Skip to content

Instantly share code, notes, and snippets.

@gngdb
Last active September 17, 2018 10:32
Show Gist options
  • Star 0 You must be signed in to star a gist
  • Fork 0 You must be signed in to fork a gist
  • Save gngdb/647fe16228bd1a9225d19f5116af60d7 to your computer and use it in GitHub Desktop.
Save gngdb/647fe16228bd1a9225d19f5116af60d7 to your computer and use it in GitHub Desktop.
Interpolation with ReLUs in PyTorch
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To illustrate an algorithm I needed and verify visually that it works.\n",
"\n",
"Defining some functions below, the most important of which is `interp` that takes a set of xpoints and a set of ypoints, and builds a function by placing ReLUs at each and applying a scaling to them such that the gradient of those ReLUs is at each point to what the corresponding linear interpolation should be.\n",
"\n",
"**Why would you do this?** OK, so you might wonder why I wouldn't just define each segment individually; I have the gradient of it right there and I could just use `torch.clamp`. Well, there could be a tiny discontinuity in between each segment and that would be very bad news for automatic differentation. I could make them overlap to try and avoid that, but it made me nervous. This way the function we build looks like a sum of ReLUs, and there's nothing a deep learning framework likes more."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"import torch\n",
"import torch.nn as nn\n",
"import torch.nn.functional as F\n",
"\n",
"import math\n",
"import numpy as np\n",
"\n",
"def pairs(x):\n",
" \"\"\"Pair adjacent values of x along trailing dimension, casts along\n",
" intermediate dimensions.\"\"\"\n",
" x = x.unsqueeze(-1)\n",
" return torch.cat([x[1:], x[:-1]], x.dim()-1)\n",
"\n",
"def pairwise_difference(x):\n",
" x = pairs(x)\n",
" if x.dim() == 2:\n",
" return x[:,0] - x[:,1]\n",
" elif x.dim() == 3:\n",
" return x[:,:,0] - x[:,:,1]\n",
"\n",
"def interp(x, xpoints, ypoints, eps=1e-8):\n",
" \"\"\"Interpolate x values along piecewise linear function defined by the\n",
" points xpoints and ypoints. Casts along second dimension. Gradient zero at\n",
" edges.\n",
" Inputs:\n",
" - x: tensor of shape (n, d)\n",
" - xpoints: tensor of shape (m, d), in increasing value.\n",
" - ypoints: tensor of shape (m, d)\n",
" Outputs:\n",
" - interpolated_x: tensor of shape (n,d)\n",
" \"\"\"\n",
" assert torch.abs(xpoints - xpoints.sort(0)[0]).sum() < 1e-5, \"xpoints must\"\\\n",
" \" be in increasing order, and paired with ypoints %s\"%xpoints\n",
" bias = ypoints[0,:].unsqueeze(0)\n",
" # gradients of line segments\n",
" dx = pairwise_difference(xpoints)\n",
" dy = pairwise_difference(ypoints)\n",
" dy_sign = torch.sign(dy)\n",
" # log division is safer\n",
" g = dy_sign*torch.exp(torch.log(dy.abs()) - torch.log(dx.abs()+eps))\n",
" # sequential difference of gradients\n",
" dg = pairwise_difference(g)\n",
" # first gradient is just the first gradient\n",
" dg = torch.cat([g[0,:].unsqueeze(0),dg],0)\n",
" # final difference should bring gradient back to zero\n",
" dg = torch.cat([dg, -dg.sum(0, keepdim=True)], 0)\n",
" # compose function from rectified linear units\n",
" offset_x = x.unsqueeze(1) - xpoints.unsqueeze(0) # MEMORY MAY EXPLODE HERE\n",
" relu_x = dg.unsqueeze(0)*F.relu(offset_x) # scale relus\n",
" interpolated_x = relu_x.sum(1) + bias # sum over all relus and add bias\n",
" return interpolated_x"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The next most important function is `select_points`. Assuming we have some vast number of points defining the 1D function we want to learn, we need a way of selecting a subset of these points to interpolate on. Instead of doing something smart, I've decided to go with the most obvious greedy approach: select the next point that minimizes the error between the interpolated function and the true function at each step. Unfortunately, this would be extremely slow on large numbers of samples, so on each iteration we just select a next point from a **random subset** of the full set of remaining points."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"def select_points(x, y, n_points, eps=1e-4):\n",
" # initialise selected point to all be the first element of x\n",
" selected_idxs = [0, x.size(0)-1]\n",
" remaining_idxs = np.array(list(range(0, selected_idxs[-1])))\n",
" # remove points that are too close together\n",
" dx = torch.abs(pairwise_difference(x))\n",
" m = (dx > eps).data.cpu().numpy().astype(np.bool)\n",
" remaining_idxs = remaining_idxs[m].tolist() # boolean array indexing\n",
" for i in range(1,n_points-1):\n",
" # greedy policy: add point that minimizes total error between\n",
" # interpolated and true curve the most\n",
" # expand along all possible indexes to add\n",
" xpoints, ypoints = [], []\n",
" # don't consider all possible remaining idxs\n",
" if len(remaining_idxs) > n_points:\n",
" considered_idxs = list(np.random.choice(remaining_idxs, size=n_points))\n",
" else:\n",
" considered_idxs = remaining_idxs\n",
" for i in considered_idxs:\n",
" idxs = sorted(selected_idxs + [i])\n",
" xpoints.append(x[idxs].unsqueeze(1))\n",
" ypoints.append(y[idxs].unsqueeze(1))\n",
" xpoints, ypoints = torch.cat(xpoints, 1), torch.cat(ypoints, 1)\n",
" # interpolate all options in parallel\n",
" n, d = x.size(0), xpoints.size(1)\n",
" X = x.unsqueeze(1).expand(n, d)\n",
" y_interp = interp(X, xpoints, ypoints)\n",
" # find dimension with minimum total error\n",
" Y = y.unsqueeze(1).expand(n, d)\n",
" new_idx = torch.abs(Y - y_interp).sum(0).argmin()\n",
" xpoints = xpoints[:,new_idx]\n",
" ypoints = ypoints[:,new_idx]\n",
" # add this index to the indexes we've selected\n",
" selected_idxs.append(considered_idxs[new_idx])\n",
" # remove it from the pool of remaining indexes\n",
" remaining_idxs.remove(considered_idxs[new_idx])\n",
"\n",
" # calculate minimum distance to selected points for all points in x\n",
" distance = (x.unsqueeze(1) - xpoints.unsqueeze(0)).pow(2).min(1)[0]\n",
" # stop if max distance is too small\n",
" if distance.max() < eps:\n",
" break\n",
" sort_idxs = xpoints.sort()[1]\n",
" return xpoints[sort_idxs], ypoints[sort_idxs]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A 1D function to learn:"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"x = torch.randn(10000)\n",
"y = torch.sin(4.*x)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The holoviews.ipython extension is already loaded. To reload it, use:\n",
" %reload_ext holoviews.ipython\n"
]
}
],
"source": [
"import holoviews as hv\n",
"%load_ext holoviews.ipython\n",
"%output size=300"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"application/javascript": [
"\n",
"// Ugly hack - see #2574 for more information\n",
"if (!(document.getElementById('140549158288128')) && !(document.getElementById('_anim_imgNone'))) {\n",
" console.log(\"Creating DOM nodes dynamically for assumed nbconvert export. To generate clean HTML output set HV_DOC_HTML as an environment variable.\")\n",
" var htmlObject = document.createElement('div');\n",
" htmlObject.innerHTML = `<div id='140549158288128' style='display: table; margin: 0 auto;'><img src='data:image/png;base64,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' style='max-width:100%; margin: auto; display: block; '/></div>`;\n",
" var scriptTags = document.getElementsByTagName('script');\n",
" var parentTag = scriptTags[scriptTags.length-1].parentNode;\n",
" parentTag.append(htmlObject)\n",
"}\n"
],
"application/vnd.holoviews_exec.v0+json": "",
"text/html": [
"<div id='140549158288128' style='display: table; margin: 0 auto;'><img src='data:image/png;base64,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' style='max-width:100%; margin: auto; display: block; '/></div>"
],
"text/plain": [
":Scatter [x] (y)"
]
},
"execution_count": 15,
"metadata": {
"application/vnd.holoviews_exec.v0+json": {
"id": 140549158288128
}
},
"output_type": "execute_result"
}
],
"source": [
"hv.Scatter(zip(x,y))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To interpolate this function we first select a subset of points:"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"sort_idxs = x.sort(0)[1]\n",
"x, y = x[sort_idxs], y[sort_idxs]\n",
"xpoints, ypoints = select_points(x, y, 10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Then use this subset to interpolate:"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"y_interp = interp(x.unsqueeze(1), xpoints.unsqueeze(1), ypoints.unsqueeze(1))"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"application/javascript": [
"\n",
"// Ugly hack - see #2574 for more information\n",
"if (!(document.getElementById('140548748798664')) && !(document.getElementById('_anim_imgNone'))) {\n",
" console.log(\"Creating DOM nodes dynamically for assumed nbconvert export. To generate clean HTML output set HV_DOC_HTML as an environment variable.\")\n",
" var htmlObject = document.createElement('div');\n",
" htmlObject.innerHTML = `<div id='140548748798664' style='display: table; margin: 0 auto;'><img src='data:image/png;base64,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' style='max-width:100%; margin: auto; display: block; '/></div>`;\n",
" var scriptTags = document.getElementsByTagName('script');\n",
" var parentTag = scriptTags[scriptTags.length-1].parentNode;\n",
" parentTag.append(htmlObject)\n",
"}\n"
],
"application/vnd.holoviews_exec.v0+json": "",
"text/html": [
"<div id='140548748798664' style='display: table; margin: 0 auto;'><img src='data:image/png;base64,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' style='max-width:100%; margin: auto; display: block; '/></div>"
],
"text/plain": [
":Overlay\n",
" .Curve.I :Curve [x] (y)\n",
" .Scatter.I :Scatter [x] (y)\n",
" .Scatter.II :Scatter [x] (y)"
]
},
"execution_count": 18,
"metadata": {
"application/vnd.holoviews_exec.v0+json": {
"id": 140548748798664
}
},
"output_type": "execute_result"
}
],
"source": [
"hv.Curve(zip(x,y_interp))*hv.Scatter(zip(x,y))*hv.Scatter(zip(xpoints,ypoints))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The fit where most of the data is isn't bad, but it gets worse further out. What if we had more points?\n",
"\n",
"This might take a while, let's put a progress bar in the select_points function."
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"from tqdm import tqdm_notebook as tqdm"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"def select_points(x, y, n_points, eps=1e-4):\n",
" # initialise selected point to all be the first element of x\n",
" selected_idxs = [0, x.size(0)-1]\n",
" remaining_idxs = np.array(list(range(0, selected_idxs[-1])))\n",
" # remove points that are too close together\n",
" dx = torch.abs(pairwise_difference(x))\n",
" m = (dx > eps).data.cpu().numpy().astype(np.bool)\n",
" remaining_idxs = remaining_idxs[m].tolist() # boolean array indexing\n",
" for i in tqdm(range(1,n_points-1)):\n",
" # greedy policy: add point that minimizes total error between\n",
" # interpolated and true curve the most\n",
" # expand along all possible indexes to add\n",
" xpoints, ypoints = [], []\n",
" # don't consider all possible remaining idxs\n",
" if len(remaining_idxs) > n_points:\n",
" considered_idxs = list(np.random.choice(remaining_idxs, size=n_points))\n",
" else:\n",
" considered_idxs = remaining_idxs\n",
" for i in considered_idxs:\n",
" idxs = sorted(selected_idxs + [i])\n",
" xpoints.append(x[idxs].unsqueeze(1))\n",
" ypoints.append(y[idxs].unsqueeze(1))\n",
" xpoints, ypoints = torch.cat(xpoints, 1), torch.cat(ypoints, 1)\n",
" # interpolate all options in parallel\n",
" n, d = x.size(0), xpoints.size(1)\n",
" X = x.unsqueeze(1).expand(n, d)\n",
" y_interp = interp(X, xpoints, ypoints)\n",
" # find dimension with minimum total error\n",
" Y = y.unsqueeze(1).expand(n, d)\n",
" new_idx = torch.abs(Y - y_interp).sum(0).argmin()\n",
" xpoints = xpoints[:,new_idx]\n",
" ypoints = ypoints[:,new_idx]\n",
" # add this index to the indexes we've selected\n",
" selected_idxs.append(considered_idxs[new_idx])\n",
" # remove it from the pool of remaining indexes\n",
" remaining_idxs.remove(considered_idxs[new_idx])\n",
"\n",
" # calculate minimum distance to selected points for all points in x\n",
" distance = (x.unsqueeze(1) - xpoints.unsqueeze(0)).pow(2).min(1)[0]\n",
" # stop if max distance is too small\n",
" if distance.max() < eps:\n",
" break\n",
" sort_idxs = xpoints.sort()[1]\n",
" return xpoints[sort_idxs], ypoints[sort_idxs]"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "9aae70084a19413ea74f8964e4c76615",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"HBox(children=(IntProgress(value=0, max=254), HTML(value='')))"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sort_idxs = x.sort(0)[1]\n",
"x, y = x[sort_idxs], y[sort_idxs]\n",
"xpoints, ypoints = select_points(x, y, 256)"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"y_interp = interp(x.unsqueeze(1), xpoints.unsqueeze(1), ypoints.unsqueeze(1))"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"application/javascript": [
"\n",
"// Ugly hack - see #2574 for more information\n",
"if (!(document.getElementById('140549157471344')) && !(document.getElementById('_anim_imgNone'))) {\n",
" console.log(\"Creating DOM nodes dynamically for assumed nbconvert export. To generate clean HTML output set HV_DOC_HTML as an environment variable.\")\n",
" var htmlObject = document.createElement('div');\n",
" htmlObject.innerHTML = `<div id='140549157471344' style='display: table; margin: 0 auto;'><img src='data:image/png;base64,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' style='max-width:100%; margin: auto; display: block; '/></div>`;\n",
" var scriptTags = document.getElementsByTagName('script');\n",
" var parentTag = scriptTags[scriptTags.length-1].parentNode;\n",
" parentTag.append(htmlObject)\n",
"}\n"
],
"application/vnd.holoviews_exec.v0+json": "",
"text/html": [
"<div id='140549157471344' style='display: table; margin: 0 auto;'><img src='data:image/png;base64,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' style='max-width:100%; margin: auto; display: block; '/></div>"
],
"text/plain": [
":Overlay\n",
" .Curve.I :Curve [x] (y)\n",
" .Scatter.I :Scatter [x] (y)\n",
" .Scatter.II :Scatter [x] (y)"
]
},
"execution_count": 28,
"metadata": {
"application/vnd.holoviews_exec.v0+json": {
"id": 140549157471344
}
},
"output_type": "execute_result"
}
],
"source": [
"hv.Curve(zip(x,y_interp))*hv.Scatter(zip(x,y))*hv.Scatter(zip(xpoints,ypoints))"
]
}
],
"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