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@ -40,13 +40,15 @@ pip install -r requirements-hyperopt.txt
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```
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```
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usage: freqtrade hyperopt [-h] [-v] [--logfile FILE] [-V] [-c PATH] [-d PATH]
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usage: freqtrade hyperopt [-h] [-v] [--logfile FILE] [-V] [-c PATH] [-d PATH]
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[--userdir PATH] [-s NAME] [--strategy-path PATH]
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[--userdir PATH] [-s NAME] [--strategy-path PATH]
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[-i TIMEFRAME] [--timerange TIMERANGE]
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[--recursive-strategy-search] [-i TIMEFRAME]
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[--timerange TIMERANGE]
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[--data-format-ohlcv {json,jsongz,hdf5}]
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[--data-format-ohlcv {json,jsongz,hdf5}]
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[--max-open-trades INT]
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[--max-open-trades INT]
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[--stake-amount STAKE_AMOUNT] [--fee FLOAT]
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[--stake-amount STAKE_AMOUNT] [--fee FLOAT]
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[-p PAIRS [PAIRS ...]] [--hyperopt-path PATH]
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[-p PAIRS [PAIRS ...]] [--hyperopt-path PATH]
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[--eps] [--dmmp] [--enable-protections]
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[--eps] [--dmmp] [--enable-protections]
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[--dry-run-wallet DRY_RUN_WALLET] [-e INT]
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[--dry-run-wallet DRY_RUN_WALLET]
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[--timeframe-detail TIMEFRAME_DETAIL] [-e INT]
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[--spaces {all,buy,sell,roi,stoploss,trailing,protection,default} [{all,buy,sell,roi,stoploss,trailing,protection,default} ...]]
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[--spaces {all,buy,sell,roi,stoploss,trailing,protection,default} [{all,buy,sell,roi,stoploss,trailing,protection,default} ...]]
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[--print-all] [--no-color] [--print-json] [-j JOBS]
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[--print-all] [--no-color] [--print-json] [-j JOBS]
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[--random-state INT] [--min-trades INT]
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[--random-state INT] [--min-trades INT]
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@ -89,6 +91,9 @@ optional arguments:
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--dry-run-wallet DRY_RUN_WALLET, --starting-balance DRY_RUN_WALLET
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--dry-run-wallet DRY_RUN_WALLET, --starting-balance DRY_RUN_WALLET
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Starting balance, used for backtesting / hyperopt and
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Starting balance, used for backtesting / hyperopt and
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dry-runs.
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dry-runs.
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--timeframe-detail TIMEFRAME_DETAIL
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Specify detail timeframe for backtesting (`1m`, `5m`,
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`30m`, `1h`, `1d`).
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-e INT, --epochs INT Specify number of epochs (default: 100).
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-e INT, --epochs INT Specify number of epochs (default: 100).
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--spaces {all,buy,sell,roi,stoploss,trailing,protection,default} [{all,buy,sell,roi,stoploss,trailing,protection,default} ...]
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--spaces {all,buy,sell,roi,stoploss,trailing,protection,default} [{all,buy,sell,roi,stoploss,trailing,protection,default} ...]
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Specify which parameters to hyperopt. Space-separated
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Specify which parameters to hyperopt. Space-separated
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@ -146,7 +151,9 @@ Strategy arguments:
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Specify strategy class name which will be used by the
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Specify strategy class name which will be used by the
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bot.
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bot.
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--strategy-path PATH Specify additional strategy lookup path.
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--strategy-path PATH Specify additional strategy lookup path.
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--recursive-strategy-search
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Recursively search for a strategy in the strategies
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folder.
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```
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```
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### Hyperopt checklist
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### Hyperopt checklist
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@ -867,10 +874,12 @@ You can also enable position stacking in the configuration file by explicitly se
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As hyperopt consumes a lot of memory (the complete data needs to be in memory once per parallel backtesting process), it's likely that you run into "out of memory" errors.
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As hyperopt consumes a lot of memory (the complete data needs to be in memory once per parallel backtesting process), it's likely that you run into "out of memory" errors.
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To combat these, you have multiple options:
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To combat these, you have multiple options:
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* reduce the amount of pairs
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* Reduce the amount of pairs.
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* reduce the timerange used (`--timerange <timerange>`)
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* Reduce the timerange used (`--timerange <timerange>`).
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* reduce the number of parallel processes (`-j <n>`)
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* Avoid using `--timeframe-detail` (this loads a lot of additional data into memory).
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* Increase the memory of your machine
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* Reduce the number of parallel processes (`-j <n>`).
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* Increase the memory of your machine.
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## The objective has been evaluated at this point before.
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## The objective has been evaluated at this point before.
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@ -28,7 +28,7 @@ ARGS_BACKTEST = ARGS_COMMON_OPTIMIZE + ["position_stacking", "use_max_market_pos
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ARGS_HYPEROPT = ARGS_COMMON_OPTIMIZE + ["hyperopt", "hyperopt_path",
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ARGS_HYPEROPT = ARGS_COMMON_OPTIMIZE + ["hyperopt", "hyperopt_path",
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"position_stacking", "use_max_market_positions",
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"position_stacking", "use_max_market_positions",
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"enable_protections", "dry_run_wallet",
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"enable_protections", "dry_run_wallet", "timeframe_detail",
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"epochs", "spaces", "print_all",
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"epochs", "spaces", "print_all",
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"print_colorized", "print_json", "hyperopt_jobs",
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"print_colorized", "print_json", "hyperopt_jobs",
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"hyperopt_random_state", "hyperopt_min_trades",
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"hyperopt_random_state", "hyperopt_min_trades",
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