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log_example.txt
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2335 lines (2044 loc) · 113 KB
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D:\anaconda3\envs\alphaZero-env\python.exe D:/Documents/AlphaZeroV5/Train.py
2022-05-21 21:34:07.218980: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library cudart64_101.dll
Training: 0%| | 0/20 [00:00<?, ?it/s]2022-05-21 21:34:08.697982: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library nvcuda.dll
2022-05-21 21:34:08.728720: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1716] Found device 0 with properties:
pciBusID: 0000:06:00.0 name: NVIDIA GeForce GTX 1660 SUPER computeCapability: 7.5
coreClock: 1.815GHz coreCount: 22 deviceMemorySize: 6.00GiB deviceMemoryBandwidth: 312.97GiB/s
2022-05-21 21:34:08.729108: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library cudart64_101.dll
2022-05-21 21:34:08.734591: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library cublas64_10.dll
2022-05-21 21:34:08.738217: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library cufft64_10.dll
2022-05-21 21:34:08.739593: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library curand64_10.dll
2022-05-21 21:34:08.743416: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library cusolver64_10.dll
2022-05-21 21:34:08.745598: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library cusparse64_10.dll
2022-05-21 21:34:08.752830: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library cudnn64_7.dll
2022-05-21 21:34:08.753097: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1858] Adding visible gpu devices: 0
2022-05-21 21:34:08.753633: I tensorflow/core/platform/cpu_feature_guard.cc:142] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN)to use the following CPU instructions in performance-critical operations: AVX AVX2
To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.
2022-05-21 21:34:08.761428: I tensorflow/compiler/xla/service/service.cc:168] XLA service 0x223dfa84ef0 initialized for platform Host (this does not guarantee that XLA will be used). Devices:
2022-05-21 21:34:08.761698: I tensorflow/compiler/xla/service/service.cc:176] StreamExecutor device (0): Host, Default Version
2022-05-21 21:34:08.761994: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1716] Found device 0 with properties:
pciBusID: 0000:06:00.0 name: NVIDIA GeForce GTX 1660 SUPER computeCapability: 7.5
coreClock: 1.815GHz coreCount: 22 deviceMemorySize: 6.00GiB deviceMemoryBandwidth: 312.97GiB/s
2022-05-21 21:34:08.762390: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library cudart64_101.dll
2022-05-21 21:34:08.762577: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library cublas64_10.dll
2022-05-21 21:34:08.762789: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library cufft64_10.dll
2022-05-21 21:34:08.762982: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library curand64_10.dll
2022-05-21 21:34:08.763173: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library cusolver64_10.dll
2022-05-21 21:34:08.763367: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library cusparse64_10.dll
2022-05-21 21:34:08.763563: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library cudnn64_7.dll
2022-05-21 21:34:08.763809: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1858] Adding visible gpu devices: 0
2022-05-21 21:34:09.245767: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1257] Device interconnect StreamExecutor with strength 1 edge matrix:
2022-05-21 21:34:09.245985: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1263] 0
2022-05-21 21:34:09.246109: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1276] 0: N
2022-05-21 21:34:09.246370: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1402] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 4748 MB memory) -> physical GPU (device: 0, name: NVIDIA GeForce GTX 1660 SUPER, pci bus id: 0000:06:00.0, compute capability: 7.5)
2022-05-21 21:34:09.249247: I tensorflow/compiler/xla/service/service.cc:168] XLA service 0x223879f11c0 initialized for platform CUDA (this does not guarantee that XLA will be used). Devices:
2022-05-21 21:34:09.249505: I tensorflow/compiler/xla/service/service.cc:176] StreamExecutor device (0): NVIDIA GeForce GTX 1660 SUPER, Compute Capability 7.5
WARNING:tensorflow:No training configuration found in the save file, so the model was *not* compiled. Compile it manually.
Self play: 0%| | 0/10 [00:00<?, ?it/s]2022-05-21 21:34:10.425480: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library cublas64_10.dll
2022-05-21 21:34:10.646521: I tensorflow/stream_executor/platform/default/dso_loader.cc:48] Successfully opened dynamic library cudnn64_7.dll
2022-05-21 21:34:11.458753: W tensorflow/stream_executor/gpu/redzone_allocator.cc:314] Internal: Invoking GPU asm compilation is supported on Cuda non-Windows platforms only
Relying on driver to perform ptx compilation.
Modify $PATH to customize ptxas location.
This message will be only logged once.
Self play: 10%|█ | 1/10 [06:29<58:25, 389.55s/it] Last play is pass, win
Self play: 20%|██ | 2/10 [12:34<49:59, 374.94s/it] Last play is pass, win
Last play is pass, win
Self play: 30%|███ | 3/10 [19:20<45:26, 389.43s/it]
Last play is pass, win
Self play: 40%|████ | 4/10 [24:10<34:58, 349.83s/it]
Last play is pass, win
Self play: 50%|█████ | 5/10 [25:21<20:47, 249.54s/it]
Self play: 60%|██████ | 6/10 [31:58<19:58, 299.52s/it] Last play is pass, win
Self play: 70%|███████ | 7/10 [37:45<15:45, 315.07s/it] Last play is pass, win
Last play is pass, win
Self play: 80%|████████ | 8/10 [44:09<11:14, 337.07s/it]
Last play is pass, win
Self play: 90%|█████████ | 9/10 [49:25<05:30, 330.42s/it]
Self play: 100%|██████████| 10/10 [57:21<00:00, 344.15s/it]
WARNING:tensorflow:No training configuration found in the save file, so the model was *not* compiled. Compile it manually.
Epoch 1/15
39/39 [==============================] - 0s 11ms/step - loss: 4.8447 - pi_loss: 4.4472 - v_loss: 0.2708 - pi_accuracy: 0.0233 - v_accuracy: 0.4430
Epoch 2/15
39/39 [==============================] - 0s 9ms/step - loss: 4.6848 - pi_loss: 4.4386 - v_loss: 0.1195 - pi_accuracy: 0.0201 - v_accuracy: 0.4735
Epoch 3/15
39/39 [==============================] - 0s 9ms/step - loss: 4.6193 - pi_loss: 4.4332 - v_loss: 0.0594 - pi_accuracy: 0.0217 - v_accuracy: 0.4888
Epoch 4/15
39/39 [==============================] - 0s 9ms/step - loss: 4.6153 - pi_loss: 4.4318 - v_loss: 0.0568 - pi_accuracy: 0.0209 - v_accuracy: 0.4880
Epoch 5/15
39/39 [==============================] - 0s 9ms/step - loss: 4.5988 - pi_loss: 4.4279 - v_loss: 0.0443 - pi_accuracy: 0.0281 - v_accuracy: 0.4936
Epoch 6/15
39/39 [==============================] - 0s 9ms/step - loss: 4.5849 - pi_loss: 4.4223 - v_loss: 0.0360 - pi_accuracy: 0.0241 - v_accuracy: 0.4928
Epoch 7/15
39/39 [==============================] - 0s 9ms/step - loss: 4.5742 - pi_loss: 4.4180 - v_loss: 0.0295 - pi_accuracy: 0.0257 - v_accuracy: 0.4968
Epoch 8/15
39/39 [==============================] - 0s 9ms/step - loss: 4.5664 - pi_loss: 4.4152 - v_loss: 0.0246 - pi_accuracy: 0.0233 - v_accuracy: 0.5000
Epoch 9/15
39/39 [==============================] - 0s 9ms/step - loss: 4.5634 - pi_loss: 4.4118 - v_loss: 0.0251 - pi_accuracy: 0.0289 - v_accuracy: 0.4992
Epoch 10/15
39/39 [==============================] - 0s 9ms/step - loss: 4.5590 - pi_loss: 4.4083 - v_loss: 0.0241 - pi_accuracy: 0.0241 - v_accuracy: 0.4992
Epoch 11/15
39/39 [==============================] - 0s 9ms/step - loss: 4.5552 - pi_loss: 4.4041 - v_loss: 0.0246 - pi_accuracy: 0.0233 - v_accuracy: 0.5000
Epoch 12/15
39/39 [==============================] - 0s 9ms/step - loss: 4.5514 - pi_loss: 4.4011 - v_loss: 0.0237 - pi_accuracy: 0.0233 - v_accuracy: 0.5000
Epoch 13/15
39/39 [==============================] - 0s 9ms/step - loss: 4.5488 - pi_loss: 4.3984 - v_loss: 0.0238 - pi_accuracy: 0.0217 - v_accuracy: 0.4984
Epoch 14/15
39/39 [==============================] - 0s 9ms/step - loss: 4.5440 - pi_loss: 4.3948 - v_loss: 0.0227 - pi_accuracy: 0.0289 - v_accuracy: 0.4984
Epoch 15/15
39/39 [==============================] - 0s 9ms/step - loss: 4.5418 - pi_loss: 4.3909 - v_loss: 0.0244 - pi_accuracy: 0.0273 - v_accuracy: 0.4992
WARNING:tensorflow:No training configuration found in the save file, so the model was *not* compiled. Compile it manually.
WARNING:tensorflow:No training configuration found in the save file, so the model was *not* compiled. Compile it manually.
Arena: 0%| | 0/15 [00:00<?, ?it/s]
Arena: 7%|▋ | 1/15 [08:46<2:02:56, 526.88s/it]Game Over -1
Lose
Last play is pass, win
Game Over -1
Win
Arena: 13%|█▎ | 2/15 [15:00<1:34:34, 436.51s/it]
Arena: 20%|██ | 3/15 [22:50<1:30:25, 452.10s/it] Last play is pass, win
Game Over -1
Lose
Arena: 27%|██▋ | 4/15 [30:00<1:21:16, 443.33s/it] Last play is pass, win
Game Over 1
Lose
Arena: 33%|███▎ | 5/15 [38:41<1:18:31, 471.20s/it] Last play is pass, win
Game Over -1
Lose
Arena: 40%|████ | 6/15 [45:55<1:08:48, 458.72s/it] Last play is pass, win
Game Over -1
Win
Last play is pass, win
Game Over -1
Lose
Arena: 47%|████▋ | 7/15 [53:23<1:00:42, 455.27s/it]
Arena: 53%|█████▎ | 8/15 [59:37<50:05, 429.38s/it] Game Over -1
Win
Arena: 60%|██████ | 9/15 [1:07:15<43:49, 438.31s/it] Last play is pass, win
Game Over -1
Lose
Arena: 67%|██████▋ | 10/15 [1:13:27<34:48, 417.77s/it] Last play is pass, win
Game Over 1
Lose
Arena: 73%|███████▎ | 11/15 [1:15:06<21:20, 320.20s/it] Last play is pass, win
Game Over -1
Lose
Arena: 80%|████████ | 12/15 [1:22:06<17:31, 350.43s/it]Game Over -1
Win
Arena: 87%|████████▋ | 13/15 [1:29:39<12:43, 381.67s/it] Last play is pass, win
Game Over -1
Lose
Game Over -1
Win
Arena: 93%|█████████▎| 14/15 [1:37:41<06:52, 412.04s/it]
Game Over -1
Lose
Evaluation result 5-0-10
Arena: 100%|██████████| 15/15 [1:46:42<00:00, 426.85s/it]
Training: 5%|▌ | 1/20 [2:44:15<52:01:03, 9855.95s/it]WARNING:tensorflow:No training configuration found in the save file, so the model was *not* compiled. Compile it manually.
Self play: 0%| | 0/10 [00:00<?, ?it/s]
Last play is pass, win
Self play: 10%|█ | 1/10 [04:48<43:13, 288.15s/it]
Self play: 20%|██ | 2/10 [13:27<56:33, 424.15s/it]
Last play is pass, win
Self play: 30%|███ | 3/10 [14:34<30:28, 261.23s/it]
Self play: 40%|████ | 4/10 [20:03<28:46, 287.71s/it] Last play is pass, win
Self play: 50%|█████ | 5/10 [25:51<25:47, 309.49s/it]
Last play is pass, win
Self play: 60%|██████ | 6/10 [31:20<21:04, 316.13s/it]
Self play: 70%|███████ | 7/10 [35:59<15:12, 304.06s/it] Last play is pass, win
Self play: 80%|████████ | 8/10 [43:22<11:36, 348.19s/it]
Self play: 90%|█████████ | 9/10 [48:56<05:43, 343.97s/it] Last play is pass, win
Last play is pass, win
Self play: 100%|██████████| 10/10 [51:50<00:00, 311.09s/it]
WARNING:tensorflow:No training configuration found in the save file, so the model was *not* compiled. Compile it manually.
Epoch 1/15
34/34 [==============================] - 0s 13ms/step - loss: 5.0562 - pi_loss: 4.4369 - v_loss: 0.4926 - pi_accuracy: 0.0189 - v_accuracy: 0.3685
Epoch 2/15
34/34 [==============================] - 0s 9ms/step - loss: 4.6500 - pi_loss: 4.4282 - v_loss: 0.0951 - pi_accuracy: 0.0245 - v_accuracy: 0.4741
Epoch 3/15
34/34 [==============================] - 0s 9ms/step - loss: 4.6320 - pi_loss: 4.4229 - v_loss: 0.0823 - pi_accuracy: 0.0283 - v_accuracy: 0.4684
Epoch 4/15
34/34 [==============================] - 0s 9ms/step - loss: 4.6053 - pi_loss: 4.4172 - v_loss: 0.0614 - pi_accuracy: 0.0217 - v_accuracy: 0.4901
Epoch 5/15
34/34 [==============================] - 0s 9ms/step - loss: 4.5933 - pi_loss: 4.4132 - v_loss: 0.0534 - pi_accuracy: 0.0254 - v_accuracy: 0.4854
Epoch 6/15
34/34 [==============================] - 0s 9ms/step - loss: 4.5815 - pi_loss: 4.4105 - v_loss: 0.0443 - pi_accuracy: 0.0283 - v_accuracy: 0.4835
Epoch 7/15
34/34 [==============================] - 0s 9ms/step - loss: 4.5788 - pi_loss: 4.4073 - v_loss: 0.0449 - pi_accuracy: 0.0254 - v_accuracy: 0.4882
Epoch 8/15
34/34 [==============================] - 0s 10ms/step - loss: 4.6112 - pi_loss: 4.4055 - v_loss: 0.0791 - pi_accuracy: 0.0302 - v_accuracy: 0.4722
Epoch 9/15
34/34 [==============================] - 0s 9ms/step - loss: 4.5767 - pi_loss: 4.4047 - v_loss: 0.0454 - pi_accuracy: 0.0283 - v_accuracy: 0.4854
Epoch 10/15
34/34 [==============================] - 0s 9ms/step - loss: 4.5738 - pi_loss: 4.3997 - v_loss: 0.0474 - pi_accuracy: 0.0292 - v_accuracy: 0.4910
Epoch 11/15
34/34 [==============================] - 0s 9ms/step - loss: 4.5636 - pi_loss: 4.3974 - v_loss: 0.0396 - pi_accuracy: 0.0273 - v_accuracy: 0.4844
Epoch 12/15
34/34 [==============================] - 0s 9ms/step - loss: 4.5566 - pi_loss: 4.3940 - v_loss: 0.0360 - pi_accuracy: 0.0283 - v_accuracy: 0.4863
Epoch 13/15
34/34 [==============================] - 0s 9ms/step - loss: 4.5651 - pi_loss: 4.3952 - v_loss: 0.0433 - pi_accuracy: 0.0273 - v_accuracy: 0.4779
Epoch 14/15
34/34 [==============================] - 0s 9ms/step - loss: 4.5534 - pi_loss: 4.3913 - v_loss: 0.0355 - pi_accuracy: 0.0292 - v_accuracy: 0.4910
Epoch 15/15
34/34 [==============================] - 0s 9ms/step - loss: 4.5449 - pi_loss: 4.3882 - v_loss: 0.0301 - pi_accuracy: 0.0292 - v_accuracy: 0.4929
WARNING:tensorflow:No training configuration found in the save file, so the model was *not* compiled. Compile it manually.
WARNING:tensorflow:No training configuration found in the save file, so the model was *not* compiled. Compile it manually.
Arena: 0%| | 0/15 [00:00<?, ?it/s]
Arena: 7%|▋ | 1/15 [07:46<1:48:44, 466.03s/it] Last play is pass, win
Game Over -1
Lose
Last play is pass, win
Arena: 13%|█▎ | 2/15 [10:21<1:01:23, 283.36s/it]Game Over -1
Win
Arena: 20%|██ | 3/15 [18:12<1:13:49, 369.11s/it] Last play is pass, win
Game Over -1
Lose
Arena: 27%|██▋ | 4/15 [24:31<1:08:24, 373.10s/it] Last play is pass, win
Game Over 1
Lose
Arena: 33%|███▎ | 5/15 [31:50<1:06:08, 396.89s/it] Last play is pass, win
Game Over -1
Lose
Game Over 1
Lose
Arena: 40%|████ | 6/15 [40:03<1:04:25, 429.46s/it]
Last play is pass, win
Game Over -1
Lose
Arena: 47%|████▋ | 7/15 [41:12<41:32, 311.59s/it]
Last play is pass, win
Game Over -1
Win
Arena: 53%|█████▎ | 8/15 [47:53<39:39, 339.94s/it]
Arena: 60%|██████ | 9/15 [55:37<37:53, 378.97s/it] Last play is pass, win
Game Over -1
Lose
Last play is pass, win
Game Over 1
Lose
Arena: 67%|██████▋ | 10/15 [1:00:52<29:54, 358.97s/it]
Arena: 73%|███████▎ | 11/15 [1:03:11<19:26, 291.60s/it] Last play is pass, win
Game Over -1
Lose
Arena: 80%|████████ | 12/15 [1:12:01<18:12, 364.30s/it]Game Over 1
Lose
Last play is pass, win
Game Over -1
Lose
Arena: 87%|████████▋ | 13/15 [1:15:25<10:31, 315.72s/it]
Last play is pass, win
Game Over -1
Win
Arena: 93%|█████████▎| 14/15 [1:21:18<05:27, 327.02s/it]
Last play is pass, win
Game Over 1
Win
Evaluation result 4-0-11
Arena: 100%|██████████| 15/15 [1:28:36<00:00, 354.46s/it]
Training: 10%|█ | 2/20 [5:04:54<45:06:41, 9022.32s/it]WARNING:tensorflow:No training configuration found in the save file, so the model was *not* compiled. Compile it manually.
Self play: 0%| | 0/10 [00:00<?, ?it/s]
Self play: 10%|█ | 1/10 [07:31<1:07:47, 451.96s/it]
Self play: 20%|██ | 2/10 [12:57<50:18, 377.32s/it] Last play is pass, win
Self play: 30%|███ | 3/10 [21:05<49:55, 427.92s/it] Last play is pass, win
Last play is pass, win
Self play: 40%|████ | 4/10 [24:56<35:02, 350.46s/it]
Last play is pass, win
Self play: 50%|█████ | 5/10 [28:20<24:47, 297.43s/it]
Self play: 60%|██████ | 6/10 [35:45<23:11, 347.78s/it]
Last play is pass, win
Self play: 70%|███████ | 7/10 [39:05<14:58, 299.47s/it]
Self play: 80%|████████ | 8/10 [44:19<10:07, 303.98s/it] Last play is pass, win
Last play is pass, win
Self play: 90%|█████████ | 9/10 [48:28<04:46, 286.84s/it]
Last play is pass, win
Self play: 100%|██████████| 10/10 [55:02<00:00, 330.25s/it]
WARNING:tensorflow:No training configuration found in the save file, so the model was *not* compiled. Compile it manually.
Epoch 1/15
36/36 [==============================] - 0s 12ms/step - loss: 4.9859 - pi_loss: 4.4444 - v_loss: 0.4149 - pi_accuracy: 0.0235 - v_accuracy: 0.3758
Epoch 2/15
36/36 [==============================] - 0s 9ms/step - loss: 4.6885 - pi_loss: 4.4406 - v_loss: 0.1212 - pi_accuracy: 0.0183 - v_accuracy: 0.4516
Epoch 3/15
36/36 [==============================] - 0s 9ms/step - loss: 4.6346 - pi_loss: 4.4339 - v_loss: 0.0740 - pi_accuracy: 0.0201 - v_accuracy: 0.4690
Epoch 4/15
36/36 [==============================] - 0s 9ms/step - loss: 4.6369 - pi_loss: 4.4320 - v_loss: 0.0782 - pi_accuracy: 0.0192 - v_accuracy: 0.4743
Epoch 5/15
36/36 [==============================] - 0s 9ms/step - loss: 4.6130 - pi_loss: 4.4272 - v_loss: 0.0592 - pi_accuracy: 0.0166 - v_accuracy: 0.4804
Epoch 6/15
36/36 [==============================] - 0s 9ms/step - loss: 4.6006 - pi_loss: 4.4245 - v_loss: 0.0495 - pi_accuracy: 0.0183 - v_accuracy: 0.4839
Epoch 7/15
36/36 [==============================] - 0s 9ms/step - loss: 4.5962 - pi_loss: 4.4191 - v_loss: 0.0505 - pi_accuracy: 0.0166 - v_accuracy: 0.4865
Epoch 8/15
36/36 [==============================] - 0s 9ms/step - loss: 4.5957 - pi_loss: 4.4150 - v_loss: 0.0541 - pi_accuracy: 0.0235 - v_accuracy: 0.4804
Epoch 9/15
36/36 [==============================] - 0s 9ms/step - loss: 4.5958 - pi_loss: 4.4123 - v_loss: 0.0569 - pi_accuracy: 0.0183 - v_accuracy: 0.4830
Epoch 10/15
36/36 [==============================] - 0s 9ms/step - loss: 4.5899 - pi_loss: 4.4098 - v_loss: 0.0536 - pi_accuracy: 0.0183 - v_accuracy: 0.4856
Epoch 11/15
36/36 [==============================] - 0s 9ms/step - loss: 4.5816 - pi_loss: 4.4071 - v_loss: 0.0479 - pi_accuracy: 0.0218 - v_accuracy: 0.4865
Epoch 12/15
36/36 [==============================] - 0s 9ms/step - loss: 4.5828 - pi_loss: 4.4041 - v_loss: 0.0522 - pi_accuracy: 0.0192 - v_accuracy: 0.4847
Epoch 13/15
36/36 [==============================] - 0s 9ms/step - loss: 4.5783 - pi_loss: 4.4015 - v_loss: 0.0502 - pi_accuracy: 0.0209 - v_accuracy: 0.4856
Epoch 14/15
36/36 [==============================] - 0s 9ms/step - loss: 4.5700 - pi_loss: 4.3973 - v_loss: 0.0461 - pi_accuracy: 0.0227 - v_accuracy: 0.4882
Epoch 15/15
36/36 [==============================] - 0s 9ms/step - loss: 4.5645 - pi_loss: 4.3950 - v_loss: 0.0429 - pi_accuracy: 0.0209 - v_accuracy: 0.4839
WARNING:tensorflow:No training configuration found in the save file, so the model was *not* compiled. Compile it manually.
WARNING:tensorflow:No training configuration found in the save file, so the model was *not* compiled. Compile it manually.
Arena: 0%| | 0/15 [00:00<?, ?it/s]
Arena: 7%|▋ | 1/15 [08:01<1:52:27, 481.94s/it]Game Over 1
Win
Arena: 13%|█▎ | 2/15 [14:58<1:36:04, 443.39s/it] Last play is pass, win
Game Over -1
Win
Arena: 20%|██ | 3/15 [22:50<1:31:16, 456.37s/it]Game Over 1
Win
Game Over 1
Lose
Arena: 27%|██▋ | 4/15 [31:18<1:27:26, 476.93s/it]
Arena: 33%|███▎ | 5/15 [37:46<1:14:08, 444.87s/it] Last play is pass, win
Game Over -1
Lose
Arena: 40%|████ | 6/15 [46:42<1:11:21, 475.73s/it]Game Over 1
Lose
Last play is pass, win
Arena: 47%|████▋ | 7/15 [53:03<59:18, 444.85s/it] Game Over -1
Lose
Last play is pass, win
Arena: 53%|█████▎ | 8/15 [54:01<37:32, 321.74s/it]Game Over -1
Win
Last play is pass, win
Arena: 60%|██████ | 9/15 [57:41<28:59, 289.97s/it]Game Over -1
Lose
Arena: 67%|██████▋ | 10/15 [1:04:18<26:55, 323.03s/it] Last play is pass, win
Game Over -1
Win
Game Over -1
Lose
Arena: 73%|███████▎ | 11/15 [1:12:22<24:49, 372.29s/it]
Arena: 80%|████████ | 12/15 [1:17:39<17:46, 355.34s/it] Last play is pass, win
Game Over -1
Win
Last play is pass, win
Arena: 87%|████████▋ | 13/15 [1:24:28<12:23, 371.67s/it]Game Over 1
Win
Arena: 93%|█████████▎| 14/15 [1:28:21<05:29, 329.71s/it] Last play is pass, win
Game Over -1
Win
Arena: 100%|██████████| 15/15 [1:35:11<00:00, 380.79s/it]
Training: 15%|█▌ | 3/20 [7:35:19<42:36:39, 9023.51s/it] Last play is pass, win
Game Over -1
Lose
Evaluation result 8-0-7
WARNING:tensorflow:No training configuration found in the save file, so the model was *not* compiled. Compile it manually.
Self play: 0%| | 0/10 [00:00<?, ?it/s]
Self play: 10%|█ | 1/10 [06:57<1:02:37, 417.53s/it] Last play is pass, win
Last play is pass, win
Self play: 20%|██ | 2/10 [09:22<34:15, 256.99s/it]
Self play: 30%|███ | 3/10 [15:47<36:50, 315.72s/it] Last play is pass, win
Last play is pass, win
Self play: 40%|████ | 4/10 [21:20<32:14, 322.48s/it]
Last play is pass, win
Self play: 50%|█████ | 5/10 [25:35<24:51, 298.24s/it]
Last play is pass, win
Self play: 60%|██████ | 6/10 [32:46<22:53, 343.32s/it]
Last play is pass, win
Self play: 70%|███████ | 7/10 [38:55<17:34, 351.61s/it]
Self play: 80%|████████ | 8/10 [44:06<11:17, 338.74s/it] Last play is pass, win
Last play is pass, win
Self play: 90%|█████████ | 9/10 [50:55<06:00, 360.55s/it]
Self play: 100%|██████████| 10/10 [55:49<00:00, 334.93s/it]
WARNING:tensorflow:No training configuration found in the save file, so the model was *not* compiled. Compile it manually.
Epoch 1/15
36/36 [==============================] - 0s 9ms/step - loss: 4.9181 - pi_loss: 4.4276 - v_loss: 0.3638 - pi_accuracy: 0.0217 - v_accuracy: 0.3932
Epoch 2/15
36/36 [==============================] - 0s 8ms/step - loss: 4.6397 - pi_loss: 4.4173 - v_loss: 0.0956 - pi_accuracy: 0.0226 - v_accuracy: 0.4601
Epoch 3/15
36/36 [==============================] - 0s 8ms/step - loss: 4.6122 - pi_loss: 4.4137 - v_loss: 0.0717 - pi_accuracy: 0.0243 - v_accuracy: 0.4774
Epoch 4/15
36/36 [==============================] - 0s 8ms/step - loss: 4.5989 - pi_loss: 4.4121 - v_loss: 0.0600 - pi_accuracy: 0.0200 - v_accuracy: 0.4800
Epoch 5/15
36/36 [==============================] - 0s 8ms/step - loss: 4.5880 - pi_loss: 4.4079 - v_loss: 0.0534 - pi_accuracy: 0.0260 - v_accuracy: 0.4844
Epoch 6/15
36/36 [==============================] - 0s 8ms/step - loss: 4.5846 - pi_loss: 4.4039 - v_loss: 0.0540 - pi_accuracy: 0.0260 - v_accuracy: 0.4835
Epoch 7/15
36/36 [==============================] - 0s 8ms/step - loss: 4.5770 - pi_loss: 4.4010 - v_loss: 0.0494 - pi_accuracy: 0.0208 - v_accuracy: 0.4792
Epoch 8/15
36/36 [==============================] - 0s 8ms/step - loss: 4.5705 - pi_loss: 4.3992 - v_loss: 0.0447 - pi_accuracy: 0.0243 - v_accuracy: 0.4844
Epoch 9/15
36/36 [==============================] - 0s 8ms/step - loss: 4.5747 - pi_loss: 4.3969 - v_loss: 0.0512 - pi_accuracy: 0.0269 - v_accuracy: 0.4844
Epoch 10/15
36/36 [==============================] - 0s 8ms/step - loss: 4.5649 - pi_loss: 4.3935 - v_loss: 0.0448 - pi_accuracy: 0.0286 - v_accuracy: 0.4835
Epoch 11/15
36/36 [==============================] - 0s 8ms/step - loss: 4.5570 - pi_loss: 4.3903 - v_loss: 0.0401 - pi_accuracy: 0.0269 - v_accuracy: 0.4887
Epoch 12/15
36/36 [==============================] - 0s 8ms/step - loss: 4.5500 - pi_loss: 4.3900 - v_loss: 0.0335 - pi_accuracy: 0.0243 - v_accuracy: 0.4913
Epoch 13/15
36/36 [==============================] - 0s 8ms/step - loss: 4.5501 - pi_loss: 4.3890 - v_loss: 0.0345 - pi_accuracy: 0.0269 - v_accuracy: 0.4913
Epoch 14/15
36/36 [==============================] - 0s 8ms/step - loss: 4.5465 - pi_loss: 4.3845 - v_loss: 0.0354 - pi_accuracy: 0.0243 - v_accuracy: 0.4887
Epoch 15/15
36/36 [==============================] - 0s 8ms/step - loss: 4.5361 - pi_loss: 4.3805 - v_loss: 0.0290 - pi_accuracy: 0.0278 - v_accuracy: 0.4965
WARNING:tensorflow:No training configuration found in the save file, so the model was *not* compiled. Compile it manually.
WARNING:tensorflow:No training configuration found in the save file, so the model was *not* compiled. Compile it manually.
Arena: 0%| | 0/15 [00:00<?, ?it/s]
Arena: 7%|▋ | 1/15 [05:27<1:16:28, 327.73s/it] Last play is pass, win
Game Over -1
Lose
Arena: 13%|█▎ | 2/15 [10:11<1:05:27, 302.12s/it] Last play is pass, win
Game Over -1
Win
Last play is pass, win
Game Over -1
Lose
Arena: 20%|██ | 3/15 [17:08<1:10:51, 354.33s/it]
Arena: 27%|██▋ | 4/15 [23:17<1:06:00, 360.05s/it] Last play is pass, win
Game Over -1
Win
Last play is pass, win
Game Over -1
Lose
Arena: 33%|███▎ | 5/15 [29:54<1:02:13, 373.34s/it]
Last play is pass, win
Game Over -1
Win
Arena: 40%|████ | 6/15 [37:35<1:00:29, 403.30s/it]
Arena: 47%|████▋ | 7/15 [43:55<52:44, 395.59s/it] Last play is pass, win
Game Over 1
Win
Arena: 53%|█████▎ | 8/15 [48:50<42:24, 363.54s/it] Last play is pass, win
Game Over -1
Win
Last play is pass, win
Game Over 1
Win
Arena: 60%|██████ | 9/15 [55:14<37:00, 370.05s/it]
Last play is pass, win
Arena: 67%|██████▋ | 10/15 [56:43<23:36, 283.23s/it]Game Over -1
Win
Last play is pass, win
Game Over -1
Lose
Arena: 73%|███████▎ | 11/15 [1:03:35<21:30, 322.63s/it]
Game Over -1
Win
Arena: 80%|████████ | 12/15 [1:11:56<18:51, 377.05s/it]
Last play is pass, win
Game Over -1
Lose
Arena: 87%|████████▋ | 13/15 [1:12:33<09:07, 273.88s/it]
Last play is pass, win
Game Over -1
Win
Arena: 93%|█████████▎| 14/15 [1:14:08<03:39, 219.84s/it]
Game Over -1
Lose
Evaluation result 9-0-6
Saved new model
Arena: 100%|██████████| 15/15 [1:21:43<00:00, 326.91s/it]
Training: 20%|██ | 4/20 [9:53:02<38:46:14, 8723.38s/it]WARNING:tensorflow:No training configuration found in the save file, so the model was *not* compiled. Compile it manually.
Self play: 0%| | 0/10 [00:00<?, ?it/s]
Last play is pass, win
Self play: 10%|█ | 1/10 [06:42<1:00:25, 402.86s/it]
Self play: 20%|██ | 2/10 [13:59<56:21, 422.72s/it] Last play is pass, win
Self play: 30%|███ | 3/10 [20:42<48:15, 413.68s/it] Last play is pass, win
Self play: 40%|████ | 4/10 [26:20<38:22, 383.81s/it] Last play is pass, win
Self play: 50%|█████ | 5/10 [27:05<21:48, 261.69s/it]
Self play: 60%|██████ | 6/10 [33:02<19:36, 294.18s/it] Last play is pass, win
Last play is pass, win
Self play: 70%|███████ | 7/10 [40:42<17:24, 348.30s/it]
Last play is pass, win
Self play: 80%|████████ | 8/10 [43:11<09:29, 284.75s/it]
Self play: 90%|█████████ | 9/10 [48:37<04:57, 297.80s/it] Last play is pass, win
Self play: 100%|██████████| 10/10 [55:37<00:00, 333.71s/it]
Last play is pass, win
WARNING:tensorflow:No training configuration found in the save file, so the model was *not* compiled. Compile it manually.
Epoch 1/15
39/39 [==============================] - 0s 12ms/step - loss: 5.0102 - pi_loss: 4.4376 - v_loss: 0.4461 - pi_accuracy: 0.0171 - v_accuracy: 0.3725
Epoch 2/15
39/39 [==============================] - 0s 9ms/step - loss: 4.6938 - pi_loss: 4.4330 - v_loss: 0.1342 - pi_accuracy: 0.0155 - v_accuracy: 0.4531
Epoch 3/15
39/39 [==============================] - 0s 9ms/step - loss: 4.6447 - pi_loss: 4.4239 - v_loss: 0.0943 - pi_accuracy: 0.0187 - v_accuracy: 0.4694
Epoch 4/15
39/39 [==============================] - 0s 9ms/step - loss: 4.6287 - pi_loss: 4.4190 - v_loss: 0.0832 - pi_accuracy: 0.0212 - v_accuracy: 0.4760
Epoch 5/15
39/39 [==============================] - 0s 9ms/step - loss: 4.6160 - pi_loss: 4.4168 - v_loss: 0.0727 - pi_accuracy: 0.0204 - v_accuracy: 0.4711
Epoch 6/15
39/39 [==============================] - 0s 9ms/step - loss: 4.6074 - pi_loss: 4.4103 - v_loss: 0.0706 - pi_accuracy: 0.0236 - v_accuracy: 0.4768
Epoch 7/15
39/39 [==============================] - 0s 9ms/step - loss: 4.5991 - pi_loss: 4.4084 - v_loss: 0.0642 - pi_accuracy: 0.0236 - v_accuracy: 0.4817
Epoch 8/15
39/39 [==============================] - 0s 9ms/step - loss: 4.5864 - pi_loss: 4.4024 - v_loss: 0.0575 - pi_accuracy: 0.0228 - v_accuracy: 0.4817
Epoch 9/15
39/39 [==============================] - 0s 9ms/step - loss: 4.5734 - pi_loss: 4.3995 - v_loss: 0.0474 - pi_accuracy: 0.0220 - v_accuracy: 0.4849
Epoch 10/15
39/39 [==============================] - 0s 9ms/step - loss: 4.5829 - pi_loss: 4.3973 - v_loss: 0.0592 - pi_accuracy: 0.0236 - v_accuracy: 0.4743
Epoch 11/15
39/39 [==============================] - 0s 9ms/step - loss: 4.5785 - pi_loss: 4.3943 - v_loss: 0.0577 - pi_accuracy: 0.0236 - v_accuracy: 0.4866
Epoch 12/15
39/39 [==============================] - 0s 9ms/step - loss: 4.5629 - pi_loss: 4.3886 - v_loss: 0.0479 - pi_accuracy: 0.0228 - v_accuracy: 0.4825
Epoch 13/15
39/39 [==============================] - 0s 9ms/step - loss: 4.5604 - pi_loss: 4.3876 - v_loss: 0.0464 - pi_accuracy: 0.0244 - v_accuracy: 0.4857
Epoch 14/15
39/39 [==============================] - 0s 9ms/step - loss: 4.5561 - pi_loss: 4.3822 - v_loss: 0.0476 - pi_accuracy: 0.0253 - v_accuracy: 0.4857
Epoch 15/15
39/39 [==============================] - 0s 9ms/step - loss: 4.5580 - pi_loss: 4.3802 - v_loss: 0.0514 - pi_accuracy: 0.0244 - v_accuracy: 0.4808
WARNING:tensorflow:No training configuration found in the save file, so the model was *not* compiled. Compile it manually.
WARNING:tensorflow:No training configuration found in the save file, so the model was *not* compiled. Compile it manually.
Arena: 0%| | 0/15 [00:00<?, ?it/s]
Arena: 7%|▋ | 1/15 [06:22<1:29:08, 382.04s/it] Last play is pass, win
Game Over -1
Lose
Arena: 13%|█▎ | 2/15 [12:07<1:18:03, 360.25s/it] Last play is pass, win
Game Over -1
Win
Arena: 20%|██ | 3/15 [18:02<1:11:36, 358.04s/it] Last play is pass, win
Game Over 1
Win
Last play is pass, win
Game Over -1
Win
Arena: 27%|██▋ | 4/15 [24:08<1:06:14, 361.35s/it]
Arena: 33%|███▎ | 5/15 [31:08<1:03:45, 382.53s/it] Last play is pass, win
Game Over -1
Lose
Arena: 40%|████ | 6/15 [36:30<54:15, 361.72s/it] Last play is pass, win
Game Over -1
Win
Last play is pass, win
Game Over -1
Lose
Arena: 47%|████▋ | 7/15 [43:13<50:01, 375.24s/it]
Last play is pass, win
Game Over -1
Win
Arena: 53%|█████▎ | 8/15 [50:20<45:41, 391.70s/it]
Last play is pass, win
Game Over -1
Lose
Arena: 60%|██████ | 9/15 [53:39<33:09, 331.56s/it]
Last play is pass, win
Game Over -1
Win
Arena: 67%|██████▋ | 10/15 [56:57<24:11, 290.22s/it]
Arena: 73%|███████▎ | 11/15 [1:05:59<24:29, 367.26s/it]Game Over 1
Win
Game Over 1
Lose
Arena: 80%|████████ | 12/15 [1:14:54<20:55, 418.43s/it]
Last play is pass, win
Game Over -1
Lose
Arena: 87%|████████▋ | 13/15 [1:23:08<14:42, 441.24s/it]
Game Over 1
Lose
Arena: 93%|█████████▎| 14/15 [1:31:09<07:33, 453.15s/it]
Last play is pass, win
Game Over 1
Win
Evaluation result 8-0-7
Arena: 100%|██████████| 15/15 [1:37:48<00:00, 391.21s/it]
Training: 25%|██▌ | 5/20 [12:26:39<37:05:18, 8901.24s/it]WARNING:tensorflow:No training configuration found in the save file, so the model was *not* compiled. Compile it manually.
Self play: 0%| | 0/10 [00:00<?, ?it/s]
Self play: 10%|█ | 1/10 [03:30<31:37, 210.86s/it] Last play is pass, win
Self play: 20%|██ | 2/10 [09:53<41:37, 312.14s/it] Last play is pass, win
Self play: 30%|███ | 3/10 [15:46<38:33, 330.55s/it] Last play is pass, win
Last play is pass, win
Self play: 40%|████ | 4/10 [22:43<36:28, 364.69s/it]
Last play is pass, win
Self play: 50%|█████ | 5/10 [29:01<30:47, 369.41s/it]
Self play: 60%|██████ | 6/10 [37:05<27:13, 408.48s/it]
Self play: 70%|███████ | 7/10 [39:36<16:12, 324.29s/it] Last play is pass, win
Last play is pass, win
Self play: 80%|████████ | 8/10 [46:58<12:03, 361.80s/it]
Last play is pass, win
Self play: 90%|█████████ | 9/10 [53:21<06:08, 368.49s/it]
Last play is pass, win
Self play: 100%|██████████| 10/10 [59:37<00:00, 357.74s/it]
WARNING:tensorflow:No training configuration found in the save file, so the model was *not* compiled. Compile it manually.
Epoch 1/15
40/40 [==============================] - 0s 12ms/step - loss: 4.9096 - pi_loss: 4.4412 - v_loss: 0.3419 - pi_accuracy: 0.0190 - v_accuracy: 0.3869
Epoch 2/15
40/40 [==============================] - 0s 9ms/step - loss: 4.6719 - pi_loss: 4.4354 - v_loss: 0.1099 - pi_accuracy: 0.0150 - v_accuracy: 0.4620
Epoch 3/15
40/40 [==============================] - 0s 9ms/step - loss: 4.6418 - pi_loss: 4.4295 - v_loss: 0.0857 - pi_accuracy: 0.0166 - v_accuracy: 0.4707
Epoch 4/15
40/40 [==============================] - 0s 9ms/step - loss: 4.6158 - pi_loss: 4.4240 - v_loss: 0.0653 - pi_accuracy: 0.0134 - v_accuracy: 0.4771
Epoch 5/15
40/40 [==============================] - 0s 10ms/step - loss: 4.6166 - pi_loss: 4.4189 - v_loss: 0.0711 - pi_accuracy: 0.0158 - v_accuracy: 0.4802
Epoch 6/15
40/40 [==============================] - 0s 9ms/step - loss: 4.6156 - pi_loss: 4.4187 - v_loss: 0.0704 - pi_accuracy: 0.0229 - v_accuracy: 0.4739
Epoch 7/15
40/40 [==============================] - 0s 9ms/step - loss: 4.6068 - pi_loss: 4.4120 - v_loss: 0.0683 - pi_accuracy: 0.0237 - v_accuracy: 0.4802
Epoch 8/15
40/40 [==============================] - 0s 9ms/step - loss: 4.5891 - pi_loss: 4.4104 - v_loss: 0.0522 - pi_accuracy: 0.0245 - v_accuracy: 0.4850
Epoch 9/15
40/40 [==============================] - 0s 9ms/step - loss: 4.5901 - pi_loss: 4.4048 - v_loss: 0.0589 - pi_accuracy: 0.0214 - v_accuracy: 0.4810
Epoch 10/15
40/40 [==============================] - 0s 9ms/step - loss: 4.5859 - pi_loss: 4.4039 - v_loss: 0.0556 - pi_accuracy: 0.0206 - v_accuracy: 0.4810
Epoch 11/15
40/40 [==============================] - 0s 9ms/step - loss: 4.5734 - pi_loss: 4.4000 - v_loss: 0.0469 - pi_accuracy: 0.0237 - v_accuracy: 0.4842
Epoch 12/15
40/40 [==============================] - 0s 9ms/step - loss: 4.5691 - pi_loss: 4.3952 - v_loss: 0.0475 - pi_accuracy: 0.0269 - v_accuracy: 0.4826
Epoch 13/15
40/40 [==============================] - 0s 9ms/step - loss: 4.5665 - pi_loss: 4.3926 - v_loss: 0.0475 - pi_accuracy: 0.0253 - v_accuracy: 0.4842
Epoch 14/15
40/40 [==============================] - 0s 9ms/step - loss: 4.5636 - pi_loss: 4.3880 - v_loss: 0.0492 - pi_accuracy: 0.0332 - v_accuracy: 0.4834
Epoch 15/15
40/40 [==============================] - 0s 9ms/step - loss: 4.5625 - pi_loss: 4.3893 - v_loss: 0.0468 - pi_accuracy: 0.0301 - v_accuracy: 0.4873
WARNING:tensorflow:No training configuration found in the save file, so the model was *not* compiled. Compile it manually.
WARNING:tensorflow:No training configuration found in the save file, so the model was *not* compiled. Compile it manually.
Arena: 0%| | 0/15 [00:00<?, ?it/s]
Arena: 7%|▋ | 1/15 [06:36<1:32:31, 396.53s/it] Last play is pass, win
Game Over 1
Win
Arena: 13%|█▎ | 2/15 [12:33<1:20:56, 373.55s/it] Last play is pass, win
Game Over -1
Win
Arena: 20%|██ | 3/15 [18:27<1:12:53, 364.47s/it] Last play is pass, win
Game Over 1
Win
Arena: 27%|██▋ | 4/15 [25:22<1:10:26, 384.20s/it] Last play is pass, win
Game Over 1
Lose
Last play is pass, win
Game Over -1
Lose
Arena: 33%|███▎ | 5/15 [26:44<45:53, 275.38s/it]
Last play is pass, win
Game Over -1
Win
Arena: 40%|████ | 6/15 [29:08<34:36, 230.77s/it]
Last play is pass, win
Game Over -1
Lose
Arena: 47%|████▋ | 7/15 [34:36<34:58, 262.34s/it]
Last play is pass, win
Game Over -1
Win
Arena: 53%|█████▎ | 8/15 [41:12<35:34, 304.94s/it]
Game Over 1
Win
Arena: 60%|██████ | 9/15 [48:57<35:29, 354.99s/it]
Last play is pass, win
Game Over -1
Win
Arena: 67%|██████▋ | 10/15 [55:17<30:14, 362.93s/it]
Arena: 73%|███████▎ | 11/15 [57:16<19:12, 288.08s/it] Last play is pass, win
Game Over -1
Lose
Arena: 80%|████████ | 12/15 [1:03:57<16:07, 322.43s/it] Last play is pass, win
Game Over -1
Win
Last play is pass, win
Game Over -1
Lose
Arena: 87%|████████▋ | 13/15 [1:08:45<10:24, 312.01s/it]
Last play is pass, win
Game Over -1
Win
Arena: 93%|█████████▎| 14/15 [1:15:17<05:36, 336.30s/it]
Arena: 100%|██████████| 15/15 [1:21:45<00:00, 327.06s/it]
Training: 30%|███ | 6/20 [14:48:14<34:04:45, 8763.23s/it] Last play is pass, win
Game Over -1
Lose
Evaluation result 9-0-6
Saved new model
WARNING:tensorflow:No training configuration found in the save file, so the model was *not* compiled. Compile it manually.
Self play: 0%| | 0/10 [00:00<?, ?it/s]
Self play: 10%|█ | 1/10 [06:40<1:00:02, 400.25s/it] Last play is pass, win
Self play: 20%|██ | 2/10 [12:20<48:38, 364.81s/it] Last play is pass, win
Last play is pass, win
Self play: 30%|███ | 3/10 [14:33<30:11, 258.85s/it]
Last play is pass, win
Self play: 40%|████ | 4/10 [19:29<27:21, 273.59s/it]
Last play is pass, win
Self play: 50%|█████ | 5/10 [25:46<25:54, 310.83s/it]
Self play: 60%|██████ | 6/10 [31:30<21:29, 322.41s/it] Last play is pass, win
Self play: 70%|███████ | 7/10 [39:44<18:55, 378.41s/it]
Last play is pass, win
Self play: 80%|████████ | 8/10 [43:44<11:08, 334.31s/it]
Last play is pass, win
Self play: 90%|█████████ | 9/10 [45:56<04:31, 271.18s/it]
Last play is pass, win
Self play: 100%|██████████| 10/10 [52:04<00:00, 312.45s/it]
WARNING:tensorflow:No training configuration found in the save file, so the model was *not* compiled. Compile it manually.
Epoch 1/15
36/36 [==============================] - 0s 13ms/step - loss: 4.9049 - pi_loss: 4.4224 - v_loss: 0.3561 - pi_accuracy: 0.0204 - v_accuracy: 0.3950
Epoch 2/15
36/36 [==============================] - 0s 9ms/step - loss: 4.6217 - pi_loss: 4.4125 - v_loss: 0.0828 - pi_accuracy: 0.0177 - v_accuracy: 0.4668
Epoch 3/15
36/36 [==============================] - 0s 9ms/step - loss: 4.6002 - pi_loss: 4.4048 - v_loss: 0.0690 - pi_accuracy: 0.0195 - v_accuracy: 0.4756
Epoch 4/15
36/36 [==============================] - 0s 9ms/step - loss: 4.5675 - pi_loss: 4.3998 - v_loss: 0.0413 - pi_accuracy: 0.0221 - v_accuracy: 0.4863
Epoch 5/15
36/36 [==============================] - 0s 9ms/step - loss: 4.5669 - pi_loss: 4.3948 - v_loss: 0.0457 - pi_accuracy: 0.0239 - v_accuracy: 0.4880
Epoch 6/15
36/36 [==============================] - 0s 9ms/step - loss: 4.5746 - pi_loss: 4.3952 - v_loss: 0.0531 - pi_accuracy: 0.0275 - v_accuracy: 0.4783
Epoch 7/15
36/36 [==============================] - 0s 9ms/step - loss: 4.5623 - pi_loss: 4.3928 - v_loss: 0.0433 - pi_accuracy: 0.0213 - v_accuracy: 0.4810
Epoch 8/15
36/36 [==============================] - 0s 9ms/step - loss: 4.5582 - pi_loss: 4.3895 - v_loss: 0.0424 - pi_accuracy: 0.0266 - v_accuracy: 0.4880
Epoch 9/15
36/36 [==============================] - 0s 9ms/step - loss: 4.5511 - pi_loss: 4.3840 - v_loss: 0.0408 - pi_accuracy: 0.0319 - v_accuracy: 0.4845
Epoch 10/15
36/36 [==============================] - 0s 9ms/step - loss: 4.5392 - pi_loss: 4.3791 - v_loss: 0.0339 - pi_accuracy: 0.0266 - v_accuracy: 0.4872
Epoch 11/15
36/36 [==============================] - 0s 9ms/step - loss: 4.5398 - pi_loss: 4.3746 - v_loss: 0.0389 - pi_accuracy: 0.0310 - v_accuracy: 0.4907
Epoch 12/15
36/36 [==============================] - 0s 9ms/step - loss: 4.5279 - pi_loss: 4.3718 - v_loss: 0.0297 - pi_accuracy: 0.0319 - v_accuracy: 0.4898
Epoch 13/15
36/36 [==============================] - 0s 9ms/step - loss: 4.5211 - pi_loss: 4.3684 - v_loss: 0.0265 - pi_accuracy: 0.0292 - v_accuracy: 0.4934
Epoch 14/15
36/36 [==============================] - 0s 9ms/step - loss: 4.5269 - pi_loss: 4.3640 - v_loss: 0.0366 - pi_accuracy: 0.0301 - v_accuracy: 0.4872
Epoch 15/15
36/36 [==============================] - 0s 9ms/step - loss: 4.5224 - pi_loss: 4.3603 - v_loss: 0.0359 - pi_accuracy: 0.0337 - v_accuracy: 0.4898
WARNING:tensorflow:No training configuration found in the save file, so the model was *not* compiled. Compile it manually.
WARNING:tensorflow:No training configuration found in the save file, so the model was *not* compiled. Compile it manually.
Arena: 0%| | 0/15 [00:00<?, ?it/s]
Arena: 7%|▋ | 1/15 [08:34<1:59:56, 514.07s/it]Game Over -1
Lose
Arena: 13%|█▎ | 2/15 [15:38<1:39:55, 461.23s/it] Last play is pass, win
Game Over 1
Lose
Arena: 20%|██ | 3/15 [21:12<1:20:39, 403.33s/it] Last play is pass, win
Game Over 1
Win
Arena: 27%|██▋ | 4/15 [27:02<1:10:05, 382.32s/it] Last play is pass, win
Game Over 1
Lose
Game Over 1
Win
Arena: 33%|███▎ | 5/15 [35:23<1:10:49, 424.98s/it]
Arena: 40%|████ | 6/15 [45:10<1:11:59, 479.98s/it]Game Over 1
Lose
Arena: 47%|████▋ | 7/15 [52:07<1:01:16, 459.51s/it] Last play is pass, win
Game Over 1
Win
Last play is pass, win
Game Over 1
Lose
Arena: 53%|█████▎ | 8/15 [57:57<49:31, 424.54s/it]
Last play is pass, win
Game Over 1
Win
Arena: 60%|██████ | 9/15 [1:03:00<38:40, 386.73s/it]
Game Over 1
Lose
Arena: 67%|██████▋ | 10/15 [1:11:47<35:49, 429.86s/it]
Last play is pass, win
Game Over 1
Win
Arena: 73%|███████▎ | 11/15 [1:17:08<26:26, 396.61s/it]
Last play is pass, win
Game Over 1
Lose
Arena: 80%|████████ | 12/15 [1:21:52<18:06, 362.29s/it]
Arena: 87%|████████▋ | 13/15 [1:28:08<12:13, 366.55s/it] Last play is pass, win
Game Over 1
Win
Last play is pass, win
Game Over -1
Win
Arena: 93%|█████████▎| 14/15 [1:35:40<06:32, 392.32s/it]
Arena: 100%|██████████| 15/15 [1:41:57<00:00, 407.85s/it]
Training: 35%|███▌ | 7/20 [17:22:28<32:13:25, 8923.51s/it] Last play is pass, win
Game Over -1
Lose
Evaluation result 7-0-8
WARNING:tensorflow:No training configuration found in the save file, so the model was *not* compiled. Compile it manually.
Self play: 0%| | 0/10 [00:00<?, ?it/s]
Last play is pass, win
Self play: 10%|█ | 1/10 [06:05<54:46, 365.16s/it]
Last play is pass, win
Self play: 20%|██ | 2/10 [13:11<53:30, 401.31s/it]
Self play: 30%|███ | 3/10 [18:46<43:17, 371.03s/it] Last play is pass, win
Last play is pass, win
Self play: 40%|████ | 4/10 [25:29<38:20, 383.39s/it]
Last play is pass, win
Self play: 50%|█████ | 5/10 [30:39<29:46, 357.22s/it]
Last play is pass, win
Self play: 60%|██████ | 6/10 [36:53<24:11, 362.91s/it]
Self play: 70%|███████ | 7/10 [43:43<18:54, 378.33s/it] Last play is pass, win
Self play: 80%|████████ | 8/10 [51:05<13:17, 398.52s/it] Last play is pass, win
Self play: 90%|█████████ | 9/10 [58:18<06:49, 409.26s/it]
Self play: 100%|██████████| 10/10 [1:07:07<00:00, 402.77s/it]
WARNING:tensorflow:No training configuration found in the save file, so the model was *not* compiled. Compile it manually.
Epoch 1/15
47/47 [==============================] - 0s 10ms/step - loss: 4.7592 - pi_loss: 4.4029 - v_loss: 0.2299 - pi_accuracy: 0.0200 - v_accuracy: 0.4209
Epoch 2/15
47/47 [==============================] - 0s 9ms/step - loss: 4.5828 - pi_loss: 4.3942 - v_loss: 0.0623 - pi_accuracy: 0.0287 - v_accuracy: 0.4716
Epoch 3/15
47/47 [==============================] - 0s 9ms/step - loss: 4.5498 - pi_loss: 4.3873 - v_loss: 0.0362 - pi_accuracy: 0.0260 - v_accuracy: 0.4877
Epoch 4/15
47/47 [==============================] - 0s 9ms/step - loss: 4.5386 - pi_loss: 4.3810 - v_loss: 0.0313 - pi_accuracy: 0.0233 - v_accuracy: 0.4910
Epoch 5/15
47/47 [==============================] - 0s 9ms/step - loss: 4.5290 - pi_loss: 4.3747 - v_loss: 0.0280 - pi_accuracy: 0.0314 - v_accuracy: 0.4883
Epoch 6/15
47/47 [==============================] - 0s 9ms/step - loss: 4.5209 - pi_loss: 4.3680 - v_loss: 0.0266 - pi_accuracy: 0.0327 - v_accuracy: 0.4937
Epoch 7/15
47/47 [==============================] - 0s 9ms/step - loss: 4.5150 - pi_loss: 4.3639 - v_loss: 0.0247 - pi_accuracy: 0.0334 - v_accuracy: 0.4930
Epoch 8/15
47/47 [==============================] - 0s 9ms/step - loss: 4.4994 - pi_loss: 4.3550 - v_loss: 0.0181 - pi_accuracy: 0.0307 - v_accuracy: 0.4950
Epoch 9/15
47/47 [==============================] - 0s 9ms/step - loss: 4.4950 - pi_loss: 4.3514 - v_loss: 0.0174 - pi_accuracy: 0.0360 - v_accuracy: 0.4963
Epoch 10/15
47/47 [==============================] - 0s 9ms/step - loss: 4.4869 - pi_loss: 4.3434 - v_loss: 0.0172 - pi_accuracy: 0.0354 - v_accuracy: 0.4957
Epoch 11/15
47/47 [==============================] - 0s 9ms/step - loss: 4.4847 - pi_loss: 4.3407 - v_loss: 0.0178 - pi_accuracy: 0.0354 - v_accuracy: 0.4950
Epoch 12/15
47/47 [==============================] - 0s 9ms/step - loss: 4.4729 - pi_loss: 4.3324 - v_loss: 0.0143 - pi_accuracy: 0.0354 - v_accuracy: 0.4977
Epoch 13/15
47/47 [==============================] - 0s 9ms/step - loss: 4.4694 - pi_loss: 4.3251 - v_loss: 0.0182 - pi_accuracy: 0.0367 - v_accuracy: 0.4957
Epoch 14/15
47/47 [==============================] - 0s 9ms/step - loss: 4.4554 - pi_loss: 4.3150 - v_loss: 0.0142 - pi_accuracy: 0.0354 - v_accuracy: 0.4957
Epoch 15/15
47/47 [==============================] - 0s 9ms/step - loss: 4.4499 - pi_loss: 4.3079 - v_loss: 0.0158 - pi_accuracy: 0.0354 - v_accuracy: 0.4963
WARNING:tensorflow:No training configuration found in the save file, so the model was *not* compiled. Compile it manually.
WARNING:tensorflow:No training configuration found in the save file, so the model was *not* compiled. Compile it manually.
Arena: 0%| | 0/15 [00:00<?, ?it/s]
Last play is pass, win
Game Over -1
Lose
Arena: 7%|▋ | 1/15 [07:16<1:41:46, 436.15s/it]
Last play is pass, win
Arena: 13%|█▎ | 2/15 [10:35<1:04:22, 297.10s/it]Game Over -1
Win
Last play is pass, win
Game Over -1
Lose
Arena: 20%|██ | 3/15 [16:48<1:06:16, 331.35s/it]
Last play is pass, win
Arena: 27%|██▋ | 4/15 [22:17<1:00:34, 330.42s/it]Game Over -1
Win
Game Over -1
Lose
Arena: 33%|███▎ | 5/15 [29:53<1:02:39, 375.92s/it]
Last play is pass, win
Game Over 1
Lose
Arena: 40%|████ | 6/15 [36:44<58:10, 387.79s/it]
Arena: 47%|████▋ | 7/15 [41:30<47:16, 354.52s/it] Last play is pass, win
Game Over -1
Lose
Last play is pass, win
Game Over 1
Lose
Arena: 53%|█████▎ | 8/15 [49:05<45:06, 386.58s/it]
Arena: 60%|██████ | 9/15 [57:22<42:06, 421.16s/it]Game Over 1
Win
Arena: 67%|██████▋ | 10/15 [1:05:24<36:39, 439.90s/it] Last play is pass, win
Game Over 1
Lose
Arena: 73%|███████▎ | 11/15 [1:10:49<26:58, 404.61s/it] Last play is pass, win
Game Over 1
Win
Arena: 80%|████████ | 12/15 [1:17:48<20:27, 409.15s/it] Last play is pass, win
Game Over 1
Lose
Arena: 87%|████████▋ | 13/15 [1:26:02<14:29, 434.79s/it]Game Over 1
Win
Arena: 93%|█████████▎| 14/15 [1:34:21<07:34, 454.08s/it] Last play is pass, win
Game Over 1
Lose
Last play is pass, win
Game Over 1
Win
Evaluation result 6-0-9
Arena: 100%|██████████| 15/15 [1:42:25<00:00, 409.70s/it]
Training: 40%|████ | 8/20 [20:12:13<31:05:03, 9325.27s/it]WARNING:tensorflow:No training configuration found in the save file, so the model was *not* compiled. Compile it manually.
Self play: 0%| | 0/10 [00:00<?, ?it/s]
Self play: 10%|█ | 1/10 [07:03<1:03:28, 423.12s/it] Last play is pass, win
Self play: 20%|██ | 2/10 [15:02<1:00:51, 456.44s/it] Last play is pass, win
Last play is pass, win
Self play: 30%|███ | 3/10 [20:21<45:56, 393.72s/it]
Self play: 40%|████ | 4/10 [25:58<37:06, 371.10s/it] Last play is pass, win
Self play: 50%|█████ | 5/10 [31:37<29:57, 359.47s/it] Last play is pass, win
Last play is pass, win
Self play: 60%|██████ | 6/10 [39:20<26:19, 394.79s/it]
Self play: 70%|███████ | 7/10 [47:27<21:14, 424.81s/it]
Self play: 80%|████████ | 8/10 [56:25<15:21, 460.94s/it]
Self play: 90%|█████████ | 9/10 [1:01:43<06:56, 416.16s/it] Last play is pass, win
Last play is pass, win
Self play: 100%|██████████| 10/10 [1:07:42<00:00, 406.29s/it]
WARNING:tensorflow:No training configuration found in the save file, so the model was *not* compiled. Compile it manually.
Epoch 1/15
44/44 [==============================] - 1s 15ms/step - loss: 4.9356 - pi_loss: 4.4083 - v_loss: 0.4010 - pi_accuracy: 0.0201 - v_accuracy: 0.3695
Epoch 2/15
44/44 [==============================] - 1s 12ms/step - loss: 4.6052 - pi_loss: 4.3981 - v_loss: 0.0807 - pi_accuracy: 0.0165 - v_accuracy: 0.4687
Epoch 3/15
44/44 [==============================] - 0s 11ms/step - loss: 4.5791 - pi_loss: 4.3942 - v_loss: 0.0586 - pi_accuracy: 0.0173 - v_accuracy: 0.4759
Epoch 4/15
44/44 [==============================] - 0s 11ms/step - loss: 4.5719 - pi_loss: 4.3913 - v_loss: 0.0542 - pi_accuracy: 0.0194 - v_accuracy: 0.4781
Epoch 5/15
44/44 [==============================] - 0s 10ms/step - loss: 4.5581 - pi_loss: 4.3852 - v_loss: 0.0466 - pi_accuracy: 0.0223 - v_accuracy: 0.4831
Epoch 6/15
44/44 [==============================] - 0s 9ms/step - loss: 4.5512 - pi_loss: 4.3823 - v_loss: 0.0425 - pi_accuracy: 0.0194 - v_accuracy: 0.4845
Epoch 7/15
44/44 [==============================] - 0s 9ms/step - loss: 4.5504 - pi_loss: 4.3783 - v_loss: 0.0458 - pi_accuracy: 0.0201 - v_accuracy: 0.4845
Epoch 8/15
44/44 [==============================] - 0s 10ms/step - loss: 4.5403 - pi_loss: 4.3745 - v_loss: 0.0395 - pi_accuracy: 0.0223 - v_accuracy: 0.4896
Epoch 9/15
44/44 [==============================] - 0s 10ms/step - loss: 4.5331 - pi_loss: 4.3708 - v_loss: 0.0360 - pi_accuracy: 0.0230 - v_accuracy: 0.4867
Epoch 10/15
44/44 [==============================] - 0s 9ms/step - loss: 4.5395 - pi_loss: 4.3673 - v_loss: 0.0459 - pi_accuracy: 0.0216 - v_accuracy: 0.4889