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asavinov / intelligent-trading-bot

Intelligent Trading Bot: Automatically generating signals and trading based on machine learning and feature engineering
https://t.me/intelligent_trading_signals
MIT License
803 stars 179 forks source link

Error while analyzing data: 'buy_window' #22

Open ygbanks opened 1 year ago

ygbanks commented 1 year ago

Hello, I hope you're doing well. I want to take a moment to appreciate the enormous amount of work you have done for the world, it's magical what you have committed to creating. I have faced this error trying to run the project on my ubuntu server. Any idea on how I could get it to work or fix what's going on?

--Error:

(venv) root@ygbanks-com:~/BTCML# python3 -m service.server -c config.json Initializing server. Trade pair: BTCUSDT. /root/BTCML/venv/lib/python3.10/site-packages/sklearn/base.py:318: UserWarning: Trying to unpickle estimator StandardScaler from version 1.2.1 when using version 1.2.2. This might lead to breaking code or invalid results. Use at your own risk. For more info please refer to: https://scikit-learn.org/stable/model_persistence.html#security-maintainability-limitations warnings.warn( /root/BTCML/venv/lib/python3.10/site-packages/sklearn/base.py:318: UserWarning: Trying to unpickle estimator LogisticRegression from version 1.2.1 when using version 1.2.2. This might lead to breaking code or invalid results. Use at your own risk. For more info please refer to: https://scikit-learn.org/stable/model_persistence.html#security-maintainability-limitations warnings.warn( /root/BTCML/service/server.py:77: DeprecationWarning: There is no current event loop App.loop = asyncio.get_event_loop() Finished health check (connection, server status etc.) Finished initial data collection. Scheduler started. Error while analyzing data: 'buy_window' Error while analyzing data: 'buy_window' Error while analyzing data: 'buy_window'

asavinov commented 1 year ago

Thank you for using the software. If you are using the latest version, then last error seems to be caused by incompatible config. The entry buy_window is moved to score_aggregation.window (same for sell_window). Either use the previous version or check out config-sample-v0.5.0.json which has the structure for the newest version.

The first two warnings are because the scaler was trained using some previous version (the sklearn was upgraded after the models were trained). So you can get rid of these warnings by re-training the models.

ygbanks commented 1 year ago

Thank you for response brother. I am using the latest source code of the git and the v0.5.0 config sample structure. I am running a (venv) since I am using root for my server. I tried downgrading the config to v0.4.0 and got this error: raceback (most recent call last): File "/usr/lib/python3.10/runpy.py", line 196, in _run_module_as_main return _run_code(code, main_globals, None, File "/usr/lib/python3.10/runpy.py", line 86, in _run_code exec(code, run_globals) File "/root/BTCML/service/server.py", line 157, in start_server() File "/root/BTCML/venv/lib/python3.10/site-packages/click/core.py", line 1130, in call return self.main(args, kwargs) File "/root/BTCML/venv/lib/python3.10/site-packages/click/core.py", line 1055, in main rv = self.invoke(ctx) File "/root/BTCML/venv/lib/python3.10/site-packages/click/core.py", line 1404, in invoke return ctx.invoke(self.callback, ctx.params) File "/root/BTCML/venv/lib/python3.10/site-packages/click/core.py", line 760, in invoke return __callback(args, **kwargs) File "/root/BTCML/service/server.py", line 58, in start_server load_config(config_file) File "/root/BTCML/service/App.py", line 270, in load_config conf_json = json.loads(conf_str) File "/usr/lib/python3.10/json/init.py", line 346, in loads return _default_decoder.decode(s) File "/usr/lib/python3.10/json/decoder.py", line 340, in decode raise JSONDecodeError("Extra data", s, end) json.decoder.JSONDecodeError: Extra data: line 81 column 2 (char 1906)

I tried exiting the venv (virtual environment) then tried to run the service and I am getting this error instead: (Note: I do have that module installed and configured hence it didn't cause this error in the venv, I believe it's happening because I am running on root directly so I tried the venv and it fixed this error.) root@ygbanks-com:~/BTCML# python3 -m service.server -c config.json Traceback (most recent call last): File "/usr/lib/python3.10/runpy.py", line 196, in _run_module_as_main return _run_code(code, main_globals, None, File "/usr/lib/python3.10/runpy.py", line 86, in _run_code exec(code, run_globals) File "/root/BTCML/service/server.py", line 7, in from apscheduler.schedulers.asyncio import AsyncIOScheduler ModuleNotFoundError: No module named 'apscheduler.schedulers.asyncio'

I am going to reinstall the project and do the training/data downloading from scratch again and give it a try then report back to you if it works or not. Thank you.

asavinov commented 1 year ago

Use the latest version 0.5.0 and the latest config (structure). json.decoder.JSONDecodeError: Extra data: line 81 column 2 (char 1906) - here you have syntax error in your config. ModuleNotFoundError: No module named 'apscheduler.schedulers.asyncio' here something wrong with the APScheduler package. Check that you installed it and have version 3.9

ygbanks commented 1 year ago

Hello brother, I have reinstalled all git from scratch, built a virtual environment then installed all requirements and included APScheduler 3.9. I then ran all of the scripts in order then met up with this error: (venv) root@ygbanks-com:~/intelligent-trading-bot# python -m service.server -c config.json Initializing server. Trade pair: BTCUSDT. /root/intelligent-trading-bot/service/server.py:77: DeprecationWarning: There is no current event loop App.loop = asyncio.get_event_loop() Finished health check (connection, server status etc.) Finished initial data collection. Scheduler started. /root/intelligent-trading-bot/venv/lib/python3.10/site-packages/scipy/stats/_stats_mstats_common.py:182: RuntimeWarning: invalid value encountered in double_scalars slope = ssxym / ssxm /root/intelligent-trading-bot/venv/lib/python3.10/site-packages/scipy/stats/_stats_mstats_common.py:196: RuntimeWarning: invalid value encountered in sqrt t = r np.sqrt(df / ((1.0 - r + TINY)(1.0 + r + TINY))) /root/intelligent-trading-bot/venv/lib/python3.10/site-packages/scipy/stats/_stats_mstats_common.py:199: RuntimeWarning: invalid value encountered in double_scalars slope_stderr = np.sqrt((1 - r*2) ssym / ssxm / df) /root/intelligent-trading-bot/venv/lib/python3.10/site-packages/scipy/stats/_stats_mstats_common.py:182: RuntimeWarning: invalid value encountered in double_scalars slope = ssxym / ssxm /root/intelligent-trading-bot/venv/lib/python3.10/site-packages/scipy/stats/_stats_mstats_common.py:196: RuntimeWarning: invalid value encountered in sqrt t = r np.sqrt(df / ((1.0 - r + TINY)(1.0 + r + TINY))) /root/intelligent-trading-bot/venv/lib/python3.10/site-packages/scipy/stats/_stats_mstats_common.py:199: RuntimeWarning: invalid value encountered in double_scalars slope_stderr = np.sqrt((1 - r*2) ssym / ssxm / df)

iploshchik commented 1 year ago

hi, which particular error did you meet? I see there are bunch of warnings, which could occur as Alexandr mentioned due to wrong version of scipy installed (but the script still runs). The depreciation warning could be related to non properly configured exchange api keys