Files
catalyst/zipline/utils/math_utils.py
T
Eddie Hebert 16fd6681a6 ENH: Rewrite of Zipline to use lazy access pattern
More documentation to follow in release notes.

Based on lazy-mainline branch, see for more details.

Also-By: Jean Bredeche <jean@quantopian.com>
Also-By: Andrew Liang <aliang@quantopian.com>
Also-By: Abhijeet Kalyan <akalyan@quantopian.com>
2016-04-04 16:12:58 -04:00

54 lines
1.4 KiB
Python

#
# Copyright 2013 Quantopian, Inc.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
import math
def tolerant_equals(a, b, atol=10e-7, rtol=10e-7):
return math.fabs(a - b) <= (atol + rtol * math.fabs(b))
try:
# fast versions
import bottleneck as bn
nanmean = bn.nanmean
nanstd = bn.nanstd
nansum = bn.nansum
nanmax = bn.nanmax
nanmin = bn.nanmin
nanargmax = bn.nanargmax
nanargmin = bn.nanargmin
except ImportError:
# slower numpy
import numpy as np
nanmean = np.nanmean
nanstd = np.nanstd
nansum = np.nansum
nanmax = np.nanmax
nanmin = np.nanmin
nanargmax = np.nanargmax
nanargmin = np.nanargmin
def round_if_near_integer(a, epsilon=1e-4):
"""
Round a to the nearest integer if that integer is within an epsilon
of a.
"""
if abs(a - round(a)) <= epsilon:
return round(a)
else:
return a