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halo_comparison/halo_plot.py

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from pathlib import Path
from sys import argv
from typing import List
import h5py
import numpy as np
from matplotlib import pyplot as plt
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from matplotlib.axes import Axes
from matplotlib.colors import LogNorm
from matplotlib.figure import Figure
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from matplotlib.patches import Circle
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from mpl_toolkits.axes_grid1.anchored_artists import AnchoredSizeBar
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from halo_vis import Coords
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from paths import base_dir, vis_datafile, has_1024_simulations
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from read_vr_files import read_velo_halos
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from utils import figsize_from_page_fraction, rowcolumn_labels
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def coord_to_2d_extent(coords: Coords):
radius, X, Y, Z = coords
return X - radius, X + radius, Y - radius, Y + radius
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def in_area(coords: Coords, xobj, yobj, zobj, factor=1.3) -> bool:
radius, xcenter, ycenter, zcenter = coords
radius *= factor
return (
(xcenter - radius < xobj < xcenter + radius)
and
(ycenter - radius < yobj < ycenter + radius)
and
(zcenter - radius < zobj < zcenter + radius)
)
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def main():
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rows = ["shannon", "DB8", "DB4", "DB2"]
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offset = 2
columns = [128, 256, 512]
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initial_halo_id = int(argv[1])
if has_1024_simulations:
columns.append(1024)
fig: Figure = plt.figure(figsize=figsize_from_page_fraction(columns=2, height_to_width=1))
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axes: List[List[Axes]] = fig.subplots(len(rows), len(columns), sharex="row", sharey="row")
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with h5py.File(vis_datafile) as vis_out:
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halo_group = vis_out[str(initial_halo_id)]
vmin, vmax = halo_group["vmin_vmax"]
print(vmin, vmax)
for i, waveform in enumerate(rows):
for j, resolution in enumerate(columns):
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dir = base_dir / f"{waveform}_{resolution}_100"
halos = read_velo_halos(dir)
ax = axes[i][j]
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dataset_group = halo_group[f"{waveform}_{resolution}"]
rho = np.asarray(dataset_group["rho"])
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# radius, X, Y, Z
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coords: Coords = tuple(dataset_group["coords"])
mass = dataset_group["mass"][()] # get scalar value from Dataset
main_halo_id = dataset_group["halo_id"][()]
vmin_scaled = (vmin + offset) * mass
vmax_scaled = (vmax + offset) * mass
rho = (rho + offset) * mass
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extent = coord_to_2d_extent(coords)
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img = ax.imshow(rho.T, norm=LogNorm(vmin=vmin_scaled, vmax=vmax_scaled), extent=extent,
origin="lower")
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found_main_halo = False
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for halo_id, halo in halos.iterrows():
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if halo["Mvir"] > 20:
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if in_area(coords, halo.X, halo.Y, halo.Z):
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if halo_id == main_halo_id:
color = "red"
elif halo["Structuretype"] > 10:
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color = "lightgreen"
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else:
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color = "lightblue"
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if halo_id == main_halo_id:
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found_main_halo = True
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print("plotting main halo")
circle = Circle(
(halo.X, halo.Y),
halo["Rvir"], zorder=10,
linewidth=1, edgecolor=color, fill=None, alpha=.2
)
ax.add_artist(circle)
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# assert found_main_halo
print(img)
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# ax.set_axis_off()
ax.set_xticks([])
ax.set_yticks([])
if j == 0:
scalebar = AnchoredSizeBar(
ax.transData,
1, '1 Mpc', 'lower left',
# pad=0.1,
color='white',
frameon=False,
# size_vertical=1
)
ax.add_artist(scalebar)
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# break
# break
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rowcolumn_labels(axes, rows, isrow=True)
rowcolumn_labels(axes, columns, isrow=False)
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fig.tight_layout()
fig.subplots_adjust(right=0.825)
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cbar_ax = fig.add_axes([0.85, 0.05, 0.05, 0.9])
fig.colorbar(img, cax=cbar_ax)
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fig.savefig(Path(f"~/tmp/halo_plot_{initial_halo_id}.pdf").expanduser())
fig.savefig(Path(f"~/tmp/halo_plot_{initial_halo_id}.png").expanduser())
plt.show()
if __name__ == '__main__':
main()