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6 changes: 6 additions & 0 deletions autolens/weak/simulator.py
Original file line number Diff line number Diff line change
Expand Up @@ -113,6 +113,12 @@ def via_tracer_random_positions_from(
name
Optional label passed through to ``WeakDataset.name``.
"""
from autoarray.util import dataset_util

# Smoke-mode cap (PYAUTO_SMALL_DATASETS=1): generated catalogue sizes only —
# via_tracer_from's user-provided grid is never mutated.
n_galaxies = dataset_util.cap_catalogue_size_for_small_datasets(n_galaxies)

positions = self._rng.uniform(
low=-grid_extent, high=grid_extent, size=(n_galaxies, 2)
)
Expand Down
43 changes: 43 additions & 0 deletions test_autolens/weak/test_simulator_small_datasets.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,43 @@
import autolens as al


def _tracer():
lens = al.Galaxy(
redshift=0.5,
mass=al.mp.IsothermalSph(centre=(0.0, 0.0), einstein_radius=1.6),
)
return al.Tracer(galaxies=[lens, al.Galaxy(redshift=1.0)])


def test__random_positions__capped_under_small_datasets(monkeypatch):
monkeypatch.setenv("PYAUTO_SMALL_DATASETS", "1")

dataset = al.SimulatorShearYX(noise_sigma=0.3, seed=1).via_tracer_random_positions_from(
tracer=_tracer(), n_galaxies=200, grid_extent=3.0
)

assert dataset.n_galaxies == 25


def test__random_positions__uncapped_without_env_var(monkeypatch):
monkeypatch.delenv("PYAUTO_SMALL_DATASETS", raising=False)

dataset = al.SimulatorShearYX(noise_sigma=0.3, seed=1).via_tracer_random_positions_from(
tracer=_tracer(), n_galaxies=40, grid_extent=3.0
)

assert dataset.n_galaxies == 40


def test__explicit_grid__never_capped(monkeypatch):
import autoarray as aa
import numpy as np

monkeypatch.setenv("PYAUTO_SMALL_DATASETS", "1")

grid = aa.Grid2DIrregular(values=np.random.default_rng(1).uniform(-3, 3, (60, 2)))
dataset = al.SimulatorShearYX(noise_sigma=0.3, seed=1).via_tracer_from(
tracer=_tracer(), grid=grid
)

assert dataset.n_galaxies == 60
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