Disable warnings originating from scipy

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余生分开走
余生分开走 2021-01-05 06:29

As I integrate a function at different parameter values, I often encounter errors like:

 lsoda--  warning..internal t (=r1) and h (=r2) are
   such that in t         


        
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  • 2021-01-05 07:24

    Using J.F. Sebastian's stdout_redirected, you could redirect stdout at the file descriptor level to os.devnull.

    with stdout_redirected():
        soln2 = integrate.odeint(f, y2, t2, mxstep = 5000)
    

    Outside of the with-statement, stdout still gets printed. Inside the with-suite, stdout is suppressed.

    For example, here is Caeiro's odeint example whose lsoda warnings are suppressed with stdout_redirected.

    import os
    import sys
    import contextlib
    import numpy as np
    import scipy.integrate as integrate
    from numpy import pi
    
    def fileno(file_or_fd):
        fd = getattr(file_or_fd, 'fileno', lambda: file_or_fd)()
        if not isinstance(fd, int):
            raise ValueError("Expected a file (`.fileno()`) or a file descriptor")
        return fd
    
    @contextlib.contextmanager
    def stdout_redirected(to=os.devnull, stdout=None):
        """
        https://stackoverflow.com/a/22434262/190597 (J.F. Sebastian)
        """
        if stdout is None:
           stdout = sys.stdout
    
        stdout_fd = fileno(stdout)
        # copy stdout_fd before it is overwritten
        #NOTE: `copied` is inheritable on Windows when duplicating a standard stream
        with os.fdopen(os.dup(stdout_fd), 'wb') as copied: 
            stdout.flush()  # flush library buffers that dup2 knows nothing about
            try:
                os.dup2(fileno(to), stdout_fd)  # $ exec >&to
            except ValueError:  # filename
                with open(to, 'wb') as to_file:
                    os.dup2(to_file.fileno(), stdout_fd)  # $ exec > to
            try:
                yield stdout # allow code to be run with the redirected stdout
            finally:
                # restore stdout to its previous value
                #NOTE: dup2 makes stdout_fd inheritable unconditionally
                stdout.flush()
                os.dup2(copied.fileno(), stdout_fd)  # $ exec >&copied
    
    
    #Constants and parameters
    alpha=1/137.
    k=1.e-9     
    T=40.    
    V= 6.e-6
    r = 6.9673e12
    u = 1.51856e7
    
    #defining dy/dt's
    def f(y, t):
           A, B, C, D, E = y
           # the model equations
           f0 = 1.519e21*(-2*k/T*(k - (alpha/pi)*(B+V))*A) 
           f1 = ((3*B**2 + 3*C**2 + 6*B*C + 2*pi**2*B*T + pi**2*T**2)**-1
                 *(-f0*alpha/(3*pi**3) - 2*r*(B**3 + 3*B*C**2 + pi**2*T**2*B) 
                   - u*(D**3 - E**3)))
           f2 = u*(D**3 - E**3)/(3*C**2)
           f3 = -u*(D**3 - E**3)/(3*D**2)
           f4 = u*(D**3 - E**3)/(3*E**2) + r*(B**3 + 3*B*C**2 + pi**2*T**2*B)/(3*E**2)
           return [f0, f1, f2, f3, f4]
    
    
    t  = np.linspace(1e-15, 1e-10, 1000000)   # time grid
    y2 = [2e13, 0, 50, 50, 25]
    t2  = np.linspace(1.e-10, 1.e-5, 1000000)  
    
    with stdout_redirected():
        soln2 = integrate.odeint(f, y2, t2, mxstep = 5000)
    

    The warnings which lsoda writes to stdout are suppressed.

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