Move command references to their respective subpages
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Matthias
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@ -5,6 +5,89 @@ This page explains how to validate your strategy performance by using Backtestin
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Backtesting requires historic data to be available.
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To learn how to get data for the pairs and exchange you're interested in, head over to the [Data Downloading](data-download.md) section of the documentation.
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## Backtesting command reference
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```
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usage: freqtrade backtesting [-h] [-v] [--logfile FILE] [-V] [-c PATH]
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[-d PATH] [--userdir PATH] [-s NAME]
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[--strategy-path PATH] [-i TIMEFRAME]
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[--timerange TIMERANGE]
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[--data-format-ohlcv {json,jsongz,hdf5}]
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[--max-open-trades INT]
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[--stake-amount STAKE_AMOUNT] [--fee FLOAT]
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[--eps] [--dmmp] [--enable-protections]
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[--strategy-list STRATEGY_LIST [STRATEGY_LIST ...]]
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[--export EXPORT] [--export-filename PATH]
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optional arguments:
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-h, --help show this help message and exit
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-i TIMEFRAME, --timeframe TIMEFRAME, --ticker-interval TIMEFRAME
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Specify ticker interval (`1m`, `5m`, `30m`, `1h`,
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`1d`).
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--timerange TIMERANGE
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Specify what timerange of data to use.
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--data-format-ohlcv {json,jsongz,hdf5}
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Storage format for downloaded candle (OHLCV) data.
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(default: `None`).
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--max-open-trades INT
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Override the value of the `max_open_trades`
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configuration setting.
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--stake-amount STAKE_AMOUNT
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Override the value of the `stake_amount` configuration
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setting.
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--fee FLOAT Specify fee ratio. Will be applied twice (on trade
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entry and exit).
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--eps, --enable-position-stacking
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Allow buying the same pair multiple times (position
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stacking).
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--dmmp, --disable-max-market-positions
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Disable applying `max_open_trades` during backtest
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(same as setting `max_open_trades` to a very high
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number).
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--enable-protections, --enableprotections
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Enable protections for backtesting.Will slow
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backtesting down by a considerable amount, but will
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include configured protections
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--strategy-list STRATEGY_LIST [STRATEGY_LIST ...]
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Provide a space-separated list of strategies to
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backtest. Please note that ticker-interval needs to be
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set either in config or via command line. When using
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this together with `--export trades`, the strategy-
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name is injected into the filename (so `backtest-
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data.json` becomes `backtest-data-
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DefaultStrategy.json`
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--export EXPORT Export backtest results, argument are: trades.
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Example: `--export=trades`
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--export-filename PATH
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Save backtest results to the file with this filename.
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Requires `--export` to be set as well. Example:
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`--export-filename=user_data/backtest_results/backtest
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_today.json`
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Common arguments:
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-v, --verbose Verbose mode (-vv for more, -vvv to get all messages).
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--logfile FILE Log to the file specified. Special values are:
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'syslog', 'journald'. See the documentation for more
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details.
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-V, --version show program's version number and exit
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-c PATH, --config PATH
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Specify configuration file (default:
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`userdir/config.json` or `config.json` whichever
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exists). Multiple --config options may be used. Can be
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set to `-` to read config from stdin.
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-d PATH, --datadir PATH
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Path to directory with historical backtesting data.
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--userdir PATH, --user-data-dir PATH
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Path to userdata directory.
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Strategy arguments:
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-s NAME, --strategy NAME
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Specify strategy class name which will be used by the
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bot.
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--strategy-path PATH Specify additional strategy lookup path.
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```
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## Test your strategy with Backtesting
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Now you have good Buy and Sell strategies and some historic data, you want to test it against
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@ -205,258 +205,6 @@ in production mode. Example command:
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freqtrade trade -c config.json --db-url sqlite:///tradesv3.dry_run.sqlite
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```
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## Backtesting commands
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Backtesting also uses the config specified via `-c/--config`.
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```
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usage: freqtrade backtesting [-h] [-v] [--logfile FILE] [-V] [-c PATH]
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[-d PATH] [--userdir PATH] [-s NAME]
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[--strategy-path PATH] [-i TIMEFRAME]
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[--timerange TIMERANGE]
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[--data-format-ohlcv {json,jsongz,hdf5}]
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[--max-open-trades INT]
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[--stake-amount STAKE_AMOUNT] [--fee FLOAT]
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[--eps] [--dmmp] [--enable-protections]
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[--strategy-list STRATEGY_LIST [STRATEGY_LIST ...]]
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[--export EXPORT] [--export-filename PATH]
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optional arguments:
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-h, --help show this help message and exit
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-i TIMEFRAME, --timeframe TIMEFRAME, --ticker-interval TIMEFRAME
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Specify ticker interval (`1m`, `5m`, `30m`, `1h`,
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`1d`).
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--timerange TIMERANGE
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Specify what timerange of data to use.
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--data-format-ohlcv {json,jsongz,hdf5}
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Storage format for downloaded candle (OHLCV) data.
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(default: `None`).
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--max-open-trades INT
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Override the value of the `max_open_trades`
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configuration setting.
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--stake-amount STAKE_AMOUNT
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Override the value of the `stake_amount` configuration
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setting.
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--fee FLOAT Specify fee ratio. Will be applied twice (on trade
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entry and exit).
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--eps, --enable-position-stacking
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Allow buying the same pair multiple times (position
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stacking).
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--dmmp, --disable-max-market-positions
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Disable applying `max_open_trades` during backtest
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(same as setting `max_open_trades` to a very high
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number).
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--enable-protections, --enableprotections
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Enable protections for backtesting.Will slow
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backtesting down by a considerable amount, but will
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include configured protections
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--strategy-list STRATEGY_LIST [STRATEGY_LIST ...]
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Provide a space-separated list of strategies to
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backtest. Please note that ticker-interval needs to be
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set either in config or via command line. When using
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this together with `--export trades`, the strategy-
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name is injected into the filename (so `backtest-
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data.json` becomes `backtest-data-
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DefaultStrategy.json`
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--export EXPORT Export backtest results, argument are: trades.
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Example: `--export=trades`
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--export-filename PATH
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Save backtest results to the file with this filename.
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Requires `--export` to be set as well. Example:
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`--export-filename=user_data/backtest_results/backtest
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_today.json`
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Common arguments:
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-v, --verbose Verbose mode (-vv for more, -vvv to get all messages).
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--logfile FILE Log to the file specified. Special values are:
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'syslog', 'journald'. See the documentation for more
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details.
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-V, --version show program's version number and exit
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-c PATH, --config PATH
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Specify configuration file (default:
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`userdir/config.json` or `config.json` whichever
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exists). Multiple --config options may be used. Can be
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set to `-` to read config from stdin.
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-d PATH, --datadir PATH
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Path to directory with historical backtesting data.
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--userdir PATH, --user-data-dir PATH
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Path to userdata directory.
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Strategy arguments:
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-s NAME, --strategy NAME
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Specify strategy class name which will be used by the
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bot.
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--strategy-path PATH Specify additional strategy lookup path.
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```
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### Getting historic data for backtesting
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The first time your run Backtesting, you will need to download some historic data first.
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This can be accomplished by using `freqtrade download-data`.
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Check the corresponding [Data Downloading](data-download.md) section for more details
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## Hyperopt commands
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To optimize your strategy, you can use hyperopt parameter hyperoptimization
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to find optimal parameter values for your strategy.
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```
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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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[-i TIMEFRAME] [--timerange TIMERANGE]
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[--data-format-ohlcv {json,jsongz,hdf5}]
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[--max-open-trades INT]
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[--stake-amount STAKE_AMOUNT] [--fee FLOAT]
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[--hyperopt NAME] [--hyperopt-path PATH] [--eps]
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[--dmmp] [--enable-protections] [-e INT]
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[--spaces {all,buy,sell,roi,stoploss,trailing,default} [{all,buy,sell,roi,stoploss,trailing,default} ...]]
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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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[--hyperopt-loss NAME]
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optional arguments:
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-h, --help show this help message and exit
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-i TIMEFRAME, --timeframe TIMEFRAME, --ticker-interval TIMEFRAME
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Specify ticker interval (`1m`, `5m`, `30m`, `1h`,
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`1d`).
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--timerange TIMERANGE
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Specify what timerange of data to use.
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--data-format-ohlcv {json,jsongz,hdf5}
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Storage format for downloaded candle (OHLCV) data.
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(default: `None`).
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--max-open-trades INT
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Override the value of the `max_open_trades`
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configuration setting.
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--stake-amount STAKE_AMOUNT
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Override the value of the `stake_amount` configuration
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setting.
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--fee FLOAT Specify fee ratio. Will be applied twice (on trade
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entry and exit).
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--hyperopt NAME Specify hyperopt class name which will be used by the
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bot.
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--hyperopt-path PATH Specify additional lookup path for Hyperopt and
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Hyperopt Loss functions.
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--eps, --enable-position-stacking
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Allow buying the same pair multiple times (position
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stacking).
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--dmmp, --disable-max-market-positions
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Disable applying `max_open_trades` during backtest
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(same as setting `max_open_trades` to a very high
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number).
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--enable-protections, --enableprotections
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Enable protections for backtesting.Will slow
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backtesting down by a considerable amount, but will
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include configured protections
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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,default} [{all,buy,sell,roi,stoploss,trailing,default} ...]
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Specify which parameters to hyperopt. Space-separated
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list.
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--print-all Print all results, not only the best ones.
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--no-color Disable colorization of hyperopt results. May be
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useful if you are redirecting output to a file.
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--print-json Print output in JSON format.
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-j JOBS, --job-workers JOBS
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The number of concurrently running jobs for
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hyperoptimization (hyperopt worker processes). If -1
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(default), all CPUs are used, for -2, all CPUs but one
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are used, etc. If 1 is given, no parallel computing
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code is used at all.
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--random-state INT Set random state to some positive integer for
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reproducible hyperopt results.
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--min-trades INT Set minimal desired number of trades for evaluations
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in the hyperopt optimization path (default: 1).
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--hyperopt-loss NAME Specify the class name of the hyperopt loss function
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class (IHyperOptLoss). Different functions can
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generate completely different results, since the
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target for optimization is different. Built-in
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Hyperopt-loss-functions are:
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ShortTradeDurHyperOptLoss, OnlyProfitHyperOptLoss,
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SharpeHyperOptLoss, SharpeHyperOptLossDaily,
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SortinoHyperOptLoss, SortinoHyperOptLossDaily
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Common arguments:
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-v, --verbose Verbose mode (-vv for more, -vvv to get all messages).
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--logfile FILE Log to the file specified. Special values are:
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'syslog', 'journald'. See the documentation for more
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details.
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-V, --version show program's version number and exit
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-c PATH, --config PATH
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Specify configuration file (default:
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`userdir/config.json` or `config.json` whichever
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exists). Multiple --config options may be used. Can be
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set to `-` to read config from stdin.
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-d PATH, --datadir PATH
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Path to directory with historical backtesting data.
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--userdir PATH, --user-data-dir PATH
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Path to userdata directory.
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Strategy arguments:
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-s NAME, --strategy NAME
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Specify strategy class name which will be used by the
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bot.
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--strategy-path PATH Specify additional strategy lookup path.
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```
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## Edge commands
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To know your trade expectancy and winrate against historical data, you can use Edge.
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```
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usage: freqtrade edge [-h] [-v] [--logfile FILE] [-V] [-c PATH] [-d PATH]
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[--userdir PATH] [-s NAME] [--strategy-path PATH]
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[-i TIMEFRAME] [--timerange TIMERANGE]
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[--max-open-trades INT] [--stake-amount STAKE_AMOUNT]
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[--fee FLOAT] [--stoplosses STOPLOSS_RANGE]
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optional arguments:
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-h, --help show this help message and exit
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-i TIMEFRAME, --timeframe TIMEFRAME, --ticker-interval TIMEFRAME
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Specify ticker interval (`1m`, `5m`, `30m`, `1h`,
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`1d`).
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--timerange TIMERANGE
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Specify what timerange of data to use.
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--max-open-trades INT
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Override the value of the `max_open_trades`
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configuration setting.
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--stake-amount STAKE_AMOUNT
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Override the value of the `stake_amount` configuration
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setting.
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--fee FLOAT Specify fee ratio. Will be applied twice (on trade
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entry and exit).
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--stoplosses STOPLOSS_RANGE
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Defines a range of stoploss values against which edge
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will assess the strategy. The format is "min,max,step"
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(without any space). Example:
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`--stoplosses=-0.01,-0.1,-0.001`
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Common arguments:
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-v, --verbose Verbose mode (-vv for more, -vvv to get all messages).
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--logfile FILE Log to the file specified. Special values are:
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'syslog', 'journald'. See the documentation for more
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details.
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-V, --version show program's version number and exit
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-c PATH, --config PATH
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Specify configuration file (default:
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`userdir/config.json` or `config.json` whichever
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exists). Multiple --config options may be used. Can be
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set to `-` to read config from stdin.
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-d PATH, --datadir PATH
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Path to directory with historical backtesting data.
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--userdir PATH, --user-data-dir PATH
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Path to userdata directory.
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Strategy arguments:
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-s NAME, --strategy NAME
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Specify strategy class name which will be used by the
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bot.
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--strategy-path PATH Specify additional strategy lookup path.
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```
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To understand edge and how to read the results, please read the [edge documentation](edge.md).
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## Next step
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The optimal strategy of the bot will change with time depending of the market trends. The next step is to
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55
docs/edge.md
55
docs/edge.md
@ -9,6 +9,7 @@ The `Edge Positioning` module uses probability to calculate your win rate and ri
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`Edge Positioning` only considers *its own* buy/sell/stoploss signals. It ignores the stoploss, trailing stoploss, and ROI settings in the strategy configuration file.
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`Edge Positioning` improves the performance of some trading strategies and *decreases* the performance of others.
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## Introduction
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Trading strategies are not perfect. They are frameworks that are susceptible to the market and its indicators. Because the market is not at all predictable, sometimes a strategy will win and sometimes the same strategy will lose.
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@ -208,6 +209,60 @@ Let's say the stake currency is **ETH** and there is $10$ **ETH** on the wallet.
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- **Trade 4** The strategy detects a new buy signal int the **XLM/ETH** market. `Edge Positioning` calculates the stoploss of $2\%$, and the position size of $0.055 / 0.02 = 2.75$ **ETH**.
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## Edge command reference
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```
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usage: freqtrade edge [-h] [-v] [--logfile FILE] [-V] [-c PATH] [-d PATH]
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[--userdir PATH] [-s NAME] [--strategy-path PATH]
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[-i TIMEFRAME] [--timerange TIMERANGE]
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[--max-open-trades INT] [--stake-amount STAKE_AMOUNT]
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[--fee FLOAT] [--stoplosses STOPLOSS_RANGE]
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optional arguments:
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-h, --help show this help message and exit
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-i TIMEFRAME, --timeframe TIMEFRAME, --ticker-interval TIMEFRAME
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Specify ticker interval (`1m`, `5m`, `30m`, `1h`,
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`1d`).
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--timerange TIMERANGE
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Specify what timerange of data to use.
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--max-open-trades INT
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Override the value of the `max_open_trades`
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configuration setting.
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--stake-amount STAKE_AMOUNT
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Override the value of the `stake_amount` configuration
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setting.
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--fee FLOAT Specify fee ratio. Will be applied twice (on trade
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entry and exit).
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--stoplosses STOPLOSS_RANGE
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Defines a range of stoploss values against which edge
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will assess the strategy. The format is "min,max,step"
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(without any space). Example:
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`--stoplosses=-0.01,-0.1,-0.001`
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Common arguments:
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-v, --verbose Verbose mode (-vv for more, -vvv to get all messages).
|
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--logfile FILE Log to the file specified. Special values are:
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'syslog', 'journald'. See the documentation for more
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details.
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-V, --version show program's version number and exit
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-c PATH, --config PATH
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Specify configuration file (default:
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`userdir/config.json` or `config.json` whichever
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exists). Multiple --config options may be used. Can be
|
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set to `-` to read config from stdin.
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-d PATH, --datadir PATH
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Path to directory with historical backtesting data.
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--userdir PATH, --user-data-dir PATH
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Path to userdata directory.
|
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|
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Strategy arguments:
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-s NAME, --strategy NAME
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Specify strategy class name which will be used by the
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bot.
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--strategy-path PATH Specify additional strategy lookup path.
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```
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## Configurations
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Edge module has following configuration options:
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101
docs/hyperopt.md
101
docs/hyperopt.md
@ -32,6 +32,107 @@ source .env/bin/activate
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pip install -r requirements-hyperopt.txt
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```
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## Hyperopt command reference
|
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```
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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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||||
[-i TIMEFRAME] [--timerange TIMERANGE]
|
||||
[--data-format-ohlcv {json,jsongz,hdf5}]
|
||||
[--max-open-trades INT]
|
||||
[--stake-amount STAKE_AMOUNT] [--fee FLOAT]
|
||||
[--hyperopt NAME] [--hyperopt-path PATH] [--eps]
|
||||
[--dmmp] [--enable-protections] [-e INT]
|
||||
[--spaces {all,buy,sell,roi,stoploss,trailing,default} [{all,buy,sell,roi,stoploss,trailing,default} ...]]
|
||||
[--print-all] [--no-color] [--print-json] [-j JOBS]
|
||||
[--random-state INT] [--min-trades INT]
|
||||
[--hyperopt-loss NAME]
|
||||
|
||||
optional arguments:
|
||||
-h, --help show this help message and exit
|
||||
-i TIMEFRAME, --timeframe TIMEFRAME, --ticker-interval TIMEFRAME
|
||||
Specify ticker interval (`1m`, `5m`, `30m`, `1h`,
|
||||
`1d`).
|
||||
--timerange TIMERANGE
|
||||
Specify what timerange of data to use.
|
||||
--data-format-ohlcv {json,jsongz,hdf5}
|
||||
Storage format for downloaded candle (OHLCV) data.
|
||||
(default: `None`).
|
||||
--max-open-trades INT
|
||||
Override the value of the `max_open_trades`
|
||||
configuration setting.
|
||||
--stake-amount STAKE_AMOUNT
|
||||
Override the value of the `stake_amount` configuration
|
||||
setting.
|
||||
--fee FLOAT Specify fee ratio. Will be applied twice (on trade
|
||||
entry and exit).
|
||||
--hyperopt NAME Specify hyperopt class name which will be used by the
|
||||
bot.
|
||||
--hyperopt-path PATH Specify additional lookup path for Hyperopt and
|
||||
Hyperopt Loss functions.
|
||||
--eps, --enable-position-stacking
|
||||
Allow buying the same pair multiple times (position
|
||||
stacking).
|
||||
--dmmp, --disable-max-market-positions
|
||||
Disable applying `max_open_trades` during backtest
|
||||
(same as setting `max_open_trades` to a very high
|
||||
number).
|
||||
--enable-protections, --enableprotections
|
||||
Enable protections for backtesting.Will slow
|
||||
backtesting down by a considerable amount, but will
|
||||
include configured protections
|
||||
-e INT, --epochs INT Specify number of epochs (default: 100).
|
||||
--spaces {all,buy,sell,roi,stoploss,trailing,default} [{all,buy,sell,roi,stoploss,trailing,default} ...]
|
||||
Specify which parameters to hyperopt. Space-separated
|
||||
list.
|
||||
--print-all Print all results, not only the best ones.
|
||||
--no-color Disable colorization of hyperopt results. May be
|
||||
useful if you are redirecting output to a file.
|
||||
--print-json Print output in JSON format.
|
||||
-j JOBS, --job-workers JOBS
|
||||
The number of concurrently running jobs for
|
||||
hyperoptimization (hyperopt worker processes). If -1
|
||||
(default), all CPUs are used, for -2, all CPUs but one
|
||||
are used, etc. If 1 is given, no parallel computing
|
||||
code is used at all.
|
||||
--random-state INT Set random state to some positive integer for
|
||||
reproducible hyperopt results.
|
||||
--min-trades INT Set minimal desired number of trades for evaluations
|
||||
in the hyperopt optimization path (default: 1).
|
||||
--hyperopt-loss NAME Specify the class name of the hyperopt loss function
|
||||
class (IHyperOptLoss). Different functions can
|
||||
generate completely different results, since the
|
||||
target for optimization is different. Built-in
|
||||
Hyperopt-loss-functions are:
|
||||
ShortTradeDurHyperOptLoss, OnlyProfitHyperOptLoss,
|
||||
SharpeHyperOptLoss, SharpeHyperOptLossDaily,
|
||||
SortinoHyperOptLoss, SortinoHyperOptLossDaily
|
||||
|
||||
Common arguments:
|
||||
-v, --verbose Verbose mode (-vv for more, -vvv to get all messages).
|
||||
--logfile FILE Log to the file specified. Special values are:
|
||||
'syslog', 'journald'. See the documentation for more
|
||||
details.
|
||||
-V, --version show program's version number and exit
|
||||
-c PATH, --config PATH
|
||||
Specify configuration file (default:
|
||||
`userdir/config.json` or `config.json` whichever
|
||||
exists). Multiple --config options may be used. Can be
|
||||
set to `-` to read config from stdin.
|
||||
-d PATH, --datadir PATH
|
||||
Path to directory with historical backtesting data.
|
||||
--userdir PATH, --user-data-dir PATH
|
||||
Path to userdata directory.
|
||||
|
||||
Strategy arguments:
|
||||
-s NAME, --strategy NAME
|
||||
Specify strategy class name which will be used by the
|
||||
bot.
|
||||
--strategy-path PATH Specify additional strategy lookup path.
|
||||
|
||||
```
|
||||
|
||||
## Prepare Hyperopting
|
||||
|
||||
Before we start digging into Hyperopt, we recommend you to take a look at
|
||||
|
||||
Loading…
Reference in New Issue
Block a user