Implement *candle definitions
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@ -30,20 +30,24 @@ All protection end times are rounded up to the next candle to avoid sudden, unex
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| lookback_period | Only trades that completed after `current_time - lookback_period` will be considered. <br>Cannot be used together with `lookback_period_candles`. <br>This setting may be ignored by some Protections. <br> **Datatype:** Float (in minutes)
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| lookback_period | Only trades that completed after `current_time - lookback_period` will be considered. <br>Cannot be used together with `lookback_period_candles`. <br>This setting may be ignored by some Protections. <br> **Datatype:** Float (in minutes)
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| trade_limit | Number of trades required at minimum (not used by all Protections). <br> **Datatype:** Positive integer
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| trade_limit | Number of trades required at minimum (not used by all Protections). <br> **Datatype:** Positive integer
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!!! Note "Durations"
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Durations (`stop_duration*` and `lookback_period*` can be defined in either minutes or candles).
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For more flexibility when testing different timeframes, all below examples will use the "candle" definition.
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#### Stoploss Guard
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#### Stoploss Guard
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`StoplossGuard` selects all trades within `lookback_period` (in minutes), and determines if the amount of trades that resulted in stoploss are above `trade_limit` - in which case trading will stop for `stop_duration`.
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`StoplossGuard` selects all trades within `lookback_period`, and determines if the amount of trades that resulted in stoploss are above `trade_limit` - in which case trading will stop for `stop_duration`.
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This applies across all pairs, unless `only_per_pair` is set to true, which will then only look at one pair at a time.
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This applies across all pairs, unless `only_per_pair` is set to true, which will then only look at one pair at a time.
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The below example stops trading for all pairs for 2 hours (120min) after the last trade if the bot hit stoploss 4 times within the last 24h.
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The below example stops trading for all pairs for 4 candles after the last trade if the bot hit stoploss 4 times within the last 24 candles.
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```json
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```json
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"protections": [
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"protections": [
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{
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{
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"method": "StoplossGuard",
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"method": "StoplossGuard",
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"lookback_period": 1440,
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"lookback_period_candles": 24,
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"trade_limit": 4,
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"trade_limit": 4,
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"stop_duration": 120,
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"stop_duration_candles": 4,
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"only_per_pair": false
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"only_per_pair": false
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}
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}
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],
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],
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@ -57,15 +61,15 @@ The below example stops trading for all pairs for 2 hours (120min) after the las
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`MaxDrawdown` uses all trades within `lookback_period` (in minutes) to determine the maximum drawdown. If the drawdown is below `max_allowed_drawdown`, trading will stop for `stop_duration` (in minutes) after the last trade - assuming that the bot needs some time to let markets recover.
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`MaxDrawdown` uses all trades within `lookback_period` (in minutes) to determine the maximum drawdown. If the drawdown is below `max_allowed_drawdown`, trading will stop for `stop_duration` (in minutes) after the last trade - assuming that the bot needs some time to let markets recover.
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The below sample stops trading for 12 hours (720min) if max-drawdown is > 20% considering all trades within the last 2 days (2880min).
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The below sample stops trading for 12 candles if max-drawdown is > 20% considering all trades within the last 48 candles.
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```json
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```json
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"protections": [
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"protections": [
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{
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{
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"method": "MaxDrawdown",
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"method": "MaxDrawdown",
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"lookback_period": 2880,
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"lookback_period_candles": 48,
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"trade_limit": 20,
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"trade_limit": 20,
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"stop_duration": 720,
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"stop_duration_candles": 12,
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"max_allowed_drawdown": 0.2
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"max_allowed_drawdown": 0.2
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},
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},
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],
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],
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@ -77,13 +81,13 @@ The below sample stops trading for 12 hours (720min) if max-drawdown is > 20% co
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`LowProfitPairs` uses all trades for a pair within `lookback_period` (in minutes) to determine the overall profit ratio.
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`LowProfitPairs` uses all trades for a pair within `lookback_period` (in minutes) to determine the overall profit ratio.
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If that ratio is below `required_profit`, that pair will be locked for `stop_duration` (in minutes).
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If that ratio is below `required_profit`, that pair will be locked for `stop_duration` (in minutes).
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The below example will stop trading a pair for 60 minutes if the pair does not have a required profit of 2% (and a minimum of 2 trades) within the last 6 hours (360min).
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The below example will stop trading a pair for 60 minutes if the pair does not have a required profit of 2% (and a minimum of 2 trades) within the last 6 candles.
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```json
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```json
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"protections": [
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"protections": [
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{
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{
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"method": "LowProfitPairs",
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"method": "LowProfitPairs",
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"lookback_period": 360,
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"lookback_period_candles": 6,
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"trade_limit": 2,
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"trade_limit": 2,
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"stop_duration": 60,
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"stop_duration": 60,
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"required_profit": 0.02
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"required_profit": 0.02
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@ -95,11 +99,13 @@ The below example will stop trading a pair for 60 minutes if the pair does not h
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`CooldownPeriod` locks a pair for `stop_duration` (in minutes) after selling, avoiding a re-entry for this pair for `stop_duration` minutes.
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`CooldownPeriod` locks a pair for `stop_duration` (in minutes) after selling, avoiding a re-entry for this pair for `stop_duration` minutes.
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The below example will stop trading a pair for 2 candles after closing a trade, allowing this pair to "cool down".
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```json
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```json
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"protections": [
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"protections": [
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{
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{
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"method": "CooldownPeriod",
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"method": "CooldownPeriod",
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"stop_duration": 60
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"stop_duration_candle": 2
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}
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}
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],
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],
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```
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```
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@ -113,46 +119,47 @@ The below example will stop trading a pair for 60 minutes if the pair does not h
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All protections can be combined at will, also with different parameters, creating a increasing wall for under-performing pairs.
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All protections can be combined at will, also with different parameters, creating a increasing wall for under-performing pairs.
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All protections are evaluated in the sequence they are defined.
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All protections are evaluated in the sequence they are defined.
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The below example:
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The below example assumes a timeframe of 1 hour:
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* Locks each pair after selling for an additional 10 minutes (`CooldownPeriod`), giving other pairs a chance to get filled.
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* Locks each pair after selling for an additional 5 candles (`CooldownPeriod`), giving other pairs a chance to get filled.
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* Stops trading if the last 2 days had 20 trades, which caused a max-drawdown of more than 20%. (`MaxDrawdown`).
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* Stops trading for 4 hours (`4 * 1h candles`) if the last 2 days (`48 * 1h candles`) had 20 trades, which caused a max-drawdown of more than 20%. (`MaxDrawdown`).
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* Stops trading if more than 4 stoploss occur for all pairs within a 1 day (1440min) limit (`StoplossGuard`).
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* Stops trading if more than 4 stoploss occur for all pairs within a 1 day (`24 * 1h candles`) limit (`StoplossGuard`).
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* Locks all pairs that had 4 Trades within the last 6 hours (`60 * 6 = 360`) with a combined profit ratio of below 0.02 (<2%) (`LowProfitPairs`).
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* Locks all pairs that had 4 Trades within the last 6 hours (`6 * 1h candles`) with a combined profit ratio of below 0.02 (<2%) (`LowProfitPairs`).
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* Locks all pairs for 120 minutes that had a profit of below 0.01 (<1%) within the last 24h (`60 * 24 = 1440`), a minimum of 4 trades.
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* Locks all pairs for 2 candles that had a profit of below 0.01 (<1%) within the last 24h (`24 * 1h candles`), a minimum of 4 trades.
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```json
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```json
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"timeframe": "1h",
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"protections": [
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"protections": [
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{
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{
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"method": "CooldownPeriod",
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"method": "CooldownPeriod",
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"stop_duration": 10
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"stop_duration_candles": 5
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},
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},
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{
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{
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"method": "MaxDrawdown",
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"method": "MaxDrawdown",
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"lookback_period": 2880,
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"lookback_period_candles": 48,
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"trade_limit": 20,
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"trade_limit": 20,
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"stop_duration": 720,
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"stop_duration_candles": 4,
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"max_allowed_drawdown": 0.2
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"max_allowed_drawdown": 0.2
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},
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},
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{
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{
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"method": "StoplossGuard",
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"method": "StoplossGuard",
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"lookback_period": 1440,
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"lookback_period_candles": 24,
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"trade_limit": 4,
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"trade_limit": 4,
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"stop_duration": 120,
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"stop_duration_candles": 2,
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"only_per_pair": false
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"only_per_pair": false
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},
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},
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{
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{
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"method": "LowProfitPairs",
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"method": "LowProfitPairs",
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"lookback_period": 360,
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"lookback_period_candles": 6,
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"trade_limit": 2,
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"trade_limit": 2,
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"stop_duration": 60,
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"stop_duration_candles": 60,
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"required_profit": 0.02
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"required_profit": 0.02
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},
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},
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{
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{
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"method": "LowProfitPairs",
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"method": "LowProfitPairs",
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"lookback_period": 1440,
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"lookback_period_candles": 24,
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"trade_limit": 4,
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"trade_limit": 4,
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"stop_duration": 120,
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"stop_duration_candles": 2,
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"required_profit": 0.01
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"required_profit": 0.01
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}
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}
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],
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],
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@ -170,7 +170,7 @@ def _validate_protections(conf: Dict[str, Any]) -> None:
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f"Please fix the protection {prot.get('method')}"
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f"Please fix the protection {prot.get('method')}"
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)
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)
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if ('lookback_period' in prot and 'lookback_period_candle' in prot):
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if ('lookback_period' in prot and 'lookback_period_candles' in prot):
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raise OperationalException(
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raise OperationalException(
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"Protections must specify either `lookback_period` or `lookback_period_candles`.\n"
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"Protections must specify either `lookback_period` or `lookback_period_candles`.\n"
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f"Please fix the protection {prot.get('method')}"
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f"Please fix the protection {prot.get('method')}"
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@ -4,6 +4,7 @@ from abc import ABC, abstractmethod
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from datetime import datetime, timedelta, timezone
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from datetime import datetime, timedelta, timezone
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from typing import Any, Dict, List, Optional, Tuple
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from typing import Any, Dict, List, Optional, Tuple
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from freqtrade.exchange import timeframe_to_minutes
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from freqtrade.mixins import LoggingMixin
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from freqtrade.mixins import LoggingMixin
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from freqtrade.persistence import Trade
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from freqtrade.persistence import Trade
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@ -23,8 +24,15 @@ class IProtection(LoggingMixin, ABC):
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def __init__(self, config: Dict[str, Any], protection_config: Dict[str, Any]) -> None:
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def __init__(self, config: Dict[str, Any], protection_config: Dict[str, Any]) -> None:
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self._config = config
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self._config = config
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self._protection_config = protection_config
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self._protection_config = protection_config
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self._stop_duration = protection_config.get('stop_duration', 60)
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tf_in_min = timeframe_to_minutes(config['timeframe'])
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self._lookback_period = protection_config.get('lookback_period', 60)
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if 'stop_duration_candles' in protection_config:
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self._stop_duration = (tf_in_min * protection_config.get('stop_duration_candles'))
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else:
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self._stop_duration = protection_config.get('stop_duration', 60)
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if 'lookback_period_candles' in protection_config:
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self._lookback_period = tf_in_min * protection_config.get('lookback_period_candles', 60)
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else:
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self._lookback_period = protection_config.get('lookback_period', 60)
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LoggingMixin.__init__(self, logger)
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LoggingMixin.__init__(self, logger)
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@ -3,9 +3,10 @@ from datetime import datetime, timedelta
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import pytest
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import pytest
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from freqtrade.persistence import PairLocks, Trade
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from freqtrade.strategy.interface import SellType
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from freqtrade import constants
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from freqtrade import constants
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from freqtrade.persistence import PairLocks, Trade
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from freqtrade.plugins.protectionmanager import ProtectionManager
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from freqtrade.strategy.interface import SellType
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from tests.conftest import get_patched_freqtradebot, log_has_re
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from tests.conftest import get_patched_freqtradebot, log_has_re
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@ -49,6 +50,33 @@ def test_protectionmanager(mocker, default_conf):
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assert handler.stop_per_pair('XRP/BTC', datetime.utcnow()) == (False, None, None)
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assert handler.stop_per_pair('XRP/BTC', datetime.utcnow()) == (False, None, None)
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@pytest.mark.parametrize('timeframe,expected,protconf', [
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('1m', [20, 10],
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[{"method": "StoplossGuard", "lookback_period_candles": 20, "stop_duration": 10}]),
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('5m', [100, 15],
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[{"method": "StoplossGuard", "lookback_period_candles": 20, "stop_duration": 15}]),
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('1h', [1200, 40],
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[{"method": "StoplossGuard", "lookback_period_candles": 20, "stop_duration": 40}]),
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('1d', [1440, 5],
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[{"method": "StoplossGuard", "lookback_period_candles": 1, "stop_duration": 5}]),
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('1m', [20, 5],
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[{"method": "StoplossGuard", "lookback_period": 20, "stop_duration_candles": 5}]),
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('5m', [15, 25],
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[{"method": "StoplossGuard", "lookback_period": 15, "stop_duration_candles": 5}]),
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('1h', [50, 600],
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[{"method": "StoplossGuard", "lookback_period": 50, "stop_duration_candles": 10}]),
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('1h', [60, 540],
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[{"method": "StoplossGuard", "lookback_period_candles": 1, "stop_duration_candles": 9}]),
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])
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def test_protections_init(mocker, default_conf, timeframe, expected, protconf):
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default_conf['timeframe'] = timeframe
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default_conf['protections'] = protconf
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man = ProtectionManager(default_conf)
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assert len(man._protection_handlers) == len(protconf)
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assert man._protection_handlers[0]._lookback_period == expected[0]
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assert man._protection_handlers[0]._stop_duration == expected[1]
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@pytest.mark.usefixtures("init_persistence")
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@pytest.mark.usefixtures("init_persistence")
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def test_stoploss_guard(mocker, default_conf, fee, caplog):
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def test_stoploss_guard(mocker, default_conf, fee, caplog):
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default_conf['protections'] = [{
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default_conf['protections'] = [{
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@ -879,11 +879,12 @@ def test_validate_whitelist(default_conf):
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validate_config_consistency(conf)
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validate_config_consistency(conf)
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@pytest.mark.parametrize('protconf,expected', [
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@pytest.mark.parametrize('protconf,expected', [
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([], None),
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([], None),
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([{"method": "StoplossGuard", "lookback_period": 2000, "stop_duration_candles": 10}], None),
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([{"method": "StoplossGuard", "lookback_period": 2000, "stop_duration_candles": 10}], None),
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([{"method": "StoplossGuard", "lookback_period_candle": 20, "stop_duration": 10}], None),
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([{"method": "StoplossGuard", "lookback_period_candles": 20, "stop_duration": 10}], None),
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([{"method": "StoplossGuard", "lookback_period_candle": 20, "lookback_period": 2000,
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([{"method": "StoplossGuard", "lookback_period_candles": 20, "lookback_period": 2000,
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"stop_duration": 10}], r'Protections must specify either `lookback_period`.*'),
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"stop_duration": 10}], r'Protections must specify either `lookback_period`.*'),
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([{"method": "StoplossGuard", "lookback_period": 20, "stop_duration": 10,
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([{"method": "StoplossGuard", "lookback_period": 20, "stop_duration": 10,
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"stop_duration_candles": 10}], r'Protections must specify either `stop_duration`.*'),
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"stop_duration_candles": 10}], r'Protections must specify either `stop_duration`.*'),
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