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# This file is part of summit_extras. | ||
# | ||
# Developed for the LSST Data Management System. | ||
# This product includes software developed by the LSST Project | ||
# (https://www.lsst.org). | ||
# See the COPYRIGHT file at the top-level directory of this distribution | ||
# for details of code ownership. | ||
# | ||
# This program is free software: you can redistribute it and/or modify | ||
# it under the terms of the GNU General Public License as published by | ||
# the Free Software Foundation, either version 3 of the License, or | ||
# (at your option) any later version. | ||
# | ||
# This program is distributed in the hope that it will be useful, | ||
# but WITHOUT ANY WARRANTY; without even the implied warranty of | ||
# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the | ||
# GNU General Public License for more details. | ||
# | ||
# You should have received a copy of the GNU General Public License | ||
# along with this program. If not, see <https://www.gnu.org/licenses/>. | ||
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__all__ = [ | ||
"colorbar", | ||
"extendTable", | ||
"makeFocalPlanePlot", | ||
"makeAzElPlot", | ||
"makeEquatorialPlot", | ||
"makeFigureAndAxes", | ||
] | ||
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import matplotlib.pyplot as plt | ||
import numpy as np | ||
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from lsst.afw.cameraGeom import FOCAL_PLANE | ||
from lsst.afw.geom.ellipses import Quadrupole | ||
from lsst.geom import LinearTransform | ||
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def colorbar(mappable): | ||
import matplotlib.pyplot as plt | ||
from mpl_toolkits.axes_grid1 import make_axes_locatable | ||
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last_axes = plt.gca() | ||
ax = mappable.axes | ||
fig = ax.figure | ||
divider = make_axes_locatable(ax) | ||
cax = divider.append_axes("right", size="5%", pad=0.05) | ||
cbar = fig.colorbar(mappable, cax=cax) | ||
plt.sca(last_axes) | ||
return cbar | ||
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def extendTable(table, rot, prefix): | ||
transform = LinearTransform(rot) | ||
rot_shapes = [] | ||
for row in table: | ||
shape = Quadrupole(row["Ixx"], row["Iyy"], row["Ixy"]) | ||
rot_shape = shape.transform(transform) | ||
rot_shapes.append(rot_shape) | ||
table[prefix + "_Ixx"] = [sh.getIxx() for sh in rot_shapes] | ||
table[prefix + "_Iyy"] = [sh.getIyy() for sh in rot_shapes] | ||
table[prefix + "_Ixy"] = [sh.getIxy() for sh in rot_shapes] | ||
table[prefix + "_e1"] = (table[prefix + "_Ixx"] - table[prefix + "_Iyy"]) / table["T"] | ||
table[prefix + "_e2"] = 2 * table[prefix + "_Ixy"] / table["T"] | ||
table[prefix + "_x"] = rot[0, 0] * table["x"] + rot[0, 1] * table["y"] | ||
table[prefix + "_y"] = rot[1, 0] * table["x"] + rot[1, 1] * table["y"] | ||
return table | ||
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def makeFigureAndAxes(): | ||
fig, axes = plt.subplots(nrows=2, ncols=2, figsize=(8, 6)) | ||
return fig, axes | ||
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def makeFocalPlanePlot(fig, axes, table, camera, saveAs=""): | ||
cbar = colorbar(axes[0, 0].scatter(table["x"], table["y"], c=table["T"], s=5)) | ||
cbar.set_label("T [arcsec$^2$]") | ||
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emax = np.quantile(np.abs(np.concatenate([table["e1"], table["e2"]])), 0.98) | ||
cbar = colorbar( | ||
axes[1, 0].scatter(table["x"], table["y"], c=table["e1"], vmin=-emax, vmax=emax, cmap="bwr", s=5) | ||
) | ||
cbar.set_label("e1") | ||
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cbar = colorbar( | ||
axes[1, 1].scatter(table["x"], table["y"], c=table["e2"], vmin=-emax, vmax=emax, cmap="bwr", s=5) | ||
) | ||
cbar.set_label("e2") | ||
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Q = axes[0, 1].quiver( | ||
table["x"], | ||
table["y"], | ||
table["e"] * np.cos(0.5 * np.arctan2(table["e2"], table["e1"])), | ||
table["e"] * np.sin(0.5 * np.arctan2(table["e2"], table["e1"])), | ||
headlength=0, | ||
headaxislength=0, | ||
scale=1, | ||
pivot="middle", | ||
) | ||
axes[0, 1].quiverkey(Q, X=0.08, Y=0.95, U=0.05, label="0.05", labelpos="S") | ||
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for ax in axes.ravel(): | ||
ax.set_xlabel("Focal Plane x [mm]") | ||
ax.set_ylabel("Focal Plane y [mm]") | ||
ax.set_aspect("equal") | ||
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# Plot camera detector outlines | ||
for det in camera: | ||
xs = [] | ||
ys = [] | ||
for corner in det.getCorners(FOCAL_PLANE): | ||
xs.append(corner.x) | ||
ys.append(corner.y) | ||
xs.append(xs[0]) | ||
ys.append(ys[0]) | ||
xs = np.array(xs) | ||
ys = np.array(ys) | ||
for ax in axes.ravel(): | ||
ax.plot(xs, ys, c="k", lw=1, alpha=0.3) | ||
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plt.tight_layout() | ||
if saveAs: | ||
fig.savefig(saveAs) | ||
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def makeEquatorialPlot(fig, axes, table, camera, saveAs=""): | ||
cbar = colorbar(axes[0, 0].scatter(table["nw_x"], table["nw_y"], c=table["T"], s=5)) | ||
cbar.set_label("T [arcsec$^2$]") | ||
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emax = np.quantile(np.abs(np.concatenate([table["e1"], table["e2"]])), 0.98) | ||
cbar = colorbar( | ||
axes[1, 0].scatter( | ||
table["nw_x"], table["nw_y"], c=table["nw_e1"], vmin=-emax, vmax=emax, cmap="bwr", s=5 | ||
) | ||
) | ||
cbar.set_label("e1") | ||
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cbar = colorbar( | ||
axes[1, 1].scatter( | ||
table["nw_x"], table["nw_y"], c=table["nw_e2"], vmin=-emax, vmax=emax, cmap="bwr", s=5 | ||
) | ||
) | ||
cbar.set_label("e2") | ||
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Q = axes[0, 1].quiver( | ||
table["nw_x"], | ||
table["nw_y"], | ||
table["e"] * np.cos(0.5 * np.arctan2(table["nw_e2"], table["nw_e1"])), | ||
table["e"] * np.sin(0.5 * np.arctan2(table["nw_e2"], table["nw_e1"])), | ||
headlength=0, | ||
headaxislength=0, | ||
scale=1, | ||
pivot="middle", | ||
) | ||
axes[0, 1].quiverkey(Q, X=0.08, Y=0.95, U=0.05, label="0.05", labelpos="S") | ||
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for ax in axes.ravel(): | ||
ax.set_xlabel("West") | ||
ax.set_ylabel("North") | ||
ax.set_aspect("equal") | ||
ax.set_xlim(-90, 90) | ||
ax.set_ylim(-90, 90) | ||
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# Plot camera detector outlines | ||
nwRot = table.meta["nwRot"] | ||
for det in camera: | ||
xs = [] | ||
ys = [] | ||
for corner in det.getCorners(FOCAL_PLANE): | ||
xs.append(corner.x) | ||
ys.append(corner.y) | ||
xs.append(xs[0]) | ||
ys.append(ys[0]) | ||
xs = np.array(xs) | ||
ys = np.array(ys) | ||
rxs = nwRot[0, 0] * xs + nwRot[0, 1] * ys | ||
rys = nwRot[1, 0] * xs + nwRot[1, 1] * ys | ||
for ax in axes.ravel(): | ||
ax.plot(rxs, rys, c="k", lw=1, alpha=0.3) | ||
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plt.tight_layout() | ||
if saveAs: | ||
fig.savefig(saveAs) | ||
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def makeAzElPlot(fig, axes, table, camera, saveAs=""): | ||
cbar = colorbar(axes[0, 0].scatter(table["aa_x"], table["aa_y"], c=table["T"], s=5)) | ||
cbar.set_label("T [arcsec$^2$]") | ||
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emax = np.quantile(np.abs(np.concatenate([table["e1"], table["e2"]])), 0.98) | ||
cbar = colorbar( | ||
axes[1, 0].scatter( | ||
table["aa_x"], table["aa_y"], c=table["aa_e1"], vmin=-emax, vmax=emax, cmap="bwr", s=5 | ||
) | ||
) | ||
cbar.set_label("e1") | ||
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cbar = colorbar( | ||
axes[1, 1].scatter( | ||
table["aa_x"], table["aa_y"], c=table["aa_e2"], vmin=-emax, vmax=emax, cmap="bwr", s=5 | ||
) | ||
) | ||
cbar.set_label("e2") | ||
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Q = axes[0, 1].quiver( | ||
table["aa_x"], | ||
table["aa_y"], | ||
table["e"] * np.cos(0.5 * np.arctan2(table["aa_e2"], table["aa_e1"])), | ||
table["e"] * np.sin(0.5 * np.arctan2(table["aa_e2"], table["aa_e1"])), | ||
headlength=0, | ||
headaxislength=0, | ||
scale=1, | ||
pivot="middle", | ||
) | ||
axes[0, 1].quiverkey(Q, X=0.08, Y=0.95, U=0.05, label="0.05", labelpos="S") | ||
for ax in axes.ravel(): | ||
ax.set_xlabel("Az") | ||
ax.set_ylabel("Alt") | ||
ax.set_aspect("equal") | ||
ax.set_xlim(-90, 90) | ||
ax.set_ylim(-90, 90) | ||
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# Plot camera detector outlines | ||
aaRot = table.meta["aaRot"] | ||
for det in camera: | ||
xs = [] | ||
ys = [] | ||
for corner in det.getCorners(FOCAL_PLANE): | ||
xs.append(corner.x) | ||
ys.append(corner.y) | ||
xs.append(xs[0]) | ||
ys.append(ys[0]) | ||
xs = np.array(xs) | ||
ys = np.array(ys) | ||
rxs = aaRot[0, 0] * xs + aaRot[0, 1] * ys | ||
rys = aaRot[1, 0] * xs + aaRot[1, 1] * ys | ||
# Place detector label | ||
x = min([c.x for c in det.getCorners(FOCAL_PLANE)]) | ||
y = max([c.y for c in det.getCorners(FOCAL_PLANE)]) | ||
rx = aaRot[0, 0] * x + aaRot[0, 1] * y | ||
ry = aaRot[1, 0] * x + aaRot[1, 1] * y | ||
rtp = table.meta["rotTelPos"] | ||
for ax in axes.ravel(): | ||
ax.plot(rxs, rys, c="k", lw=1, alpha=0.3) | ||
ax.text( | ||
rx, | ||
ry, | ||
det.getName(), | ||
rotation_mode="anchor", | ||
rotation=np.rad2deg(-rtp) - 90, | ||
horizontalalignment="left", | ||
verticalalignment="top", | ||
color="k", | ||
fontsize=6, | ||
zorder=20, | ||
) | ||
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plt.tight_layout() | ||
if saveAs: | ||
fig.savefig(saveAs) |