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GPT-2 Agents

• Embeddings and plots
• Got the sequences generated. They look pretty cool too, like codes:

  e2 e4 c7 c5 g1 f3 b8 c6 d2 d4 c5 d4 f3 d4 g7 g6 b1 c3 f8 g7 f1 e2 d7 d6 c1 g5 a7 a6 d1 e2 f6 e8 f2 f3 e8 c7 g5 f4 f7 f5 e4 f5 g6 f5 e2 f3 c7 d5 f3 g4 c8 d7 e2 d2 d8 c7 b2 b3 f5 f4 d4 b3 d7 f5 f1 e1 e7 f5 e1 e6 f5 g4 b3 d4 a8 c8 d4 f5 c6 f5 e6 f6 f5 d4 a1 e1 g4 h5 f3 f4 f8 f6 d2 f6 c8 f8 f6 h4 d4 e6 c2 c3 e6 d4 c3 d4 h5 f3 e1 e7 f8 f7 e7 f7 g7 f7 g1 f2 b7 b5 c4 b5 a6 b5 g2 g4 f7 g6 h2 h3 g8
  e2 e4 c7 c6 d2 d4 d7 d5 b1 d2 g8 f6 f1 d3 d5 e4 d2 e4 b8 d7 g1 f3 e7 e6 d1 e2 f6 e4 d3 e4 d8 c7 e4 b1 d7 f6 c1 g5 f6 g4 h7 h6 g5 h4 c7 d7 e2 e3 g4 e5 h1 g1 e5 c6 f2 f3 f8 e7 e3 e2 g2 g4 f8 d8 f3 e5 d7 d3 e2 d3 d8 d3 g1 d1 a7 a6 c1 b1 d3 d6 b1 a1 e7 f6 a2 a3 c8 e6 f3 e4 b7 b5 b2 b4 f6 g7 b4 a5 b5 a4 e5 c6 a8 b8 d1 f1 a4 a3 c6 e5 a3 a2 h4 e1 a2 a1 f1 a1 b8 a1 d4 d5 e6 c8 d1 b1 g8 f8 a1 b1 f8 e7 b1 c2 e7 d6 e5 d7 g7 d4
  e2 e4 e7 e6 d2 d4 d7 d5 b1 c3 f8 b4 e4 e5 b4 c3 b2 c3 g8 e7 d1 b3 c7 c5 a2 a3 b8 c6 f2 f4 b7 b5 a3 a4 b5 b4 b3 b2 a4 a5 c5 d4 c3 d4 e7 g6 g1 f3 c6 e7 c8 a6 c1 g5 e7 g8 a1 b1 a8 c8 e5 d6 g8 f6 g5 f6 d8 f6 f1 f2 h7 h6 b2 b5 f6 d6 f3 h4 d6 e7 h4 g6 a6 g2 g6 e7 f8 e8 e7 f5 g2 f3 g1 g2 c8 c2 b1 c1 c2 c8 a5 a6 c8 a8 h2 h3 f3 e4 b5 b3 f7 f6 b3 b2 f6 f5 f5 d6 e6 e5 b2 a1 e8 a8 f2 f5 f5 e4 f5 f7 a8 b8 c1 f1 b8 b5 a1 a2 a8 a7
  e3 d2 d4 g8 f6 c2 c4 e7 e6 b1 c3 f8 b4 e2 e3 c1 d2 d7 d5 c4 d5 f6 d5 f2 f3 b8 c6 g1 f3 f7 f5 g2 g4 f5 g4 d1 e2 d5 f4 d2 f4 e6 f5 e2 e5 b4 c3 e5 c3 d8 d3 e1 e2 d3 e2 e2 e2 f5 f4 e2 e1 f4 f3 e1 f2 a8 d8 f2 f1 c8 e6 f4 e3 f8 f7 f3 h4 e6 d5 f1 g2 f7 f3 g2 f1 f3 h3 f1 e1 d5 e4 e1 f2 h3 h4 g4 h5 h4 h5 f2 f3 h5 f5 f3 g2 f5 h5 e3 g5 h5 h3 g5 e3 h3 h4 e3 g5 e4 g2 g2 g3 g2 d5 g3 h3 d5 e6 g5 f6 g8 h7
  e2 e4 e7 e5 g1 f3 b8 c6 b1 c3 g8 f6 f1 b5 d7 d6 d2 d3 a7 a6 f8 e7 b5 a4 b7 b5 a4 b3 h2 h3 c8 b7 a2 a4 b5 b4 a4 b5 c6 b8 c1 g5 f6 e8 f3 e5 e8 d6 g5 f4 d8 e7 f4 d6 e7 d6 e5 f3 d6 e7 c3 a4 c7 c6 a4 c5 c6 c5 d3 d4 e7 e5 d4 c5 b7 c8 a1 c1 b8 d7 f3 e5 f7 f6 e4 f5 d7 f6 c1 c6 e5 e4 g1 h1 f6 h5 f1 e1 h5 g3 e5 d7 e4 h4 c6 c4 h4 g3 d1 g4 g3 h3 h1 g1 h3 h1 g1 h2 h1 h5 g4 f5 c8 b7 c4 c5 h5 e2 e1 d1 e7 f6 b2 b3 f6 e5 c5 c8 a8 c8

   

• Drawing the embeddings. Fun, but not really useful. And this is kind of my point about embeddings like W2V that don’t take into account the trajectory of the sentence the word is part of. We know that the structure of the board is represented in the text. We need a more sophisticated embedding to to extract it

• Something that might make sense is to see how these points cluster as well
• I think I might try plotting individual columns later, but first I’m going to try building some from/to networks by piece

GOES

• Try downloading yaw flip
• Was able to connect to the server, though now I don’t need a port number?
• Specifying the queries. Fixed a few mnemonics.
• Had to try a few times, but I got it!

• Not sure what to do next. Update GVSETS paper?
• 2:00 CASSIE meeting – learned a lot of things
• I got promoted!
• Implemented a perplexity measure. Looking at this as a way of understanding mode collapse, and maybe conspiracy theories?
• Done for the day