|
|
| Tournament: 20 generations, 12 agents |
| Episodes/gen: 2000 |
| Eval games/matchup: 1000 |
| Adaptive: max_rounds=5 p=0.05 gen_limit=5 |
| Device: mps |
|
|
| === Generation 1/20 === |
| Training (round 1)... |
| epsilon=0.400 |
| gen0_agent0 (v1): trained 2000 vectorized eps, buf=200,000, loss=1.1179, eps=0.400 |
| gen0_agent1 (v2): trained 2000 vectorized eps, buf=200,000, loss=1.2515, eps=0.400 |
| gen0_agent2 (v1): trained 2000 vectorized eps, buf=200,000, loss=1.1478, eps=0.400 |
| gen0_agent3 (v2): trained 2000 vectorized eps, buf=200,000, loss=1.4311, eps=0.400 |
| gen0_agent4 (v1): trained 2000 vectorized eps, buf=200,000, loss=0.7036, eps=0.400 |
| gen0_agent5 (v2): trained 2000 vectorized eps, buf=200,000, loss=1.3235, eps=0.400 |
| gen0_agent6 (v1): trained 2000 vectorized eps, buf=200,000, loss=0.8243, eps=0.400 |
| gen0_agent7 (v2): trained 2000 vectorized eps, buf=200,000, loss=1.2012, eps=0.400 |
| gen0_agent8 (v1): trained 2000 vectorized eps, buf=200,000, loss=1.0491, eps=0.400 |
| gen0_agent9 (v2): trained 2000 vectorized eps, buf=200,000, loss=0.7924, eps=0.400 |
| gen0_agent10 (v1): trained 2000 vectorized eps, buf=200,000, loss=1.2575, eps=0.400 |
| gen0_agent11 (v2): trained 2000 vectorized eps, buf=200,000, loss=1.0474, eps=0.400 |
| League evaluation... |
| 12 agents, 1000 games each, 9 holes/game |
| gen0_agent0 (v1): avg_score=29.487 lr=1.44e-03 hid=128 |
| gen0_agent1 (v2): avg_score=27.815 lr=7.43e-04 hid=512 |
| gen0_agent2 (v1): avg_score=25.285 lr=6.15e-04 hid=128 |
| gen0_agent3 (v2): avg_score=27.864 lr=7.00e-04 hid=256 |
| gen0_agent4 (v1): avg_score=29.684 lr=9.97e-04 hid=256 |
| gen0_agent5 (v2): avg_score=27.627 lr=9.37e-04 hid=256 |
| gen0_agent6 (v1): avg_score=29.665 lr=1.42e-03 hid=512 |
| gen0_agent7 (v2): avg_score=29.039 lr=1.27e-03 hid=512 |
| gen0_agent8 (v1): avg_score=29.407 lr=1.54e-03 hid=256 |
| gen0_agent9 (v2): avg_score=27.114 lr=2.19e-03 hid=256 |
| gen0_agent10 (v1): avg_score=29.661 lr=1.10e-03 hid=128 |
| gen0_agent11 (v2): avg_score=28.445 lr=2.54e-03 hid=128 |
| Clear winner after 1 rounds (p=0.0000) |
| New hall of fame: gen0_agent2 (avg_score=25.2853) |
| Uploaded gen 1 results to vgainullin/golf-tournament |
|
|
| Generation 1 results (294s): |
| #1 gen0_agent2 (v1): avg_score=25.2853 lr=6.15e-04 hid=128 * |
| #2 gen0_agent9 (v2): avg_score=27.1139 lr=2.19e-03 hid=256 |
| #3 gen0_agent5 (v2): avg_score=27.6271 lr=9.37e-04 hid=256 |
| #4 gen0_agent1 (v2): avg_score=27.8146 lr=7.43e-04 hid=512 |
| #5 gen0_agent3 (v2): avg_score=27.8638 lr=7.00e-04 hid=256 |
|
|
| === Generation 2/20 === |
| Training (round 1)... |
| epsilon=0.380 |
| gen0_agent2 (v1): trained 2000 vectorized eps, buf=200,000, loss=0.9757, eps=0.380 |
| gen0_agent9 (v2): trained 2000 vectorized eps, buf=200,000, loss=0.7668, eps=0.380 |
| gen2_agent0 (v2): trained 2000 vectorized eps, buf=200,000, loss=0.8537, eps=0.500 |
| gen2_agent1 (v1): trained 2000 vectorized eps, buf=200,000, loss=0.9631, eps=0.500 |
| gen2_agent2 (v2): trained 2000 vectorized eps, buf=200,000, loss=1.1399, eps=0.500 |
| gen2_agent3 (v2): trained 2000 vectorized eps, buf=200,000, loss=0.9609, eps=0.500 |
| gen2_agent4 (v2): trained 2000 vectorized eps, buf=200,000, loss=0.8389, eps=0.500 |
| gen2_agent5 (v2): trained 2000 vectorized eps, buf=200,000, loss=0.8420, eps=0.500 |
| gen2_agent6 (v2): trained 2000 vectorized eps, buf=200,000, loss=1.1512, eps=0.500 |
| gen2_agent7 (v2): trained 2000 vectorized eps, buf=200,000, loss=0.8243, eps=0.500 |
| gen2_agent8 (v1): trained 2000 vectorized eps, buf=200,000, loss=0.9836, eps=0.500 |
| gen2_agent9 (v1): trained 2000 vectorized eps, buf=200,000, loss=0.9411, eps=0.500 |
| League evaluation... |
| 12 agents, 1000 games each, 9 holes/game |
| gen0_agent2 (v1): avg_score=29.932 lr=6.15e-04 hid=128 |
| gen0_agent9 (v2): avg_score=29.501 lr=2.19e-03 hid=256 |
| gen2_agent0 (v2): avg_score=29.278 lr=2.19e-03 hid=256 |
| gen2_agent1 (v1): avg_score=29.596 lr=6.15e-04 hid=128 |
| gen2_agent2 (v2): avg_score=21.959 lr=7.43e-04 hid=128 |
| gen2_agent3 (v2): avg_score=29.653 lr=7.43e-04 hid=256 |
| gen2_agent4 (v2): avg_score=28.979 lr=2.19e-03 hid=256 |
| gen2_agent5 (v2): avg_score=29.578 lr=7.00e-04 hid=256 |
| gen2_agent6 (v2): avg_score=27.345 lr=2.54e-03 hid=256 |
| gen2_agent7 (v2): avg_score=29.532 lr=7.81e-04 hid=512 |
| gen2_agent8 (v1): avg_score=29.830 lr=6.97e-04 hid=128 |
| gen2_agent9 (v1): avg_score=29.497 lr=5.02e-04 hid=128 |
| Clear winner after 1 rounds (p=0.0000) |
| Hall of fame t-test: t=-23.938 p=0.0000 SIGNIFICANT |
| New hall of fame: gen2_agent2 (avg_score=21.9591) |
| Uploaded gen 2 results to vgainullin/golf-tournament |
|
|
| Generation 2 results (277s): |
| #1 gen2_agent2 (v2): avg_score=21.9591 lr=7.43e-04 hid=128 * |
| #2 gen2_agent6 (v2): avg_score=27.3446 lr=2.54e-03 hid=256 |
| #3 gen2_agent4 (v2): avg_score=28.9794 lr=2.19e-03 hid=256 |
| #4 gen2_agent0 (v2): avg_score=29.278 lr=2.19e-03 hid=256 |
| #5 gen2_agent9 (v1): avg_score=29.4969 lr=5.02e-04 hid=128 |
|
|
| === Generation 3/20 === |
| Training (round 1)... |
| epsilon=0.360 |
| gen2_agent2 (v2): trained 2000 vectorized eps, buf=200,000, loss=1.0706, eps=0.360 |
| gen2_agent6 (v2): trained 2000 vectorized eps, buf=200,000, loss=0.8114, eps=0.360 |
| gen3_agent0 (v1): trained 2000 vectorized eps, buf=200,000, loss=0.6505, eps=0.500 |
| gen3_agent1 (v1): trained 2000 vectorized eps, buf=200,000, loss=0.6382, eps=0.500 |
| gen3_agent2 (v2): trained 2000 vectorized eps, buf=200,000, loss=0.6642, eps=0.500 |
| gen3_agent3 (v2): trained 2000 vectorized eps, buf=200,000, loss=0.8303, eps=0.500 |
| gen3_agent4 (v2): trained 2000 vectorized eps, buf=200,000, loss=0.6913, eps=0.500 |
| gen3_agent5 (v2): trained 2000 vectorized eps, buf=200,000, loss=0.6819, eps=0.500 |
| gen3_agent6 (v2): trained 2000 vectorized eps, buf=200,000, loss=0.6748, eps=0.500 |
| gen3_agent7 (v2): trained 2000 vectorized eps, buf=200,000, loss=0.6790, eps=0.500 |
| gen3_agent8 (v2): trained 2000 vectorized eps, buf=200,000, loss=0.6799, eps=0.500 |
| gen3_agent9 (v2): trained 2000 vectorized eps, buf=200,000, loss=0.7120, eps=0.500 |
| League evaluation... |
| 12 agents, 1000 games each, 9 holes/game |
| gen2_agent2 (v2): avg_score=31.440 lr=7.43e-04 hid=128 |
| gen2_agent6 (v2): avg_score=28.849 lr=2.54e-03 hid=256 |
| gen3_agent0 (v1): avg_score=29.660 lr=5.02e-04 hid=128 |
| gen3_agent1 (v1): avg_score=29.627 lr=5.02e-04 hid=128 |
| gen3_agent2 (v2): avg_score=28.991 lr=1.54e-03 hid=256 |
| gen3_agent3 (v2): avg_score=29.402 lr=2.54e-03 hid=256 |
| gen3_agent4 (v2): avg_score=29.226 lr=2.19e-03 hid=256 |
| gen3_agent5 (v2): avg_score=28.971 lr=2.76e-03 hid=256 |
| gen3_agent6 (v2): avg_score=29.246 lr=2.19e-03 hid=256 |
| gen3_agent7 (v2): avg_score=28.684 lr=2.19e-03 hid=256 |
| gen3_agent8 (v2): avg_score=29.208 lr=2.19e-03 hid=256 |
| gen3_agent9 (v2): avg_score=29.140 lr=2.19e-03 hid=256 |
| No separation (p=0.1279), training round 2... |
| Training (round 2)... |
| epsilon=0.360 |
| gen2_agent2 (v2): trained 2000 vectorized eps, buf=200,000, loss=0.5188, eps=0.360 |
| gen2_agent6 (v2): trained 2000 vectorized eps, buf=200,000, loss=0.5673, eps=0.360 |
| gen3_agent0 (v1): trained 2000 vectorized eps, buf=200,000, loss=0.5979, eps=0.500 |
| gen3_agent1 (v1): trained 2000 vectorized eps, buf=200,000, loss=0.5962, eps=0.500 |
| gen3_agent2 (v2): trained 2000 vectorized eps, buf=200,000, loss=0.6098, eps=0.500 |
| gen3_agent3 (v2): trained 2000 vectorized eps, buf=200,000, loss=0.6966, eps=0.500 |
| gen3_agent4 (v2): trained 2000 vectorized eps, buf=200,000, loss=0.6299, eps=0.500 |
| gen3_agent5 (v2): trained 2000 vectorized eps, buf=200,000, loss=0.6101, eps=0.500 |
| gen3_agent6 (v2): trained 2000 vectorized eps, buf=200,000, loss=0.6623, eps=0.500 |
| gen3_agent7 (v2): trained 2000 vectorized eps, buf=200,000, loss=0.5909, eps=0.500 |
| gen3_agent8 (v2): trained 2000 vectorized eps, buf=200,000, loss=0.6987, eps=0.500 |
| gen3_agent9 (v2): trained 2000 vectorized eps, buf=200,000, loss=0.6723, eps=0.500 |
| League evaluation... |
| 12 agents, 1000 games each, 9 holes/game |
| gen2_agent2 (v2): avg_score=29.406 lr=7.43e-04 hid=128 |
| gen2_agent6 (v2): avg_score=29.345 lr=2.54e-03 hid=256 |
| gen3_agent0 (v1): avg_score=29.831 lr=5.02e-04 hid=128 |
| gen3_agent1 (v1): avg_score=29.703 lr=5.02e-04 hid=128 |
| gen3_agent2 (v2): avg_score=32.025 lr=1.54e-03 hid=256 |
| gen3_agent3 (v2): avg_score=29.486 lr=2.54e-03 hid=256 |
| gen3_agent4 (v2): avg_score=29.427 lr=2.19e-03 hid=256 |
| gen3_agent5 (v2): avg_score=30.862 lr=2.76e-03 hid=256 |
| gen3_agent6 (v2): avg_score=30.481 lr=2.19e-03 hid=256 |
| gen3_agent7 (v2): avg_score=29.159 lr=2.19e-03 hid=256 |
| gen3_agent8 (v2): avg_score=29.108 lr=2.19e-03 hid=256 |
| gen3_agent9 (v2): avg_score=29.138 lr=2.19e-03 hid=256 |
| No separation (p=0.4097), training round 3... |
| Training (round 3)... |
| epsilon=0.360 |
| gen2_agent2 (v2): trained 2000 vectorized eps, buf=200,000, loss=0.4309, eps=0.360 |
| gen2_agent6 (v2): trained 2000 vectorized eps, buf=200,000, loss=0.4962, eps=0.360 |
| gen3_agent0 (v1): trained 2000 vectorized eps, buf=200,000, loss=0.5597, eps=0.500 |
| gen3_agent1 (v1): trained 2000 vectorized eps, buf=200,000, loss=0.5516, eps=0.500 |
| gen3_agent2 (v2): trained 2000 vectorized eps, buf=200,000, loss=0.7330, eps=0.500 |
| gen3_agent3 (v2): trained 2000 vectorized eps, buf=200,000, loss=0.7137, eps=0.500 |
| gen3_agent4 (v2): trained 2000 vectorized eps, buf=200,000, loss=0.5972, eps=0.500 |
| gen3_agent5 (v2): trained 2000 vectorized eps, buf=200,000, loss=0.7556, eps=0.500 |
| gen3_agent6 (v2): trained 2000 vectorized eps, buf=200,000, loss=1.0493, eps=0.500 |
| gen3_agent7 (v2): trained 2000 vectorized eps, buf=200,000, loss=0.5863, eps=0.500 |
| gen3_agent8 (v2): trained 2000 vectorized eps, buf=200,000, loss=0.9790, eps=0.500 |
| gen3_agent9 (v2): trained 2000 vectorized eps, buf=200,000, loss=0.7185, eps=0.500 |
| League evaluation... |
| 12 agents, 1000 games each, 9 holes/game |
| gen2_agent2 (v2): avg_score=29.398 lr=7.43e-04 hid=128 |
| gen2_agent6 (v2): avg_score=28.862 lr=2.54e-03 hid=256 |
| gen3_agent0 (v1): avg_score=29.596 lr=5.02e-04 hid=128 |
| gen3_agent1 (v1): avg_score=29.557 lr=5.02e-04 hid=128 |
| gen3_agent2 (v2): avg_score=31.277 lr=1.54e-03 hid=256 |
| gen3_agent3 (v2): avg_score=30.051 lr=2.54e-03 hid=256 |
| gen3_agent4 (v2): avg_score=29.573 lr=2.19e-03 hid=256 |
| gen3_agent5 (v2): avg_score=31.003 lr=2.76e-03 hid=256 |
| gen3_agent6 (v2): avg_score=32.597 lr=2.19e-03 hid=256 |
| gen3_agent7 (v2): avg_score=29.072 lr=2.19e-03 hid=256 |
| gen3_agent8 (v2): avg_score=29.961 lr=2.19e-03 hid=256 |
| gen3_agent9 (v2): avg_score=30.573 lr=2.19e-03 hid=256 |
| No separation (p=0.0686), training round 4... |
| Training (round 4)... |
| epsilon=0.360 |
| gen2_agent2 (v2): trained 2000 vectorized eps, buf=200,000, loss=0.3819, eps=0.360 |
| gen2_agent6 (v2): trained 2000 vectorized eps, buf=200,000, loss=0.8894, eps=0.360 |
| gen3_agent0 (v1): trained 2000 vectorized eps, buf=200,000, loss=0.5298, eps=0.500 |
| gen3_agent1 (v1): trained 2000 vectorized eps, buf=200,000, loss=0.5224, eps=0.500 |
| gen3_agent2 (v2): trained 2000 vectorized eps, buf=200,000, loss=0.8401, eps=0.500 |
| gen3_agent3 (v2): trained 2000 vectorized eps, buf=200,000, loss=0.7782, eps=0.500 |
| gen3_agent4 (v2): trained 2000 vectorized eps, buf=200,000, loss=0.5765, eps=0.500 |
| gen3_agent5 (v2): trained 2000 vectorized eps, buf=200,000, loss=0.9421, eps=0.500 |
| gen3_agent6 (v2): trained 2000 vectorized eps, buf=200,000, loss=2.9264, eps=0.500 |
| gen3_agent7 (v2): trained 2000 vectorized eps, buf=200,000, loss=0.5308, eps=0.500 |
| gen3_agent8 (v2): trained 2000 vectorized eps, buf=200,000, loss=1.3264, eps=0.500 |
| gen3_agent9 (v2): trained 2000 vectorized eps, buf=200,000, loss=0.9814, eps=0.500 |
| League evaluation... |
| 12 agents, 1000 games each, 9 holes/game |
| gen2_agent2 (v2): avg_score=30.743 lr=7.43e-04 hid=128 |
| gen2_agent6 (v2): avg_score=30.589 lr=2.54e-03 hid=256 |
| gen3_agent0 (v1): avg_score=29.787 lr=5.02e-04 hid=128 |
| gen3_agent1 (v1): avg_score=29.649 lr=5.02e-04 hid=128 |
| gen3_agent2 (v2): avg_score=28.881 lr=1.54e-03 hid=256 |
| gen3_agent3 (v2): avg_score=31.526 lr=2.54e-03 hid=256 |
| gen3_agent4 (v2): avg_score=29.729 lr=2.19e-03 hid=256 |
| gen3_agent5 (v2): avg_score=30.853 lr=2.76e-03 hid=256 |
| gen3_agent6 (v2): avg_score=35.704 lr=2.19e-03 hid=256 |
| gen3_agent7 (v2): avg_score=29.323 lr=2.19e-03 hid=256 |
| gen3_agent8 (v2): avg_score=27.867 lr=2.19e-03 hid=256 |
| gen3_agent9 (v2): avg_score=29.888 lr=2.19e-03 hid=256 |
| Clear winner after 4 rounds (p=0.0000) |
|
|
| Tournament: 20 generations, 12 agents |
| Episodes/gen: 1000 |
| Eval games/matchup: 1000 |
| Adaptive: max_rounds=2 p=0.05 gen_limit=5 |
| Device: mps |
|
|
| === Generation 1/20 === |
| Training (round 1)... |
| epsilon=0.400 |
| gen0_agent0 (v1): trained 1000 vectorized eps, buf=100,000, loss=1.1957, eps=0.400 |
| gen0_agent1 (v2): trained 1000 vectorized eps, buf=100,000, loss=1.0832, eps=0.400 |
| gen0_agent2 (v1): trained 1000 vectorized eps, buf=100,000, loss=1.1239, eps=0.400 |
| gen0_agent3 (v2): trained 1000 vectorized eps, buf=100,000, loss=1.0770, eps=0.400 |
| gen0_agent4 (v1): trained 1000 vectorized eps, buf=100,000, loss=1.1021, eps=0.400 |
| gen0_agent5 (v2): trained 1000 vectorized eps, buf=100,000, loss=1.0967, eps=0.400 |
| gen0_agent6 (v1): trained 1000 vectorized eps, buf=100,000, loss=1.0772, eps=0.400 |
| gen0_agent7 (v2): trained 1000 vectorized eps, buf=100,000, loss=1.2121, eps=0.400 |
| gen0_agent8 (v1): trained 1000 vectorized eps, buf=100,000, loss=0.8374, eps=0.400 |
| gen0_agent9 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7403, eps=0.400 |
| gen0_agent10 (v1): trained 1000 vectorized eps, buf=100,000, loss=0.5616, eps=0.400 |
| gen0_agent11 (v2): trained 1000 vectorized eps, buf=100,000, loss=1.3578, eps=0.400 |
| League evaluation... |
| 12 agents, 1000 games each, 9 holes/game |
| gen0_agent0 (v1): avg_score=20.638 lr=1.82e-03 hid=512 |
| gen0_agent1 (v2): avg_score=22.645 lr=4.48e-04 hid=256 |
| gen0_agent2 (v1): avg_score=22.369 lr=3.58e-04 hid=512 |
| gen0_agent3 (v2): avg_score=19.383 lr=1.88e-03 hid=128 |
| gen0_agent4 (v1): avg_score=22.065 lr=1.42e-03 hid=128 |
| gen0_agent5 (v2): avg_score=27.164 lr=5.65e-04 hid=256 |
| gen0_agent6 (v1): avg_score=21.783 lr=8.28e-04 hid=128 |
| gen0_agent7 (v2): avg_score=18.638 lr=1.27e-03 hid=256 |
| gen0_agent8 (v1): avg_score=21.727 lr=5.94e-04 hid=256 |
| gen0_agent9 (v2): avg_score=21.915 lr=2.44e-03 hid=128 |
| gen0_agent10 (v1): avg_score=18.881 lr=2.08e-03 hid=512 |
| gen0_agent11 (v2): avg_score=21.100 lr=1.06e-03 hid=128 |
| Clear winner after 1 rounds (p=0.0273) |
| New hall of fame: gen0_agent7 (avg_score=18.6383) |
| Uploaded gen 1 results to vgainullin/golf-tournament |
|
|
| Generation 1 results (222s): |
| #1 gen0_agent7 (v2): avg_score=18.6383 lr=1.27e-03 hid=256 * |
| #2 gen0_agent10 (v1): avg_score=18.8809 lr=2.08e-03 hid=512 |
| #3 gen0_agent3 (v2): avg_score=19.3831 lr=1.88e-03 hid=128 |
| #4 gen0_agent0 (v1): avg_score=20.6382 lr=1.82e-03 hid=512 |
| #5 gen0_agent11 (v2): avg_score=21.1002 lr=1.06e-03 hid=128 |
|
|
| === Generation 2/20 === |
| Training (round 1)... |
| epsilon=0.380 |
| gen0_agent7 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.9325, eps=0.380 |
| gen0_agent10 (v1): trained 1000 vectorized eps, buf=100,000, loss=0.9441, eps=0.380 |
| gen2_agent0 (v1): trained 1000 vectorized eps, buf=100,000, loss=0.9256, eps=0.350 |
| gen2_agent1 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.9585, eps=0.350 |
| gen2_agent2 (v2): trained 1000 vectorized eps, buf=100,000, loss=1.0075, eps=0.350 |
| gen2_agent3 (v1): trained 1000 vectorized eps, buf=100,000, loss=0.9405, eps=0.350 |
| gen2_agent4 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7321, eps=0.350 |
| gen2_agent5 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.9890, eps=0.350 |
| gen2_agent6 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.9839, eps=0.350 |
| gen2_agent7 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.9774, eps=0.350 |
| gen2_agent8 (v1): trained 1000 vectorized eps, buf=100,000, loss=0.7424, eps=0.350 |
| gen2_agent9 (v2): trained 1000 vectorized eps, buf=100,000, loss=1.0433, eps=0.350 |
| League evaluation... |
| 12 agents, 1000 games each, 9 holes/game |
| gen0_agent7 (v2): avg_score=24.383 lr=1.27e-03 hid=256 |
| gen0_agent10 (v1): avg_score=27.195 lr=2.08e-03 hid=512 |
| gen2_agent0 (v1): avg_score=28.228 lr=2.08e-03 hid=512 |
| gen2_agent1 (v2): avg_score=25.965 lr=1.88e-03 hid=128 |
| gen2_agent2 (v2): avg_score=27.550 lr=1.88e-03 hid=128 |
| gen2_agent3 (v1): avg_score=28.339 lr=5.94e-04 hid=256 |
| gen2_agent4 (v2): avg_score=19.070 lr=1.88e-03 hid=256 |
| gen2_agent5 (v2): avg_score=28.694 lr=1.27e-03 hid=256 |
| gen2_agent6 (v2): avg_score=27.961 lr=1.88e-03 hid=128 |
| gen2_agent7 (v2): avg_score=20.349 lr=1.06e-03 hid=512 |
| gen2_agent8 (v1): avg_score=23.178 lr=5.94e-04 hid=128 |
| gen2_agent9 (v2): avg_score=29.117 lr=1.21e-03 hid=128 |
| Clear winner after 1 rounds (p=0.0000) |
| Uploaded gen 2 results to vgainullin/golf-tournament |
|
|
| Generation 2 results (155s): |
| #1 gen2_agent4 (v2): avg_score=19.0702 lr=1.88e-03 hid=256 * |
| #2 gen2_agent7 (v2): avg_score=20.3494 lr=1.06e-03 hid=512 |
| #3 gen2_agent8 (v1): avg_score=23.1777 lr=5.94e-04 hid=128 |
| #4 gen0_agent7 (v2): avg_score=24.3827 lr=1.27e-03 hid=256 |
| #5 gen2_agent1 (v2): avg_score=25.9652 lr=1.88e-03 hid=128 |
|
|
| Injected hall-of-fame gen0_agent7 (replacing gen3_agent0) |
| === Generation 3/20 === |
| Training (round 1)... |
| epsilon=0.360 |
| gen2_agent4 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8975, eps=0.360 |
| gen2_agent7 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.9084, eps=0.360 |
| gen0_agent7 (v2): trained 1000 vectorized eps, buf=100,000, loss=1.0130, eps=0.360 |
| gen3_agent1 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7018, eps=0.350 |
| gen3_agent2 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5305, eps=0.350 |
| gen3_agent3 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8469, eps=0.350 |
| gen3_agent4 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8555, eps=0.350 |
| gen3_agent5 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8701, eps=0.350 |
| gen3_agent6 (v1): trained 1000 vectorized eps, buf=100,000, loss=0.7258, eps=0.350 |
| gen3_agent7 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.9081, eps=0.350 |
| gen3_agent8 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.9934, eps=0.350 |
| gen3_agent9 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6968, eps=0.350 |
| League evaluation... |
| 12 agents, 1000 games each, 9 holes/game |
| gen2_agent4 (v2): avg_score=24.105 lr=1.88e-03 hid=256 |
| gen2_agent7 (v2): avg_score=20.709 lr=1.06e-03 hid=512 |
| gen0_agent7 (v2): avg_score=28.354 lr=1.27e-03 hid=256 |
| gen3_agent1 (v2): avg_score=29.319 lr=1.88e-03 hid=128 |
| gen3_agent2 (v2): avg_score=21.454 lr=1.27e-03 hid=512 |
| gen3_agent3 (v2): avg_score=29.391 lr=1.27e-03 hid=256 |
| gen3_agent4 (v2): avg_score=28.464 lr=1.27e-03 hid=256 |
| gen3_agent5 (v2): avg_score=19.209 lr=2.55e-03 hid=512 |
| gen3_agent6 (v1): avg_score=29.353 lr=2.08e-03 hid=512 |
| gen3_agent7 (v2): avg_score=23.815 lr=1.88e-03 hid=256 |
| gen3_agent8 (v2): avg_score=24.547 lr=9.50e-04 hid=512 |
| gen3_agent9 (v2): avg_score=29.288 lr=1.88e-03 hid=128 |
| Clear winner after 1 rounds (p=0.0000) |
| Uploaded gen 3 results to vgainullin/golf-tournament |
|
|
| Generation 3 results (166s): |
| #1 gen3_agent5 (v2): avg_score=19.2094 lr=2.55e-03 hid=512 * |
| #2 gen2_agent7 (v2): avg_score=20.7087 lr=1.06e-03 hid=512 |
| #3 gen3_agent2 (v2): avg_score=21.4537 lr=1.27e-03 hid=512 |
| #4 gen3_agent7 (v2): avg_score=23.8151 lr=1.88e-03 hid=256 |
| #5 gen2_agent4 (v2): avg_score=24.1049 lr=1.88e-03 hid=256 |
|
|
| Injected hall-of-fame gen0_agent7 (replacing gen4_agent0) |
| === Generation 4/20 === |
| Training (round 1)... |
| epsilon=0.340 |
| gen3_agent5 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.9068, eps=0.340 |
| gen2_agent7 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.9551, eps=0.340 |
| gen0_agent7 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.9767, eps=0.340 |
| gen4_agent1 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8178, eps=0.350 |
| gen4_agent2 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8286, eps=0.350 |
| gen4_agent3 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8008, eps=0.350 |
| gen4_agent4 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.9274, eps=0.350 |
| gen4_agent5 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8348, eps=0.350 |
| gen4_agent6 (v2): trained 1000 vectorized eps, buf=100,000, loss=1.0352, eps=0.350 |
| gen4_agent7 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8099, eps=0.350 |
| gen4_agent8 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8866, eps=0.350 |
| gen4_agent9 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5742, eps=0.350 |
| League evaluation... |
| 12 agents, 1000 games each, 9 holes/game |
| gen3_agent5 (v2): avg_score=23.040 lr=2.55e-03 hid=512 |
| gen2_agent7 (v2): avg_score=27.902 lr=1.06e-03 hid=512 |
| gen0_agent7 (v2): avg_score=27.869 lr=1.27e-03 hid=256 |
| gen4_agent1 (v2): avg_score=29.112 lr=1.88e-03 hid=256 |
| gen4_agent2 (v2): avg_score=29.516 lr=9.50e-04 hid=512 |
| gen4_agent3 (v2): avg_score=27.112 lr=1.88e-03 hid=256 |
| gen4_agent4 (v2): avg_score=25.063 lr=2.55e-03 hid=512 |
| gen4_agent5 (v2): avg_score=28.733 lr=1.88e-03 hid=256 |
| gen4_agent6 (v2): avg_score=25.419 lr=1.27e-03 hid=512 |
| gen4_agent7 (v2): avg_score=29.568 lr=7.60e-04 hid=512 |
| gen4_agent8 (v2): avg_score=28.956 lr=1.44e-03 hid=512 |
| gen4_agent9 (v2): avg_score=20.208 lr=1.88e-03 hid=128 |
| Clear winner after 1 rounds (p=0.0000) |
| Uploaded gen 4 results to vgainullin/golf-tournament |
|
|
| Generation 4 results (173s): |
| #1 gen4_agent9 (v2): avg_score=20.2082 lr=1.88e-03 hid=128 * |
| #2 gen3_agent5 (v2): avg_score=23.0402 lr=2.55e-03 hid=512 |
| #3 gen4_agent4 (v2): avg_score=25.0632 lr=2.55e-03 hid=512 |
| #4 gen4_agent6 (v2): avg_score=25.4186 lr=1.27e-03 hid=512 |
| #5 gen4_agent3 (v2): avg_score=27.1123 lr=1.88e-03 hid=256 |
|
|
| Injected hall-of-fame gen0_agent7 (replacing gen5_agent0) |
| === Generation 5/20 === |
| Training (round 1)... |
| epsilon=0.320 |
| gen4_agent9 (v2): trained 1000 vectorized eps, buf=100,000, loss=1.0211, eps=0.320 |
| gen3_agent5 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8405, eps=0.320 |
| gen0_agent7 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.9613, eps=0.320 |
| gen5_agent1 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5833, eps=0.350 |
| gen5_agent2 (v2): trained 1000 vectorized eps, buf=100,000, loss=1.2237, eps=0.350 |
| gen5_agent3 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8780, eps=0.350 |
| gen5_agent4 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8863, eps=0.350 |
| gen5_agent5 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5711, eps=0.350 |
| gen5_agent6 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5712, eps=0.350 |
| gen5_agent7 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7552, eps=0.350 |
| gen5_agent8 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8657, eps=0.350 |
| gen5_agent9 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7340, eps=0.350 |
| League evaluation... |
| 12 agents, 1000 games each, 9 holes/game |
| gen4_agent9 (v2): avg_score=20.906 lr=1.88e-03 hid=128 |
| gen3_agent5 (v2): avg_score=27.513 lr=2.55e-03 hid=512 |
| gen0_agent7 (v2): avg_score=28.259 lr=1.27e-03 hid=256 |
| gen5_agent1 (v2): avg_score=29.263 lr=1.88e-03 hid=256 |
| gen5_agent2 (v2): avg_score=19.328 lr=1.88e-03 hid=128 |
| gen5_agent3 (v2): avg_score=28.944 lr=1.27e-03 hid=512 |
| gen5_agent4 (v2): avg_score=29.495 lr=1.27e-03 hid=512 |
| gen5_agent5 (v2): avg_score=29.331 lr=1.88e-03 hid=256 |
| gen5_agent6 (v2): avg_score=29.190 lr=1.21e-03 hid=256 |
| gen5_agent7 (v2): avg_score=29.186 lr=1.27e-03 hid=256 |
| gen5_agent8 (v2): avg_score=29.582 lr=9.42e-04 hid=512 |
| gen5_agent9 (v2): avg_score=27.056 lr=2.83e-03 hid=512 |
| Clear winner after 1 rounds (p=0.0000) |
| Uploaded gen 5 results to vgainullin/golf-tournament |
|
|
| Generation 5 results (170s): |
| #1 gen5_agent2 (v2): avg_score=19.3276 lr=1.88e-03 hid=128 * |
| #2 gen4_agent9 (v2): avg_score=20.9063 lr=1.88e-03 hid=128 |
| #3 gen5_agent9 (v2): avg_score=27.0556 lr=2.83e-03 hid=512 |
| #4 gen3_agent5 (v2): avg_score=27.5131 lr=2.55e-03 hid=512 |
| #5 gen0_agent7 (v2): avg_score=28.2589 lr=1.27e-03 hid=256 |
|
|
| Injected hall-of-fame gen0_agent7 (replacing gen6_agent0) |
| === Generation 6/20 === |
| Training (round 1)... |
| epsilon=0.300 |
| gen5_agent2 (v2): trained 1000 vectorized eps, buf=100,000, loss=1.1591, eps=0.300 |
| gen4_agent9 (v2): trained 1000 vectorized eps, buf=100,000, loss=1.2176, eps=0.300 |
| gen0_agent7 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.9716, eps=0.300 |
| gen6_agent1 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6221, eps=0.350 |
| gen6_agent2 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5651, eps=0.350 |
| gen6_agent3 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6925, eps=0.350 |
| gen6_agent4 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6240, eps=0.350 |
| gen6_agent5 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6307, eps=0.350 |
| gen6_agent6 (v2): trained 1000 vectorized eps, buf=100,000, loss=1.1408, eps=0.350 |
| gen6_agent7 (v2): trained 1000 vectorized eps, buf=100,000, loss=1.1195, eps=0.350 |
| gen6_agent8 (v2): trained 1000 vectorized eps, buf=100,000, loss=1.1535, eps=0.350 |
| gen6_agent9 (v2): trained 1000 vectorized eps, buf=100,000, loss=1.2195, eps=0.350 |
| League evaluation... |
| 12 agents, 1000 games each, 9 holes/game |
| gen5_agent2 (v2): avg_score=26.283 lr=1.88e-03 hid=128 |
| gen4_agent9 (v2): avg_score=23.870 lr=1.88e-03 hid=128 |
| gen0_agent7 (v2): avg_score=27.942 lr=1.27e-03 hid=256 |
| gen6_agent1 (v2): avg_score=28.926 lr=2.55e-03 hid=512 |
| gen6_agent2 (v2): avg_score=28.676 lr=1.27e-03 hid=512 |
| gen6_agent3 (v2): avg_score=18.342 lr=2.16e-03 hid=256 |
| gen6_agent4 (v2): avg_score=28.954 lr=2.55e-03 hid=512 |
| gen6_agent5 (v2): avg_score=29.375 lr=2.85e-03 hid=512 |
| gen6_agent6 (v2): avg_score=30.006 lr=1.88e-03 hid=128 |
| gen6_agent7 (v2): avg_score=29.527 lr=2.07e-03 hid=128 |
| gen6_agent8 (v2): avg_score=30.689 lr=1.88e-03 hid=128 |
| gen6_agent9 (v2): avg_score=27.112 lr=1.88e-03 hid=128 |
| Hall of fame t-test: t=-2.308 p=0.0105 SIGNIFICANT |
| New hall of fame: gen6_agent3 (avg_score=18.3419) |
| Uploaded gen 6 results to vgainullin/golf-tournament |
|
|
| Generation 6 results (169s): |
| #1 gen6_agent3 (v2): avg_score=18.3419 lr=2.16e-03 hid=256 * |
| #2 gen4_agent9 (v2): avg_score=23.8703 lr=1.88e-03 hid=128 |
| #3 gen5_agent2 (v2): avg_score=26.2827 lr=1.88e-03 hid=128 |
| #4 gen6_agent9 (v2): avg_score=27.112 lr=1.88e-03 hid=128 |
| #5 gen0_agent7 (v2): avg_score=27.9419 lr=1.27e-03 hid=256 |
|
|
| === Generation 7/20 === |
| Training (round 1)... |
| epsilon=0.280 |
| gen6_agent3 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8356, eps=0.280 |
| gen4_agent9 (v2): trained 1000 vectorized eps, buf=100,000, loss=1.0897, eps=0.280 |
| gen7_agent0 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5589, eps=0.330 |
| gen7_agent1 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7624, eps=0.330 |
| gen7_agent2 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7646, eps=0.330 |
| gen7_agent3 (v2): trained 1000 vectorized eps, buf=100,000, loss=1.0533, eps=0.330 |
| gen7_agent4 (v2): trained 1000 vectorized eps, buf=100,000, loss=1.0786, eps=0.330 |
| gen7_agent5 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7520, eps=0.330 |
| gen7_agent6 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6735, eps=0.330 |
| gen7_agent7 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7593, eps=0.330 |
| gen7_agent8 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.9063, eps=0.330 |
| gen7_agent9 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7955, eps=0.330 |
| League evaluation... |
| 12 agents, 1000 games each, 9 holes/game |
| gen6_agent3 (v2): avg_score=21.584 lr=2.16e-03 hid=256 |
| gen4_agent9 (v2): avg_score=28.635 lr=1.88e-03 hid=128 |
| gen7_agent0 (v2): avg_score=17.604 lr=1.88e-03 hid=256 |
| gen7_agent1 (v2): avg_score=29.154 lr=1.27e-03 hid=256 |
| gen7_agent2 (v2): avg_score=29.701 lr=1.22e-03 hid=256 |
| gen7_agent3 (v2): avg_score=28.957 lr=1.88e-03 hid=128 |
| gen7_agent4 (v2): avg_score=29.236 lr=1.88e-03 hid=128 |
| gen7_agent5 (v2): avg_score=29.554 lr=1.27e-03 hid=256 |
| gen7_agent6 (v2): avg_score=19.555 lr=2.54e-03 hid=512 |
| gen7_agent7 (v2): avg_score=29.332 lr=1.27e-03 hid=256 |
| gen7_agent8 (v2): avg_score=23.226 lr=2.46e-03 hid=256 |
| gen7_agent9 (v2): avg_score=28.749 lr=1.52e-03 hid=128 |
| Hall of fame t-test: t=-5.594 p=0.0000 SIGNIFICANT |
| New hall of fame: gen7_agent0 (avg_score=17.6044) |
| Uploaded gen 7 results to vgainullin/golf-tournament |
|
|
| Generation 7 results (166s): |
| #1 gen7_agent0 (v2): avg_score=17.6044 lr=1.88e-03 hid=256 * |
| #2 gen7_agent6 (v2): avg_score=19.5551 lr=2.54e-03 hid=512 |
| #3 gen6_agent3 (v2): avg_score=21.5844 lr=2.16e-03 hid=256 |
| #4 gen7_agent8 (v2): avg_score=23.2259 lr=2.46e-03 hid=256 |
| #5 gen4_agent9 (v2): avg_score=28.6349 lr=1.88e-03 hid=128 |
|
|
| === Generation 8/20 === |
| Training (round 1)... |
| epsilon=0.260 |
| gen7_agent0 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8076, eps=0.260 |
| gen7_agent6 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8639, eps=0.260 |
| gen8_agent0 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7757, eps=0.310 |
| gen8_agent1 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8413, eps=0.310 |
| gen8_agent2 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8406, eps=0.310 |
| gen8_agent3 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8191, eps=0.310 |
| gen8_agent4 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8465, eps=0.310 |
| gen8_agent5 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5663, eps=0.310 |
| gen8_agent6 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7572, eps=0.310 |
| gen8_agent7 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7491, eps=0.310 |
| gen8_agent8 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8454, eps=0.310 |
| gen8_agent9 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.9071, eps=0.310 |
| League evaluation... |
| 12 agents, 1000 games each, 9 holes/game |
| gen7_agent0 (v2): avg_score=22.881 lr=1.88e-03 hid=256 |
| gen7_agent6 (v2): avg_score=26.503 lr=2.54e-03 hid=512 |
| gen8_agent0 (v2): avg_score=28.751 lr=1.88e-03 hid=128 |
| gen8_agent1 (v2): avg_score=24.586 lr=2.54e-03 hid=512 |
| gen8_agent2 (v2): avg_score=24.615 lr=2.54e-03 hid=512 |
| gen8_agent3 (v2): avg_score=26.066 lr=1.88e-03 hid=256 |
| gen8_agent4 (v2): avg_score=22.743 lr=2.54e-03 hid=512 |
| gen8_agent5 (v2): avg_score=28.345 lr=1.52e-03 hid=128 |
| gen8_agent6 (v2): avg_score=28.791 lr=2.27e-03 hid=256 |
| gen8_agent7 (v2): avg_score=18.664 lr=1.93e-03 hid=512 |
| gen8_agent8 (v2): avg_score=25.095 lr=2.61e-03 hid=512 |
| gen8_agent9 (v2): avg_score=26.042 lr=2.16e-03 hid=256 |
| Uploaded gen 8 results to vgainullin/golf-tournament |
|
|
| Generation 8 results (173s): |
| #1 gen8_agent7 (v2): avg_score=18.6644 lr=1.93e-03 hid=512 * |
| #2 gen8_agent4 (v2): avg_score=22.7432 lr=2.54e-03 hid=512 |
| #3 gen7_agent0 (v2): avg_score=22.8813 lr=1.88e-03 hid=256 |
| #4 gen8_agent1 (v2): avg_score=24.5863 lr=2.54e-03 hid=512 |
| #5 gen8_agent2 (v2): avg_score=24.6151 lr=2.54e-03 hid=512 |
|
|
| Injected hall-of-fame gen7_agent0 (replacing gen9_agent0) |
| === Generation 9/20 === |
| Training (round 1)... |
| epsilon=0.240 |
| gen8_agent7 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7681, eps=0.240 |
| gen8_agent4 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6851, eps=0.240 |
| gen7_agent0 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7779, eps=0.240 |
| gen9_agent1 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7131, eps=0.290 |
| gen9_agent2 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6814, eps=0.290 |
| gen9_agent3 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6440, eps=0.290 |
| gen9_agent4 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7328, eps=0.290 |
| gen9_agent5 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7152, eps=0.290 |
| gen9_agent6 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6746, eps=0.290 |
| gen9_agent7 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6418, eps=0.290 |
| gen9_agent8 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6256, eps=0.290 |
| gen9_agent9 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7968, eps=0.290 |
| League evaluation... |
| 12 agents, 1000 games each, 9 holes/game |
| gen8_agent7 (v2): avg_score=24.645 lr=1.93e-03 hid=512 |
| gen8_agent4 (v2): avg_score=27.828 lr=2.54e-03 hid=512 |
| gen7_agent0 (v2): avg_score=26.144 lr=1.88e-03 hid=256 |
| gen9_agent1 (v2): avg_score=27.340 lr=2.54e-03 hid=512 |
| gen9_agent2 (v2): avg_score=27.889 lr=1.88e-03 hid=256 |
| gen9_agent3 (v2): avg_score=17.823 lr=2.02e-03 hid=256 |
| gen9_agent4 (v2): avg_score=26.457 lr=1.93e-03 hid=512 |
| gen9_agent5 (v2): avg_score=28.108 lr=2.48e-03 hid=512 |
| gen9_agent6 (v2): avg_score=28.074 lr=2.54e-03 hid=512 |
| gen9_agent7 (v2): avg_score=18.366 lr=1.93e-03 hid=128 |
| gen9_agent8 (v2): avg_score=19.873 lr=2.54e-03 hid=128 |
| gen9_agent9 (v2): avg_score=18.479 lr=2.61e-03 hid=256 |
| Uploaded gen 9 results to vgainullin/golf-tournament |
|
|
| Generation 9 results (172s): |
| #1 gen9_agent3 (v2): avg_score=17.8232 lr=2.02e-03 hid=256 * |
| #2 gen9_agent7 (v2): avg_score=18.3658 lr=1.93e-03 hid=128 |
| #3 gen9_agent9 (v2): avg_score=18.479 lr=2.61e-03 hid=256 |
| #4 gen9_agent8 (v2): avg_score=19.8731 lr=2.54e-03 hid=128 |
| #5 gen8_agent7 (v2): avg_score=24.6453 lr=1.93e-03 hid=512 |
|
|
| Injected hall-of-fame gen7_agent0 (replacing gen10_agent0) |
| === Generation 10/20 === |
| Training (round 1)... |
| epsilon=0.220 |
| gen9_agent3 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8667, eps=0.220 |
| gen9_agent7 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8197, eps=0.220 |
| gen7_agent0 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8069, eps=0.220 |
| gen10_agent1 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6035, eps=0.270 |
| gen10_agent2 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6187, eps=0.270 |
| gen10_agent3 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6638, eps=0.270 |
| gen10_agent4 (v2): trained 1000 vectorized eps, buf=100,000, loss=1.5490, eps=0.270 |
| gen10_agent5 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5931, eps=0.270 |
| gen10_agent6 (v2): trained 1000 vectorized eps, buf=100,000, loss=1.5509, eps=0.270 |
| gen10_agent7 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6168, eps=0.270 |
| gen10_agent8 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5787, eps=0.270 |
| gen10_agent9 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7954, eps=0.270 |
| League evaluation... |
| 12 agents, 1000 games each, 9 holes/game |
| gen9_agent3 (v2): avg_score=22.739 lr=2.02e-03 hid=256 |
| gen9_agent7 (v2): avg_score=25.755 lr=1.93e-03 hid=128 |
| gen7_agent0 (v2): avg_score=24.646 lr=1.88e-03 hid=256 |
| gen10_agent1 (v2): avg_score=27.893 lr=1.88e-03 hid=256 |
| gen10_agent2 (v2): avg_score=28.190 lr=1.93e-03 hid=512 |
| gen10_agent3 (v2): avg_score=18.249 lr=1.88e-03 hid=128 |
| gen10_agent4 (v2): avg_score=21.283 lr=3.00e-03 hid=128 |
| gen10_agent5 (v2): avg_score=27.507 lr=1.88e-03 hid=256 |
| gen10_agent6 (v2): avg_score=19.643 lr=2.54e-03 hid=128 |
| gen10_agent7 (v2): avg_score=28.164 lr=1.88e-03 hid=256 |
| gen10_agent8 (v2): avg_score=16.769 lr=2.29e-03 hid=128 |
| gen10_agent9 (v2): avg_score=26.944 lr=1.63e-03 hid=128 |
| Hall of fame t-test: t=-6.398 p=0.0000 SIGNIFICANT |
| New hall of fame: gen10_agent8 (avg_score=16.7693) |
| Uploaded gen 10 results to vgainullin/golf-tournament |
|
|
| Generation 10 results (161s): |
| #1 gen10_agent8 (v2): avg_score=16.7693 lr=2.29e-03 hid=128 * |
| #2 gen10_agent3 (v2): avg_score=18.2488 lr=1.88e-03 hid=128 |
| #3 gen10_agent6 (v2): avg_score=19.6427 lr=2.54e-03 hid=128 |
| #4 gen10_agent4 (v2): avg_score=21.2833 lr=3.00e-03 hid=128 |
| #5 gen9_agent3 (v2): avg_score=22.7389 lr=2.02e-03 hid=256 |
|
|
| === Generation 11/20 === |
| Training (round 1)... |
| epsilon=0.200 |
| gen10_agent8 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8704, eps=0.200 |
| gen10_agent3 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7337, eps=0.200 |
| gen11_agent0 (v2): trained 1000 vectorized eps, buf=100,000, loss=1.2378, eps=0.250 |
| gen11_agent1 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5222, eps=0.250 |
| gen11_agent2 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6914, eps=0.250 |
| gen11_agent3 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6302, eps=0.250 |
| gen11_agent4 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5524, eps=0.250 |
| gen11_agent5 (v2): trained 1000 vectorized eps, buf=100,000, loss=1.1687, eps=0.250 |
| gen11_agent6 (v2): trained 1000 vectorized eps, buf=100,000, loss=1.1335, eps=0.250 |
| gen11_agent7 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6273, eps=0.250 |
| gen11_agent8 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8986, eps=0.250 |
| gen11_agent9 (v2): trained 1000 vectorized eps, buf=100,000, loss=1.1866, eps=0.250 |
| League evaluation... |
| 12 agents, 1000 games each, 9 holes/game |
| gen10_agent8 (v2): avg_score=24.211 lr=2.29e-03 hid=128 |
| gen10_agent3 (v2): avg_score=25.015 lr=1.88e-03 hid=128 |
| gen11_agent0 (v2): avg_score=26.202 lr=2.54e-03 hid=128 |
| gen11_agent1 (v2): avg_score=19.185 lr=3.00e-03 hid=256 |
| gen11_agent2 (v2): avg_score=27.906 lr=2.48e-03 hid=256 |
| gen11_agent3 (v2): avg_score=16.191 lr=2.02e-03 hid=128 |
| gen11_agent4 (v2): avg_score=17.403 lr=2.53e-03 hid=256 |
| gen11_agent5 (v2): avg_score=29.051 lr=3.00e-03 hid=128 |
| gen11_agent6 (v2): avg_score=27.817 lr=3.00e-03 hid=128 |
| gen11_agent7 (v2): avg_score=26.684 lr=2.02e-03 hid=256 |
| gen11_agent8 (v2): avg_score=24.424 lr=2.29e-03 hid=128 |
| gen11_agent9 (v2): avg_score=25.560 lr=2.54e-03 hid=128 |
| Hall of fame t-test: t=-4.689 p=0.0000 SIGNIFICANT |
| New hall of fame: gen11_agent3 (avg_score=16.1911) |
| Uploaded gen 11 results to vgainullin/golf-tournament |
|
|
| Generation 11 results (160s): |
| #1 gen11_agent3 (v2): avg_score=16.1911 lr=2.02e-03 hid=128 * |
| #2 gen11_agent4 (v2): avg_score=17.4031 lr=2.53e-03 hid=256 |
| #3 gen11_agent1 (v2): avg_score=19.1854 lr=3.00e-03 hid=256 |
| #4 gen10_agent8 (v2): avg_score=24.2112 lr=2.29e-03 hid=128 |
| #5 gen11_agent8 (v2): avg_score=24.4242 lr=2.29e-03 hid=128 |
|
|
| === Generation 12/20 === |
| Training (round 1)... |
| epsilon=0.180 |
| gen11_agent3 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.9069, eps=0.180 |
| gen11_agent4 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7973, eps=0.180 |
| gen12_agent0 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5774, eps=0.230 |
| gen12_agent1 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7050, eps=0.230 |
| gen12_agent2 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5756, eps=0.230 |
| gen12_agent3 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.9398, eps=0.230 |
| gen12_agent4 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8812, eps=0.230 |
| gen12_agent5 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8768, eps=0.230 |
| gen12_agent6 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5240, eps=0.230 |
| gen12_agent7 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6422, eps=0.230 |
| gen12_agent8 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5823, eps=0.230 |
| gen12_agent9 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.9265, eps=0.230 |
| League evaluation... |
| 12 agents, 1000 games each, 9 holes/game |
| gen11_agent3 (v2): avg_score=25.862 lr=2.02e-03 hid=128 |
| gen11_agent4 (v2): avg_score=21.702 lr=2.53e-03 hid=256 |
| gen12_agent0 (v2): avg_score=28.122 lr=2.27e-03 hid=128 |
| gen12_agent1 (v2): avg_score=18.120 lr=2.44e-03 hid=512 |
| gen12_agent2 (v2): avg_score=28.616 lr=1.88e-03 hid=128 |
| gen12_agent3 (v2): avg_score=21.965 lr=3.00e-03 hid=256 |
| gen12_agent4 (v2): avg_score=22.638 lr=2.53e-03 hid=256 |
| gen12_agent5 (v2): avg_score=25.237 lr=2.02e-03 hid=128 |
| gen12_agent6 (v2): avg_score=18.437 lr=2.46e-03 hid=512 |
| gen12_agent7 (v2): avg_score=28.693 lr=2.29e-03 hid=128 |
| gen12_agent8 (v2): avg_score=28.132 lr=2.29e-03 hid=128 |
| gen12_agent9 (v2): avg_score=22.125 lr=2.53e-03 hid=256 |
| Uploaded gen 12 results to vgainullin/golf-tournament |
|
|
| Generation 12 results (164s): |
| #1 gen12_agent1 (v2): avg_score=18.1204 lr=2.44e-03 hid=512 * |
| #2 gen12_agent6 (v2): avg_score=18.4366 lr=2.46e-03 hid=512 |
| #3 gen11_agent4 (v2): avg_score=21.7018 lr=2.53e-03 hid=256 |
| #4 gen12_agent3 (v2): avg_score=21.9647 lr=3.00e-03 hid=256 |
| #5 gen12_agent9 (v2): avg_score=22.1253 lr=2.53e-03 hid=256 |
|
|
| Injected hall-of-fame gen11_agent3 (replacing gen13_agent0) |
| === Generation 13/20 === |
| Training (round 1)... |
| epsilon=0.160 |
| gen12_agent1 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8516, eps=0.160 |
| gen12_agent6 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.9281, eps=0.160 |
| gen11_agent3 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8419, eps=0.160 |
| gen13_agent1 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6332, eps=0.210 |
| gen13_agent2 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6634, eps=0.210 |
| gen13_agent3 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8997, eps=0.210 |
| gen13_agent4 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.9484, eps=0.210 |
| gen13_agent5 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8492, eps=0.210 |
| gen13_agent6 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6036, eps=0.210 |
| gen13_agent7 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5991, eps=0.210 |
| gen13_agent8 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.9142, eps=0.210 |
| gen13_agent9 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.9514, eps=0.210 |
| League evaluation... |
| 12 agents, 1000 games each, 9 holes/game |
| gen12_agent1 (v2): avg_score=25.182 lr=2.44e-03 hid=512 |
| gen12_agent6 (v2): avg_score=23.804 lr=2.46e-03 hid=512 |
| gen11_agent3 (v2): avg_score=26.605 lr=2.02e-03 hid=128 |
| gen13_agent1 (v2): avg_score=27.163 lr=3.00e-03 hid=256 |
| gen13_agent2 (v2): avg_score=25.350 lr=2.78e-03 hid=256 |
| gen13_agent3 (v2): avg_score=23.587 lr=2.82e-03 hid=512 |
| gen13_agent4 (v2): avg_score=21.588 lr=2.95e-03 hid=512 |
| gen13_agent5 (v2): avg_score=22.108 lr=2.44e-03 hid=512 |
| gen13_agent6 (v2): avg_score=26.181 lr=2.53e-03 hid=256 |
| gen13_agent7 (v2): avg_score=26.989 lr=2.53e-03 hid=256 |
| gen13_agent8 (v2): avg_score=20.568 lr=2.46e-03 hid=512 |
| gen13_agent9 (v2): avg_score=21.922 lr=2.46e-03 hid=512 |
| Uploaded gen 13 results to vgainullin/golf-tournament |
|
|
| Generation 13 results (174s): |
| #1 gen13_agent8 (v2): avg_score=20.568 lr=2.46e-03 hid=512 * |
| #2 gen13_agent4 (v2): avg_score=21.5881 lr=2.95e-03 hid=512 |
| #3 gen13_agent9 (v2): avg_score=21.9223 lr=2.46e-03 hid=512 |
| #4 gen13_agent5 (v2): avg_score=22.1083 lr=2.44e-03 hid=512 |
| #5 gen13_agent3 (v2): avg_score=23.5873 lr=2.82e-03 hid=512 |
|
|
| Injected hall-of-fame gen11_agent3 (replacing gen14_agent0) |
| === Generation 14/20 === |
| Training (round 1)... |
| epsilon=0.140 |
| gen13_agent8 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5683, eps=0.140 |
| gen13_agent4 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6088, eps=0.140 |
| gen11_agent3 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8706, eps=0.140 |
| gen14_agent1 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5848, eps=0.190 |
| gen14_agent2 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5662, eps=0.190 |
| gen14_agent3 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6555, eps=0.190 |
| gen14_agent4 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5766, eps=0.190 |
| gen14_agent5 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6016, eps=0.190 |
| gen14_agent6 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6146, eps=0.190 |
| gen14_agent7 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6048, eps=0.190 |
| gen14_agent8 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6220, eps=0.190 |
| gen14_agent9 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6016, eps=0.190 |
| League evaluation... |
| 12 agents, 1000 games each, 9 holes/game |
| gen13_agent8 (v2): avg_score=27.003 lr=2.46e-03 hid=512 |
| gen13_agent4 (v2): avg_score=26.544 lr=2.95e-03 hid=512 |
| gen11_agent3 (v2): avg_score=26.195 lr=2.02e-03 hid=128 |
| gen14_agent1 (v2): avg_score=27.198 lr=2.44e-03 hid=512 |
| gen14_agent2 (v2): avg_score=27.742 lr=2.10e-03 hid=512 |
| gen14_agent3 (v2): avg_score=17.861 lr=2.46e-03 hid=128 |
| gen14_agent4 (v2): avg_score=26.740 lr=1.88e-03 hid=512 |
| gen14_agent5 (v2): avg_score=26.839 lr=2.44e-03 hid=512 |
| gen14_agent6 (v2): avg_score=27.541 lr=2.95e-03 hid=512 |
| gen14_agent7 (v2): avg_score=26.862 lr=2.46e-03 hid=512 |
| gen14_agent8 (v2): avg_score=25.052 lr=2.44e-03 hid=512 |
| gen14_agent9 (v2): avg_score=25.919 lr=2.44e-03 hid=512 |
| Uploaded gen 14 results to vgainullin/golf-tournament |
|
|
| Generation 14 results (177s): |
| #1 gen14_agent3 (v2): avg_score=17.8608 lr=2.46e-03 hid=128 * |
| #2 gen14_agent8 (v2): avg_score=25.0523 lr=2.44e-03 hid=512 |
| #3 gen14_agent9 (v2): avg_score=25.9186 lr=2.44e-03 hid=512 |
| #4 gen11_agent3 (v2): avg_score=26.1952 lr=2.02e-03 hid=128 |
| #5 gen13_agent4 (v2): avg_score=26.544 lr=2.95e-03 hid=512 |
|
|
| Injected hall-of-fame gen11_agent3 (replacing gen15_agent0) |
| === Generation 15/20 === |
| Training (round 1)... |
| epsilon=0.120 |
| gen14_agent3 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.9344, eps=0.120 |
| gen14_agent8 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5230, eps=0.120 |
| gen11_agent3 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8281, eps=0.120 |
| gen15_agent1 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5553, eps=0.170 |
| gen15_agent2 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5414, eps=0.170 |
| gen15_agent3 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5698, eps=0.170 |
| gen15_agent4 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.9107, eps=0.170 |
| gen15_agent5 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.4756, eps=0.170 |
| gen15_agent6 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5103, eps=0.170 |
| gen15_agent7 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.4897, eps=0.170 |
| gen15_agent8 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.4916, eps=0.170 |
| gen15_agent9 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5087, eps=0.170 |
| League evaluation... |
| 12 agents, 1000 games each, 9 holes/game |
| gen14_agent3 (v2): avg_score=23.921 lr=2.46e-03 hid=128 |
| gen14_agent8 (v2): avg_score=27.468 lr=2.44e-03 hid=512 |
| gen11_agent3 (v2): avg_score=25.692 lr=2.02e-03 hid=128 |
| gen15_agent1 (v2): avg_score=20.171 lr=2.02e-03 hid=256 |
| gen15_agent2 (v2): avg_score=16.008 lr=2.73e-03 hid=256 |
| gen15_agent3 (v2): avg_score=28.369 lr=2.26e-03 hid=512 |
| gen15_agent4 (v2): avg_score=23.570 lr=1.51e-03 hid=128 |
| gen15_agent5 (v2): avg_score=27.805 lr=1.88e-03 hid=512 |
| gen15_agent6 (v2): avg_score=18.150 lr=2.14e-03 hid=128 |
| gen15_agent7 (v2): avg_score=28.091 lr=2.44e-03 hid=512 |
| gen15_agent8 (v2): avg_score=28.005 lr=2.95e-03 hid=512 |
| gen15_agent9 (v2): avg_score=18.765 lr=2.95e-03 hid=256 |
| Hall of fame t-test: t=-1.490 p=0.0681 not significant |
| Uploaded gen 15 results to vgainullin/golf-tournament |
|
|
| Generation 15 results (170s): |
| #1 gen15_agent2 (v2): avg_score=16.0077 lr=2.73e-03 hid=256 * |
| #2 gen15_agent6 (v2): avg_score=18.1497 lr=2.14e-03 hid=128 |
| #3 gen15_agent9 (v2): avg_score=18.765 lr=2.95e-03 hid=256 |
| #4 gen15_agent1 (v2): avg_score=20.1706 lr=2.02e-03 hid=256 |
| #5 gen15_agent4 (v2): avg_score=23.5704 lr=1.51e-03 hid=128 |
|
|
| Injected hall-of-fame gen11_agent3 (replacing gen16_agent0) |
| === Generation 16/20 === |
| Training (round 1)... |
| epsilon=0.100 |
| gen15_agent2 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.9927, eps=0.100 |
| gen15_agent6 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8755, eps=0.100 |
| gen11_agent3 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7990, eps=0.100 |
| gen16_agent1 (v2): trained 1000 vectorized eps, buf=100,000, loss=1.1260, eps=0.150 |
| gen16_agent2 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.9021, eps=0.150 |
| gen16_agent3 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.4435, eps=0.150 |
| gen16_agent4 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7395, eps=0.150 |
| gen16_agent5 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5202, eps=0.150 |
| gen16_agent6 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5950, eps=0.150 |
| gen16_agent7 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6099, eps=0.150 |
| gen16_agent8 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6091, eps=0.150 |
| gen16_agent9 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.9078, eps=0.150 |
| League evaluation... |
| 12 agents, 1000 games each, 9 holes/game |
| gen15_agent2 (v2): avg_score=27.462 lr=2.73e-03 hid=256 |
| gen15_agent6 (v2): avg_score=25.626 lr=2.14e-03 hid=128 |
| gen11_agent3 (v2): avg_score=25.422 lr=2.02e-03 hid=128 |
| gen16_agent1 (v2): avg_score=21.514 lr=2.02e-03 hid=256 |
| gen16_agent2 (v2): avg_score=22.674 lr=2.57e-03 hid=256 |
| gen16_agent3 (v2): avg_score=19.820 lr=2.02e-03 hid=512 |
| gen16_agent4 (v2): avg_score=19.363 lr=2.46e-03 hid=256 |
| gen16_agent5 (v2): avg_score=19.526 lr=2.14e-03 hid=512 |
| gen16_agent6 (v2): avg_score=27.802 lr=1.51e-03 hid=128 |
| gen16_agent7 (v2): avg_score=26.878 lr=1.75e-03 hid=128 |
| gen16_agent8 (v2): avg_score=27.029 lr=1.51e-03 hid=128 |
| gen16_agent9 (v2): avg_score=25.365 lr=2.78e-03 hid=256 |
| Uploaded gen 16 results to vgainullin/golf-tournament |
|
|
| Generation 16 results (165s): |
| #1 gen16_agent4 (v2): avg_score=19.3629 lr=2.46e-03 hid=256 * |
| #2 gen16_agent5 (v2): avg_score=19.5259 lr=2.14e-03 hid=512 |
| #3 gen16_agent3 (v2): avg_score=19.8202 lr=2.02e-03 hid=512 |
| #4 gen16_agent1 (v2): avg_score=21.5142 lr=2.02e-03 hid=256 |
| #5 gen16_agent2 (v2): avg_score=22.6739 lr=2.57e-03 hid=256 |
|
|
| Injected hall-of-fame gen11_agent3 (replacing gen17_agent0) |
| === Generation 17/20 === |
| Training (round 1)... |
| epsilon=0.080 |
| gen16_agent4 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.9044, eps=0.080 |
| gen16_agent5 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.9395, eps=0.080 |
| gen11_agent3 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7919, eps=0.080 |
| gen17_agent1 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6275, eps=0.130 |
| gen17_agent2 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6286, eps=0.130 |
| gen17_agent3 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8818, eps=0.130 |
| gen17_agent4 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.9661, eps=0.130 |
| gen17_agent5 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7100, eps=0.130 |
| gen17_agent6 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7137, eps=0.130 |
| gen17_agent7 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.9699, eps=0.130 |
| gen17_agent8 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.4276, eps=0.130 |
| gen17_agent9 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.4588, eps=0.130 |
| League evaluation... |
| 12 agents, 1000 games each, 9 holes/game |
| gen16_agent4 (v2): avg_score=23.466 lr=2.46e-03 hid=256 |
| gen16_agent5 (v2): avg_score=20.325 lr=2.14e-03 hid=512 |
| gen11_agent3 (v2): avg_score=23.891 lr=2.02e-03 hid=128 |
| gen17_agent1 (v2): avg_score=25.346 lr=2.78e-03 hid=256 |
| gen17_agent2 (v2): avg_score=21.918 lr=2.45e-03 hid=512 |
| gen17_agent3 (v2): avg_score=22.403 lr=2.46e-03 hid=256 |
| gen17_agent4 (v2): avg_score=21.942 lr=2.14e-03 hid=512 |
| gen17_agent5 (v2): avg_score=26.383 lr=2.02e-03 hid=512 |
| gen17_agent6 (v2): avg_score=24.507 lr=2.02e-03 hid=512 |
| gen17_agent7 (v2): avg_score=20.343 lr=2.14e-03 hid=512 |
| gen17_agent8 (v2): avg_score=19.098 lr=2.02e-03 hid=128 |
| gen17_agent9 (v2): avg_score=19.183 lr=1.90e-03 hid=512 |
| Uploaded gen 17 results to vgainullin/golf-tournament |
|
|
| Generation 17 results (175s): |
| #1 gen17_agent8 (v2): avg_score=19.0978 lr=2.02e-03 hid=128 * |
| #2 gen17_agent9 (v2): avg_score=19.1833 lr=1.90e-03 hid=512 |
| #3 gen16_agent5 (v2): avg_score=20.3247 lr=2.14e-03 hid=512 |
| #4 gen17_agent7 (v2): avg_score=20.3432 lr=2.14e-03 hid=512 |
| #5 gen17_agent2 (v2): avg_score=21.9181 lr=2.45e-03 hid=512 |
|
|
| Injected hall-of-fame gen11_agent3 (replacing gen18_agent0) |
| === Generation 18/20 === |
| Training (round 1)... |
| epsilon=0.060 |
| gen17_agent8 (v2): trained 1000 vectorized eps, buf=100,000, loss=1.1316, eps=0.060 |
| gen17_agent9 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8748, eps=0.060 |
| gen11_agent3 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7790, eps=0.060 |
| gen18_agent1 (v2): trained 1000 vectorized eps, buf=100,000, loss=1.0803, eps=0.110 |
| gen18_agent2 (v2): trained 1000 vectorized eps, buf=100,000, loss=1.0396, eps=0.110 |
| gen18_agent3 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5200, eps=0.110 |
| gen18_agent4 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6895, eps=0.110 |
| gen18_agent5 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5790, eps=0.110 |
| gen18_agent6 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.4403, eps=0.110 |
| gen18_agent7 (v2): trained 1000 vectorized eps, buf=100,000, loss=1.0151, eps=0.110 |
| gen18_agent8 (v2): trained 1000 vectorized eps, buf=100,000, loss=1.0961, eps=0.110 |
| gen18_agent9 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.9043, eps=0.110 |
| League evaluation... |
| 12 agents, 1000 games each, 9 holes/game |
| gen17_agent8 (v2): avg_score=23.261 lr=2.02e-03 hid=128 |
| gen17_agent9 (v2): avg_score=23.325 lr=1.90e-03 hid=512 |
| gen11_agent3 (v2): avg_score=23.692 lr=2.02e-03 hid=128 |
| gen18_agent1 (v2): avg_score=24.054 lr=2.02e-03 hid=128 |
| gen18_agent2 (v2): avg_score=21.921 lr=2.73e-03 hid=512 |
| gen18_agent3 (v2): avg_score=26.840 lr=2.14e-03 hid=512 |
| gen18_agent4 (v2): avg_score=26.620 lr=2.14e-03 hid=512 |
| gen18_agent5 (v2): avg_score=27.826 lr=2.14e-03 hid=512 |
| gen18_agent6 (v2): avg_score=20.076 lr=2.17e-03 hid=128 |
| gen18_agent7 (v2): avg_score=24.849 lr=2.15e-03 hid=512 |
| gen18_agent8 (v2): avg_score=21.103 lr=2.02e-03 hid=128 |
| gen18_agent9 (v2): avg_score=23.800 lr=1.90e-03 hid=512 |
| Uploaded gen 18 results to vgainullin/golf-tournament |
|
|
| Generation 18 results (176s): |
| #1 gen18_agent6 (v2): avg_score=20.0758 lr=2.17e-03 hid=128 * |
| #2 gen18_agent8 (v2): avg_score=21.103 lr=2.02e-03 hid=128 |
| #3 gen18_agent2 (v2): avg_score=21.9209 lr=2.73e-03 hid=512 |
| #4 gen17_agent8 (v2): avg_score=23.2608 lr=2.02e-03 hid=128 |
| #5 gen17_agent9 (v2): avg_score=23.3249 lr=1.90e-03 hid=512 |
|
|
| Injected hall-of-fame gen11_agent3 (replacing gen19_agent0) |
| === Generation 19/20 === |
| Training (round 1)... |
| epsilon=0.040 |
| gen18_agent6 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.9375, eps=0.040 |
| gen18_agent8 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6648, eps=0.040 |
| gen11_agent3 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7807, eps=0.040 |
| gen19_agent1 (v2): trained 1000 vectorized eps, buf=100,000, loss=1.0996, eps=0.090 |
| gen19_agent2 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6222, eps=0.090 |
| gen19_agent3 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6206, eps=0.090 |
| gen19_agent4 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7987, eps=0.090 |
| gen19_agent5 (v2): trained 1000 vectorized eps, buf=100,000, loss=1.0947, eps=0.090 |
| gen19_agent6 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6259, eps=0.090 |
| gen19_agent7 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7185, eps=0.090 |
| gen19_agent8 (v2): trained 1000 vectorized eps, buf=100,000, loss=1.0511, eps=0.090 |
| gen19_agent9 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8347, eps=0.090 |
| League evaluation... |
| 12 agents, 1000 games each, 9 holes/game |
| gen18_agent6 (v2): avg_score=23.539 lr=2.17e-03 hid=128 |
| gen18_agent8 (v2): avg_score=26.991 lr=2.02e-03 hid=128 |
| gen11_agent3 (v2): avg_score=25.260 lr=2.02e-03 hid=128 |
| gen19_agent1 (v2): avg_score=25.148 lr=2.17e-03 hid=128 |
| gen19_agent2 (v2): avg_score=26.108 lr=1.69e-03 hid=128 |
| gen19_agent3 (v2): avg_score=25.654 lr=2.02e-03 hid=128 |
| gen19_agent4 (v2): avg_score=24.391 lr=2.10e-03 hid=512 |
| gen19_agent5 (v2): avg_score=23.237 lr=1.34e-03 hid=128 |
| gen19_agent6 (v2): avg_score=25.621 lr=1.55e-03 hid=128 |
| gen19_agent7 (v2): avg_score=24.956 lr=1.86e-03 hid=128 |
| gen19_agent8 (v2): avg_score=22.204 lr=2.17e-03 hid=128 |
| gen19_agent9 (v2): avg_score=24.409 lr=2.73e-03 hid=512 |
| Uploaded gen 19 results to vgainullin/golf-tournament |
|
|
| Generation 19 results (163s): |
| #1 gen19_agent8 (v2): avg_score=22.2038 lr=2.17e-03 hid=128 * |
| #2 gen19_agent5 (v2): avg_score=23.2374 lr=1.34e-03 hid=128 |
| #3 gen18_agent6 (v2): avg_score=23.5393 lr=2.17e-03 hid=128 |
| #4 gen19_agent4 (v2): avg_score=24.3909 lr=2.10e-03 hid=512 |
| #5 gen19_agent9 (v2): avg_score=24.409 lr=2.73e-03 hid=512 |
|
|
| Injected hall-of-fame gen11_agent3 (replacing gen20_agent0) |
| === Generation 20/20 === |
| Training (round 1)... |
| epsilon=0.020 |
| gen19_agent8 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7610, eps=0.020 |
| gen19_agent5 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5762, eps=0.020 |
| gen11_agent3 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7791, eps=0.020 |
| gen20_agent1 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.4900, eps=0.070 |
| gen20_agent2 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7100, eps=0.070 |
| gen20_agent3 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6987, eps=0.070 |
| gen20_agent4 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6971, eps=0.070 |
| gen20_agent5 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6139, eps=0.070 |
| gen20_agent6 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.3619, eps=0.070 |
| gen20_agent7 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6950, eps=0.070 |
| gen20_agent8 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7553, eps=0.070 |
| gen20_agent9 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.3687, eps=0.070 |
| League evaluation... |
| 12 agents, 1000 games each, 9 holes/game |
| gen19_agent8 (v2): avg_score=24.711 lr=2.17e-03 hid=128 |
| gen19_agent5 (v2): avg_score=26.399 lr=1.34e-03 hid=128 |
| gen11_agent3 (v2): avg_score=25.181 lr=2.02e-03 hid=128 |
| gen20_agent1 (v2): avg_score=28.562 lr=1.86e-03 hid=128 |
| gen20_agent2 (v2): avg_score=23.409 lr=2.17e-03 hid=128 |
| gen20_agent3 (v2): avg_score=26.380 lr=2.17e-03 hid=128 |
| gen20_agent4 (v2): avg_score=24.952 lr=2.17e-03 hid=128 |
| gen20_agent5 (v2): avg_score=24.855 lr=2.39e-03 hid=512 |
| gen20_agent6 (v2): avg_score=22.009 lr=2.73e-03 hid=256 |
| gen20_agent7 (v2): avg_score=22.782 lr=2.17e-03 hid=128 |
| gen20_agent8 (v2): avg_score=26.763 lr=3.00e-03 hid=512 |
| gen20_agent9 (v2): avg_score=20.377 lr=2.11e-03 hid=256 |
| Uploaded gen 20 results to vgainullin/golf-tournament |
|
|
| Generation 20 results (164s): |
| #1 gen20_agent9 (v2): avg_score=20.3767 lr=2.11e-03 hid=256 * |
| #2 gen20_agent6 (v2): avg_score=22.0092 lr=2.73e-03 hid=256 |
| #3 gen20_agent7 (v2): avg_score=22.782 lr=2.17e-03 hid=128 |
| #4 gen20_agent2 (v2): avg_score=23.4093 lr=2.17e-03 hid=128 |
| #5 gen19_agent8 (v2): avg_score=24.7114 lr=2.17e-03 hid=128 |
|
|
| Tournament complete: 3419s |
|
|
| Tournament: 20 generations, 12 agents |
| Episodes/gen: 1000 |
| Eval games/matchup: 1000 |
| Adaptive: max_rounds=2 p=0.05 gen_limit=5 |
| Device: mps |
|
|
| === Generation 1/20 === |
| Training (round 1)... |
| epsilon=0.400 |
| gen0_agent0 (v1): trained 1000 vectorized eps, buf=100,000, loss=0.8658, eps=0.400 |
| gen0_agent1 (v2): trained 1000 vectorized eps, buf=100,000, loss=1.0431, eps=0.400 |
| gen0_agent2 (v1): trained 1000 vectorized eps, buf=100,000, loss=0.9629, eps=0.400 |
| gen0_agent3 (v2): trained 1000 vectorized eps, buf=100,000, loss=1.1466, eps=0.400 |
| gen0_agent4 (v1): trained 1000 vectorized eps, buf=100,000, loss=1.1309, eps=0.400 |
| gen0_agent5 (v2): trained 1000 vectorized eps, buf=100,000, loss=1.0459, eps=0.400 |
| gen0_agent6 (v1): trained 1000 vectorized eps, buf=100,000, loss=1.0222, eps=0.400 |
| gen0_agent7 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.9766, eps=0.400 |
| gen0_agent8 (v1): trained 1000 vectorized eps, buf=100,000, loss=0.8884, eps=0.400 |
| gen0_agent9 (v2): trained 1000 vectorized eps, buf=100,000, loss=1.1109, eps=0.400 |
| gen0_agent10 (v1): trained 1000 vectorized eps, buf=100,000, loss=1.1702, eps=0.400 |
| gen0_agent11 (v2): trained 1000 vectorized eps, buf=100,000, loss=1.0814, eps=0.400 |
| League evaluation... |
| 12 agents, 1000 games each, 9 holes/game |
| gen0_agent0 (v1): avg_score=22.294 lr=1.69e-03 hid=256 |
| gen0_agent1 (v2): avg_score=22.418 lr=6.78e-04 hid=512 |
| gen0_agent2 (v1): avg_score=24.276 lr=5.80e-04 hid=128 |
| gen0_agent3 (v2): avg_score=22.231 lr=1.15e-03 hid=512 |
| gen0_agent4 (v1): avg_score=22.625 lr=7.71e-04 hid=256 |
| gen0_agent5 (v2): avg_score=24.037 lr=1.92e-03 hid=512 |
| gen0_agent6 (v1): avg_score=24.493 lr=1.30e-03 hid=128 |
| gen0_agent7 (v2): avg_score=22.149 lr=1.80e-03 hid=512 |
| gen0_agent8 (v1): avg_score=26.977 lr=9.50e-04 hid=512 |
| gen0_agent9 (v2): avg_score=23.326 lr=1.74e-03 hid=512 |
| gen0_agent10 (v1): avg_score=22.184 lr=1.96e-03 hid=512 |
| gen0_agent11 (v2): avg_score=21.897 lr=2.21e-03 hid=128 |
| Clear winner after 1 rounds (p=0.0351) |
| New hall of fame: gen0_agent11 (avg_score=21.8968) |
| Uploaded gen 1 results to vgainullin/golf-tournament |
|
|
| Generation 1 results (225s): |
| #1 gen0_agent11 (v2): avg_score=21.8968 lr=2.21e-03 hid=128 * |
| #2 gen0_agent7 (v2): avg_score=22.149 lr=1.80e-03 hid=512 |
| #3 gen0_agent10 (v1): avg_score=22.184 lr=1.96e-03 hid=512 |
| #4 gen0_agent3 (v2): avg_score=22.2311 lr=1.15e-03 hid=512 |
| #5 gen0_agent0 (v1): avg_score=22.2943 lr=1.69e-03 hid=256 |
|
|
| === Generation 2/20 === |
| Training (round 1)... |
| epsilon=0.380 |
| gen0_agent11 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8626, eps=0.380 |
| gen0_agent7 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.9477, eps=0.380 |
| gen2_agent0 (v2): trained 1000 vectorized eps, buf=100,000, loss=1.0026, eps=0.350 |
| gen2_agent1 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.9501, eps=0.350 |
| gen2_agent2 (v1): trained 1000 vectorized eps, buf=100,000, loss=0.9748, eps=0.350 |
| gen2_agent3 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.9587, eps=0.350 |
| gen2_agent4 (v1): trained 1000 vectorized eps, buf=100,000, loss=0.9548, eps=0.350 |
| gen2_agent5 (v1): trained 1000 vectorized eps, buf=100,000, loss=0.8852, eps=0.350 |
| gen2_agent6 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.9666, eps=0.350 |
| gen2_agent7 (v1): trained 1000 vectorized eps, buf=100,000, loss=0.9673, eps=0.350 |
| gen2_agent8 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8127, eps=0.350 |
| gen2_agent9 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.9327, eps=0.350 |
| League evaluation... |
| 12 agents, 1000 games each, 9 holes/game |
| gen0_agent11 (v2): avg_score=27.628 lr=2.21e-03 hid=128 |
| gen0_agent7 (v2): avg_score=24.876 lr=1.80e-03 hid=512 |
| gen2_agent0 (v2): avg_score=28.052 lr=1.80e-03 hid=512 |
| gen2_agent1 (v2): avg_score=25.974 lr=1.15e-03 hid=512 |
| gen2_agent2 (v1): avg_score=29.756 lr=2.24e-03 hid=512 |
| gen2_agent3 (v2): avg_score=25.182 lr=1.15e-03 hid=512 |
| gen2_agent4 (v1): avg_score=29.193 lr=2.65e-03 hid=512 |
| gen2_agent5 (v1): avg_score=29.465 lr=1.69e-03 hid=256 |
| gen2_agent6 (v2): avg_score=25.535 lr=1.15e-03 hid=512 |
| gen2_agent7 (v1): avg_score=29.317 lr=1.96e-03 hid=512 |
| gen2_agent8 (v2): avg_score=20.690 lr=1.15e-03 hid=128 |
| gen2_agent9 (v2): avg_score=28.048 lr=6.78e-04 hid=512 |
| Clear winner after 1 rounds (p=0.0000) |
| Hall of fame t-test: t=-8.709 p=0.0000 SIGNIFICANT |
| New hall of fame: gen2_agent8 (avg_score=20.6903) |
| Uploaded gen 2 results to vgainullin/golf-tournament |
|
|
| Generation 2 results (1060s): |
| #1 gen2_agent8 (v2): avg_score=20.6903 lr=1.15e-03 hid=128 * |
| #2 gen0_agent7 (v2): avg_score=24.8758 lr=1.80e-03 hid=512 |
| #3 gen2_agent3 (v2): avg_score=25.1818 lr=1.15e-03 hid=512 |
| #4 gen2_agent6 (v2): avg_score=25.535 lr=1.15e-03 hid=512 |
| #5 gen2_agent1 (v2): avg_score=25.9738 lr=1.15e-03 hid=512 |
|
|
| === Generation 3/20 === |
| Training (round 1)... |
| epsilon=0.360 |
| gen2_agent8 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.9864, eps=0.360 |
| gen0_agent7 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8839, eps=0.360 |
| gen3_agent0 (v2): trained 1000 vectorized eps, buf=100,000, loss=1.0103, eps=0.350 |
| gen3_agent1 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6092, eps=0.350 |
| gen3_agent2 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7879, eps=0.350 |
| gen3_agent3 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8182, eps=0.350 |
| gen3_agent4 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8278, eps=0.350 |
| gen3_agent5 (v2): trained 1000 vectorized eps, buf=100,000, loss=1.0190, eps=0.350 |
| gen3_agent6 (v2): trained 1000 vectorized eps, buf=100,000, loss=1.2817, eps=0.350 |
| gen3_agent7 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7942, eps=0.350 |
| gen3_agent8 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7919, eps=0.350 |
| gen3_agent9 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7896, eps=0.350 |
| League evaluation... |
| 12 agents, 1000 games each, 9 holes/game |
| gen2_agent8 (v2): avg_score=27.533 lr=1.15e-03 hid=128 |
| gen0_agent7 (v2): avg_score=27.229 lr=1.80e-03 hid=512 |
| gen3_agent0 (v2): avg_score=27.430 lr=1.15e-03 hid=128 |
| gen3_agent1 (v2): avg_score=22.408 lr=1.62e-03 hid=128 |
| gen3_agent2 (v2): avg_score=28.292 lr=2.21e-03 hid=128 |
| gen3_agent3 (v2): avg_score=28.282 lr=2.68e-03 hid=512 |
| gen3_agent4 (v2): avg_score=29.167 lr=1.15e-03 hid=512 |
| gen3_agent5 (v2): avg_score=22.289 lr=2.21e-03 hid=256 |
| gen3_agent6 (v2): avg_score=23.175 lr=2.21e-03 hid=512 |
| gen3_agent7 (v2): avg_score=29.346 lr=1.80e-03 hid=512 |
| gen3_agent8 (v2): avg_score=27.032 lr=1.14e-03 hid=512 |
| gen3_agent9 (v2): avg_score=28.841 lr=2.21e-03 hid=128 |
| No separation (p=0.1787), training round 2... |
| Training (round 2)... |
| epsilon=0.360 |
| gen2_agent8 (v2): trained 1000 vectorized eps, buf=100,000, loss=1.0657, eps=0.360 |
| gen0_agent7 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8324, eps=0.360 |
| gen3_agent0 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8143, eps=0.350 |
| gen3_agent1 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8882, eps=0.350 |
| gen3_agent2 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6978, eps=0.350 |
| gen3_agent3 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7377, eps=0.350 |
| gen3_agent4 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7611, eps=0.350 |
| gen3_agent5 (v2): trained 1000 vectorized eps, buf=100,000, loss=1.0973, eps=0.350 |
| gen3_agent6 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8841, eps=0.350 |
| gen3_agent7 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7260, eps=0.350 |
| gen3_agent8 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6906, eps=0.350 |
| gen3_agent9 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7167, eps=0.350 |
| League evaluation... |
| 12 agents, 1000 games each, 9 holes/game |
| gen2_agent8 (v2): avg_score=27.050 lr=1.15e-03 hid=128 |
| gen0_agent7 (v2): avg_score=27.438 lr=1.80e-03 hid=512 |
| gen3_agent0 (v2): avg_score=29.268 lr=1.15e-03 hid=128 |
| gen3_agent1 (v2): avg_score=26.890 lr=1.62e-03 hid=128 |
| gen3_agent2 (v2): avg_score=29.481 lr=2.21e-03 hid=128 |
| gen3_agent3 (v2): avg_score=27.772 lr=2.68e-03 hid=512 |
| gen3_agent4 (v2): avg_score=28.563 lr=1.15e-03 hid=512 |
| gen3_agent5 (v2): avg_score=27.763 lr=2.21e-03 hid=256 |
| gen3_agent6 (v2): avg_score=24.744 lr=2.21e-03 hid=512 |
| gen3_agent7 (v2): avg_score=27.082 lr=1.80e-03 hid=512 |
| gen3_agent8 (v2): avg_score=28.242 lr=1.14e-03 hid=512 |
| gen3_agent9 (v2): avg_score=29.144 lr=2.21e-03 hid=128 |
| Uploaded gen 3 results to vgainullin/golf-tournament |
|
|
| Generation 3 results (414s): |
| #1 gen3_agent6 (v2): avg_score=24.7444 lr=2.21e-03 hid=512 * |
| #2 gen3_agent1 (v2): avg_score=26.8904 lr=1.62e-03 hid=128 |
| #3 gen2_agent8 (v2): avg_score=27.0497 lr=1.15e-03 hid=128 |
| #4 gen3_agent7 (v2): avg_score=27.0822 lr=1.80e-03 hid=512 |
| #5 gen0_agent7 (v2): avg_score=27.438 lr=1.80e-03 hid=512 |
|
|
| Injected hall-of-fame gen2_agent8 (replacing gen4_agent0) |
| === Generation 4/20 === |
| Training (round 1)... |
| epsilon=0.340 |
| gen3_agent6 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8794, eps=0.340 |
| gen3_agent1 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8911, eps=0.340 |
| gen2_agent8 (v2): trained 1000 vectorized eps, buf=100,000, loss=1.0047, eps=0.340 |
| gen4_agent1 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7179, eps=0.350 |
| gen4_agent2 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7251, eps=0.350 |
| gen4_agent3 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7373, eps=0.350 |
| gen4_agent4 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8634, eps=0.350 |
| gen4_agent5 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7215, eps=0.350 |
| gen4_agent6 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7892, eps=0.350 |
| gen4_agent7 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8666, eps=0.350 |
| gen4_agent8 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7363, eps=0.350 |
| gen4_agent9 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5895, eps=0.350 |
| League evaluation... |
| 12 agents, 1000 games each, 9 holes/game |
| gen3_agent6 (v2): avg_score=27.505 lr=2.21e-03 hid=512 |
| gen3_agent1 (v2): avg_score=29.059 lr=1.62e-03 hid=128 |
| gen2_agent8 (v2): avg_score=25.372 lr=1.15e-03 hid=128 |
| gen4_agent1 (v2): avg_score=28.623 lr=1.80e-03 hid=512 |
| gen4_agent2 (v2): avg_score=28.337 lr=1.72e-03 hid=512 |
| gen4_agent3 (v2): avg_score=29.278 lr=2.36e-03 hid=512 |
| gen4_agent4 (v2): avg_score=27.555 lr=1.04e-03 hid=128 |
| gen4_agent5 (v2): avg_score=28.774 lr=1.80e-03 hid=512 |
| gen4_agent6 (v2): avg_score=29.091 lr=2.21e-03 hid=256 |
| gen4_agent7 (v2): avg_score=27.133 lr=1.62e-03 hid=128 |
| gen4_agent8 (v2): avg_score=28.822 lr=2.21e-03 hid=512 |
| gen4_agent9 (v2): avg_score=21.133 lr=1.20e-03 hid=512 |
| Clear winner after 1 rounds (p=0.0000) |
| Uploaded gen 4 results to vgainullin/golf-tournament |
|
|
| Generation 4 results (182s): |
| #1 gen4_agent9 (v2): avg_score=21.1332 lr=1.20e-03 hid=512 * |
| #2 gen2_agent8 (v2): avg_score=25.3724 lr=1.15e-03 hid=128 |
| #3 gen4_agent7 (v2): avg_score=27.1332 lr=1.62e-03 hid=128 |
| #4 gen3_agent6 (v2): avg_score=27.5051 lr=2.21e-03 hid=512 |
| #5 gen4_agent4 (v2): avg_score=27.5552 lr=1.04e-03 hid=128 |
|
|
| === Generation 5/20 === |
| Training (round 1)... |
| epsilon=0.320 |
| gen4_agent9 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8972, eps=0.320 |
| gen2_agent8 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8248, eps=0.320 |
| gen5_agent0 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6205, eps=0.350 |
| gen5_agent1 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.9226, eps=0.350 |
| gen5_agent2 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8002, eps=0.350 |
| gen5_agent3 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8368, eps=0.350 |
| gen5_agent4 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7603, eps=0.350 |
| gen5_agent5 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8232, eps=0.350 |
| gen5_agent6 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7425, eps=0.350 |
| gen5_agent7 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6119, eps=0.350 |
| gen5_agent8 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8119, eps=0.350 |
| gen5_agent9 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.9694, eps=0.350 |
| League evaluation... |
| 12 agents, 1000 games each, 9 holes/game |
| gen4_agent9 (v2): avg_score=25.831 lr=1.20e-03 hid=512 |
| gen2_agent8 (v2): avg_score=29.446 lr=1.15e-03 hid=128 |
| gen5_agent0 (v2): avg_score=29.136 lr=1.91e-03 hid=512 |
| gen5_agent1 (v2): avg_score=27.103 lr=1.20e-03 hid=512 |
| gen5_agent2 (v2): avg_score=28.331 lr=1.86e-03 hid=128 |
| gen5_agent3 (v2): avg_score=27.517 lr=1.17e-03 hid=128 |
| gen5_agent4 (v2): avg_score=28.918 lr=2.21e-03 hid=512 |
| gen5_agent5 (v2): avg_score=26.517 lr=1.15e-03 hid=128 |
| gen5_agent6 (v2): avg_score=29.273 lr=2.21e-03 hid=512 |
| gen5_agent7 (v2): avg_score=29.159 lr=1.65e-03 hid=512 |
| gen5_agent8 (v2): avg_score=28.322 lr=8.99e-04 hid=128 |
| gen5_agent9 (v2): avg_score=21.892 lr=1.15e-03 hid=256 |
| Clear winner after 1 rounds (p=0.0000) |
| Uploaded gen 5 results to vgainullin/golf-tournament |
|
|
| Generation 5 results (178s): |
| #1 gen5_agent9 (v2): avg_score=21.8921 lr=1.15e-03 hid=256 * |
| #2 gen4_agent9 (v2): avg_score=25.8314 lr=1.20e-03 hid=512 |
| #3 gen5_agent5 (v2): avg_score=26.5174 lr=1.15e-03 hid=128 |
| #4 gen5_agent1 (v2): avg_score=27.1027 lr=1.20e-03 hid=512 |
| #5 gen5_agent3 (v2): avg_score=27.5171 lr=1.17e-03 hid=128 |
|
|
| Injected hall-of-fame gen2_agent8 (replacing gen6_agent0) |
| === Generation 6/20 === |
| Training (round 1)... |
| epsilon=0.300 |
| gen5_agent9 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8220, eps=0.300 |
| gen4_agent9 (v2): trained 1000 vectorized eps, buf=100,000, loss=1.0370, eps=0.300 |
| gen2_agent8 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.9674, eps=0.300 |
| gen6_agent1 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7621, eps=0.350 |
| gen6_agent2 (v2): trained 1000 vectorized eps, buf=100,000, loss=1.2129, eps=0.350 |
| gen6_agent3 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8808, eps=0.350 |
| gen6_agent4 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6930, eps=0.350 |
| gen6_agent5 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8773, eps=0.350 |
| gen6_agent6 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7109, eps=0.350 |
| gen6_agent7 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7960, eps=0.350 |
| gen6_agent8 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8489, eps=0.350 |
| gen6_agent9 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7276, eps=0.350 |
| League evaluation... |
| 12 agents, 1000 games each, 9 holes/game |
| gen5_agent9 (v2): avg_score=26.949 lr=1.15e-03 hid=256 |
| gen4_agent9 (v2): avg_score=27.584 lr=1.20e-03 hid=512 |
| gen2_agent8 (v2): avg_score=25.065 lr=1.15e-03 hid=128 |
| gen6_agent1 (v2): avg_score=27.753 lr=1.20e-03 hid=512 |
| gen6_agent2 (v2): avg_score=19.609 lr=1.17e-03 hid=256 |
| gen6_agent3 (v2): avg_score=27.242 lr=1.47e-03 hid=512 |
| gen6_agent4 (v2): avg_score=23.826 lr=1.15e-03 hid=512 |
| gen6_agent5 (v2): avg_score=27.076 lr=1.20e-03 hid=512 |
| gen6_agent6 (v2): avg_score=28.593 lr=8.99e-04 hid=128 |
| gen6_agent7 (v2): avg_score=27.264 lr=1.41e-03 hid=512 |
| gen6_agent8 (v2): avg_score=27.113 lr=1.20e-03 hid=512 |
| gen6_agent9 (v2): avg_score=28.448 lr=1.15e-03 hid=128 |
| Hall of fame t-test: t=-8.027 p=0.0000 SIGNIFICANT |
| New hall of fame: gen6_agent2 (avg_score=19.6088) |
| Uploaded gen 6 results to vgainullin/golf-tournament |
|
|
| Generation 6 results (182s): |
| #1 gen6_agent2 (v2): avg_score=19.6088 lr=1.17e-03 hid=256 * |
| #2 gen6_agent4 (v2): avg_score=23.8258 lr=1.15e-03 hid=512 |
| #3 gen2_agent8 (v2): avg_score=25.0652 lr=1.15e-03 hid=128 |
| #4 gen5_agent9 (v2): avg_score=26.9489 lr=1.15e-03 hid=256 |
| #5 gen6_agent5 (v2): avg_score=27.0762 lr=1.20e-03 hid=512 |
|
|
| === Generation 7/20 === |
| Training (round 1)... |
| epsilon=0.280 |
| gen6_agent2 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8626, eps=0.280 |
| gen6_agent4 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8574, eps=0.280 |
| gen7_agent0 (v2): trained 1000 vectorized eps, buf=100,000, loss=1.0177, eps=0.330 |
| gen7_agent1 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.9307, eps=0.330 |
| gen7_agent2 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7037, eps=0.330 |
| gen7_agent3 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6647, eps=0.330 |
| gen7_agent4 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6372, eps=0.330 |
| gen7_agent5 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.9534, eps=0.330 |
| gen7_agent6 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.9306, eps=0.330 |
| gen7_agent7 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7011, eps=0.330 |
| gen7_agent8 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6585, eps=0.330 |
| gen7_agent9 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7136, eps=0.330 |
| League evaluation... |
| 12 agents, 1000 games each, 9 holes/game |
| gen6_agent2 (v2): avg_score=25.513 lr=1.17e-03 hid=256 |
| gen6_agent4 (v2): avg_score=25.964 lr=1.15e-03 hid=512 |
| gen7_agent0 (v2): avg_score=25.207 lr=1.15e-03 hid=512 |
| gen7_agent1 (v2): avg_score=22.362 lr=1.32e-03 hid=256 |
| gen7_agent2 (v2): avg_score=28.681 lr=1.20e-03 hid=512 |
| gen7_agent3 (v2): avg_score=27.857 lr=1.24e-03 hid=512 |
| gen7_agent4 (v2): avg_score=21.319 lr=1.20e-03 hid=128 |
| gen7_agent5 (v2): avg_score=27.190 lr=1.17e-03 hid=256 |
| gen7_agent6 (v2): avg_score=28.971 lr=1.17e-03 hid=256 |
| gen7_agent7 (v2): avg_score=28.683 lr=1.24e-03 hid=512 |
| gen7_agent8 (v2): avg_score=28.987 lr=1.20e-03 hid=512 |
| gen7_agent9 (v2): avg_score=28.526 lr=1.20e-03 hid=512 |
| Uploaded gen 7 results to vgainullin/golf-tournament |
|
|
| Generation 7 results (181s): |
| #1 gen7_agent4 (v2): avg_score=21.3193 lr=1.20e-03 hid=128 * |
| #2 gen7_agent1 (v2): avg_score=22.3619 lr=1.32e-03 hid=256 |
| #3 gen7_agent0 (v2): avg_score=25.2066 lr=1.15e-03 hid=512 |
| #4 gen6_agent2 (v2): avg_score=25.5133 lr=1.17e-03 hid=256 |
| #5 gen6_agent4 (v2): avg_score=25.9642 lr=1.15e-03 hid=512 |
|
|
| Injected hall-of-fame gen6_agent2 (replacing gen8_agent0) |
| === Generation 8/20 === |
| Training (round 1)... |
| epsilon=0.260 |
| gen7_agent4 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.9525, eps=0.260 |
| gen7_agent1 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7748, eps=0.260 |
| gen6_agent2 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8778, eps=0.260 |
| gen8_agent1 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7409, eps=0.310 |
| gen8_agent2 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8427, eps=0.310 |
| gen8_agent3 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8454, eps=0.310 |
| gen8_agent4 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.9920, eps=0.310 |
| gen8_agent5 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7786, eps=0.310 |
| gen8_agent6 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7239, eps=0.310 |
| gen8_agent7 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6964, eps=0.310 |
| gen8_agent8 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6400, eps=0.310 |
| gen8_agent9 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8601, eps=0.310 |
| League evaluation... |
| 12 agents, 1000 games each, 9 holes/game |
| gen7_agent4 (v2): avg_score=25.979 lr=1.20e-03 hid=128 |
| gen7_agent1 (v2): avg_score=25.337 lr=1.32e-03 hid=256 |
| gen6_agent2 (v2): avg_score=28.891 lr=1.17e-03 hid=256 |
| gen8_agent1 (v2): avg_score=29.341 lr=1.15e-03 hid=512 |
| gen8_agent2 (v2): avg_score=27.932 lr=1.32e-03 hid=256 |
| gen8_agent3 (v2): avg_score=26.949 lr=1.05e-03 hid=256 |
| gen8_agent4 (v2): avg_score=19.557 lr=1.17e-03 hid=512 |
| gen8_agent5 (v2): avg_score=28.704 lr=1.14e-03 hid=256 |
| gen8_agent6 (v2): avg_score=28.865 lr=1.15e-03 hid=512 |
| gen8_agent7 (v2): avg_score=20.473 lr=1.15e-03 hid=256 |
| gen8_agent8 (v2): avg_score=29.855 lr=1.17e-03 hid=256 |
| gen8_agent9 (v2): avg_score=26.081 lr=1.19e-03 hid=256 |
| Hall of fame t-test: t=-0.392 p=0.3476 not significant |
| Uploaded gen 8 results to vgainullin/golf-tournament |
|
|
| Generation 8 results (171s): |
| #1 gen8_agent4 (v2): avg_score=19.5571 lr=1.17e-03 hid=512 * |
| #2 gen8_agent7 (v2): avg_score=20.4727 lr=1.15e-03 hid=256 |
| #3 gen7_agent1 (v2): avg_score=25.3371 lr=1.32e-03 hid=256 |
| #4 gen7_agent4 (v2): avg_score=25.9788 lr=1.20e-03 hid=128 |
| #5 gen8_agent9 (v2): avg_score=26.0811 lr=1.19e-03 hid=256 |
|
|
| Injected hall-of-fame gen6_agent2 (replacing gen9_agent0) |
| === Generation 9/20 === |
| Training (round 1)... |
| epsilon=0.240 |
| gen8_agent4 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8307, eps=0.240 |
| gen8_agent7 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.9912, eps=0.240 |
| gen6_agent2 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8676, eps=0.240 |
| gen9_agent1 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6727, eps=0.290 |
| gen9_agent2 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.9953, eps=0.290 |
| gen9_agent3 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7120, eps=0.290 |
| gen9_agent4 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7277, eps=0.290 |
| gen9_agent5 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.9530, eps=0.290 |
| gen9_agent6 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6903, eps=0.290 |
| gen9_agent7 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7211, eps=0.290 |
| gen9_agent8 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6710, eps=0.290 |
| gen9_agent9 (v2): trained 1000 vectorized eps, buf=100,000, loss=1.0071, eps=0.290 |
| League evaluation... |
| 12 agents, 1000 games each, 9 holes/game |
| gen8_agent4 (v2): avg_score=25.722 lr=1.17e-03 hid=512 |
| gen8_agent7 (v2): avg_score=28.042 lr=1.15e-03 hid=256 |
| gen6_agent2 (v2): avg_score=27.460 lr=1.17e-03 hid=256 |
| gen9_agent1 (v2): avg_score=26.381 lr=1.40e-03 hid=256 |
| gen9_agent2 (v2): avg_score=20.635 lr=1.17e-03 hid=256 |
| gen9_agent3 (v2): avg_score=28.223 lr=1.20e-03 hid=128 |
| gen9_agent4 (v2): avg_score=29.136 lr=1.19e-03 hid=256 |
| gen9_agent5 (v2): avg_score=28.630 lr=1.17e-03 hid=512 |
| gen9_agent6 (v2): avg_score=27.733 lr=1.24e-03 hid=256 |
| gen9_agent7 (v2): avg_score=29.509 lr=1.19e-03 hid=256 |
| gen9_agent8 (v2): avg_score=27.199 lr=1.32e-03 hid=256 |
| gen9_agent9 (v2): avg_score=21.582 lr=1.19e-03 hid=512 |
| Uploaded gen 9 results to vgainullin/golf-tournament |
|
|
| Generation 9 results (171s): |
| #1 gen9_agent2 (v2): avg_score=20.6351 lr=1.17e-03 hid=256 * |
| #2 gen9_agent9 (v2): avg_score=21.5818 lr=1.19e-03 hid=512 |
| #3 gen8_agent4 (v2): avg_score=25.7222 lr=1.17e-03 hid=512 |
| #4 gen9_agent1 (v2): avg_score=26.3812 lr=1.40e-03 hid=256 |
| #5 gen9_agent8 (v2): avg_score=27.1988 lr=1.32e-03 hid=256 |
|
|
| Injected hall-of-fame gen6_agent2 (replacing gen10_agent0) |
| === Generation 10/20 === |
| Training (round 1)... |
| epsilon=0.220 |
| gen9_agent2 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7539, eps=0.220 |
| gen9_agent9 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7544, eps=0.220 |
| gen6_agent2 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8356, eps=0.220 |
| gen10_agent1 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6368, eps=0.270 |
| gen10_agent2 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8516, eps=0.270 |
| gen10_agent3 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6399, eps=0.270 |
| gen10_agent4 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8712, eps=0.270 |
| gen10_agent5 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7445, eps=0.270 |
| gen10_agent6 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8674, eps=0.270 |
| gen10_agent7 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6526, eps=0.270 |
| gen10_agent8 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6418, eps=0.270 |
| gen10_agent9 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8325, eps=0.270 |
| League evaluation... |
| 12 agents, 1000 games each, 9 holes/game |
| gen9_agent2 (v2): avg_score=27.455 lr=1.17e-03 hid=256 |
| gen9_agent9 (v2): avg_score=29.367 lr=1.19e-03 hid=512 |
| gen6_agent2 (v2): avg_score=27.452 lr=1.17e-03 hid=256 |
| gen10_agent1 (v2): avg_score=28.728 lr=1.71e-03 hid=256 |
| gen10_agent2 (v2): avg_score=27.540 lr=1.19e-03 hid=512 |
| gen10_agent3 (v2): avg_score=29.170 lr=1.32e-03 hid=256 |
| gen10_agent4 (v2): avg_score=26.081 lr=1.57e-03 hid=512 |
| gen10_agent5 (v2): avg_score=29.508 lr=1.17e-03 hid=512 |
| gen10_agent6 (v2): avg_score=28.384 lr=1.19e-03 hid=512 |
| gen10_agent7 (v2): avg_score=29.427 lr=1.29e-03 hid=256 |
| gen10_agent8 (v2): avg_score=29.229 lr=1.40e-03 hid=256 |
| gen10_agent9 (v2): avg_score=27.583 lr=7.07e-04 hid=512 |
| Uploaded gen 10 results to vgainullin/golf-tournament |
|
|
| Generation 10 results (182s): |
| #1 gen10_agent4 (v2): avg_score=26.0814 lr=1.57e-03 hid=512 * |
| #2 gen6_agent2 (v2): avg_score=27.4524 lr=1.17e-03 hid=256 |
| #3 gen9_agent2 (v2): avg_score=27.4553 lr=1.17e-03 hid=256 |
| #4 gen10_agent2 (v2): avg_score=27.5402 lr=1.19e-03 hid=512 |
| #5 gen10_agent9 (v2): avg_score=27.5834 lr=7.07e-04 hid=512 |
|
|
| === Generation 11/20 === |
| Training (round 1)... |
| epsilon=0.200 |
| gen10_agent4 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5713, eps=0.200 |
| gen6_agent2 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5428, eps=0.200 |
| gen11_agent0 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6225, eps=0.250 |
| gen11_agent1 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5719, eps=0.250 |
| gen11_agent2 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7026, eps=0.250 |
| gen11_agent3 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5684, eps=0.250 |
| gen11_agent4 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5585, eps=0.250 |
| gen11_agent5 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5733, eps=0.250 |
| gen11_agent6 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5643, eps=0.250 |
| gen11_agent7 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7610, eps=0.250 |
| gen11_agent8 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5693, eps=0.250 |
| gen11_agent9 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5701, eps=0.250 |
| League evaluation... |
| 12 agents, 1000 games each, 9 holes/game |
| gen10_agent4 (v2): avg_score=29.061 lr=1.57e-03 hid=512 |
| gen6_agent2 (v2): avg_score=25.625 lr=1.17e-03 hid=256 |
| gen11_agent0 (v2): avg_score=24.517 lr=1.17e-03 hid=512 |
| gen11_agent1 (v2): avg_score=29.175 lr=7.07e-04 hid=512 |
| gen11_agent2 (v2): avg_score=29.071 lr=1.17e-03 hid=256 |
| gen11_agent3 (v2): avg_score=28.390 lr=1.09e-03 hid=256 |
| gen11_agent4 (v2): avg_score=26.571 lr=1.17e-03 hid=256 |
| gen11_agent5 (v2): avg_score=28.807 lr=1.17e-03 hid=256 |
| gen11_agent6 (v2): avg_score=29.321 lr=7.07e-04 hid=512 |
| gen11_agent7 (v2): avg_score=20.802 lr=7.07e-04 hid=256 |
| gen11_agent8 (v2): avg_score=28.458 lr=1.18e-03 hid=512 |
| gen11_agent9 (v2): avg_score=28.284 lr=1.26e-03 hid=512 |
| Uploaded gen 11 results to vgainullin/golf-tournament |
|
|
| Generation 11 results (183s): |
| #1 gen11_agent7 (v2): avg_score=20.8023 lr=7.07e-04 hid=256 * |
| #2 gen11_agent0 (v2): avg_score=24.5166 lr=1.17e-03 hid=512 |
| #3 gen6_agent2 (v2): avg_score=25.6248 lr=1.17e-03 hid=256 |
| #4 gen11_agent4 (v2): avg_score=26.5714 lr=1.17e-03 hid=256 |
| #5 gen11_agent9 (v2): avg_score=28.2836 lr=1.26e-03 hid=512 |
|
|
| Injected hall-of-fame gen6_agent2 (replacing gen12_agent0) |
| === Generation 12/20 === |
| Training (round 1)... |
| epsilon=0.180 |
| gen11_agent7 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7214, eps=0.180 |
| gen11_agent0 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7621, eps=0.180 |
| gen6_agent2 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8146, eps=0.180 |
| gen12_agent1 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7426, eps=0.230 |
| gen12_agent2 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8118, eps=0.230 |
| gen12_agent3 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5267, eps=0.230 |
| gen12_agent4 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6121, eps=0.230 |
| gen12_agent5 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5253, eps=0.230 |
| gen12_agent6 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5517, eps=0.230 |
| gen12_agent7 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5566, eps=0.230 |
| gen12_agent8 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5301, eps=0.230 |
| gen12_agent9 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5547, eps=0.230 |
| League evaluation... |
| 12 agents, 1000 games each, 9 holes/game |
| gen11_agent7 (v2): avg_score=26.850 lr=7.07e-04 hid=256 |
| gen11_agent0 (v2): avg_score=27.278 lr=1.17e-03 hid=512 |
| gen6_agent2 (v2): avg_score=25.401 lr=1.17e-03 hid=256 |
| gen12_agent1 (v2): avg_score=18.490 lr=1.20e-03 hid=512 |
| gen12_agent2 (v2): avg_score=27.203 lr=7.07e-04 hid=256 |
| gen12_agent3 (v2): avg_score=28.721 lr=1.26e-03 hid=512 |
| gen12_agent4 (v2): avg_score=28.537 lr=1.35e-03 hid=256 |
| gen12_agent5 (v2): avg_score=28.446 lr=1.09e-03 hid=256 |
| gen12_agent6 (v2): avg_score=29.147 lr=1.17e-03 hid=256 |
| gen12_agent7 (v2): avg_score=28.543 lr=1.17e-03 hid=256 |
| gen12_agent8 (v2): avg_score=29.247 lr=1.52e-03 hid=512 |
| gen12_agent9 (v2): avg_score=28.919 lr=1.17e-03 hid=256 |
| Hall of fame t-test: t=-8.504 p=0.0000 SIGNIFICANT |
| New hall of fame: gen12_agent1 (avg_score=18.4899) |
| Uploaded gen 12 results to vgainullin/golf-tournament |
|
|
| Generation 12 results (180s): |
| #1 gen12_agent1 (v2): avg_score=18.4899 lr=1.20e-03 hid=512 * |
| #2 gen6_agent2 (v2): avg_score=25.4012 lr=1.17e-03 hid=256 |
| #3 gen11_agent7 (v2): avg_score=26.85 lr=7.07e-04 hid=256 |
| #4 gen12_agent2 (v2): avg_score=27.2034 lr=7.07e-04 hid=256 |
| #5 gen11_agent0 (v2): avg_score=27.2782 lr=1.17e-03 hid=512 |
|
|
| === Generation 13/20 === |
| Training (round 1)... |
| epsilon=0.160 |
| gen12_agent1 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8304, eps=0.160 |
| gen6_agent2 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6031, eps=0.160 |
| gen13_agent0 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6390, eps=0.210 |
| gen13_agent1 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.4924, eps=0.210 |
| gen13_agent2 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5965, eps=0.210 |
| gen13_agent3 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5217, eps=0.210 |
| gen13_agent4 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5934, eps=0.210 |
| gen13_agent5 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5110, eps=0.210 |
| gen13_agent6 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6557, eps=0.210 |
| gen13_agent7 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.9904, eps=0.210 |
| gen13_agent8 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6513, eps=0.210 |
| gen13_agent9 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6891, eps=0.210 |
| League evaluation... |
| 12 agents, 1000 games each, 9 holes/game |
| gen12_agent1 (v2): avg_score=25.657 lr=1.20e-03 hid=512 |
| gen6_agent2 (v2): avg_score=28.931 lr=1.17e-03 hid=256 |
| gen13_agent0 (v2): avg_score=28.168 lr=9.96e-04 hid=512 |
| gen13_agent1 (v2): avg_score=29.190 lr=8.46e-04 hid=256 |
| gen13_agent2 (v2): avg_score=26.740 lr=1.17e-03 hid=256 |
| gen13_agent3 (v2): avg_score=22.709 lr=7.91e-04 hid=512 |
| gen13_agent4 (v2): avg_score=29.323 lr=1.17e-03 hid=256 |
| gen13_agent5 (v2): avg_score=22.716 lr=1.20e-03 hid=128 |
| gen13_agent6 (v2): avg_score=29.390 lr=7.07e-04 hid=256 |
| gen13_agent7 (v2): avg_score=20.247 lr=8.43e-04 hid=512 |
| gen13_agent8 (v2): avg_score=29.397 lr=7.07e-04 hid=256 |
| gen13_agent9 (v2): avg_score=28.199 lr=7.07e-04 hid=256 |
| Uploaded gen 13 results to vgainullin/golf-tournament |
|
|
| Generation 13 results (178s): |
| #1 gen13_agent7 (v2): avg_score=20.2471 lr=8.43e-04 hid=512 * |
| #2 gen13_agent3 (v2): avg_score=22.7092 lr=7.91e-04 hid=512 |
| #3 gen13_agent5 (v2): avg_score=22.7158 lr=1.20e-03 hid=128 |
| #4 gen12_agent1 (v2): avg_score=25.6573 lr=1.20e-03 hid=512 |
| #5 gen13_agent2 (v2): avg_score=26.7402 lr=1.17e-03 hid=256 |
|
|
| Injected hall-of-fame gen12_agent1 (replacing gen14_agent0) |
| === Generation 14/20 === |
| Training (round 1)... |
| epsilon=0.140 |
| gen13_agent7 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7127, eps=0.140 |
| gen13_agent3 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8304, eps=0.140 |
| gen12_agent1 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8101, eps=0.140 |
| gen14_agent1 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.9362, eps=0.190 |
| gen14_agent2 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7078, eps=0.190 |
| gen14_agent3 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.9887, eps=0.190 |
| gen14_agent4 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7414, eps=0.190 |
| gen14_agent5 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5062, eps=0.190 |
| gen14_agent6 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5117, eps=0.190 |
| gen14_agent7 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6677, eps=0.190 |
| gen14_agent8 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6438, eps=0.190 |
| gen14_agent9 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5109, eps=0.190 |
| League evaluation... |
| 12 agents, 1000 games each, 9 holes/game |
| gen13_agent7 (v2): avg_score=26.360 lr=8.43e-04 hid=512 |
| gen13_agent3 (v2): avg_score=25.081 lr=7.91e-04 hid=512 |
| gen12_agent1 (v2): avg_score=27.060 lr=1.20e-03 hid=512 |
| gen14_agent1 (v2): avg_score=19.870 lr=1.01e-03 hid=512 |
| gen14_agent2 (v2): avg_score=28.431 lr=1.20e-03 hid=128 |
| gen14_agent3 (v2): avg_score=27.242 lr=7.91e-04 hid=512 |
| gen14_agent4 (v2): avg_score=21.595 lr=7.33e-04 hid=256 |
| gen14_agent5 (v2): avg_score=27.561 lr=1.17e-03 hid=256 |
| gen14_agent6 (v2): avg_score=28.981 lr=1.17e-03 hid=256 |
| gen14_agent7 (v2): avg_score=29.006 lr=7.38e-04 hid=512 |
| gen14_agent8 (v2): avg_score=29.305 lr=1.20e-03 hid=512 |
| gen14_agent9 (v2): avg_score=23.214 lr=1.20e-03 hid=128 |
| Uploaded gen 14 results to vgainullin/golf-tournament |
|
|
| Generation 14 results (186s): |
| #1 gen14_agent1 (v2): avg_score=19.8698 lr=1.01e-03 hid=512 * |
| #2 gen14_agent4 (v2): avg_score=21.5948 lr=7.33e-04 hid=256 |
| #3 gen14_agent9 (v2): avg_score=23.2143 lr=1.20e-03 hid=128 |
| #4 gen13_agent3 (v2): avg_score=25.0813 lr=7.91e-04 hid=512 |
| #5 gen13_agent7 (v2): avg_score=26.3603 lr=8.43e-04 hid=512 |
|
|
| Injected hall-of-fame gen12_agent1 (replacing gen15_agent0) |
| === Generation 15/20 === |
| Training (round 1)... |
| epsilon=0.120 |
| gen14_agent1 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8272, eps=0.120 |
| gen14_agent4 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6188, eps=0.120 |
| gen12_agent1 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7908, eps=0.120 |
| gen15_agent1 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6057, eps=0.170 |
| gen15_agent2 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.9287, eps=0.170 |
| gen15_agent3 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8047, eps=0.170 |
| gen15_agent4 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.9641, eps=0.170 |
| gen15_agent5 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6274, eps=0.170 |
| gen15_agent6 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.9662, eps=0.170 |
| gen15_agent7 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7857, eps=0.170 |
| gen15_agent8 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8015, eps=0.170 |
| gen15_agent9 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5950, eps=0.170 |
| League evaluation... |
| 12 agents, 1000 games each, 9 holes/game |
| gen14_agent1 (v2): avg_score=25.553 lr=1.01e-03 hid=512 |
| gen14_agent4 (v2): avg_score=29.139 lr=7.33e-04 hid=256 |
| gen12_agent1 (v2): avg_score=27.707 lr=1.20e-03 hid=512 |
| gen15_agent1 (v2): avg_score=29.105 lr=1.20e-03 hid=512 |
| gen15_agent2 (v2): avg_score=27.430 lr=1.01e-03 hid=512 |
| gen15_agent3 (v2): avg_score=23.801 lr=1.20e-03 hid=128 |
| gen15_agent4 (v2): avg_score=27.956 lr=1.01e-03 hid=512 |
| gen15_agent5 (v2): avg_score=28.722 lr=9.26e-04 hid=512 |
| gen15_agent6 (v2): avg_score=27.717 lr=1.01e-03 hid=512 |
| gen15_agent7 (v2): avg_score=20.271 lr=1.20e-03 hid=256 |
| gen15_agent8 (v2): avg_score=27.923 lr=1.20e-03 hid=128 |
| gen15_agent9 (v2): avg_score=23.891 lr=1.01e-03 hid=128 |
| Uploaded gen 15 results to vgainullin/golf-tournament |
|
|
| Generation 15 results (185s): |
| #1 gen15_agent7 (v2): avg_score=20.271 lr=1.20e-03 hid=256 * |
| #2 gen15_agent3 (v2): avg_score=23.8008 lr=1.20e-03 hid=128 |
| #3 gen15_agent9 (v2): avg_score=23.8909 lr=1.01e-03 hid=128 |
| #4 gen14_agent1 (v2): avg_score=25.5527 lr=1.01e-03 hid=512 |
| #5 gen15_agent2 (v2): avg_score=27.4304 lr=1.01e-03 hid=512 |
|
|
| Injected hall-of-fame gen12_agent1 (replacing gen16_agent0) |
| === Generation 16/20 === |
| Training (round 1)... |
| epsilon=0.100 |
| gen15_agent7 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7419, eps=0.100 |
| gen15_agent3 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6886, eps=0.100 |
| gen12_agent1 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7891, eps=0.100 |
| gen16_agent1 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5884, eps=0.150 |
| gen16_agent2 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6854, eps=0.150 |
| gen16_agent3 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7302, eps=0.150 |
| gen16_agent4 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5388, eps=0.150 |
| gen16_agent5 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6834, eps=0.150 |
| gen16_agent6 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6486, eps=0.150 |
| gen16_agent7 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7381, eps=0.150 |
| gen16_agent8 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6142, eps=0.150 |
| gen16_agent9 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5749, eps=0.150 |
| League evaluation... |
| 12 agents, 1000 games each, 9 holes/game |
| gen15_agent7 (v2): avg_score=24.771 lr=1.20e-03 hid=256 |
| gen15_agent3 (v2): avg_score=28.451 lr=1.20e-03 hid=128 |
| gen12_agent1 (v2): avg_score=27.840 lr=1.20e-03 hid=512 |
| gen16_agent1 (v2): avg_score=21.001 lr=1.20e-03 hid=256 |
| gen16_agent2 (v2): avg_score=25.289 lr=1.01e-03 hid=128 |
| gen16_agent3 (v2): avg_score=28.640 lr=1.20e-03 hid=128 |
| gen16_agent4 (v2): avg_score=28.634 lr=1.01e-03 hid=512 |
| gen16_agent5 (v2): avg_score=25.820 lr=1.01e-03 hid=128 |
| gen16_agent6 (v2): avg_score=26.722 lr=1.01e-03 hid=512 |
| gen16_agent7 (v2): avg_score=22.182 lr=1.01e-03 hid=256 |
| gen16_agent8 (v2): avg_score=26.279 lr=9.57e-04 hid=512 |
| gen16_agent9 (v2): avg_score=26.247 lr=1.20e-03 hid=512 |
| Uploaded gen 16 results to vgainullin/golf-tournament |
|
|
| Generation 16 results (179s): |
| #1 gen16_agent1 (v2): avg_score=21.0013 lr=1.20e-03 hid=256 * |
| #2 gen16_agent7 (v2): avg_score=22.1822 lr=1.01e-03 hid=256 |
| #3 gen15_agent7 (v2): avg_score=24.7708 lr=1.20e-03 hid=256 |
| #4 gen16_agent2 (v2): avg_score=25.2893 lr=1.01e-03 hid=128 |
| #5 gen16_agent5 (v2): avg_score=25.82 lr=1.01e-03 hid=128 |
|
|
| Injected hall-of-fame gen12_agent1 (replacing gen17_agent0) |
| === Generation 17/20 === |
| Training (round 1)... |
| epsilon=0.080 |
| gen16_agent1 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6986, eps=0.080 |
| gen16_agent7 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5899, eps=0.080 |
| gen12_agent1 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7683, eps=0.080 |
| gen17_agent1 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6182, eps=0.130 |
| gen17_agent2 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7761, eps=0.130 |
| gen17_agent3 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6688, eps=0.130 |
| gen17_agent4 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7478, eps=0.130 |
| gen17_agent5 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7375, eps=0.130 |
| gen17_agent6 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7394, eps=0.130 |
| gen17_agent7 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8150, eps=0.130 |
| gen17_agent8 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6548, eps=0.130 |
| gen17_agent9 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7203, eps=0.130 |
| League evaluation... |
| 12 agents, 1000 games each, 9 holes/game |
| gen16_agent1 (v2): avg_score=26.689 lr=1.20e-03 hid=256 |
| gen16_agent7 (v2): avg_score=25.762 lr=1.01e-03 hid=256 |
| gen12_agent1 (v2): avg_score=26.506 lr=1.20e-03 hid=512 |
| gen17_agent1 (v2): avg_score=23.713 lr=1.01e-03 hid=128 |
| gen17_agent2 (v2): avg_score=21.004 lr=1.20e-03 hid=512 |
| gen17_agent3 (v2): avg_score=29.385 lr=1.20e-03 hid=256 |
| gen17_agent4 (v2): avg_score=28.497 lr=1.20e-03 hid=256 |
| gen17_agent5 (v2): avg_score=28.685 lr=1.34e-03 hid=256 |
| gen17_agent6 (v2): avg_score=27.262 lr=1.20e-03 hid=256 |
| gen17_agent7 (v2): avg_score=22.159 lr=1.01e-03 hid=512 |
| gen17_agent8 (v2): avg_score=26.080 lr=1.16e-03 hid=128 |
| gen17_agent9 (v2): avg_score=27.064 lr=1.20e-03 hid=256 |
| Uploaded gen 17 results to vgainullin/golf-tournament |
|
|
| Generation 17 results (174s): |
| #1 gen17_agent2 (v2): avg_score=21.0044 lr=1.20e-03 hid=512 * |
| #2 gen17_agent7 (v2): avg_score=22.1588 lr=1.01e-03 hid=512 |
| #3 gen17_agent1 (v2): avg_score=23.7127 lr=1.01e-03 hid=128 |
| #4 gen16_agent7 (v2): avg_score=25.7618 lr=1.01e-03 hid=256 |
| #5 gen17_agent8 (v2): avg_score=26.08 lr=1.16e-03 hid=128 |
|
|
| Injected hall-of-fame gen12_agent1 (replacing gen18_agent0) |
| === Generation 18/20 === |
| Training (round 1)... |
| epsilon=0.060 |
| gen17_agent2 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7171, eps=0.060 |
| gen17_agent7 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5945, eps=0.060 |
| gen12_agent1 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7494, eps=0.060 |
| gen18_agent1 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.4720, eps=0.110 |
| gen18_agent2 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.4712, eps=0.110 |
| gen18_agent3 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.4777, eps=0.110 |
| gen18_agent4 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8022, eps=0.110 |
| gen18_agent5 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7964, eps=0.110 |
| gen18_agent6 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.3511, eps=0.110 |
| gen18_agent7 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6830, eps=0.110 |
| gen18_agent8 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5666, eps=0.110 |
| gen18_agent9 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5043, eps=0.110 |
| League evaluation... |
| 12 agents, 1000 games each, 9 holes/game |
| gen17_agent2 (v2): avg_score=25.162 lr=1.20e-03 hid=512 |
| gen17_agent7 (v2): avg_score=25.406 lr=1.01e-03 hid=512 |
| gen12_agent1 (v2): avg_score=26.107 lr=1.20e-03 hid=512 |
| gen18_agent1 (v2): avg_score=27.579 lr=1.02e-03 hid=128 |
| gen18_agent2 (v2): avg_score=26.705 lr=1.16e-03 hid=128 |
| gen18_agent3 (v2): avg_score=27.237 lr=1.16e-03 hid=128 |
| gen18_agent4 (v2): avg_score=24.959 lr=1.20e-03 hid=512 |
| gen18_agent5 (v2): avg_score=25.665 lr=1.20e-03 hid=512 |
| gen18_agent6 (v2): avg_score=20.665 lr=1.01e-03 hid=512 |
| gen18_agent7 (v2): avg_score=27.923 lr=1.01e-03 hid=512 |
| gen18_agent8 (v2): avg_score=28.562 lr=1.01e-03 hid=128 |
| gen18_agent9 (v2): avg_score=26.902 lr=1.01e-03 hid=256 |
| Uploaded gen 18 results to vgainullin/golf-tournament |
|
|
| Generation 18 results (185s): |
| #1 gen18_agent6 (v2): avg_score=20.6654 lr=1.01e-03 hid=512 * |
| #2 gen18_agent4 (v2): avg_score=24.9588 lr=1.20e-03 hid=512 |
| #3 gen17_agent2 (v2): avg_score=25.1618 lr=1.20e-03 hid=512 |
| #4 gen17_agent7 (v2): avg_score=25.4058 lr=1.01e-03 hid=512 |
| #5 gen18_agent5 (v2): avg_score=25.6647 lr=1.20e-03 hid=512 |
|
|
| Injected hall-of-fame gen12_agent1 (replacing gen19_agent0) |
| === Generation 19/20 === |
| Training (round 1)... |
| epsilon=0.040 |
| gen18_agent6 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.9699, eps=0.040 |
| gen18_agent4 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.4857, eps=0.040 |
| gen12_agent1 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7612, eps=0.040 |
| gen19_agent1 (v2): trained 1000 vectorized eps, buf=100,000, loss=1.0397, eps=0.090 |
| gen19_agent2 (v2): trained 1000 vectorized eps, buf=100,000, loss=1.0619, eps=0.090 |
| gen19_agent3 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5195, eps=0.090 |
| gen19_agent4 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7219, eps=0.090 |
| gen19_agent5 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5504, eps=0.090 |
| gen19_agent6 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.4950, eps=0.090 |
| gen19_agent7 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5428, eps=0.090 |
| gen19_agent8 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.8518, eps=0.090 |
| gen19_agent9 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5569, eps=0.090 |
| League evaluation... |
| 12 agents, 1000 games each, 9 holes/game |
| gen18_agent6 (v2): avg_score=26.252 lr=1.01e-03 hid=512 |
| gen18_agent4 (v2): avg_score=27.697 lr=1.20e-03 hid=512 |
| gen12_agent1 (v2): avg_score=27.598 lr=1.20e-03 hid=512 |
| gen19_agent1 (v2): avg_score=27.113 lr=1.40e-03 hid=512 |
| gen19_agent2 (v2): avg_score=21.730 lr=1.01e-03 hid=512 |
| gen19_agent3 (v2): avg_score=26.290 lr=1.01e-03 hid=512 |
| gen19_agent4 (v2): avg_score=22.024 lr=1.17e-03 hid=128 |
| gen19_agent5 (v2): avg_score=27.369 lr=1.76e-03 hid=512 |
| gen19_agent6 (v2): avg_score=26.660 lr=1.20e-03 hid=512 |
| gen19_agent7 (v2): avg_score=27.997 lr=1.07e-03 hid=512 |
| gen19_agent8 (v2): avg_score=21.597 lr=1.26e-03 hid=128 |
| gen19_agent9 (v2): avg_score=28.532 lr=1.34e-03 hid=512 |
| Uploaded gen 19 results to vgainullin/golf-tournament |
|
|
| Generation 19 results (192s): |
| #1 gen19_agent8 (v2): avg_score=21.5974 lr=1.26e-03 hid=128 * |
| #2 gen19_agent2 (v2): avg_score=21.73 lr=1.01e-03 hid=512 |
| #3 gen19_agent4 (v2): avg_score=22.0242 lr=1.17e-03 hid=128 |
| #4 gen18_agent6 (v2): avg_score=26.2522 lr=1.01e-03 hid=512 |
| #5 gen19_agent3 (v2): avg_score=26.2896 lr=1.01e-03 hid=512 |
|
|
| Injected hall-of-fame gen12_agent1 (replacing gen20_agent0) |
| === Generation 20/20 === |
| Training (round 1)... |
| epsilon=0.020 |
| gen19_agent8 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7537, eps=0.020 |
| gen19_agent2 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6208, eps=0.020 |
| gen12_agent1 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7386, eps=0.020 |
| gen20_agent1 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.5229, eps=0.070 |
| gen20_agent2 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.9569, eps=0.070 |
| gen20_agent3 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.4566, eps=0.070 |
| gen20_agent4 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.4032, eps=0.070 |
| gen20_agent5 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7425, eps=0.070 |
| gen20_agent6 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.4042, eps=0.070 |
| gen20_agent7 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.3890, eps=0.070 |
| gen20_agent8 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.6074, eps=0.070 |
| gen20_agent9 (v2): trained 1000 vectorized eps, buf=100,000, loss=0.7421, eps=0.070 |
| League evaluation... |
| 12 agents, 1000 games each, 9 holes/game |
| gen19_agent8 (v2): avg_score=26.166 lr=1.26e-03 hid=128 |
| gen19_agent2 (v2): avg_score=29.295 lr=1.01e-03 hid=512 |
| gen12_agent1 (v2): avg_score=27.359 lr=1.20e-03 hid=512 |
| gen20_agent1 (v2): avg_score=26.932 lr=9.52e-04 hid=512 |
| gen20_agent2 (v2): avg_score=19.324 lr=1.01e-03 hid=128 |
| gen20_agent3 (v2): avg_score=29.263 lr=1.01e-03 hid=512 |
| gen20_agent4 (v2): avg_score=27.104 lr=1.20e-03 hid=512 |
| gen20_agent5 (v2): avg_score=26.366 lr=1.26e-03 hid=128 |
| gen20_agent6 (v2): avg_score=28.353 lr=1.18e-03 hid=512 |
| gen20_agent7 (v2): avg_score=28.245 lr=1.20e-03 hid=512 |
| gen20_agent8 (v2): avg_score=24.577 lr=1.50e-03 hid=128 |
| gen20_agent9 (v2): avg_score=25.973 lr=1.26e-03 hid=128 |
|
|
