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@kastnerkyle
kastnerkyle / conv_deconv_vae.py
Last active October 19, 2024 08:20
Convolutional Variational Autoencoder, modified from Alec Radford at (https://gist.github.com/Newmu/a56d5446416f5ad2bbac)
# Alec Radford, Indico, Kyle Kastner
# License: MIT
"""
Convolutional VAE in a single file.
Bringing in code from IndicoDataSolutions and Alec Radford (NewMu)
Additionally converted to use default conv2d interface instead of explicit cuDNN
"""
import theano
import theano.tensor as T
from theano.compat.python2x import OrderedDict
@Newmu
Newmu / conv_deconv_variational_autoencoder.py
Last active May 12, 2025 15:42
Prototype code of conv/deconv variational autoencoder, probably not runable, lots of inter-dependencies with local codebase =/
import theano
import theano.tensor as T
from theano.sandbox.rng_mrg import MRG_RandomStreams as RandomStreams
from theano.tensor.signal.downsample import max_pool_2d
from theano.tensor.extra_ops import repeat
from theano.sandbox.cuda.dnn import dnn_conv
from time import time
import numpy as np
from matplotlib import pyplot as plt