Change config parameter names to improve clarity and consistency throughout the code (!!breaking change, please check discord support channel for migration instructions or review templates/FreqaiExampleStrategy.py config_examples/config_freqai_futures.example.json file changes!!)
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@@ -56,9 +56,9 @@ class FreqaiExampleStrategy(IStrategy):
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def informative_pairs(self):
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whitelist_pairs = self.dp.current_whitelist()
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corr_pairs = self.config["freqai"]["corr_pairlist"]
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corr_pairs = self.config["freqai"]["feature_parameters"]["include_corr_pairlist"]
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informative_pairs = []
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for tf in self.config["freqai"]["timeframes"]:
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for tf in self.config["freqai"]["feature_parameters"]["include_timeframes"]:
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for pair in whitelist_pairs:
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informative_pairs.append((pair, tf))
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for pair in corr_pairs:
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@@ -93,7 +93,7 @@ class FreqaiExampleStrategy(IStrategy):
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informative = self.dp.get_pair_dataframe(pair, tf)
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# first loop is automatically duplicating indicators for time periods
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for t in self.freqai_info["feature_parameters"]["indicator_periods"]:
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for t in self.freqai_info["feature_parameters"]["indicator_periods_candles"]:
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t = int(t)
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informative[f"%-{coin}rsi-period_{t}"] = ta.RSI(informative, timeperiod=t)
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@@ -123,8 +123,6 @@ class FreqaiExampleStrategy(IStrategy):
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)
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informative[f"%-{coin}roc-period_{t}"] = ta.ROC(informative, timeperiod=t)
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macd = ta.MACD(informative, timeperiod=t)
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informative[f"%-{coin}macd-period_{t}"] = macd["macd"]
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informative[f"%-{coin}relative_volume-period_{t}"] = (
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informative["volume"] / informative["volume"].rolling(t).mean()
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@@ -136,7 +134,7 @@ class FreqaiExampleStrategy(IStrategy):
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indicators = [col for col in informative if col.startswith("%")]
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# This loop duplicates and shifts all indicators to add a sense of recency to data
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for n in range(self.freqai_info["feature_parameters"]["shift"] + 1):
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for n in range(self.freqai_info["feature_parameters"]["include_shifted_candles"] + 1):
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if n == 0:
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continue
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informative_shift = informative[indicators].shift(n)
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@@ -161,8 +159,8 @@ class FreqaiExampleStrategy(IStrategy):
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# needs to be used such as templates/CatboostPredictionMultiModel.py
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df["&-s_close"] = (
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df["close"]
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.shift(-self.freqai_info["feature_parameters"]["period"])
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.rolling(self.freqai_info["feature_parameters"]["period"])
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.shift(-self.freqai_info["feature_parameters"]["label_period_candles"])
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.rolling(self.freqai_info["feature_parameters"]["label_period_candles"])
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.mean()
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/ df["close"]
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- 1
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@@ -179,7 +177,7 @@ class FreqaiExampleStrategy(IStrategy):
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# indicated by the user in the configuration file.
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# All indicators must be populated by populate_any_indicators() for live functionality
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# to work correctly.
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for tf in self.freqai_info["timeframes"]:
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for tf in self.freqai_info["feature_parameters"]["include_timeframes"]:
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dataframe = self.populate_any_indicators(
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metadata,
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self.pair,
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@@ -189,7 +187,7 @@ class FreqaiExampleStrategy(IStrategy):
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set_generalized_indicators=sgi,
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)
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sgi = False
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for pair in self.freqai_info["corr_pairlist"]:
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for pair in self.freqai_info["feature_parameters"]["include_corr_pairlist"]:
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if metadata["pair"] in pair:
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continue # do not include whitelisted pair twice if it is in corr_pairlist
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dataframe = self.populate_any_indicators(
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