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{
"cells": [
{
"cell_type": "markdown",
"id": "fd8d7380",
"metadata": {},
"source": [
"# Training script for Sinusoidal Frequency Estimation by Gradient Descent\n",
"\n",
"下記の論文に関する実装を元にした、複素正弦波の和によって音声波形を近似するデモンストレーション。\n",
"近似対象は音声全体。\n",
"\n",
"Ben Hayes, Charalampos Saitis, György Fazekas, \n",
"\"Sinusoidal Frequency Estimation by Gradient Descent,\"\n",
"https://arxiv.org/abs/2210.14476\n",
"\n",
"以下のモデル訓練のスクリプトで使われたconfigファイルは以下のURLより。\n",
"\n",
"https://nbviewer.org/gist/tam17aki/ec3dcbd8f82214c8933b37f3b0d7e549"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "4e0a17c4",
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"\n",
"import librosa\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import soundfile as sf\n",
"import torch\n",
"from hydra import compose, initialize\n",
"from progressbar import progressbar\n",
"from torch import nn\n",
"from IPython.display import Audio"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "4ec68aef",
"metadata": {},
"outputs": [],
"source": [
"class SFE(nn.Module):\n",
" \"\"\"Sinusoidal Frequency Estimation (SFE) class.\"\"\"\n",
"\n",
" def __init__(self, batch_size, cfg, device):\n",
" \"\"\"Initialize class.\"\"\"\n",
" super().__init__()\n",
" n_sines = cfg.model.n_sines\n",
" init_freq = torch.rand(batch_size, n_sines, 1) * torch.pi\n",
" init_phase = torch.rand(batch_size, n_sines, 1) * torch.pi\n",
" self._omega = nn.Parameter(torch.exp(init_freq * 1.0j))\n",
" self._phi = nn.Parameter(torch.exp(init_phase * 1.0j))\n",
" self.n_sines = n_sines\n",
" self.arr_n = torch.arange(cfg.feature.frame_length).to(device)\n",
" self.criterion = nn.MSELoss()\n",
" self.config = cfg\n",
"\n",
" def forward(self):\n",
" \"\"\"Perform forward propagation.\"\"\"\n",
" mag = self._omega.abs().pow(self.arr_n) * self._phi.abs()\n",
" sinusoid = torch.cos(self._omega.angle() * self.arr_n + self._phi.angle())\n",
" estimated = mag * sinusoid\n",
" estimated = torch.sum(estimated, dim=1) # [B, T]\n",
" return estimated\n",
"\n",
" def get_loss(self, target):\n",
" \"\"\"Return MSE loss.\"\"\"\n",
" estimated_sinusoid = self.forward()\n",
" loss = self.criterion(estimated_sinusoid, target)\n",
" return loss\n",
"\n",
" @property\n",
" def omega(self):\n",
" \"\"\"Get omega.\"\"\"\n",
" return self._omega\n",
"\n",
" @property\n",
" def phi(self):\n",
" \"\"\"Get phi.\"\"\"\n",
" return self._phi"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "dcae04bd",
"metadata": {},
"outputs": [],
"source": [
"# 訓練ループを回す\n",
"def training_loop(target, model, cfg):\n",
" \"\"\"Perform training loop.\"\"\"\n",
" optimizer = torch.optim.Adam(\n",
" [model.omega, model.phi], lr=cfg.training.learning_rate\n",
" )\n",
" train_loss = 0.0\n",
" for _ in progressbar(range(1, cfg.training.n_epochs)):\n",
" optimizer.zero_grad()\n",
" loss = model.get_loss(target)\n",
" loss.backward()\n",
" optimizer.step()\n",
" train_loss += loss.item()\n",
"\n",
" train_loss /= cfg.training.n_epochs\n",
" print(f\"Loss: {train_loss}\")"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "6d0a589c",
"metadata": {},
"outputs": [],
"source": [
"def main(wav_file, cfg):\n",
" \"\"\"Perform model training.\"\"\"\n",
" device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n",
"\n",
" # load target waveform\n",
" wav_file = os.path.join(os.path.join(cfg.SFE.root_dir, cfg.SFE.data_dir), wav_file)\n",
" audio, sample_rate = librosa.load(wav_file, sr=cfg.feature.sample_rate)\n",
" frames = librosa.util.frame(\n",
" audio, frame_length=cfg.feature.frame_length, hop_length=cfg.feature.hop_length\n",
" ).T\n",
" target = torch.from_numpy(frames.astype(np.float32)).clone().to(device)\n",
"\n",
" # split target into batches\n",
" target_batch = torch.split(target, cfg.training.n_batchs)\n",
"\n",
" # perform training\n",
" output = []\n",
" for tgt in target_batch:\n",
" model = SFE(tgt.shape[0], cfg, device).to(device)\n",
" training_loop(tgt, model, cfg)\n",
" estimated = model.forward()\n",
" estimated = estimated.to(\"cpu\").detach().numpy().copy()\n",
" estimated = estimated.reshape(-1, 1).squeeze()\n",
" output.append(estimated)\n",
" del model\n",
" output = np.array(np.concatenate(output))\n",
" \n",
" return audio, output"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "09bef9c5",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"100% (99999 of 99999) |##################| Elapsed Time: 0:08:16 Time: 0:08:16\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Loss: 0.8880804232813125\n"
]
}
],
"source": [
"with initialize(version_base=None, config_path=\".\"):\n",
" config = compose(config_name=\"config\")\n",
"\n",
"audio, estimated = main(config.demo.in_wav, config)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "ed34aa5e",
"metadata": {},
"outputs": [
{
"data": {
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\" type=\"audio/wav\" />\n",
" Your browser does not support the audio element.\n",
" </audio>\n",
" "
],
"text/plain": [
"<IPython.lib.display.Audio object>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# オリジナル\n",
"Audio(audio, rate=config.feature.sample_rate) "
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "9322b960",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" <audio controls=\"controls\" >\n",
" <source 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\" type=\"audio/wav\" />\n",
" Your browser does not support the audio element.\n",
" </audio>\n",
" "
],
"text/plain": [
"<IPython.lib.display.Audio object>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 推定結果\n",
"Audio(estimated, rate=config.feature.sample_rate) "
]
}
],
"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": "3.10.6"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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