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Neural_network_based_singing_voice_synthesis_demo_using_kiritan_singing_database_(Japanese)
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Neural network-based singing voice synthesis demo using kiritan_singing database (Japanese)\n",
"\n",
"This is a demo of a singing voice synthesis system trained on the [kiritan_singing database (*Japanese*)](https://zunko.jp/kiridev/login.php). Given a musicxml file, the system generates waveform.\n",
"\n",
"All the models were trained using https://github.com/r9y9/nnsvs/. Recipes to reproduce experiments are included in the repository: https://github.com/r9y9/nnsvs/tree/master/egs/kiritan_singing.\n",
"\n",
"Estimate time to run: 5 mins.\n",
"\n",
"\n",
"## Notice\n",
"\n",
"This is an alpha version of demo and singing voice quality is not very high (this is expected). Major updates and improvements are comming soon. More details on this project can be found at https://github.com/r9y9/nnsvs/issues/1."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"source": [
"%pylab inline\n",
"rcParams[\"figure.figsize\"] = (16,5)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import hydra\n",
"from omegaconf import DictConfig, OmegaConf\n",
"import numpy as np\n",
"import joblib\n",
"import torch\n",
"from os.path import join, basename, exists\n",
"import os\n",
"import pysptk\n",
"import pyworld\n",
"import librosa\n",
"import librosa.display\n",
"import IPython\n",
"from IPython.display import Audio\n",
"from nnmnkwii.io import hts\n",
"from nnmnkwii import paramgen\n",
"from nnmnkwii.preprocessing.f0 import interp1d\n",
"from nnmnkwii.frontend import merlin as fe\n",
"\n",
"from nnsvs.multistream import multi_stream_mlpg, split_streams\n",
"from nnsvs.gen import (\n",
" predict_timelag, predict_duration, predict_acoustic, postprocess_duration,\n",
" gen_waveform, get_windows)\n",
"from nnsvs.frontend.ja import xml2lab\n",
"from nnsvs.gen import _midi_to_hz"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"sample_rate = 48000\n",
"frame_period = 5\n",
"fftlen = pyworld.get_cheaptrick_fft_size(sample_rate)\n",
"alpha = pysptk.util.mcepalpha(sample_rate)\n",
"hop_length = int(0.001 * frame_period * sample_rate)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Setup models"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"model_dir = \"./20200502_kiritan_singing-00-svs-world/\""
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"use_cuda = False\n",
"if use_cuda and torch.cuda.is_available():\n",
" device = torch.device(\"cuda\")\n",
"else:\n",
" device = torch.device(\"cpu\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Time-lag model"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"timelag_config = OmegaConf.load(join(model_dir, \"timelag\", \"model.yaml\"))\n",
"timelag_model = hydra.utils.instantiate(timelag_config.netG).to(device)\n",
"checkpoint = torch.load(join(model_dir, \"timelag\", \"latest.pth\"), map_location=lambda storage, loc: storage)\n",
"timelag_model.load_state_dict(checkpoint[\"state_dict\"])\n",
"timelag_in_scaler = joblib.load(join(model_dir, \"in_timelag_scaler.joblib\"))\n",
"timelag_out_scaler = joblib.load(join(model_dir, \"out_timelag_scaler.joblib\"))\n",
"timelag_model.eval();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Duration model"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"duration_config = OmegaConf.load(join(model_dir, \"duration\", \"model.yaml\"))\n",
"duration_model = hydra.utils.instantiate(duration_config.netG).to(device)\n",
"checkpoint = torch.load(join(model_dir, \"duration\", \"latest.pth\"), map_location=lambda storage, loc: storage)\n",
"duration_model.load_state_dict(checkpoint[\"state_dict\"])\n",
"duration_in_scaler = joblib.load(join(model_dir, \"in_duration_scaler.joblib\"))\n",
"duration_out_scaler = joblib.load(join(model_dir, \"out_duration_scaler.joblib\"))\n",
"duration_model.eval();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Acoustic model"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"acoustic_config = OmegaConf.load(join(model_dir, \"acoustic\", \"model.yaml\"))\n",
"acoustic_model = hydra.utils.instantiate(acoustic_config.netG).to(device)\n",
"checkpoint = torch.load(join(model_dir, \"acoustic\", \"latest.pth\"), map_location=lambda storage, loc: storage)\n",
"acoustic_model.load_state_dict(checkpoint[\"state_dict\"])\n",
"acoustic_in_scaler = joblib.load(join(model_dir, \"in_acoustic_scaler.joblib\"))\n",
"acoustic_out_scaler = joblib.load(join(model_dir, \"out_acoustic_scaler.joblib\"))\n",
"acoustic_model.eval();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Synthesis"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Choose your favorite musicxml file\n",
"# NOTE: 01.xml and 02.xml were not included in the training data\n",
"# 03.xml - 37.xml were used for training.\n",
"labels = xml2lab(\"/home/ryuichi/sp/kiritan_singing/musicxml/01.xml\").round_()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"question_path = join(model_dir, \"jp_qst001_nnsvs.hed\")\n",
"binary_dict, continuous_dict = hts.load_question_set(question_path, append_hat_for_LL=False)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# pitch indices in the input features\n",
"pitch_idx = len(binary_dict) + 1\n",
"pitch_indices = np.arange(len(binary_dict), len(binary_dict)+3)\n",
"log_f0_conditioning = True"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Predict time-lag"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(241, 1)"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"lag = predict_timelag(device, labels, timelag_model, timelag_in_scaler,\n",
" timelag_out_scaler, binary_dict, continuous_dict, pitch_indices,\n",
" log_f0_conditioning)\n",
"lag.shape"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
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MwaXHTS/14RAEQRBlyObNm3HUUUeV+jBKTiQSgdfrhc/nw/Lly3HDDTekVeja29tx7bXX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\nAAAA9AUCXAAAAABAX/h/BrfaCKFES5kAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 1152x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot(lag / 50000, label=\"Timelag (in frames) for note onsets\", linewidth=2)\n",
"xlabel(\"Time index in musical note\")\n",
"ylabel(\"Timelag\")\n",
"legend();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Predict phoneme durations"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(449, 1)"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"durations = predict_duration(device, labels, duration_model,\n",
" duration_in_scaler, duration_out_scaler, lag, binary_dict, continuous_dict,\n",
" pitch_indices, log_f0_conditioning)\n",
"durations.shape"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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RERFZjYFtBzs0UsL8WXk4IiyRJEqRCWy5xpaIiIjITgxsO9jAaBnzZxXgOtzuhyhN3O6H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f3w1SfPQNWAu/aPI5Uvs+8Kuu3Y0Ezud/7Z5I/FU8XYNngc7J5Y1eA2FSEi3PHwz9Wlq0hBdCCa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\n",
"text/plain": [
"<Figure size 1152x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot(durations, label=\"Phoneme durations in frames\")\n",
"xlabel(\"Time index in phone\")\n",
"ylabel(\"Duration\")\n",
"legend();"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Normalize phoneme durations to satisfy constraints by the musical score\n",
"duration_modified_labels = postprocess_duration(labels, durations, lag)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Predict acoustic features"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(24602, 199)"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"acoustic_features = predict_acoustic(device, duration_modified_labels, acoustic_model,\n",
" acoustic_in_scaler, acoustic_out_scaler, binary_dict, continuous_dict,\n",
" \"coarse_coding\", pitch_indices, log_f0_conditioning)\n",
"acoustic_features.shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Visualize acoustic features\n",
"\n",
"Before generating a wavefrom, let's visualize acoustic features to understand how the acoustic model works. Since acoustic features contain multiple differnt features (*multi-stream*, e.g., mgc, lf0, vuv and bap), let us first split acoustic features."
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"([180, 3, 1, 15], [True, True, False, True])"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"stream_sizes = acoustic_config.stream_sizes\n",
"has_dynamic_features = acoustic_config.has_dynamic_features\n",
"# (mgc, lf0, vuv, bap) with delta and delta-delta except for vuv\n",
"stream_sizes, has_dynamic_features"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"feats = multi_stream_mlpg(\n",
" acoustic_features, acoustic_out_scaler.var_, get_windows(3), stream_sizes,\n",
" has_dynamic_features)\n",
"# get static features\n",
"mgc, diff_lf0, vuv, bap = split_streams(feats, [60, 1, 1, 5])"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"#### Visualize F0"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"# relative f0 -> absolute f0\n",
"# need to extract pitch sequence from the musical score\n",
"linguistic_features = fe.linguistic_features(duration_modified_labels,\n",
" binary_dict, continuous_dict,\n",
" add_frame_features=True,\n",
" subphone_features=\"coarse_coding\")\n",
"f0_score = _midi_to_hz(linguistic_features, pitch_idx, False)[:, None]\n",
"lf0_score = f0_score.copy()\n",
"nonzero_indices = np.nonzero(lf0_score)\n",
"lf0_score[nonzero_indices] = np.log(f0_score[nonzero_indices])\n",
"lf0_score = interp1d(lf0_score, kind=\"slinear\")\n",
"\n",
"f0 = diff_lf0 + lf0_score\n",
"f0[vuv < 0.5] = 0\n",
"f0[np.nonzero(f0)] = np.exp(f0[np.nonzero(f0)])"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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sWtv2ZjkBdNhzthCzRWV7agHlNSb8DXLaIoQniYuLIz09nby8vLZXFn2et7c3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\nZq12oZ8AAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 1152x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot(f0[-2500:, :], linewidth=2, label=\"F0 contour (in Hz)\")\n",
"plot((vuv[-2500:, :] > 0.5)*100, linewidth=2, label=\"Voiced/unvoiced flag\")\n",
"legend()\n",
"xlabel(\"Frame\")\n",
"ylabel(\"F0 (in Hz)\");"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Visualize spectrogram"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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RyIReZdWGEpxcBsvhMFtQGY0K3JNKMzK88EYrg9gMjM+QKEVj8aAT1nLBc8sK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TuXlXkQcD3Yg4OtLwpMdT2djb+s75lmS0dkuVGPAK7b3jtV5RxfV9K+Kqiusa9EL4+s6FaeBnDj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Qlnx2tphIfJEDI0WcB+RlXzOVVehzTZy4aaOWtZmVZ7ViACbOtJIstCmIIsWn/83l5HHv82oB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nhQ432U8h6bJtk7lQ6IlXgqKzCt9ph+6X5LQ9KvmQekypRM/JtZM+vACzvX2WloORfY2l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\nRU5ErkJggg==\n",
"text/plain": [
"<Figure size 1152x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Trim and visualize (to save memory and time)\n",
"logsp = np.log(pysptk.mc2sp(mgc[-2500:, :], alpha=alpha, fftlen=fftlen))\n",
"librosa.display.specshow(logsp.T, sr=sample_rate, hop_length=hop_length, x_axis=\"time\", y_axis=\"linear\", cmap=\"jet\");"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Visualize aperiodicity"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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997oUcOTBnzGPY/48chS+NvBY2SDGfjn4mQ4oe1B2Ffin9vCZ9XSt2sF6eA4x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vYkn2dK2P5KwZZZeJ04ArwChrXuM93bwf4yF1mkuEpTW4U5PlAnBLLe/5kSiu/jvMjaCxUVWMbY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WQgoxwzX3ZM0kz8QTLoba/mu1pxUqjLTJ2FrdKYyLjsmWa9W2ast3wUNiNob3TGDFfc4qotjK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\nP2QIiPeQIt4NAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 1152x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"aperiodicity = pyworld.decode_aperiodicity(bap[-2500:, :].astype(np.float64), sample_rate, fftlen)\n",
"librosa.display.specshow(aperiodicity.T, sr=sample_rate, hop_length=hop_length, x_axis=\"time\", y_axis=\"linear\", cmap=\"jet\");"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Generate waveform\n",
"\n",
"Finally, let's generate waveform and listen to the sample."
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"generated_waveform = gen_waveform(\n",
" duration_modified_labels, acoustic_features, acoustic_out_scaler,\n",
" binary_dict, continuous_dict, acoustic_config.stream_sizes,\n",
" acoustic_config.has_dynamic_features,\n",
" \"coarse_coding\", log_f0_conditioning,\n",
" pitch_idx, num_windows=3,\n",
" post_filter=True, sample_rate=sample_rate, frame_period=frame_period,\n",
" relative_f0=True)\n",
"\n",
"# trim trailing/leading silences for covenience\n",
"generated_waveform = librosa.effects.trim(generated_waveform)[0]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Listen to the generated sample"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" <audio controls=\"controls\" >\n",
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