high SNR but high shape noise

experiments/exp42/Makefile

@@ -0,0 +1,34 @@
+SHELL=/bin/bash
+SEED := 42
+DIR := /pscratch/sd/i/imendoza/data/cache_chains/exp41_${SEED}
+TAG := exp41_${SEED}
+SHAPE_NOISE := 0.1
+SIGMA_E_INT := 0.15
+SHEAR := 0.02
+export JAX_ENABLE_X64=True
+
+figures:
+	../exp40/get_figures.py ${SEED} --tag ${TAG}
+
+jackknife:
+	export CUDA_VISIBLE_DEVICES=0
+	../exp40/get_shear_jackknife.py ${SEED} --old-seed ${SEED} \
+	--samples-plus-fname interim_samples_${SEED}_plus.npz \
+	--samples-minus-fname interim_samples_${SEED}_minus.npz \
+	--tag ${TAG} --overwrite
+
+shear: 
+	export CUDA_VISIBLE_DEVICES=0
+	../../scripts/get_shear_from_shapes.py ${SEED} --old-seed ${SEED} --interim-samples-fname "interim_samples_${SEED}_plus.npz" --tag ${TAG} --overwrite --extra-tag "plus"
+	../../scripts/get_shear_from_shapes.py ${SEED} --old-seed ${SEED} --interim-samples-fname "interim_samples_${SEED}_minus.npz" --tag ${TAG} --overwrite --extra-tag "minus"
+
+collate:
+	../exp40/collate_samples.py ${SEED} --tag ${TAG} --mode "plus" --n-files 4
+	../exp40/collate_samples.py ${SEED} --tag ${TAG} --mode "minus" --n-files 4
+
+samples: 
+	../exp40/slurm_get_interim_samples.py ${SEED} --tag ${TAG} --g1 ${SHEAR} --g2 0.0 --n-gals 250 --n-samples-per-gal 150 --mean-logflux 6.0 --sigma-logflux 0.1 --shape-noise ${SHAPE_NOISE} --sigma-e-int ${SIGMA_E_INT} --time "00:05" --mode "plus" --mem-per-gpu "5G"
+	../exp40/slurm_get_interim_samples.py ${SEED} --tag ${TAG} --g1 -${SHEAR} --g2 0.0 --n-gals 250 --n-samples-per-gal 150 --mean-logflux 6.0 --sigma-logflux 0.1 --shape-noise ${SHAPE_NOISE} --sigma-e-int ${SIGMA_E_INT} --time "00:05" --mode "minus" --mem-per-gpu "5G"
+
+clean: 
+	rm -f ${DIR}/g_samples_*.npy ${DIR}/interim_samples_*.npz

experiments/exp42/README.md

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+# Experiment 4.2
+
+Same as experiment `4.0`, shape noise level is the same but high SNR galaxies only.
+
+## Reproducing results
+
+```bash 
+make samples # wait for slurm job to finish
+make collate 
+make shear 
+make figures
+```