【问题标题】:tplquad: TypeError: 'float' object is not callabletplquad:TypeError:“float”对象不可调用
【发布时间】:2015-04-12 18:20:09
【问题描述】:

我正在尝试运行此代码,但标题中出现错误。我查找了有关 tplquad 的文档和示例,但我无法理解我的问题。非常感谢您!

这是我的代码:

from numpy import *
from pylab import *

import matplotlib.pyplot as plt
from mpl_toolkits.mplot3d import Axes3D
from math import *
from scipy.integrate import quad,dblquad,tplquad
from scipy.integrate import nquad

fig_width = 6.
fig_height = fig_width*0.75
fig_size =  [fig_width,fig_height]
params = {'backend': 'TkAgg',
          'axes.labelsize': 30,
          'text.fontsize': 20,
          'title.fontsize': 20,
          'legend.fontsize': 20,
          'xtick.labelsize': 20,
          'ytick.labelsize': 20,
          'text.usetex': False,
          'font.family': 'sans-serif',
          'figure.figsize': fig_size}
rcParams.update(params)

pi=3.14
pt_T=3.
#T=0.47
thetaP= -pi
precision=5
y=0


M_T=linspace(1.,7.,precision)
integral1d=[0]*precision


#chi now is def with a plus instead of the minus in the article
def chi(thetap1,p1,thetaP,T,M_T):
    return abs((2*p1*T*sqrt(pt_T**2+(M_T**2+pt_T**2)*sinh(y)**2)*sin(thetaP)*sin(thetap1))**2 - (2*p1*T*(sqrt(M_T**2+pt_T**2)*cosh(y)- sqrt(pt_T**2+(M_T**2+pt_T**2)*sinh(y)**2)*cos(thetaP) *cos(thetap1) )-(T**2)* M_T**2)**2)+1

def p1max(thetaP, thetap1,T,M_T):
    return (M_T**2)*T/(2*(sqrt(M_T**2+pt_T**2)*cosh(y)- sqrt(pt_T**2+(M_T**2+pt_T**2))*sinh(y)**2*cos(thetaP-thetap1)))-0.1

def p1min(thetaP, thetap1,T,M_T):
    #NOT SURE ABOUT THE T AT DENOMINATOR
    return (M_T**2)*T/(2*(sqrt(M_T**2+pt_T**2)*cosh(y)- sqrt(pt_T**2+(M_T**2+pt_T**2))*sinh(y)**2*cos(thetaP+thetap1))) +0.1

def integral(thetaP,T,M_T): 
    area =dblquad(lambda p1, thetap1: 5*(1/(18*pi**5))*sin(thetap1)*(p1/(sqrt(chi(thetap1,p1,thetaP,T,M_T))))*(1/(exp(p1/T) + 1))*(1/(exp((sqrt(M_T**2 + pt_T**2)*cosh(y) - p1/T) +1))) , -pi+0.1, -0.1, lambda p1: p1min(thetaP, p1,T,M_T), lambda p1: p1max(thetaP,p1,T,M_T))  #CHANGE   1., lambda p1:10.)
    return area[0]

def integrand(M_T, p1,thetap1,T):
    return pt_T*T*2*pi*5*(1/(18*pi**5))*sin(thetap1)*(p1/(sqrt(chi(thetap1,p1,thetaP,T,M_T))))*(1/(exp(p1/T) + 1))*(1/(exp((sqrt(M_T**2 + pt_T**2)*cosh(y) - p1/T) +1)))


def formula151(M_T):
    area =tplquad(lambda  p1, thetap1,T:  pt_T*T*2*pi*5*(1/(18*pi**5))*sin(thetap1)*(p1/(sqrt(chi(thetap1,p1,thetaP,T,M_T))))*(1/(exp(p1/T) + 1))*(1/(exp((sqrt(M_T**2 + pt_T**2)*cosh(y) - p1/T) +1))) ,0.333, 20./3,lambda thetap1: -pi+0.1, -0.1, lambda thetap1, p1: p1min(thetaP, p1,T,M_T),lambda thetap1,p1: p1max(thetaP,p1,T,M_T) ) 
    return area[0]


#solving the integral
for ind in range(0, precision):
    integral1d[ind]=formula151( M_T[ind])
    print integral1d[ind]



plot(M_T,integral1d)
xlabel('M/T')
ylabel('prod rate')
title('thetaP =-3.12')
plt.yscale('log')
#plt.xscale('log')
show()

错误来自第 57 行,其中使用了 tplquad,完整的回溯是

---------------------------------------------------------------------------
TypeError                                 Traceback (most recent call last)
/usr/lib/python2.7/dist-packages/IPython/utils/py3compat.pyc in execfile(fname, *where)
    202             else:
    203                 filename = fname
--> 204             __builtin__.execfile(filename, *where)

/home/chiara/Scrivania/formula15a.py in <module>()
     61 #solving the integral
     62 for ind in range(0, precision):
---> 63         integral1d[ind]=formula151( M_T[ind])
     64         print integral1d[ind]
     65 

/home/chiara/Scrivania/formula15a.py in formula151(M_T)
     55 
     56 def formula151(M_T):
---> 57         area =tplquad(lambda  p1, thetap1,T:  pt_T*T*2*pi*5*(1/(18*pi**5))*sin(thetap1)*(p1/(sqrt(chi(thetap1,p1,thetaP,T,M_T))))*(1/(exp(p1/T) + 1))*(1/(exp((sqrt(M_T**2 + pt_T**2)*cosh(y) - p1/T) +1))) ,0.333, 20./3,lambda thetap1: -pi+0.1, -0.1, lambda thetap1, p1: p1min(thetaP, p1,T,M_T),lambda thetap1,p1: p1max(thetaP,p1,T,M_T) )
     58         return area[0]
     59 

/usr/lib/python2.7/dist-packages/scipy/integrate/quadpack.pyc in tplquad(func, a, b, gfun, hfun, qfun, rfun, args, epsabs, epsrel)
    498 
    499     """
--> 500     return dblquad(_infunc2,a,b,gfun,hfun,(func,qfun,rfun,args),epsabs=epsabs,epsrel=epsrel)
    501 
    502 

/usr/lib/python2.7/dist-packages/scipy/integrate/quadpack.pyc in dblquad(func, a, b, gfun, hfun, args, epsabs, epsrel)
    433 
    434     """
--> 435     return quad(_infunc,a,b,(func,gfun,hfun,args),epsabs=epsabs,epsrel=epsrel)
    436 
    437 

/usr/lib/python2.7/dist-packages/scipy/integrate/quadpack.pyc in quad(func, a, b, args, full_output, epsabs, epsrel, limit, points, weight, wvar, wopts, maxp1, limlst)
    252         args = (args,)
    253     if (weight is None):
--> 254         retval = _quad(func,a,b,args,full_output,epsabs,epsrel,limit,points)
    255     else:
    256         retval = _quad_weight(func,a,b,args,full_output,epsabs,epsrel,limlst,limit,maxp1,weight,wvar,wopts)

/usr/lib/python2.7/dist-packages/scipy/integrate/quadpack.pyc in _quad(func, a, b, args, full_output, epsabs, epsrel, limit, points)
    317     if points is None:
    318         if infbounds == 0:
--> 319             return _quadpack._qagse(func,a,b,args,full_output,epsabs,epsrel,limit)
    320         else:
    321             return _quadpack._qagie(func,bound,infbounds,args,full_output,epsabs,epsrel,limit)

/usr/lib/python2.7/dist-packages/scipy/integrate/quadpack.pyc in _infunc(x, func, gfun, hfun, more_args)
    379 def _infunc(x,func,gfun,hfun,more_args):
    380     a = gfun(x)
--> 381     b = hfun(x)
    382     myargs = (x,) + more_args
    383     return quad(func,a,b,args=myargs)[0]

TypeError: 'float' object is not callable

注意:函数“integral”和“integrand”已定义但最终没有使用......我只是把它们留在那里

【问题讨论】:

  • 哪一行包含错误?你能显示完整的Traceback
  • 对不起...我用错误行和回溯编辑了问题!
  • @MarkDickinson 我刚刚尝试了您的建议,但随后出现此错误:TypeError: tplquad() 需要至少 7 个参数(给定 6 个)
  • 您可能不应该将所有这些回调和巨大的表达式塞进一行。尝试将这些巨大的表达式分解成有意义的部分,并为这些部分定义临时变量;它会让事情更容易阅读和调试。
  • 真的想让pi成为3.14吗?您已经导入了 3 次更好的近似值! (来自mathnumpypylab 中的每一个,尽管pipylab 对象与numpy 的对象相同。)

标签: python scipy integrate


【解决方案1】:

scipy.integratedocstplquad(计算三重积分的数值近似)的签名是:

scipy.integrate.tplquad(func, a, b, gfun, hfun, qfun, rfun, args=(), epsabs=1.49e-08, epsrel=1.49e-08)

其中func 是要积分的三个变量的函数,ab 是外部积分的浮点极限,gfunhfun 是一个变量的函数,给出了极限中间积分,qfunrfun 是两个变量的函数,给出了最内层积分的极限。

在我重新格式化您的代码以使其更具可读性之前,我很难弄清楚发生了什么。这是您对tplquad 的电话,已重新格式化以缩短行长:

area = tplquad(
    lambda p1, thetap1, T: (
        pt_T*T*2*pi*5*(1/(18*pi**5))*sin(thetap1)*
        (p1/(sqrt(chi(thetap1,p1,thetaP,T,M_T))))*
        (1/(exp(p1/T) + 1))*
        (1/(exp((sqrt(M_T**2 + pt_T**2)*cosh(y) - p1/T) + 1)))
    ),
    0.333,  # a
    20./3,  # b
    lambda thetap1: -pi + 0.1,  # gfun
    -0.1,                       # hfun
    lambda thetap1, p1: p1min(thetaP, p1, T, M_T),  # qfun
    lambda thetap1, p1: p1max(thetaP, p1, T, M_T),  # rfun
)

(正如@user2357112 建议的那样,将这些lambda 表达式从调用中拉出并将它们定义为单独的函数也有助于提高可读性。特别是,如果您为被积函数定义单独的函数,您将能够一块一块地计算,不需要把一个巨大的表达式放在一行上。)

重新格式化后,更容易看出问题所在:在您对tplquad 的调用中,您将常量-0.1 传递给hfun。那是行不通的:在数学中,可以(ab)使用一个常数值来表示一个常数函数,但是编程语言(以及一些数学家)往往会更加挑剔:你将需要这里有一个实际的功能。将-0.1 替换为lambda thetap1: -0.1

顺便说一句,我也有点怀疑你在这里的可变订单。文档页面说,虽然被积函数的输入顺序应该是(z, y, x),但gfunhfun 应该是x 的函数,而qfunrfun 应该是(x, y) 的函数(以该顺序)。这似乎与你所拥有的不匹配。

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