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DCGAN on Bedroom dataset of LSUN

In commit 62191804822c5f42456a7075f3db8368b98c4381, the progress looks promising. There are actually no changes. Sometimes the model encounters "NaN" (not a number) errors with unknown reasons. I rolled back some steps to bypass that issue. There was an accident so the older records in the chart is lost.

result after 11500 batches

interpolation

discriminator loss

generator loss

nan


In commit 8cb54369787640881b4f32ca7556289f58bd987a, got NaN after 18900 batches:

collapse after 18900 batches


In commit 7bbc486576a27f1106ced18f5f86bed800ae73c1, got NaN after 5400 batches:

collapse after 5400 batches


Dependencies:

  • tensorflow
  • numpy
  • scipy
  • lmdb