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2019-07-28 00:23:04,076 - main - optimize_params - INFO - Pruning trial for not making any trades: 1
[I 2019-07-28 00:23:04,076] Setting status of trial#552 as TrialState.PRUNED.
2019-07-28 00:23:09,920 - main - optimize - INFO - Finished trials: 554
2019-07-28 00:23:10,169 - main - optimize - INFO - Best trial: -57.909999999999854
2019-07-28 00:23:10,170 - main - optimize - INFO - Params:
2019-07-28 00:23:10,468 - main - optimize - INFO - cliprange: 0.14951451376750177
2019-07-28 00:23:10,468 - main - optimize - INFO - ent_coef: 8.755803215177085e-06
2019-07-28 00:23:10,469 - main - optimize - INFO - gamma: 0.9024819584559397
2019-07-28 00:23:10,469 - main - optimize - INFO - lam: 0.8627452728582746
2019-07-28 00:23:10,469 - main - optimize - INFO - learning_rate: 0.0617342341331879
2019-07-28 00:23:10,469 - main - optimize - INFO - n_steps: 241.9399431970005
2019-07-28 00:23:10,469 - main - optimize - INFO - noptepochs: 14.955931188308773
[79d169cd1242:09793] *** Process received signal ***
[79d169cd1242:09793] Signal: Segmentation fault (11)
[79d169cd1242:09793] Signal code: Address not mapped (1)
[79d169cd1242:09793] Failing at address: 0x7fc383fe220d
[79d169cd1242:09793] [ 0] /lib/x86_64-linux-gnu/libpthread.so.0(+0x12890)[0x7fc386c8c890]
[79d169cd1242:09793] [ 1] /lib/x86_64-linux-gnu/libc.so.6(getenv+0xa5)[0x7fc3868cb785]
[79d169cd1242:09793] [ 2] /usr/lib/x86_64-linux-gnu/libtcmalloc.so.4(_ZN13TCMallocGuardD1Ev+0x34)[0x7fc387136e44]
[79d169cd1242:09793] [ 3] /lib/x86_64-linux-gnu/libc.so.6(__cxa_finalize+0xf5)[0x7fc3868cc615]
[79d169cd1242:09793] [ 4] /usr/lib/x86_64-linux-gnu/libtcmalloc.so.4(+0x13cb3)[0x7fc387134cb3]
[79d169cd1242:09793] *** End of error message ***
My Colab install was successful:
....
Successfully built optuna ta empyrical quantstats alembic yfinance Mako idna-ssl pyperclip
Installing collected packages: pbr, stevedore, pyperclip, colorama, cmd2, cliff, colorlog, Mako, python-editor, alembic, optuna, ta, statsmodels, empyrical, multidict, yarl, pycares, aiodns, async-timeout, typing-extensions, idna-ssl, aiohttp, asn1crypto, cryptography, ccxt, configparser, yfinance, quantstats, tensorflow-gpu
Found existing installation: statsmodels 0.10.0
Uninstalling statsmodels-0.10.0:
Successfully uninstalled statsmodels-0.10.0
Successfully installed Mako-1.0.14 aiodns-1.1.1 aiohttp-3.5.4 alembic-1.0.11 asn1crypto-0.24.0 async-timeout-3.0.1 ccxt-1.18.988 cliff-2.15.0 cmd2-0.9.15 colorama-0.4.1 colorlog-4.0.2 configparser-3.7.4 cryptography-2.7 empyrical-0.5.0 idna-ssl-1.1.0 multidict-4.5.2 optuna-0.13.0 pbr-5.4.1 pycares-3.0.0 pyperclip-1.7.0 python-editor-1.0.4 quantstats-0.0.17 statsmodels-0.10.0rc2 stevedore-1.30.1 ta-0.4.5 tensorflow-gpu-1.14.0 typing-extensions-3.7.4 yarl-1.1.0 yfinance-0.1.43
then I used the following command to launch "optimize":
!python ./cli.py optimize
the following was the last bit of the error print-out:
.....
.....
| approxkl | 1.2992781e-15 |
| clipfrac | 0.0 |
| ep_rewmean | nan |
| eplenmean | nan |
| explained_variance | 0.00413 |
| fps | 14 |
| nupdates | 17 |
| policy_entropy | 0.0051370724 |
| policy_loss | 7.4659073e-07 |
| serial_timesteps | 5950 |
| time_elapsed | 352 |
| total_timesteps | 5950 |
| value_loss | 0.00065950956 |
| approxkl | 0.0 |
| clipfrac | 0.0 |
| ep_rewmean | nan |
| eplenmean | nan |
| explained_variance | -0.00316 |
| fps | 15 |
| nupdates | 15 |
| policy_entropy | 2.776626e-09 |
| policy_loss | -4.196167e-07 |
| serial_timesteps | 5625 |
| time_elapsed | 326 |
| total_timesteps | 5625 |
| value_loss | 0.0054322067 |
2019-07-28 00:23:04,076 - main - optimize_params - INFO - Pruning trial for not making any trades: 1
[I 2019-07-28 00:23:04,076] Setting status of trial#552 as TrialState.PRUNED.
2019-07-28 00:23:09,920 - main - optimize - INFO - Finished trials: 554
2019-07-28 00:23:10,169 - main - optimize - INFO - Best trial: -57.909999999999854
2019-07-28 00:23:10,170 - main - optimize - INFO - Params:
2019-07-28 00:23:10,468 - main - optimize - INFO - cliprange: 0.14951451376750177
2019-07-28 00:23:10,468 - main - optimize - INFO - ent_coef: 8.755803215177085e-06
2019-07-28 00:23:10,469 - main - optimize - INFO - gamma: 0.9024819584559397
2019-07-28 00:23:10,469 - main - optimize - INFO - lam: 0.8627452728582746
2019-07-28 00:23:10,469 - main - optimize - INFO - learning_rate: 0.0617342341331879
2019-07-28 00:23:10,469 - main - optimize - INFO - n_steps: 241.9399431970005
2019-07-28 00:23:10,469 - main - optimize - INFO - noptepochs: 14.955931188308773
[79d169cd1242:09793] *** Process received signal ***
[79d169cd1242:09793] Signal: Segmentation fault (11)
[79d169cd1242:09793] Signal code: Address not mapped (1)
[79d169cd1242:09793] Failing at address: 0x7fc383fe220d
[79d169cd1242:09793] [ 0] /lib/x86_64-linux-gnu/libpthread.so.0(+0x12890)[0x7fc386c8c890]
[79d169cd1242:09793] [ 1] /lib/x86_64-linux-gnu/libc.so.6(getenv+0xa5)[0x7fc3868cb785]
[79d169cd1242:09793] [ 2] /usr/lib/x86_64-linux-gnu/libtcmalloc.so.4(_ZN13TCMallocGuardD1Ev+0x34)[0x7fc387136e44]
[79d169cd1242:09793] [ 3] /lib/x86_64-linux-gnu/libc.so.6(__cxa_finalize+0xf5)[0x7fc3868cc615]
[79d169cd1242:09793] [ 4] /usr/lib/x86_64-linux-gnu/libtcmalloc.so.4(+0x13cb3)[0x7fc387134cb3]
[79d169cd1242:09793] *** End of error message ***
| approxkl | 0.0 |
| clipfrac | 0.0 |
| ep_rewmean | nan |
| eplenmean | nan |
| explained_variance | 0.0134 |
| fps | 19 |
| nupdates | 16 |
| policy_entropy | 3.3155612e-09 |
| policy_loss | -6.1670937e-07 |
| serial_timesteps | 6000 |
| time_elapsed | 350 |
| total_timesteps | 6000 |
| value_loss | 0.00019280183 |
2019-07-28 00:23:28,090 - main - optimize_params - INFO - Pruning trial for not making any trades: 1
[I 2019-07-28 00:23:28,090] Setting status of trial#553 as TrialState.PRUNED.
2019-07-28 00:23:31,960 - main - optimize - INFO - Finished trials: 554
2019-07-28 00:23:32,134 - main - optimize - INFO - Best trial: -57.909999999999854
2019-07-28 00:23:32,134 - main - optimize - INFO - Params:
2019-07-28 00:23:32,308 - main - optimize - INFO - cliprange: 0.14951451376750177
2019-07-28 00:23:32,308 - main - optimize - INFO - ent_coef: 8.755803215177085e-06
2019-07-28 00:23:32,308 - main - optimize - INFO - gamma: 0.9024819584559397
2019-07-28 00:23:32,308 - main - optimize - INFO - lam: 0.8627452728582746
2019-07-28 00:23:32,308 - main - optimize - INFO - learning_rate: 0.0617342341331879
2019-07-28 00:23:32,308 - main - optimize - INFO - n_steps: 241.9399431970005
2019-07-28 00:23:32,308 - main - optimize - INFO - noptepochs: 14.955931188308773
[79d169cd1242:09792] *** Process received signal ***
[79d169cd1242:09792] Signal: Segmentation fault (11)
[79d169cd1242:09792] Signal code: Address not mapped (1)
[79d169cd1242:09792] Failing at address: 0x7ff93680320d
[79d169cd1242:09792] [ 0] /lib/x86_64-linux-gnu/libpthread.so.0(+0x12890)[0x7ff9394ad890]
[79d169cd1242:09792] [ 1] /lib/x86_64-linux-gnu/libc.so.6(getenv+0xa5)[0x7ff9390ec785]
[79d169cd1242:09792] [ 2] /usr/lib/x86_64-linux-gnu/libtcmalloc.so.4(_ZN13TCMallocGuardD1Ev+0x34)[0x7ff939957e44]
[79d169cd1242:09792] [ 3] /lib/x86_64-linux-gnu/libc.so.6(__cxa_finalize+0xf5)[0x7ff9390ed615]
[79d169cd1242:09792] [ 4] /usr/lib/x86_64-linux-gnu/libtcmalloc.so.4(+0x13cb3)[0x7ff939955cb3]
[79d169cd1242:09792] *** End of error message ***
WARNING: Logging before flag parsing goes to stderr.
2019-07-28 00:23:36,255 - main - initialize_data - DEBUG - Initialized Features: ['Date', 'Open', 'High', 'Low', 'Close', 'Volume']
[I 2019-07-28 00:24:12,288] Using an existing study with name 'PPO2__MlpLnLstmPolicy__IncrementalProfit' instead of creating a new one.
2019-07-28 00:24:12,292 - main - initialize_optuna - DEBUG - Initialized Optuna:
2019-07-28 00:24:13,278 - main - initialize_optuna - DEBUG - Best reward in (554) trials: -57.909999999999854
2019-07-28 00:24:13,407 - main - init - DEBUG - Initialize RLTrader: PPO2__MlpLnLstmPolicy__IncrementalProfit
[79d169cd1242:09990] *** Process received signal ***
[79d169cd1242:09990] Signal: Segmentation fault (11)
[79d169cd1242:09990] Signal code: Address not mapped (1)
[79d169cd1242:09990] Failing at address: 0x7fe6bc31520d
[79d169cd1242:09990] [ 0] /lib/x86_64-linux-gnu/libpthread.so.0(+0x12890)[0x7fe6befbf890]
[79d169cd1242:09990] [ 1] /lib/x86_64-linux-gnu/libc.so.6(getenv+0xa5)[0x7fe6bebfe785]
[79d169cd1242:09990] [ 2] /usr/lib/x86_64-linux-gnu/libtcmalloc.so.4(_ZN13TCMallocGuardD1Ev+0x34)[0x7fe6bf469e44]
[79d169cd1242:09990] [ 3] /lib/x86_64-linux-gnu/libc.so.6(__cxa_finalize+0xf5)[0x7fe6bebff615]
[79d169cd1242:09990] [ 4] /usr/lib/x86_64-linux-gnu/libtcmalloc.so.4(+0x13cb3)[0x7fe6bf467cb3]
[79d169cd1242:09990] *** End of error message ***
Originally posted by @cyberslam in #129 (comment)
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