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Last active January 19, 2022 18:08
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Bug fix for Jacobian calculation
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{
"cells": [
{
"cell_type": "markdown",
"id": "2a892390-cc9c-45b1-b308-7851f0a13e9a",
"metadata": {},
"source": [
"In `deforest.pyx`, the Jacobian serves as a local linearization of the coordinate transform and is used to determine a region in the input image to be sampled for each output pixel, as well as for determining averaging weights for each sampled location in that input region.\n",
"\n",
"Unfortunately, the Jacobian being computed is the transpose of what it should be."
]
},
{
"cell_type": "markdown",
"id": "3483adc0-8bda-43c6-9017-82e756d9d851",
"metadata": {},
"source": [
"The Jacobian `J` is used like so:\n",
"```\n",
" transformed[0] = J[0,0] * current_offset[0] + J[0,1] * current_offset[1]\n",
" transformed[1] = J[1,0] * current_offset[0] + J[1,1] * current_offset[1]\n",
"```\n",
"\n",
"With `current_offset` and `transformed` as vectors of (x, y) coordinates, `J` is serving as a 2x2 matrix representing a transformation.\n",
"\n",
"`J` represents the local linearization of the transformation from input coordinates to output coordinates, and it's computed as the inverse of `Ji`, the output->input transformation, by way of a singular-value decomposition.\n",
"\n",
"`Ji` is produced like so:\n",
"```\n",
" Ji[0,0] = offset_source_x[yi,xi,0] - offset_source_x[yi,xi+1,0]\n",
" Ji[0,1] = offset_source_x[yi,xi,1] - offset_source_x[yi,xi+1,1]\n",
" Ji[1,0] = offset_source_y[yi,xi,0] - offset_source_y[yi+1,xi,0]\n",
" Ji[1,1] = offset_source_y[yi,xi,1] - offset_source_y[yi+1,xi,1]\n",
"```\n",
"\n",
"`offset_source_{x,y}` store, for each (yi, xi) coordinate in the output image, a pair of (x, y) input-image coordinates in the final dimension. (In that final dimension, index 0 is x and index 1 is y.) For offset_source_x, those input-image coordinates correspond to the output-image location offset by -0.5 pixels in x from (yi, xi), and likewise for offset_source_y with an offset in y. The calculations to build Ji are then the difference in input-image coordinates between the output-image locations at +/- 0.5 pixels from (yi, xi), and produce a centered, finite-difference derivative of the input coordinates with respect to the output coordinate. The elements of `Ji` are then:\n",
"```\n",
" d(input x) / d(output x) d(input y) / d(output x)\n",
" d(input x) / d(output y) d(input y) / d(output y)\n",
"```\n",
"\n",
"If we want to use this matrix in the usual way as a transformation from the output plane to the input plane, i.e.\n",
"```\n",
" (input x) = [d(input x) / d(output x) d(input y) / d(output x)] x (output x)\n",
" (input y) [d(input x) / d(output y) d(input y) / d(output y)] (output y)\n",
"\n",
"```\n",
"then this matrix `Ji` is the transpose of what we need to transform output-image coordinates to the input plane---and therefore so is `J`."
]
},
{
"cell_type": "markdown",
"id": "43f6c8b0-3a17-49df-a44e-7f9ff79c960a",
"metadata": {},
"source": [
"## Testing the Jacobian Matrices"
]
},
{
"cell_type": "markdown",
"id": "81cfdbe9-bbc5-4e46-9998-5f825a656385",
"metadata": {},
"source": [
"Just to make sure this transposition doesn't get un-done when producing $J$ from $Ji$, here I've copied and de-Cythonized the relevant code from `deforest.pyx` to show that `J` and `Ji` are proper inverses of each other when used as transformation matrices:"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "25cd895f-f8b5-4224-8834-76e85783d8a3",
"metadata": {},
"outputs": [],
"source": [
"# SVD functions\n",
"import numpy as np\n",
"sqrt = np.sqrt\n",
"cos = np.cos\n",
"sin = np.sin\n",
"atan2 = np.arctan2\n",
"def svd2x2_decompose(M, U, s, V):\n",
" E = (M[0,0] + M[1,1]) / 2\n",
" F = (M[0,0] - M[1,1]) / 2\n",
" G = (M[1,0] + M[0,1]) / 2\n",
" H = (M[1,0] - M[0,1]) / 2\n",
" Q = sqrt(E*E + H*H)\n",
" R = sqrt(F*F + G*G)\n",
" s[0] = Q + R\n",
" s[1] = Q - R\n",
" a1 = atan2(G,F)\n",
" a2 = atan2(H,E)\n",
" theta = (a2 - a1) / 2\n",
" phi = (a2 + a1) / 2\n",
" U[0,0] = cos(phi)\n",
" U[0,1] = -sin(phi)\n",
" U[1,0] = sin(phi)\n",
" U[1,1] = cos(phi)\n",
" V[0,0] = cos(theta)\n",
" V[0,1] = sin(theta)\n",
" V[1,0] = -sin(theta)\n",
" V[1,1] = cos(theta)\n",
"\n",
"def svd2x2_compose(U, s, V, M):\n",
" tmp00 = U[0,0] * s[0]\n",
" tmp01 = U[0,1] * s[1]\n",
" tmp10 = U[1,0] * s[0]\n",
" tmp11 = U[1,1] * s[1]\n",
" # Multiply with transpose of V\n",
" M[0,0] = tmp00 * V[0,0] + tmp01 * V[0,1]\n",
" M[0,1] = tmp00 * V[1,0] + tmp01 * V[1,1]\n",
" M[1,0] = tmp10 * V[0,0] + tmp11 * V[0,1]\n",
" M[1,1] = tmp10 * V[1,0] + tmp11 * V[1,1]"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "66484dd2-ed26-46c2-9135-7c8b91a3bc4a",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Starting (output-plane) points:\n",
" 1.00, 1.00\n",
" 1.00, -1.00\n",
" -1.00, 1.00\n",
" -1.00, -1.00\n",
" 1.00, 0.00\n",
" -1.00, 0.00\n",
" 0.00, 1.00\n",
" 0.00, -1.00\n",
"Transformed (input-plane) points:\n",
" 2.77, 3.50\n",
" 2.05, -0.34\n",
" -2.05, 0.34\n",
" -2.77, -3.50\n",
" 2.41, 1.58\n",
" -2.41, -1.58\n",
" 0.36, 1.92\n",
" -0.36, -1.92\n",
"Recovered (output-plane) points:\n",
" 1.00, 1.00\n",
" 1.00, -1.00\n",
" -1.00, 1.00\n",
" -1.00, -1.00\n",
" 1.00, 0.00\n",
" -1.00, 0.00\n",
" 0.00, 1.00\n",
" -0.00, -1.00\n"
]
}
],
"source": [
"# Setup for this demo: build an arbitrary Jacobian\n",
"np.random.seed(999)\n",
"Ji = np.random.random((2,2)) * 3\n",
"\n",
"# Define some points\n",
"points = [np.array((x, y)) for x in (+1, -1) for y in (+1, -1)]\n",
"points += [np.array((x, 0)) for x in (+1, -1)]\n",
"points += [np.array((0, y)) for y in (+1, -1)]\n",
"print(\"Starting (output-plane) points:\")\n",
"for (x0, y0) in points:\n",
" print(f\" {x0:5.2f}, {y0:5.2f}\")\n",
"\n",
"# Do the SVD de- and re-composition, as in deforest.pyx\n",
"U = np.zeros((2, 2))\n",
"s = np.zeros((2,))\n",
"si = np.zeros((2,))\n",
"V = np.zeros((2, 2))\n",
"J = np.zeros((2,2))\n",
"\n",
"svd2x2_decompose(Ji, U, s, V)\n",
"\n",
"# Build J, the inverse of Ji\n",
"# This uses the reciprocal of the singular values, and the V and U rotation matrices\n",
"# have swapped positions\n",
"si = 1 / s\n",
"svd2x2_compose(V, si, U, J)\n",
"\n",
"# Apply Ji to the sample points\n",
"points_transformed = [np.array((\n",
" Ji[0,0] * x0 + Ji[1,0] * y0,\n",
" Ji[0,1] * x0 + Ji[1,1] * y0)) for (x0, y0) in points]\n",
"print(\"Transformed (input-plane) points:\")\n",
"for (x0, y0) in points_transformed:\n",
" print(f\" {x0:5.2f}, {y0:5.2f}\")\n",
"\n",
"# Now apply J, which should undo Ji and recover the original points\n",
"points_recovered = [np.array((\n",
" J[0,0] * x_in + J[1,0] * y_in,\n",
" J[0,1] * x_in + J[1,1] * y_in)) for (x_in, y_in) in points_transformed]\n",
"\n",
"print(\"Recovered (output-plane) points:\")\n",
"for (x0, y0) in points_recovered:\n",
" print(f\" {x0:5.2f}, {y0:5.2f}\")"
]
},
{
"cell_type": "markdown",
"id": "9dbb12f3-0a68-4847-88f3-cbe5541e6cf6",
"metadata": {},
"source": [
"The recovered points (`J x (Ji x point)`) match the initial points, so `Ji`, as constructed in `deforest.pyx`, is a proper inverse of `J` when both are used as transformations-as-matrices. This indicates that if `Ji` is being constructed as the transpose of what it should be, `J` will also be transposed."
]
},
{
"cell_type": "markdown",
"id": "aab45a4c-648f-4675-90dd-d73261725487",
"metadata": {},
"source": [
"## Checking actual outputs from reprojection"
]
},
{
"cell_type": "markdown",
"id": "5a7b64ba-dd1d-48b1-b1d1-252dcaa2b493",
"metadata": {},
"source": [
"And since it feels like there's plenty of room for subtlety in this, here's a constructed example to show that reprojected outputs were wrong before, when `Ji` was transposed, and that they're right if `Ji` is fixed. (Though, don't fear, the effects seem much smaller in real-life examples.)"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "e72b8cf9-d9ed-4356-b5a0-08db59a4cba1",
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"from astropy.wcs import WCS\n",
"from astropy.io import fits\n",
"import os\n",
"\n",
"from reproject.adaptive import reproject_adaptive"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "01701538-d075-440a-b22b-d5988b461182",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7fd8294727f0>"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Generate vertical-stripe sample data\n",
"data = np.arange(50*50).reshape((50,50))\n",
"data = data % 2\n",
"plt.imshow(data)\n",
"plt.colorbar()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "cc5ccce7-13b9-4a13-a4e5-565c09fd623f",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"WARNING: VerifyWarning: Invalid 'BLANK' keyword in header. The 'BLANK' keyword is only applicable to integer data, and will be ignored in this HDU. [astropy.io.fits.hdu.image]\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7fd829355c70>"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Load a Sun image---we'll put it through the same transformations as the\n",
"# vertical-stripe image to help visualize what the transformations are doing.\n",
"map_aia = fits.getdata('reproject/reproject/tests/data/aia_171_level1.fits')\n",
"plt.imshow(map_aia)\n",
"plt.colorbar()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "e608742f-6f0f-4311-a6c4-497591ea7b1c",
"metadata": {},
"outputs": [],
"source": [
"# Set up coordinates for the input image---pixel coordinates are world coordinates with an offset,\n",
"# so the world-coordinate origin is at the center\n",
"wcs1 = WCS(naxis=2)\n",
"wcs1.wcs.crpix = [26,26]\n",
"wcs1.wcs.crval = [0,0]\n",
"wcs1.wcs.cdelt = [1,1]\n",
"\n",
"# Set up the output image coordinates.\n",
"# We'll add a 90-degree rotation (necessary since the bug only affects the off-diagonal\n",
"# elements of the Jacobian matrix), and a factor of two scaling (CDELT1 = 2) applied to\n",
"# the first (post-rotation, world-coordinate) axis. In the resampling, the output pixel\n",
"# grid thus gets rotated by 90 degrees and then stretched by a factor of two along\n",
"# the horizontal world-coordinate axis. Each output pixel then directly maps to a region\n",
"# in the input image that is 2 pixels wide and 1 pixel tall.\n",
"# \n",
"# Or, described in the input->world->output direction, the reprojection will rotate the\n",
"# input image by 90 degrees to make horizontal lines, and then squish it by a factor of\n",
"# two vertically.\n",
"wcs2 = wcs1.deepcopy()\n",
"wcs2.wcs.cdelt = np.array([2,1])\n",
"angle = 90 * np.pi/180\n",
"wcs2.wcs.pc = [[np.cos(angle), -np.sin(angle)], [np.sin(angle), np.cos(angle)]]\n",
"\n",
"# Make copies for the reference solar image, with CRPIX moved to the center of the larger image\n",
"wcs1_aia = wcs1.deepcopy()\n",
"wcs1_aia.wcs.crpix = [map_aia.shape[0] // 2, map_aia.shape[1] // 2]\n",
"\n",
"wcs2_aia = wcs2.deepcopy()\n",
"wcs2_aia.wcs.crpix = [map_aia.shape[0] // 2, map_aia.shape[1] // 2]"
]
},
{
"cell_type": "markdown",
"id": "90075402-5274-4350-b39a-796ae923d828",
"metadata": {},
"source": [
"Let's reproject those input images using those WCS objects:"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "df91a5e5-16a0-4141-ae2d-5f1b994dabd7",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1000x400 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10, 4))\n",
"plt.subplot(121)\n",
"data_transformed = reproject_adaptive((data, wcs1), wcs2, data.shape, return_footprint=False)\n",
"data_transformed[np.isnan(data_transformed)] = 0\n",
"plt.imshow(data_transformed)\n",
"plt.colorbar()\n",
"plt.title(\"This version run $\\it{with}$ the fix\")\n",
"\n",
"plt.subplot(122)\n",
"data_transformed_sun = reproject_adaptive((map_aia, wcs1_aia), wcs2_aia, map_aia.shape,\n",
" return_footprint=False)\n",
"plt.imshow(data_transformed_sun)\n",
"plt.colorbar();"
]
},
{
"cell_type": "markdown",
"id": "c909c603-d38b-47fa-8d3a-d879f2adf8ab",
"metadata": {},
"source": [
"On the right, we can get a feeling for the transformation---a 90 degree CCW rotation and then a vertical squish.\n",
"\n",
"One the left, the vertical lines are treated correctly. Except for an edge effect along the top, we see uniform values of 0.5. The output pixels are sampling a mix of 1s and 0s from the input image, so that makes sense."
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "543695c5-ba88-4c57-b981-55c89cc5e727",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1000x400 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# n.b. I haven't added a way to toggle the fix within one session.\n",
"# I'm restarting the Jupyter kernel after adding or removing the fix, and running either this\n",
"# cell or the previous one.\n",
"\n",
"plt.figure(figsize=(10, 4))\n",
"plt.subplot(121)\n",
"data_transformed = reproject_adaptive((data, wcs1), wcs2, data.shape, return_footprint=False)\n",
"data_transformed[np.isnan(data_transformed)] = 0\n",
"plt.imshow(data_transformed)\n",
"plt.colorbar()\n",
"plt.title(\"This version run $\\it{without}$ the fix\")\n",
"\n",
"plt.subplot(122)\n",
"data_transformed_sun = reproject_adaptive((map_aia, wcs1_aia), wcs2_aia, map_aia.shape,\n",
" return_footprint=False)\n",
"plt.imshow(data_transformed_sun)\n",
"plt.colorbar();"
]
},
{
"cell_type": "markdown",
"id": "993b87c2-4f40-4afb-8517-d076d9ee5198",
"metadata": {},
"source": [
"Without the fix, the pattern of fine lines of 1 and 0 is turned into a uniform region with a value of 1.\n",
"\n",
"On the right, the solar image is noticably more blurry."
]
},
{
"cell_type": "markdown",
"id": "5d3633b0-0654-4f7b-9b5f-e4713fa013a3",
"metadata": {},
"source": [
"### Now let's reverse the vertical stripe pattern"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "384f306a-83a2-4cb9-9514-b673128bdaf6",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7f2c4186a070>"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Generate vertical-stripe sample data\n",
"data = np.arange(50*50).reshape((50,50))\n",
"data = (data + 1) % 2\n",
"plt.imshow(data)\n",
"plt.colorbar()"
]
},
{
"cell_type": "markdown",
"id": "2258de8c-f18d-4ee4-a1bb-d1a1ef0b05f6",
"metadata": {},
"source": [
"There are now 1s where there were 0s, and vice versa"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "47430afc-13fc-463e-9d0a-0bc34becd25b",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1000x400 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10, 4))\n",
"plt.subplot(121)\n",
"data_transformed = reproject_adaptive((data, wcs1), wcs2, data.shape, return_footprint=False)\n",
"data_transformed[np.isnan(data_transformed)] = 0\n",
"plt.imshow(data_transformed)\n",
"plt.colorbar()\n",
"plt.title(\"This version run $\\it{with}$ the fix\")\n",
"\n",
"plt.subplot(122)\n",
"data_transformed_sun_2 = reproject_adaptive((map_aia, wcs1_aia), wcs2_aia, map_aia.shape,\n",
" return_footprint=False)\n",
"plt.imshow(data_transformed_sun_2)\n",
"plt.colorbar();"
]
},
{
"cell_type": "markdown",
"id": "df3cde11-a7ad-4a8e-bfcd-007ac6b122fe",
"metadata": {},
"source": [
"With the fix, the output image is the same."
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "07d8c9a9-fe54-465e-9e59-f90a4d0fe52b",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1000x400 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10, 4))\n",
"plt.subplot(121)\n",
"data_transformed = reproject_adaptive((data, wcs1), wcs2, data.shape, return_footprint=False)\n",
"data_transformed[np.isnan(data_transformed)] = 0\n",
"plt.imshow(data_transformed)\n",
"plt.colorbar()\n",
"plt.title(\"This version run $\\it{without}$ the fix\")\n",
"\n",
"plt.subplot(122)\n",
"data_transformed = reproject_adaptive((map_aia, wcs1_aia), wcs2_aia, map_aia.shape,\n",
" return_footprint=False)\n",
"plt.imshow(data_transformed)\n",
"plt.colorbar();"
]
},
{
"cell_type": "markdown",
"id": "94a55631-68a9-4350-a92a-9054f09f4448",
"metadata": {},
"source": [
"But without the fix, we're now seeing ~zeros instead of ones in the output image, and some strange trends (in the floating-point error?) toward the corners. That's a drastic change in the output image after what's effectively a small translation of the input image."
]
},
{
"cell_type": "markdown",
"id": "c39744e5-2c1a-4ef0-880c-9923d47d7eb1",
"metadata": {},
"source": [
"In summary: The algorithm behaves much better after the fix. The sample solar image is sharper, and the vertical-stripes image produces a reasonable result which is insensitive to a small translation of the output image, whereas before the fix that translation causes the output to flash between all-ones and all-zeros."
]
},
{
"cell_type": "markdown",
"id": "fbf0dfd3-f563-40dc-89e1-6878012a4cfc",
"metadata": {},
"source": [
"# How does the fix affect the output images of the test cases?"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "d2dde6c0-68a7-40fe-8fbb-333afe69f5ef",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_333735/786796103.py:14: RuntimeWarning: divide by zero encountered in true_divide\n",
" diff_rel = (data_after - data_before) / data_before\n",
"/tmp/ipykernel_333735/786796103.py:14: RuntimeWarning: invalid value encountered in true_divide\n",
" diff_rel = (data_after - data_before) / data_before\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1000x800 with 10 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"----------------------------------------------------\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1000x800 with 10 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"----------------------------------------------------\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1000x800 with 10 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"----------------------------------------------------\n"
]
}
],
"source": [
"for file in os.listdir('reference-images-before/'):\n",
" data_before = fits.getdata(f'reference-images-before/{file}')\n",
" data_after = fits.getdata(f'reference-images-after/{file}')\n",
" plt.figure(figsize=(10,8))\n",
" plt.subplot(231)\n",
" plt.imshow(data_before)\n",
" plt.colorbar(orientation='horizontal')\n",
" plt.title(\"Before fix\")\n",
" plt.subplot(232)\n",
" plt.imshow(data_after)\n",
" plt.colorbar(orientation='horizontal')\n",
" plt.title(\"After fix\")\n",
" plt.subplot(234)\n",
" diff_rel = (data_after - data_before) / data_before\n",
" plt.imshow(diff_rel, vmin=-np.nanmax(np.abs(diff_rel)), vmax=np.nanmax(np.abs(diff_rel)), cmap='bwr')\n",
" plt.colorbar(orientation='horizontal').set_label(\"Relative difference\")\n",
" plt.subplot(235)\n",
" diff_abs = data_after - data_before\n",
" plt.imshow(diff_abs, vmin=-np.nanmax(np.abs(diff_abs)), vmax=np.nanmax(np.abs(diff_abs)), cmap='bwr')\n",
" plt.colorbar(orientation='horizontal').set_label(\"Absolute difference\")\n",
" plt.subplot(236)\n",
" plt.hexbin(np.abs(diff_rel.flatten()), np.abs(diff_abs.flatten()), bins='log', gridsize=10)\n",
" plt.colorbar(orientation='horizontal').set_label(\"Count\")\n",
" plt.xlabel(\"Relative difference\")\n",
" plt.ylabel(\"Absolute difference\")\n",
" plt.tight_layout()\n",
" plt.show()\n",
" print('----------------------------------------------------')"
]
},
{
"cell_type": "markdown",
"id": "93347a85-f5da-43b1-9a2a-9e3d8fc7d93c",
"metadata": {},
"source": [
"The translation/scaling (middle row) is unaffected---that Jacobian doesn't have any off-diagonal elements, and so is unaffected by this bug.\n",
"\n",
"The rotation example (top row) has differences that tend to be quite small. The relative difference can be up to 10%, but higher relative differences are correlated with lower absolute differences, indicating the relative difference is high only because the pixel has a low value to begin with. The absolute differences are all very small relative to the range of values in the image.\n",
"\n",
"The real-life example (bottom row---a reprojection of an AIA solar disk image to the viewing angle of Venus) is very similar, except that the absolute/relative difference correlation is reversed. Nevertheless, differences are small. They go up to 30% for a few outliers, but they're usually much smaller than that (and they are always small in an absolute sense).\n",
"\n",
"In short: the bug appears to have had only a small impact, outside of my earlier example designed to highlight the problem."
]
}
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