Solved by brenth in post #2 
              
              
                An update for anyone who might find themselves with the same problem: 
I decided to end my misery over tensorboard and have switched allegiance to visdom - it’s been an absolute breeze. 
Linking a very useful github which helped me quickly set up visdom for the plotting of accuracy and loss graphs: 
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