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Epoch 0, loss: 2470732890112.0, minskew: 324712223.5895718 (-30.12%)
Epoch 1, loss: 4976891396096.0, minskew: 322867038.3427776 (-29.720000000000002%)
Epoch 2, loss: 1988469456896.0, minskew: 308832965.8504016 (-26.529999999999998%)
Epoch 3, loss: 1074910593024.0, minskew: 299019601.6535032 (-24.11%)
Epoch 4, loss: 1326247051264.0, minskew: 314994474.41293186 (-27.96%)
Epoch 5, loss: 1089749975040.0, minskew: 300969136.836088 (-24.610000000000003%)
Epoch 6, loss: 1215434326016.0, minskew: 304905721.3075693 (-25.580000000000002%)
Epoch 7, loss: 1900931579904.0, minskew: 333435513.5869637 (-31.95%)
Epoch 8, loss: 591333097472.0, minskew: 294894544.03124714 (-23.05%)
Epoch 9, loss: 1692569305088.0, minskew: 307144998.11245894 (-26.119999999999997%)
Epoch 10, loss: 708000743424.0, minskew: 308703873.86637944 (-26.5%)
Epoch 11, loss: 1492501266432.0, minskew: 313469419.79796416 (-27.61%)
Epoch 12, loss: 417880113152.0, minskew: 302540887.6649352 (-25.0%)
Epoch 13, loss: 975446016000.0, minskew: 294572169.029328 (-22.97%)
Epoch 14, loss: 307132727296.0, minskew: 289819342.02228826 (-21.709999999999997%)
Epoch 15, loss: 248948981760.0, minskew: 302333653.65039706 (-24.95%)
Epoch 16, loss: 267284381696.0, minskew: 308226660.04290175 (-26.38%)
Epoch 17, loss: 422331318272.0, minskew: 326338883.73398393 (-30.470000000000002%)
Epoch 18, loss: 185994100736.0, minskew: 304287335.75682336 (-25.430000000000003%)
Epoch 19, loss: 309383200768.0, minskew: 299771961.21719474 (-24.310000000000002%)
Running time: 15.576030961672465 mins
final tree skew: 1514760573.7246912
minimal skewness during training: 289819342.02228826
Average difference: -96.87%.
Finished.
--------
minskew: average error 615.54, relative 0.01
histogram: average error 5964.11, relative 0.1
rl: average error 1253.74, relative 0.02
average windows area: 5452.4
--------
--------
minskew: average error 631.73, relative 0.01
histogram: average error 7819.54, relative 0.07
rl: average error 1797.78, relative 0.02
average windows area: 5713.68
--------
--------
minskew: average error 530.67, relative 0.01
histogram: average error 6683.4, relative 0.09
rl: average error 1519.97, relative 0.02
average windows area: 6806.39
--------
--------
minskew: average error 814.52, relative 0.01
histogram: average error 6239.47, relative 0.09
rl: average error 1400.04, relative 0.02
average windows area: 8233.03
--------
--------
minskew: average error 650.77, relative 0.01
histogram: average error 6725.5, relative 0.08
rl: average error 1760.55, relative 0.02
average windows area: 5808.48
--------
--------
minskew: average error 678.99, relative 0.01
histogram: average error 8368.36, relative 0.12
rl: average error 1622.78, relative 0.02
average windows area: 6493.51
--------
--------
minskew: average error 595.06, relative 0.01
histogram: average error 7003.97, relative 0.08
rl: average error 1646.61, relative 0.02
average windows area: 6257.93
--------
--------
minskew: average error 752.85, relative 0.01
histogram: average error 7828.02, relative 0.09
rl: average error 1783.18, relative 0.02
average windows area: 6521.89
--------
--------
minskew: average error 438.76, relative 0.01
histogram: average error 6627.73, relative 0.08
rl: average error 1498.41, relative 0.02
average windows area: 6537.76
--------
--------
minskew: average error 736.92, relative 0.01
histogram: average error 8315.37, relative 0.09
rl: average error 2218.83, relative 0.02
average windows area: 8185.15
--------
--------
minskew: average error 591.3, relative 0.01
histogram: average error 6200.88, relative 0.07
rl: average error 1302.21, relative 0.01
average windows area: 5617.53
--------
--------
minskew: average error 528.17, relative 0.01
histogram: average error 5886.69, relative 0.1
rl: average error 1098.89, relative 0.02
average windows area: 3976.86
--------
--------
minskew: average error 757.09, relative 0.01
histogram: average error 7056.31, relative 0.08
rl: average error 1518.64, relative 0.02
average windows area: 6191.9
--------
--------
minskew: average error 782.53, relative 0.01
histogram: average error 8391.1, relative 0.1
rl: average error 2063.91, relative 0.03
average windows area: 6953.47
--------
--------
minskew: average error 865.0, relative 0.01
histogram: average error 8530.92, relative 0.1
rl: average error 2140.13, relative 0.02
average windows area: 5417.71
--------
--------
minskew: average error 446.71, relative 0.01
histogram: average error 7842.19, relative 0.09
rl: average error 2423.33, relative 0.03
average windows area: 5840.19
--------
--------
minskew: average error 697.12, relative 0.01
histogram: average error 7454.25, relative 0.09
rl: average error 1926.59, relative 0.02
average windows area: 5895.51
--------
--------
minskew: average error 863.31, relative 0.01
histogram: average error 7814.2, relative 0.11
rl: average error 2760.43, relative 0.04
average windows area: 5725.62
--------
--------
minskew: average error 873.52, relative 0.01
histogram: average error 7472.56, relative 0.1
rl: average error 1727.56, relative 0.02
average windows area: 5650.59
--------
--------
minskew: average error 832.01, relative 0.01
histogram: average error 9396.03, relative 0.09
rl: average error 1479.35, relative 0.01
average windows area: 8556.7
--------
Epoch 50, loss: 248209.140625, minskew: 5449816.11156375 (-13.969999999999999%)
Epoch 51, loss: 132428.296875, minskew: 4925253.578965545 (-4.81%)
Epoch 52, loss: 243643.71875, minskew: 5483200.687078035 (-14.499999999999998%)
Epoch 53, loss: 166315.421875, minskew: 4541578.509393536 (3.2300000000000004%)
Epoch 54, loss: 261405.921875, minskew: 5419507.251406766 (-13.489999999999998%)
Epoch 55, loss: 132294.90625, minskew: 5103095.3020713 (-8.129999999999999%)
Epoch 56, loss: 128861.0, minskew: 4822086.303841875 (-2.77%)
Epoch 57, loss: 80230.546875, minskew: 4723902.67676419 (-0.75%)
Epoch 58, loss: 467994.03125, minskew: 4690842.897514857 (-0.05%)
Epoch 59, loss: 180684.25, minskew: 4773447.376452441 (-1.78%)
best_spatial_skew: 4398524.972173412
best action: [23, 16, 31, 31, 33, 4, 27, 30, 9, 6, 27, 9, 9, 27, 16, 18, 9, 30, 4, 32, 16, 27, 21, 30, 2, 4, 9, 30, 16, 4, 20, 30, 8, 27, 18, 9, 27, 30, 30, 9, 10, 16, 9, 31, 10, 25, 4, 30, 9, 9, 9, 4, 16, 8, 2, 23, 9, 9, 11, 21, 10, 9, 21, 27, 20, 9, 30, 4, 10, 2, 31, 9, 27, 30, 9, 4, 2, 9, 9, 9, 31, 9, 16, 4, 20, 8, 25, 30, 8, 4, 16, 2, 27, 25, 9, 27, 6, 8, 2, 2, 9, 27, 9, 27, 8, 30, 30, 2, 2, 9, 35, 9, 15, 31, 9, 10, 24, 13, 10, 32, 4, 10, 9, 8, 8, 8, 2, 20, 30, 6, 10, 20, 2, 9, 25, 4, 2, 2, 4, 20, 33, 23, 30, 2, 3, 9, 8, 16, 8, 30, 4, 9, 9, 30, 4, 1, 9, 2, 20, 34, 9, 16, 4, 18, 9, 33, 10, 4, 3, 10, 8, 27, 29, 9, 9, 4, 9, 10, 2, 37, 6, 2, 18, 2, 29, 10, 8, 27, 21, 25, 16, 6, 25, 10, 32, 6, 9, 4, 18]
2022-10-11 01:23:26.040861: I tensorflow/core/grappler/optimizers/custom_graph_optimizer_registry.cc:113] Plugin optimizer for device_type GPU is enabled.
7/7 [==============================] - 0s 14ms/step - loss: 0.7781 - accuracy: 0.8241
7/7 [==============================] - 0s 12ms/step - loss: 0.2260 - accuracy: 0.9497
7/7 [==============================] - 0s 5ms/step - loss: 0.1115 - accuracy: 0.9849
7/7 [==============================] - 0s 5ms/step - loss: 0.0660 - accuracy: 0.9849
7/7 [==============================] - 0s 14ms/step - loss: 0.0413 - accuracy: 0.9899
7/7 [==============================] - 0s 5ms/step - loss: 0.0347 - accuracy: 0.9899
7/7 [==============================] - 0s 6ms/step - loss: 0.0294 - accuracy: 0.9899
7/7 [==============================] - 0s 5ms/step - loss: 0.0238 - accuracy: 0.9950
7/7 [==============================] - 0s 5ms/step - loss: 0.0218 - accuracy: 1.0000
Running time: 7.473123681545258 mins
final tree skew: 18520412.420830302
minimal skewness during training: 4398524.972173412
/Users/polecat/projects/rl-histogram/main.py:238: RuntimeWarning: divide by zero encountered in double_scalars
skew_log["difference"].append((MS_tree-RL_tree)/MS_tree)
Average difference: -inf%.
Finished.
--------
minskew: average error 256.24, relative 0.01
histogram: average error 722.42, relative 0.02
rl: average error 490.23, relative 0.01
average windows area: 2371.46
--------
--------
minskew: average error 236.63, relative 0.01
histogram: average error 647.99, relative 0.02
rl: average error 488.56, relative 0.01
average windows area: 1916.44
--------
--------
minskew: average error 230.06, relative 0.01
histogram: average error 791.46, relative 0.02
rl: average error 499.31, relative 0.01
average windows area: 2123.01
--------
--------
minskew: average error 269.83, relative 0.01
histogram: average error 737.87, relative 0.02
rl: average error 513.49, relative 0.02
average windows area: 1942.13
--------
--------
minskew: average error 232.06, relative 0.01
histogram: average error 690.27, relative 0.02
rl: average error 470.01, relative 0.01
average windows area: 2038.11
--------
--------
minskew: average error 260.72, relative 0.01
histogram: average error 698.41, relative 0.02
rl: average error 439.5, relative 0.01
average windows area: 2097.68
--------
--------
minskew: average error 243.74, relative 0.01
histogram: average error 586.05, relative 0.02
rl: average error 417.63, relative 0.01
average windows area: 1750.94
--------
--------
minskew: average error 227.5, relative 0.01
histogram: average error 776.8, relative 0.02
rl: average error 530.06, relative 0.02
average windows area: 2012.96
--------
--------
minskew: average error 242.72, relative 0.01
histogram: average error 660.55, relative 0.02
rl: average error 438.6, relative 0.01
average windows area: 2089.83
--------
--------
minskew: average error 241.0, relative 0.01
histogram: average error 668.43, relative 0.02
rl: average error 497.74, relative 0.02
average windows area: 1739.96
--------
--------
minskew: average error 238.83, relative 0.01
histogram: average error 686.65, relative 0.02
rl: average error 478.45, relative 0.02
average windows area: 1943.82
--------
--------
minskew: average error 312.43, relative 0.01
histogram: average error 674.87, relative 0.02
rl: average error 509.49, relative 0.02
average windows area: 2058.33
--------
--------
minskew: average error 236.25, relative 0.01
histogram: average error 713.61, relative 0.02
rl: average error 432.3, relative 0.02
average windows area: 1916.98
--------
--------
minskew: average error 238.96, relative 0.01
histogram: average error 660.47, relative 0.02
rl: average error 487.04, relative 0.01
average windows area: 2073.26
--------
--------
minskew: average error 238.52, relative 0.01
histogram: average error 710.84, relative 0.02
rl: average error 564.13, relative 0.02
average windows area: 2088.72
--------
--------
minskew: average error 249.95, relative 0.01
histogram: average error 744.46, relative 0.02
rl: average error 521.23, relative 0.02
average windows area: 1836.2
--------
--------
minskew: average error 264.64, relative 0.01
histogram: average error 648.31, relative 0.02
rl: average error 474.01, relative 0.01
average windows area: 1917.24
--------
--------
minskew: average error 265.58, relative 0.01
histogram: average error 721.55, relative 0.02
rl: average error 427.65, relative 0.01
average windows area: 2126.39
--------
--------
minskew: average error 244.29, relative 0.01
histogram: average error 763.87, relative 0.02
rl: average error 445.24, relative 0.01
average windows area: 1991.48
--------
--------
minskew: average error 219.96, relative 0.01
histogram: average error 702.08, relative 0.03
rl: average error 401.41, relative 0.01
average windows area: 1916.94
--------
--------
minskew: average error 215.57, relative 0.01
histogram: average error 679.08, relative 0.02
rl: average error 319.61, relative 0.01
average windows area: 2081.44
--------
--------
minskew: average error 244.69, relative 0.01
histogram: average error 710.81, relative 0.02
rl: average error 310.41, relative 0.01
average windows area: 2193.43
--------
--------
minskew: average error 246.64, relative 0.01
histogram: average error 673.8, relative 0.02
rl: average error 309.18, relative 0.01
average windows area: 2027.47
--------
--------
minskew: average error 245.98, relative 0.01
histogram: average error 569.42, relative 0.02
rl: average error 283.36, relative 0.01
average windows area: 2187.72
--------
--------
minskew: average error 244.32, relative 0.01
histogram: average error 642.34, relative 0.02
rl: average error 366.16, relative 0.01
average windows area: 2166.6
--------
--------
minskew: average error 221.94, relative 0.01
histogram: average error 735.96, relative 0.02
rl: average error 378.58, relative 0.01
average windows area: 2087.26
--------
--------
minskew: average error 223.55, relative 0.01
histogram: average error 760.61, relative 0.03
rl: average error 363.91, relative 0.01
average windows area: 1584.28
--------
--------
minskew: average error 224.39, relative 0.01
histogram: average error 727.82, relative 0.03
rl: average error 343.34, relative 0.01
average windows area: 1772.19
--------
--------
minskew: average error 229.18, relative 0.01
histogram: average error 718.97, relative 0.02
rl: average error 323.02, relative 0.01
average windows area: 1862.67
--------
--------
minskew: average error 295.07, relative 0.01
histogram: average error 699.23, relative 0.02
rl: average error 366.17, relative 0.01
average windows area: 1896.0
--------
--------
minskew: average error 255.72, relative 0.01
histogram: average error 689.02, relative 0.02
rl: average error 393.39, relative 0.01
average windows area: 1859.81
--------
--------
minskew: average error 269.78, relative 0.01
histogram: average error 713.07, relative 0.02
rl: average error 321.72, relative 0.01
average windows area: 1963.82
--------
--------
minskew: average error 232.61, relative 0.01
histogram: average error 755.79, relative 0.02
rl: average error 322.54, relative 0.01
average windows area: 1886.96
--------
--------
minskew: average error 220.61, relative 0.01
histogram: average error 719.41, relative 0.03
rl: average error 347.67, relative 0.01
average windows area: 1612.29
--------
--------
minskew: average error 263.81, relative 0.01
histogram: average error 747.4, relative 0.02
rl: average error 351.19, relative 0.01
average windows area: 1776.62
--------
--------
minskew: average error 268.1, relative 0.01
histogram: average error 677.69, relative 0.02
rl: average error 375.38, relative 0.01
average windows area: 1923.7
--------
--------
minskew: average error 226.24, relative 0.01
histogram: average error 733.21, relative 0.03
rl: average error 354.01, relative 0.01
average windows area: 1932.96
--------
--------
minskew: average error 219.43, relative 0.01
histogram: average error 665.24, relative 0.02
rl: average error 360.89, relative 0.01
average windows area: 1671.57
--------
--------
minskew: average error 299.41, relative 0.01
histogram: average error 726.97, relative 0.02
rl: average error 382.92, relative 0.01
average windows area: 2004.17
--------
--------
minskew: average error 241.64, relative 0.01
histogram: average error 719.01, relative 0.02
rl: average error 346.41, relative 0.01
average windows area: 2140.89
--------
Epoch 56, loss: 2006.05859375, minskew: 3900493.916941101 (20.200000000000003%)
Epoch 57, loss: 764.3947143554688, minskew: 3893587.1721482915 (20.41%)
Epoch 58, loss: 1262.0203857421875, minskew: 3896950.5021416773 (20.31%)
Epoch 59, loss: 842.6471557617188, minskew: 3910219.1359925517 (19.900000000000002%)
Running time: 6.853393268585205 mins
final tree skew: 17807206.152516115
minimal skewness during training: 3880128.1685340344
/Users/polecat/projects/rl-histogram/main.py:238: RuntimeWarning: divide by zero encountered in double_scalars
skew_log["difference"].append((MS_tree-RL_tree)/MS_tree)
Average difference: -inf%.
Finished.
--------
minskew: average error 236.02, relative 0.01
histogram: average error 651.44, relative 0.02
rl: average error 309.32, relative 0.01
average windows area: 1815.45
--------
--------
minskew: average error 244.01, relative 0.01
histogram: average error 659.39, relative 0.02
rl: average error 321.54, relative 0.01
average windows area: 1807.64
--------
--------
minskew: average error 245.3, relative 0.01
histogram: average error 660.24, relative 0.02
rl: average error 321.3, relative 0.01
average windows area: 1751.51
--------
--------
minskew: average error 253.08, relative 0.01
histogram: average error 751.55, relative 0.02
rl: average error 266.31, relative 0.01
average windows area: 1911.01
--------
--------
minskew: average error 228.96, relative 0.01
histogram: average error 598.43, relative 0.02
rl: average error 273.6, relative 0.01
average windows area: 1860.09
--------
--------
minskew: average error 204.12, relative 0.01
histogram: average error 707.94, relative 0.02
rl: average error 273.22, relative 0.01
average windows area: 1938.84
--------
--------
minskew: average error 233.46, relative 0.01
histogram: average error 664.02, relative 0.02
rl: average error 274.01, relative 0.01
average windows area: 1887.34
--------
--------
minskew: average error 217.69, relative 0.01
histogram: average error 740.45, relative 0.03
rl: average error 286.66, relative 0.01
average windows area: 1669.14
--------
--------
minskew: average error 231.5, relative 0.01
histogram: average error 594.05, relative 0.02
rl: average error 289.54, relative 0.01
average windows area: 1629.82
--------
--------
minskew: average error 211.7, relative 0.01
histogram: average error 604.72, relative 0.02
rl: average error 254.69, relative 0.01
average windows area: 1839.26
--------
--------
minskew: average error 260.68, relative 0.01
histogram: average error 756.33, relative 0.02
rl: average error 321.26, relative 0.01
average windows area: 2351.11
--------
--------
minskew: average error 184.01, relative 0.01
histogram: average error 653.09, relative 0.03
rl: average error 271.19, relative 0.01
average windows area: 1589.99
--------
--------
minskew: average error 247.02, relative 0.01
histogram: average error 647.78, relative 0.02
rl: average error 336.25, relative 0.01
average windows area: 1964.96
--------
--------
minskew: average error 240.84, relative 0.01
histogram: average error 700.24, relative 0.02
rl: average error 301.93, relative 0.01
average windows area: 1837.9
--------
--------
minskew: average error 268.07, relative 0.01
histogram: average error 744.27, relative 0.02
rl: average error 340.13, relative 0.01
average windows area: 2096.25
--------
--------
minskew: average error 236.74, relative 0.01
histogram: average error 750.48, relative 0.02
rl: average error 322.57, relative 0.01
average windows area: 2068.23
--------
--------
minskew: average error 244.14, relative 0.01
histogram: average error 699.18, relative 0.02
rl: average error 320.12, relative 0.01
average windows area: 1733.92
--------
--------
minskew: average error 279.65, relative 0.01
histogram: average error 706.11, relative 0.02
rl: average error 339.78, relative 0.01
average windows area: 2157.19
--------
--------
minskew: average error 253.84, relative 0.01
histogram: average error 681.47, relative 0.02
rl: average error 394.68, relative 0.01
average windows area: 1901.63
--------
--------
minskew: average error 205.28, relative 0.01
histogram: average error 725.1, relative 0.02
rl: average error 332.96, relative 0.01
average windows area: 1959.49
--------
--------
minskew: average error 218.39, relative 0.01
histogram: average error 612.81, relative 0.02
rl: average error 218.39, relative 0.01
average windows area: 16256.79
--------
--------
minskew: average error 236.33, relative 0.01
histogram: average error 560.31, relative 0.01
rl: average error 236.33, relative 0.01
average windows area: 16800.84
--------
--------
minskew: average error 199.23, relative 0.01
histogram: average error 538.03, relative 0.02
rl: average error 199.23, relative 0.01
average windows area: 15894.9
--------
--------
minskew: average error 220.97, relative 0.01
histogram: average error 561.59, relative 0.01
rl: average error 220.97, relative 0.01
average windows area: 16691.79
--------
--------
minskew: average error 203.87, relative 0.01
histogram: average error 548.24, relative 0.01
rl: average error 203.87, relative 0.01
average windows area: 16589.91
--------
--------
minskew: average error 209.16, relative 0.01
histogram: average error 546.92, relative 0.01
rl: average error 209.16, relative 0.01
average windows area: 16930.45
--------
--------
minskew: average error 214.37, relative 0.01
histogram: average error 535.26, relative 0.02
rl: average error 214.37, relative 0.01
average windows area: 15753.33
--------
--------
minskew: average error 257.95, relative 0.01
histogram: average error 625.36, relative 0.01
rl: average error 257.95, relative 0.01
average windows area: 17087.13
--------
--------
minskew: average error 284.31, relative 0.01
histogram: average error 619.86, relative 0.02
rl: average error 284.31, relative 0.01
average windows area: 16346.87
--------
--------
minskew: average error 210.81, relative 0.01
histogram: average error 521.9, relative 0.01
rl: average error 210.81, relative 0.01
average windows area: 16628.2
--------
--------
minskew: average error 248.22, relative 0.01
histogram: average error 594.11, relative 0.01
rl: average error 248.22, relative 0.01
average windows area: 17118.78
--------
--------
minskew: average error 237.38, relative 0.01
histogram: average error 590.21, relative 0.01
rl: average error 237.38, relative 0.01
average windows area: 16943.18
--------
--------
minskew: average error 235.53, relative 0.01
histogram: average error 594.93, relative 0.01
rl: average error 235.53, relative 0.01
average windows area: 16930.57
--------
--------
minskew: average error 220.03, relative 0.01
histogram: average error 548.89, relative 0.01
rl: average error 220.03, relative 0.01
average windows area: 16518.14
--------
--------
minskew: average error 178.75, relative 0.0
histogram: average error 550.99, relative 0.01
rl: average error 178.75, relative 0.0
average windows area: 16398.05
--------
--------
minskew: average error 222.72, relative 0.01
histogram: average error 635.09, relative 0.02
rl: average error 222.72, relative 0.01
average windows area: 16758.04
--------
--------
minskew: average error 228.16, relative 0.01
histogram: average error 604.51, relative 0.02
rl: average error 228.16, relative 0.01
average windows area: 16926.99
--------
--------
minskew: average error 229.81, relative 0.01
histogram: average error 633.25, relative 0.02
rl: average error 229.81, relative 0.01
average windows area: 16780.24
--------
--------
minskew: average error 229.74, relative 0.01
histogram: average error 628.83, relative 0.02
rl: average error 229.74, relative 0.01
average windows area: 16330.2
--------
--------
minskew: average error 255.09, relative 0.01
histogram: average error 599.73, relative 0.02
rl: average error 255.09, relative 0.01
average windows area: 16637.21
--------
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