Not training well and some errors

[anshulbshah]

After making some changes to the source files, I was finally able to get this working. But am facing a few problems. I am using the 2D Shapes dataset for training.

1)It seems that the model is not training properly. The generated frames in tensorboard are very blurry even after ~194 Epochs.

2)The generator loss is ~0.78 and discriminator loss is ~ -1.58. The trend till now is that the G loss is increasing very slowly and the D loss is decreasing very slowly. These are that stats after 194 Epochs (Batch Size 64). Both should be going towards zero right ? When should I expect convergence ?

3. Further, strangely the learning starts at Epoch 34. Can't figure out why.

4. I can't get the validation part to work. I have the following error : "Variable generator/g_e0_conv/w already exists, disallowed. Did you mean to set reuse=True in VarScope?"

[rohanrc1997]

Hello, Could you please share your working version of the code ? Thanks!