pyewjn/pynam/noise/zeta.py
Deepak Mallubhotla 6231ecc203
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feat!: big breaking change set
2022-03-28 18:51:52 -05:00

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Python

import pynam.util
from typing import Callable
import numpy as np
SMALL_X_BOUNDARY = 1e3
def get_zeta_p_integrand(
eps: Callable[[float], complex]
) -> Callable[[float, float], complex]:
"""Gets the integrand function zeta_p_integrand(u, y).
Returns zeta_p_integrand(u, y), a complex valued function of two momenta in units of vacuum wavelength.
:param eps:
:return:
"""
def zeta_p_integrand(y: float, u: float) -> complex:
"""
Here y and u are in units of vacuum wavelength, coming from Ford-Weber / from the EWJN noise expressions.
:param u:
:param y:
:return:
"""
u2 = u**2
y2 = y**2
k2 = u2 + y2
k = np.sqrt(k2)
eps_value = eps(k)
term_1 = y2 / (eps_value - k2)
term_2 = u2 / eps_value
return (term_1 + term_2) / k2
return zeta_p_integrand
def get_zeta_p_function(eps: Callable[[float], complex]):
def integrand1_small_x(x: float, u: float) -> complex:
u2 = u**2
x2 = x**2
eps_value = eps(u * np.sqrt(1 + x**2))
return (x2 / (eps_value - 1 - x2)) / ((1 + x2) * u2)
def integrand1_big_x(x: float, u: float) -> complex:
u2 = u**2
x2 = x**2
eps_value = eps(u * x)
return 1 / ((eps_value - x2) * u2)
# 1 / (eps(u * sqrt(1 + x^2))) * 1 / (1 + x^2)
def integrand2_small_x(x: float, u: float) -> complex:
x2 = x**2
eps_value = eps(u * np.sqrt(1 + x**2))
return 1 / (eps_value * (1 + x2))
def integrand2_big_x(x: float, u: float) -> complex:
x2 = x**2
eps_value = eps(u * x)
return 1 / (eps_value * x2)
def zeta_p(u: float) -> complex:
# zeta_p_integrand = get_zeta_p_integrand(eps)
i1_small = pynam.util.complex_quad(
lambda x: integrand1_small_x(x, u), 0, SMALL_X_BOUNDARY, epsabs=1e-12
)
i1_big = pynam.util.complex_quad(
lambda x: integrand1_big_x(x, u), SMALL_X_BOUNDARY, np.inf, epsabs=1e-12
)
i2_small = pynam.util.complex_quad(
lambda x: integrand2_small_x(x, u), 0, SMALL_X_BOUNDARY, epsabs=1e-12
)
i2_big = pynam.util.complex_quad(
lambda x: integrand2_big_x(x, u), SMALL_X_BOUNDARY, np.inf, epsabs=1e-12
)
integral = sum(term[0] for term in [i1_small, i2_small, i1_big, i2_big])
return integral * 2j * u
return zeta_p