Merge pull request #7428 from freqtrade/informative_freqai

Informative freqai

freqtrade/strategy/interface.py

@@ -613,6 +613,22 @@ class IStrategy(ABC, HyperStrategyMixin):
 # END - Intended to be overridden by strategy
 ###
 
+    def __informative_pairs_freqai(self) -> ListPairsWithTimeframes:
+        """
+        Create informative-pairs needed for FreqAI
+        """
+        if self.config.get('freqai', {}).get('enabled', False):
+            whitelist_pairs = self.dp.current_whitelist()
+            candle_type = self.config.get('candle_type_def', CandleType.SPOT)
+            corr_pairs = self.config["freqai"]["feature_parameters"]["include_corr_pairlist"]
+            informative_pairs = []
+            for tf in self.config["freqai"]["feature_parameters"]["include_timeframes"]:
+                for pair in set(whitelist_pairs + corr_pairs):
+                    informative_pairs.append((pair, tf, candle_type))
+            return informative_pairs
+
+        return []
+
     def gather_informative_pairs(self) -> ListPairsWithTimeframes:
         """
         Internal method which gathers all informative pairs (user or automatically defined).
@@ -637,6 +653,7 @@ class IStrategy(ABC, HyperStrategyMixin):
             else:
                 for pair in self.dp.current_whitelist():
                     informative_pairs.append((pair, inf_data.timeframe, candle_type))
+        informative_pairs.extend(self.__informative_pairs_freqai())
         return list(set(informative_pairs))
 
     def get_strategy_name(self) -> str:

freqtrade/templates/FreqaiExampleStrategy.py

@@ -47,19 +47,6 @@ class FreqaiExampleStrategy(IStrategy):
     std_dev_multiplier_sell = CategoricalParameter(
         [0.1, 0.25, 0.4], space="sell", default=0.2, optimize=True)
 
-    def informative_pairs(self):
-        whitelist_pairs = self.dp.current_whitelist()
-        corr_pairs = self.config["freqai"]["feature_parameters"]["include_corr_pairlist"]
-        informative_pairs = []
-        for tf in self.config["freqai"]["feature_parameters"]["include_timeframes"]:
-            for pair in whitelist_pairs:
-                informative_pairs.append((pair, tf))
-            for pair in corr_pairs:
-                if pair in whitelist_pairs:
-                    continue  # avoid duplication
-                informative_pairs.append((pair, tf))
-        return informative_pairs
-
     def populate_any_indicators(
         self, pair, df, tf, informative=None, set_generalized_indicators=False
     ):

freqtrade/templates/FreqaiHybridExampleStrategy.py

@@ -95,20 +95,6 @@ class FreqaiExampleHybridStrategy(IStrategy):
     short_rsi = IntParameter(low=51, high=100, default=70, space='sell', optimize=True, load=True)
     exit_short_rsi = IntParameter(low=1, high=50, default=30, space='buy', optimize=True, load=True)
 
-    # FreqAI required function, leave as is or add additional informatives to existing structure.
-    def informative_pairs(self):
-        whitelist_pairs = self.dp.current_whitelist()
-        corr_pairs = self.config["freqai"]["feature_parameters"]["include_corr_pairlist"]
-        informative_pairs = []
-        for tf in self.config["freqai"]["feature_parameters"]["include_timeframes"]:
-            for pair in whitelist_pairs:
-                informative_pairs.append((pair, tf))
-            for pair in corr_pairs:
-                if pair in whitelist_pairs:
-                    continue  # avoid duplication
-                informative_pairs.append((pair, tf))
-        return informative_pairs
-
     # FreqAI required function, user can add or remove indicators, but general structure
     # must stay the same.
     def populate_any_indicators(