AAAAQAAEADwD0/wwA+v8GAPD//P/v/wEA6v8AAOj/7//d/+3/4P/o/9P/5v/U/+P/1P/o/97/7f/X//j/4v/2/+r////w/wUA8P8FAP3/DQD//xAACwAgAAsAIwALABwADwAaAAwAHAAEABwACgAbAAYAEQADABMA9v8HAPT/9//s////6v/2/9v/+v/j/+7/5P/2/+X/+//j//b/8f8AAPD///8AAA8ABAAmAAMAGQD+/xUAEAASAP7/GwAAAAkA/f8QAPz/EAD8/w0A/f8IAPz/CQD7/wgA8f8CAPb////6/wwA/P8JAPH/EwD+/xYABwAYAAYAGgD9/wkAAgADAPr/CQD3/wUA7P8IAPH/+P/s/wMA9/8BAOn/BQD8/wkA9v8LAAIADwD5/xkA//8LAPv/CQD4/wYA8f8GAP3/AAD2/w8AAAAJAP3/FwD1/wAA/P8GAPP////n/wMA9f8CAOX//f/t//3/7/8AAO3/AQD1/wMAAAAKAOv/BQD2/wIA7v8AAO7/AgDv/wgA+v8EAPj/DQADABYADQAfAAQAFAALABYABwAUAAEAIwAOACkAEQAmABIAHAD8/wwACwAGAAQAGAD5/xAA8P8AAPf//v/z/wkAAQAQAO//AwD6/wYA9v8DAPP/BADv/wUA6v/7/+D/7P/c/+z/1v/s/9//6P/h//3/8P/+/+z/CAD3/wgA/v8MAAAAEAD6/wkA+v8KAPL//P/u//7/6/8DAOz/BAD2/wQA+P8GAOf//P/r//b/5v/+//D//f/0/wwA9v8FAPv/CAACABEA+f8fAA8AJgASACQAFgAtABsAKAAcACMADQAcABsAIQADABkA+P8EAOz/8v/e/+H/1f/4/9z/+P/X/+v/5/8FAPb/AQD5/wUA9/8DAP//AgD8/xMA8P8IAPz/CgD0/wEA8/8DAO7/CgD4/wUA9P8NAPX/BgAHABYAEAAgAAgAHAD2/wkAAwANAAAAEQAAABkAAgANAP3/BQDu/wAA+v8GAPD/DAD0/wgA8v/9//L////m//3/+P8OAPf/BADz/xAA/v8MAPz/DAD+/wkA/f8IAPT/DAD5/wcA+P8MAPr/AwD6/xMAAAASAAQACgD9/w0A7/////L/BADt//7/5v8BAPv/DQD//xIACAATAAoAFADu/wsA/f8JAOz/BwD0//z/6v/y/+D/6f/m//X/5f/1/+n/BgDr/wMA7v/+//D/+v/b/wAAAgAOAPP/EAAKABwAFAAfAAoAFgAAABsAGAAdAAkAIwAFABgA7f////7/AAD2/xMAAAAZAP3/EQAJABUACAAcAAEADgD+/wAA6P/3/+T/5P/P/+T/3v/v/+D/8v/h//r/5//7/+n/+v/t//v/4/8AAPb/CQDw/wAA+v8NAPf/DwD7/wUA8/8EAPz/BADy/wMA8/8EAO//AAD6/wIA8v8QAPX/CQD6/wsA+P8JAPL/CAAGABQA//8QAAsAHwAHAB0ABwAaAA4AGAAMABcA//8UAAAAFAD8/wYA+/8MAPT/BgD7//7/7/8BAPD/+P/d/wEA6//7//P/CQD7/w4A+/8OAAkAGgAEABUAGgAmABwAQQAfADMADwAjAB0AEQD8/xsA+v8BAO7/AwDs//3/7P/8/+j/8//k//L/5f/y/9r/5//f/+7/7P/7/+f/7//T//3/7P8KAPr/DQD+/xIA8//8//j/+P/0/wcA9v8GAO3/DAD2////9f8PAAYADgDz/xIAEgAhAAkAHAAWACMACAAoAAwAGAADABAA/P8AAOf/+v/u//L/5f8AAPX/AADz/w8A8P/+//n/CgD4//7/6/8KAAAADwD0/wgA+/8IAPn/CAD5/wsA+v8IAAUADgDs/wgA9/8AAOL/8P/d//H/2P/r/97/7P/c/+//4f/1//H/AADj//j/7P/z/+P/8//k/wcA9/8aAAUAHwAOABwA/P8IAA4ADgASACcACQAlAAgAHAAVACIAGQAuACUAOQAUADAAKgAzAB8AJQAPAB8AAwAWAPf/AADi/+j/1P/c/73/yv+4/7r/sf/N/73/zf+9/+H/1f/u/+b/9f/u/wUA8f8HAAEAFwADAA4ABAAbAAcAHwAKACAAEgAjABUAJQAGABoABwARAP//DwD+/wcA9/8OAPr/CAD8/wYA/v8NAPH/EwACABYAAgARAAcAHgANABkACwASAP//CwAIABQA+/8WAPr/DgD6/wAA8f/3/+P/CQDw/w0A9v8KAAQAHgALABcADgAYAAUADQAHAAYAAQAhAPT/BADt//f/3v/s/9//8P/b//j/6//5/+n/BwDt//T/8/8GAAIAFAD8/xEA5v/3//f/BwD+/woA+P8NAPD/AADy//3/6f/y/+X/+f/k/wEA9P8NAP7/AAD6/xMA+/8RAAoAIAALACAACgAlAAwAFgAIABYACAAQAP7/BwDr/wAA6//4/+f/+P/j//T/7P8BAPX/BAD9//7/7f8CAOT/8v/i//j/4f/2/+X/BQD0/wIA/f8TAAsAGQAUAB8A/P8ZAAwAIAAJAB0ABgASAP7/DwD+/wYAAgAOAP3/DwABABsAAwASAPr/BQD2//j/1//7//n/AADn/wMA/P8MAPv/AADp//j/4v/7//z//f/m/wgA6v/8/8z/4f/o/+X/4P8JAPj/EwDv/wQAAwAQAAwAHAD//wsA9v/7/+n/+P/q/+b/xP/d/9r/7v/a/+X/1//4/+X/9f/b/+3/4v/z/9n/7f/n/wYA6v/9//r/DwD+/xAABAAZAA0AHgAPABcAAAAWAAsAFwD1/wAA+f8LAPj/EQD2/wgA/P8IAPn/DwADABcACwAiABQAJwAgADIAEwAyACUAOQAqADIAHwAiAAwAIAAJAA4A8P/8//P/AgDz/wMA5P/z//L/AwDy//v/4f8BAPn/EAD+/xQADQAeAAAAFAAZACoADgAlACgAHAAPADUACAAUAOb/9f/w/+v/6P8KAOj/9f/g/+n/2P/4/+v/8//4/xMACQAZAAAAHAABAAEA+/8TAAkAFgD+/w8A5//2//P/CQD+/w0A/v8bAPz/9v/4/xkADwACAPD/CgD3/xQAAwANAOj//f/r/w0A+f8DAPz/AQDn/wAA/v8IANn/6v/c/+b/5f8AAOP/6v/l/wgABwAZABMACAAFAC8AFQAgAAIAEwAAABcAAAAVAPz/AgAEABoABwAaAB4AJQD5/xMACwAlAA0AGAD3/wAA8v8FAPH/9//o//H/6P/3/+7/BwDr//7/7P/5/+v/5f++//X/9f/5/9P/8//m/wIA7P/Y/9T/1v/H/9n/8v8EAO3/GgDw/wAAyP/j//L/4f/R/wUA9f8NAOj/CQAQABoAGAAfAP//DAAEABYACQAQABILine truncated
|
||||
" Your browser does not support the audio element.\n",
|
||||
" </audio>\n",
|
||||
" "
|
||||
],
|
||||
"text/plain": [
|
||||
"<IPython.lib.display.Audio object>"
|
||||
]
|
||||
},
|
||||
"metadata": {},
|
||||
"output_type": "display_data"
|
||||
},
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
" > Text splitted to sentences.\n",
|
||||
"['我要盖被子，好尴尬！']\n",
|
||||
" > Processing time: 1.5188167095184326\n",
|
||||
" > Real-time factor: 0.6257456734843319\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"data": {
|
||||
"text/html": [
|
||||
"\n",
|
||||
" <audio controls=\"controls\" >\n",
|
||||
" <source src=\"data:audio/wav;base64,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 truncated
|
||||
" Your browser does not support the audio element.\n",
|
||||
" </audio>\n",
|
||||
" "
|
||||
],
|
||||
"text/plain": [
|
||||
"<IPython.lib.display.Audio object>"
|
||||
]
|
||||
},
|
||||
"metadata": {},
|
||||
"output_type": "display_data"
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"for sentence in sentences:\n",
|
||||
" wav = synthesizer.tts(sentence)\n",
|
||||
" IPython.display.display(IPython.display.Audio(wav, rate=sample_rate)) \n",
|
||||
" "
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 17,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
" > Text splitted to sentences.\n",
|
||||
"['我喜欢听人工智能的博客。']\n",
|
||||
" > Processing time: 2.114016056060791\n",
|
||||
" > Real-time factor: 0.643271887228699\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"data": {
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|
||||
" Your browser does not support the audio element.\n",
|
||||
" </audio>\n",
|
||||
" "
|
||||
],
|
||||
"text/plain": [
|
||||
"<IPython.lib.display.Audio object>"
|
||||
]
|
||||
},
|
||||
"metadata": {},
|
||||
"output_type": "display_data"
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"# you can also play with Global Style Token (GST) by feeding a \n",
|
||||
"# ... wav_style parameter to the tts method\n",
|
||||
"\n",
|
||||
"style_wav = {\"2\": 0.2}\n",
|
||||
"\n",
|
||||
"wav = synthesizer.tts(sentences[1], style_wav=style_wav)\n",
|
||||
"IPython.display.display(IPython.display.Audio(wav, rate=sample_rate)) "
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 18,
|
||||
"metadata": {},
|
||||
"outputs": [
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
" > Text splitted to sentences.\n",
|
||||
"['我喜欢听人工智能的博客。']\n",
|
||||
" > Processing time: 1.5687272548675537\n",
|
||||
" > Real-time factor: 0.6401842606201799\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"data": {
|
||||
"text/html": [
|
||||
"\n",
|
||||
" <audio controls=\"controls\" >\n",
|
||||
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|
||||
" Your browser does not support the audio element.\n",
|
||||
" </audio>\n",
|
||||
" "
|
||||
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||||
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||||
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||||
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|
||||
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|
||||
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|
||||
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|
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|
||||
]
|
||||
},
|
||||
"metadata": {},
|
||||
"output_type": "display_data"
|
||||
},
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
" > Text splitted to sentences.\n",
|
||||
"['我喜欢听人工智能的博客。']\n",
|
||||
" > Processing time: 2.024374485015869\n",
|
||||
" > Real-time factor: 0.6782983435843654\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"data": {
|
||||
"text/html": [
|
||||
"\n",
|
||||
" <audio controls=\"controls\" >\n",
|
||||
" <source src=\"data:audio/wav;base64,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 truncated
|
||||
" Your browser does not support the audio element.\n",
|
||||
" </audio>\n",
|
||||
" "
|
||||
],
|
||||
"text/plain": [
|
||||
"<IPython.lib.display.Audio object>"
|
||||
]
|
||||
},
|
||||
"metadata": {},
|
||||
"output_type": "display_data"
|
||||
},
|
||||
{
|
||||
"name": "stdout",
|
||||
"output_type": "stream",
|
||||
"text": [
|
||||
" > Text splitted to sentences.\n",
|
||||
"['我喜欢听人工智能的博客。']\n",
|
||||
" > Processing time: 2.4434399604797363\n",
|
||||
" > Real-time factor: 0.7435119663360867\n"
|
||||
]
|
||||
},
|
||||
{
|
||||
"data": {
|
||||
"text/html": [
|
||||
"\n",
|
||||
" <audio controls=\"controls\" >\n",
|
||||
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|
||||
" Your browser does not support the audio element.\n",
|
||||
" </audio>\n",
|
||||
" "
|
||||
],
|
||||
"text/plain": [
|
||||
"<IPython.lib.display.Audio object>"
|
||||
]
|
||||
},
|
||||
"metadata": {},
|
||||
"output_type": "display_data"
|
||||
}
|
||||
],
|
||||
"source": [
|
||||
"# On this model specifically, we can observe that the GSToken \"2\" is responsible for speech speed\n",
|
||||
"# You can listen to these 5 different samples, the flow is slower and slower as the value is higher\n",
|
||||
"for value in [-0.2, -0.1, 0, 0.1, 0.2]:\n",
|
||||
" style_wav = {\"2\": value}\n",
|
||||
" wav = synthesizer.tts(sentences[1], style_wav=style_wav)\n",
|
||||
" IPython.display.display(IPython.display.Audio(wav, rate=sample_rate)) "
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": []
|
||||
}
|
||||
],
|
||||
"metadata": {
|
||||
"accelerator": "GPU",
|
||||
"colab": {
|
||||
"collapsed_sections": [],
|
||||
"name": "DDC-TTS_and_MultiBand-MelGAN_Example.ipynb",
|
||||
"provenance": [],
|
||||
"toc_visible": true
|
||||
},
|
||||
"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": "3.7.9"
|
||||
}
|
||||
},
|
||||
"nbformat": 4,
|
||||
"nbformat_minor": 4
|
||||
}
|
||||
Reference in new issue
Block a user