Skip to content

Instantly share code, notes, and snippets.

@yoshipon
Created December 9, 2023 07:18
Show Gist options
  • Save yoshipon/145767a5af9ea67457166e584d633130 to your computer and use it in GitHub Desktop.
Save yoshipon/145767a5af9ea67457166e584d633130 to your computer and use it in GitHub Desktop.
局所ガウスモデルとはなんぞや? https://zenn.dev/yoshipon/articles/22e39bd4396312
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "36f3e1f6",
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"import torch\n",
"import torchaudio"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "64160dda",
"metadata": {},
"outputs": [],
"source": [
"torch.set_default_dtype(torch.float64)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "2e9326a4",
"metadata": {},
"outputs": [],
"source": [
"def multivariate_normal(cov):\n",
" x = torch.randn([cov.shape[0]], dtype=cov.dtype)\n",
" return torch.linalg.cholesky(cov) @ x"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "96588526",
"metadata": {},
"outputs": [],
"source": [
"def standardize(x):\n",
" x = x - x.mean()\n",
" return x / x.square().mean().sqrt()"
]
},
{
"cell_type": "markdown",
"id": "2647b31c",
"metadata": {},
"source": [
"# モノラル時間波形のガウス過程表現"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "a82df543",
"metadata": {},
"outputs": [],
"source": [
"t = torch.arange(0, 1024)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "fec4d7c3",
"metadata": {},
"outputs": [],
"source": [
"R = torch.exp(-torch.sin(torch.pi * (1 / 200) * (t[None, :] - t[:, None])).abs() ** 2) + 1e-8 * torch.eye(t.shape[0])"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "fd573f04",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 400x600 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"torch.manual_seed(1)\n",
"\n",
"fig, axs = plt.subplots(2, 1, figsize=[4, 6], height_ratios=[4, 0.8], sharex=True)\n",
"\n",
"axs[0].set_title(\"R\")\n",
"pcm = axs[0].imshow(R, vmin=-1, vmax=1)\n",
"fig.colorbar(pcm, ax=axs[0], shrink=0.6, location=\"bottom\", pad=0.05)\n",
"\n",
"axs[1].set_title(\"y\")\n",
"for ii in range(3):\n",
" y = multivariate_normal(R)\n",
"\n",
" axs[1].plot(y)\n",
"\n",
"axs[1].set_ylim(-3, 3)\n",
"\n",
"\n",
"fig.tight_layout(pad=0.1)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "231bf61a",
"metadata": {},
"outputs": [],
"source": [
"R = torch.cos(2 * torch.pi * (1 / 200) * (t[None, :] - t[:, None])) + 1e-8 * torch.eye(t.shape[0])"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "df926988",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 400x600 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"torch.manual_seed(0)\n",
"\n",
"fig, axs = plt.subplots(2, 1, figsize=[4, 6], height_ratios=[4, 0.8], sharex=True)\n",
"\n",
"axs[0].set_title(\"R\")\n",
"pcm = axs[0].imshow(R, vmin=-1, vmax=1)\n",
"fig.colorbar(pcm, ax=axs[0], shrink=0.6, location=\"bottom\", pad=0.05)\n",
"\n",
"axs[1].set_title(\"y\")\n",
"for ii in range(3):\n",
" y = multivariate_normal(R)\n",
"\n",
" axs[1].plot(y)\n",
"\n",
"axs[1].set_ylim(-3, 3)\n",
"\n",
"\n",
"fig.tight_layout(pad=0.1)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "b0c971f0",
"metadata": {},
"outputs": [],
"source": [
"dataset = torchaudio.datasets.SPEECHCOMMANDS(\"./\", download=True)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "8623893d",
"metadata": {},
"outputs": [],
"source": [
"y_ = standardize(dataset[0][0].squeeze(0)[11000:][:4096].to(torch.float64))"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "62aedef5",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(0.0, 4096.0)"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 400x100 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1, 1, figsize=[4, 1])\n",
"\n",
"ax.set_title(\"y'\")\n",
"ax.plot(y_.cpu().numpy())\n",
"\n",
"ax.set_ylim(-6, 6)\n",
"ax.set_xlim(0, 4096)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "a6c2ca84",
"metadata": {},
"outputs": [],
"source": [
"R = torch.einsum(\"i,j->ij\", y_, y_) + 1e-8 * torch.eye(y_.shape[0])"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "dbd03b4e",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 400x600 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"torch.manual_seed(0)\n",
"\n",
"fig, axs = plt.subplots(2, 1, figsize=[4, 6], height_ratios=[4, 0.8], sharex=True)\n",
"\n",
"axs[0].set_title(\"R\")\n",
"pcm = axs[0].imshow(R, vmin=-1, vmax=1)\n",
"fig.colorbar(pcm, ax=axs[0], shrink=0.6, location=\"bottom\", pad=0.05)\n",
"\n",
"axs[1].set_title(\"y\")\n",
"for ii in range(3):\n",
" y = multivariate_normal(R)\n",
"\n",
" axs[1].plot(y)\n",
"\n",
"fig.tight_layout(pad=0.1)"
]
},
{
"cell_type": "markdown",
"id": "8e918795",
"metadata": {},
"source": [
"# Wiener Filtering is All You Need"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "32267061",
"metadata": {},
"outputs": [],
"source": [
"y1 = standardize(dataset[0][0].squeeze(0)[11000:][:4096].to(torch.float64))\n",
"y2 = standardize(dataset[4][0].squeeze(0)[7000:][:4096].to(torch.float64))\n",
"y = y1 + y2"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "1db9f7f1",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 400x400 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, axs = plt.subplots(3, 1, figsize=[4, 4], sharex=True, sharey=True)\n",
"\n",
"axs[0].set_title(\"y1\")\n",
"axs[0].plot(y1)\n",
"\n",
"axs[1].set_title(\"y2\")\n",
"axs[1].plot(y2)\n",
"\n",
"axs[2].set_title(\"y\")\n",
"axs[2].plot(y)\n",
"\n",
"axs[0].set_xlim(0, 4096)\n",
"\n",
"fig.tight_layout(pad=0.1)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "7d8c96d6",
"metadata": {},
"outputs": [],
"source": [
"R1 = torch.einsum(\"i,j->ij\", y1, y1)\n",
"R2 = torch.einsum(\"i,j->ij\", y2, y2)\n",
"R = R1 + R2 + 1e-8 * torch.eye(y_.shape[0])"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "4cee85a0",
"metadata": {},
"outputs": [],
"source": [
"s1 = R1 @ torch.linalg.inv(R) @ y\n",
"s2 = R2 @ torch.linalg.inv(R) @ y"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "622e0fa9",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 600x300 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, axs = plt.subplots(2, 2, sharex=True, sharey=True, figsize=[6, 3])\n",
"\n",
"axs[0, 0].set_title(\"y1\")\n",
"axs[0, 0].plot(y1)\n",
"\n",
"axs[0, 1].set_title(\"yh1\")\n",
"axs[0, 1].plot(s1)\n",
"\n",
"\n",
"axs[1, 0].set_title(\"y2\")\n",
"axs[1, 0].plot(y2)\n",
"\n",
"axs[1, 1].set_title(\"yh2\")\n",
"axs[1, 1].plot(s2)\n",
"\n",
"axs[0, 0].set_xlim(0, len(y))\n",
"\n",
"fig.tight_layout(pad=0.1)"
]
},
{
"cell_type": "markdown",
"id": "e3413016",
"metadata": {},
"source": [
"# 時間波形の周波数表現"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "0da982de",
"metadata": {},
"outputs": [],
"source": [
"F = torch.fft.fft(torch.eye(4096), norm=\"ortho\")"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "fe041434",
"metadata": {},
"outputs": [],
"source": [
"R = torch.einsum(\"i,j->ij\", y_, y_) + 1e-8 * torch.eye(y_.shape[0])"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "142d265e",
"metadata": {},
"outputs": [],
"source": [
"Q = F @ R.to(torch.complex128) @ F.T.conj()"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "49f837a4",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"tensor(-104.4112)"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Q.real.min()"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "bc289ae1",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"tensor(0.0810)"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Q.real.abs().mean()"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "2891ef7f",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7f5b83e38d60>"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 600x1300 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, axs = plt.subplots(1, 2, sharey=True, figsize=[6, 13], layout='constrained')\n",
"\n",
"axs[0].set_title(\"Q.real\")\n",
"axs[1].set_title(\"Q.imag\")\n",
"\n",
"axs[0].imshow(Q.real, vmin=-1e-2, vmax=1e-2)\n",
"pcm=axs[1].imshow(Q.imag, vmin=-1e-2, vmax=1e-2)\n",
"\n",
"fig.colorbar(pcm, ax=axs[1], shrink=0.1, pad=0.05)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "f9516d5a",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 400x300 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"torch.manual_seed(0)\n",
"\n",
"fig, axs = plt.subplots(2, 1, figsize=[4, 3], sharex=True, sharey=True)\n",
"\n",
"axs[0].set_title(\"y.real\")\n",
"axs[1].set_title(\"y.imag\")\n",
"for ii in range(3):\n",
" y = torch.fft.ifft(multivariate_normal(Q), norm=\"ortho\")\n",
"\n",
" axs[0].plot(y.real)\n",
" axs[1].plot(y.imag)\n",
"\n",
"axs[0].set_xlim(0, 4096)\n",
" \n",
"fig.tight_layout(pad=0.1)"
]
}
],
"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": "3.10.9"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
@yoshipon
Copy link
Author

yoshipon commented Dec 9, 2023

Copyright 2023 Yoshiaki Bando

Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the “Software”), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED “AS IS”, WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment