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import astropy.units as u | |
from astropy.io import fits | |
from astropy.coordinates import SkyCoord | |
from astropy.modeling.fitting import LevMarLSQFitter | |
from astropy.stats import gaussian_sigma_to_fwhm | |
from astropy.table import Table | |
import boto3 | |
import io | |
from photutils.background import MADStdBackgroundRMS, MMMBackground | |
from photutils.detection import IRAFStarFinder |
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import jax | |
import jax.numpy as jnp | |
import quarks2cosmos | |
import tensorflow_datasets as tfds | |
import tensorflow as tf | |
import haiku as hk | |
import optax | |
import pickle |
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"""Combining fastai2 xresnet with deconv stem | |
Hosted here: https://gist.github.com/jwuphysics/eb388eb3dcee4ccac84f8174a6915bc6 | |
https://github.com/fastai/fastai2/blob/master/fastai2/vision/models/xresnet.py | |
https://github.com/yechengxi/deconvolution/blob/master/models/resnet.py | |
""" | |
from fastai2.vision.all import * | |
from deconvolution.models.deconv import FastDeconv # from `deconvolution` repo |
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