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48,922 changes: 48,864 additions & 58 deletions basic_gan.ipynb

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7 changes: 4 additions & 3 deletions little_gan.py
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Expand Up @@ -4,8 +4,9 @@


# Target distribution samples Gamma distributed
gamma = torch.distributions.Gamma(1, 3)
X_true = gamma.sample((1000, 1))
gamma1 = torch.distributions.Gamma(1, 3)
gamma2 = torch.distributions.Gamma(3, 1)
X_true = gamma1.sample((1000, 1)) + gamma2.sample((1000, 1))

# Target distribution samples MoG distributed (Exhibits mode collapse)
# X_0 = torch.randn(1000)
Expand Down Expand Up @@ -43,7 +44,7 @@ def forward(self, z):
Z_0 = torch.randn(1000, 1)

# Run for 25000 iterations
n_iters = 2500
n_iters = 25000

# Number of samples per update step
m = 64
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