From e7a23dafbffd43c880a8903863e51bde831cae86 Mon Sep 17 00:00:00 2001
From: wuzhe1234 <46434750+wuzhe1234@users.noreply.github.com>
Date: Thu, 21 Apr 2022 20:50:16 +0800
Subject: [PATCH] Change Power to a NpPairOperator (#1052)

* Change Power to a NpPairOperator

* Change Power to pair operator and use black to format
---
 qlib/data/base.py |  5 +++++
 qlib/data/ops.py  | 46 ++++++++++++++++++++--------------------------
 2 files changed, 25 insertions(+), 26 deletions(-)

diff --git a/qlib/data/base.py b/qlib/data/base.py
index 953c222535..cf32d333f7 100644
--- a/qlib/data/base.py
+++ b/qlib/data/base.py
@@ -112,6 +112,11 @@ def __pow__(self, other):
 
         return Power(self, other)
 
+    def __rpow__(self, other):
+        from .ops import Power  # pylint: disable=C0415
+
+        return Power(other, self)
+
     def __and__(self, other):
         from .ops import And  # pylint: disable=C0415
 
diff --git a/qlib/data/ops.py b/qlib/data/ops.py
index 4fc18e4e50..682be7834f 100644
--- a/qlib/data/ops.py
+++ b/qlib/data/ops.py
@@ -150,32 +150,6 @@ def __init__(self, feature):
         super(Log, self).__init__(feature, "log")
 
 
-class Power(NpElemOperator):
-    """Feature Power
-
-    Parameters
-    ----------
-    feature : Expression
-        feature instance
-
-    Returns
-    ----------
-    Expression
-        a feature instance with power
-    """
-
-    def __init__(self, feature, exponent):
-        super(Power, self).__init__(feature, "power")
-        self.exponent = exponent
-
-    def __str__(self):
-        return "{}({},{})".format(type(self).__name__, self.feature, self.exponent)
-
-    def _load_internal(self, instrument, start_index, end_index, *args):
-        series = self.feature.load(instrument, start_index, end_index, *args)
-        return getattr(np, self.func)(series, self.exponent)
-
-
 class Mask(NpElemOperator):
     """Feature Mask
 
@@ -333,6 +307,26 @@ def _load_internal(self, instrument, start_index, end_index, *args):
         return res
 
 
+class Power(NpPairOperator):
+    """Power Operator
+
+    Parameters
+    ----------
+    feature_left : Expression
+        feature instance
+    feature_right : Expression
+        feature instance
+
+    Returns
+    ----------
+    Feature:
+        The bases in feature_left raised to the exponents in feature_right
+    """
+
+    def __init__(self, feature_left, feature_right):
+        super(Power, self).__init__(feature_left, feature_right, "power")
+
+
 class Add(NpPairOperator):
     """Add Operator