Skip to content

Instantly share code, notes, and snippets.

@olivierverdier
Last active December 1, 2021 20:06
Show Gist options
  • Star 1 You must be signed in to star a gist
  • Fork 0 You must be signed in to fork a gist
  • Save olivierverdier/2d30e409111376ff89b8e54ab82a8f9c to your computer and use it in GitHub Desktop.
Save olivierverdier/2d30e409111376ff89b8e54ab82a8f9c to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import scipy.misc"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Prepare a Phantom"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"import skimage\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"import skimage.data"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"phantom = skimage.data.load('phantom.png', as_gray=True)[::2,::2]"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7fd9ddcc2278>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(phantom, cmap=plt.cm.bone)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"I0_ = phantom"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Prepare a Random Diffeo"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"import diffeopt"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"np.random.seed(0)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"from diffeopt.group.ddmatch.group import DiffeoGroup\n",
"group = DiffeoGroup(I0_.shape)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"from diffeopt.utils import get_random_diffeo\n",
"elt = get_random_diffeo(group, scale=.8)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Prepare the target"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"from diffeopt.group.ddmatch.representation import FunctionRepresentation, DensityRepresentation"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We create a representation of the group element `elt` acting on functions:"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"rep = FunctionRepresentation(group, requires_grad=False)\n",
"rep.perturbation.base.deformation = elt"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"import torch"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"#I0 = torch.from_numpy(I0_.astype(float)/I0_.max())\n",
"I0 = torch.from_numpy(I0_)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"I1 = rep(I0)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 576x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(8,4))\n",
"for i,I in enumerate([I0,I1]):\n",
" plt.subplot(1,2,i+1)\n",
" plt.imshow(I.detach().numpy(), cmap=plt.cm.bone)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Plotting functions"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"from ddmatch.display import MatchPlot\n",
"\n",
"def plot_warp(data, I_, ax):\n",
" data_ = data.detach().numpy()\n",
" mp = MatchPlot(ax)\n",
" mp.plot_warp(data_[0], data_[1], alpha=.7)\n",
" plt.imshow(I_.detach(), cmap=plt.cm.bone)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"def plot_all(I0, I_, I1, data):\n",
" plt.figure(figsize=(15,5))\n",
" plt.subplot(1,3,1)\n",
" plt.imshow(I0.detach(), cmap=plt.cm.bone)\n",
" plt.title('Template')\n",
" plt.subplot(1,3,2)\n",
" plot_warp(data, I_, plt.gca())\n",
" plt.title('Computed')\n",
" plt.subplot(1,3,3)\n",
" plt.imshow(I1.detach(), cmap=plt.cm.bone)\n",
" plt.title('Target')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Optimize on an Orbit"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"from diffeopt.sum_representation import get_sum_representation\n",
"from diffeopt.group.ddmatch.representation import DensityRepresentation\n",
"srep = get_sum_representation(FunctionRepresentation(group), DensityRepresentation(group))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Prepare the ground for the loss function."
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"from diffeopt.utils import get_volume\n",
"vol = torch.ones(group.shape, dtype=torch.float64)/get_volume(group.shape)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"from torch.nn import MSELoss\n",
"mse = MSELoss()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Instantiate an optimizer:"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"from diffeopt.cometric.laplace import get_laplace_cometric\n",
"from diffeopt.optim import GroupOptimizer\n",
"oo = GroupOptimizer(srep.parameters(), lr=1e-1, cometric=get_laplace_cometric(group, s=2))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The following is only useful for restarting the calculation."
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"srep.rep1.reset_parameters()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Main optimisation loop:"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0 tensor(0.0572, dtype=torch.float64, grad_fn=<ThAddBackward>)\n",
"64 tensor(0.0439, dtype=torch.float64, grad_fn=<ThAddBackward>)\n",
"128 tensor(0.0386, dtype=torch.float64, grad_fn=<ThAddBackward>)\n",
"192 tensor(0.0339, dtype=torch.float64, grad_fn=<ThAddBackward>)\n",
"256 tensor(0.0283, dtype=torch.float64, grad_fn=<ThAddBackward>)\n",
"320 tensor(0.0234, dtype=torch.float64, grad_fn=<ThAddBackward>)\n",
"384 tensor(0.0198, dtype=torch.float64, grad_fn=<ThAddBackward>)\n",
"448 tensor(0.0176, dtype=torch.float64, grad_fn=<ThAddBackward>)\n",
"512 tensor(0.0163, dtype=torch.float64, grad_fn=<ThAddBackward>)\n",
"576 tensor(0.0154, dtype=torch.float64, grad_fn=<ThAddBackward>)\n",
"640 tensor(0.0144, dtype=torch.float64, grad_fn=<ThAddBackward>)\n",
"704 tensor(0.0135, dtype=torch.float64, grad_fn=<ThAddBackward>)\n",
"768 tensor(0.0119, dtype=torch.float64, grad_fn=<ThAddBackward>)\n",
"832 tensor(0.0101, dtype=torch.float64, grad_fn=<ThAddBackward>)\n",
"896 tensor(0.0085, dtype=torch.float64, grad_fn=<ThAddBackward>)\n",
"960 tensor(0.0074, dtype=torch.float64, grad_fn=<ThAddBackward>)\n",
"CPU times: user 2min 26s, sys: 2min 34s, total: 5min\n",
"Wall time: 43 s\n"
]
}
],
"source": [
"%%time\n",
"for i in range(2**10):\n",
" oo.zero_grad()\n",
" I_, vol_ = srep(I0, vol)\n",
" loss = mse(I_, I1) + mse(vol_, vol)\n",
" if not i % 2**6:\n",
" print(i, loss)\n",
" loss.backward()\n",
" I_.detach()\n",
" vol_.detach()\n",
" oo.step()\n"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1080x360 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"data = srep.rep1.perturbation.base.deformation.backward\n",
"plot_all(I0, I_, I1, data)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Large Deformation Framework"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
"import torch.nn"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Create a network of small deformation:"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 16.8 s, sys: 32 ms, total: 16.9 s\n",
"Wall time: 16.9 s\n"
]
}
],
"source": [
"%%time\n",
"seq = torch.nn.Sequential(*[FunctionRepresentation(group) for i in range(16)])"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [],
"source": [
"from diffeopt.optim import VelocityOptimizer\n",
"do = VelocityOptimizer(seq.parameters(), cometric=get_laplace_cometric(group, s=2), lr=.1, weight_decay=1e-2)"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0 tensor(0.0572, dtype=torch.float64, grad_fn=<MseLossBackward>)\n",
"16 tensor(0.0242, dtype=torch.float64, grad_fn=<MseLossBackward>)\n",
"32 tensor(0.0155, dtype=torch.float64, grad_fn=<MseLossBackward>)\n",
"48 tensor(0.0118, dtype=torch.float64, grad_fn=<MseLossBackward>)\n",
"64 tensor(0.0096, dtype=torch.float64, grad_fn=<MseLossBackward>)\n",
"80 tensor(0.0085, dtype=torch.float64, grad_fn=<MseLossBackward>)\n",
"96 tensor(0.0078, dtype=torch.float64, grad_fn=<MseLossBackward>)\n",
"112 tensor(0.0074, dtype=torch.float64, grad_fn=<MseLossBackward>)\n",
"CPU times: user 2min 7s, sys: 2min 4s, total: 4min 11s\n",
"Wall time: 41.7 s\n"
]
}
],
"source": [
"%%time\n",
"for i in range(2**7):\n",
" do.zero_grad()\n",
" I_ = seq(I0)\n",
" loss = mse(I_, I1)\n",
" if not i % 2**4:\n",
" print(i, loss)\n",
" loss.backward()\n",
" do.step()\n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Integrate the diffeo from the small deformation in each layer."
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [],
"source": [
"integ = group.element()\n",
"for p in seq.parameters():\n",
" integ = integ.compose(p.base.deformation)"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
"frep = FunctionRepresentation(group, requires_grad=False)"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [],
"source": [
"frep.perturbation.base.deformation = integ"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [],
"source": [
"I__ = frep(I0)"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1080x360 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plot_all(I0, I__, I1, integ.backward)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"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": "3.6.6"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment