kte b d Z ddlZddlZddlZddlZddlmZ dgZ G d dej
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Abstract base class for the various polynomial Classes.
The ABCPolyBase class provides the methods needed to implement the common API
for the various polynomial classes. It operates as a mixin, but uses the
abc module from the stdlib, hence it is only available for Python >= 2.6.
N ) polyutils ABCPolyBasec
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ABCPolyBase provides the standard Python numerical methods
'+', '-', '*', '//', '%', 'divmod', '**', and '()' along with the
methods listed below.
.. versionadded:: 1.9.0
Parameters
----------
coef : array_like
Series coefficients in order of increasing degree, i.e.,
``(1, 2, 3)`` gives ``1*P_0(x) + 2*P_1(x) + 3*P_2(x)``, where
``P_i`` is the basis polynomials of degree ``i``.
domain : (2,) array_like, optional
Domain to use. The interval ``[domain[0], domain[1]]`` is mapped
to the interval ``[window[0], window[1]]`` by shifting and scaling.
The default value is the derived class domain.
window : (2,) array_like, optional
Window, see domain for its use. The default value is the
derived class window.
symbol : str, optional
Symbol used to represent the independent variable in string
representations of the polynomial expression, e.g. for printing.
The symbol must be a valid Python identifier. Default value is 'x'.
.. versionadded:: 1.24
Attributes
----------
coef : (N,) ndarray
Series coefficients in order of increasing degree.
domain : (2,) ndarray
Domain that is mapped to window.
window : (2,) ndarray
Window that domain is mapped to.
symbol : str
Symbol representing the independent variable.
Class Attributes
----------------
maxpower : int
Maximum power allowed, i.e., the largest number ``n`` such that
``p(x)**n`` is allowed. This is to limit runaway polynomial size.
domain : (2,) ndarray
Default domain of the class.
window : (2,) ndarray
Default window of the class.
Nd u ⁰ ¹ ² ³u ⁴u ⁵u ⁶u ⁷u ⁸u ⁹)
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_fromrootszABCPolyBase._fromroots r! r c t | j t |j k rdS t j | j |j k sdS dS )aG Check if coefficients match.
.. versionadded:: 1.6.0
Parameters
----------
other : class instance
The other class must have the ``coef`` attribute.
Returns
-------
bool : boolean
True if the coefficients are the same, False otherwise.
FT)lencoefnpallr others r has_samecoefzABCPolyBase.has_samecoef sI ty>>S__ , ,5 UZ/00 54r c F t j | j |j k S )a? Check if domains match.
.. versionadded:: 1.6.0
Parameters
----------
other : class instance
The other class must have the ``domain`` attribute.
Returns
-------
bool : boolean
True if the domains are the same, False otherwise.
)rR rS r rT s r has_samedomainzABCPolyBase.has_samedomain vdkU\1222r c F t j | j |j k S )a? Check if windows match.
.. versionadded:: 1.6.0
Parameters
----------
other : class instance
The other class must have the ``window`` attribute.
Returns
-------
bool : boolean
True if the windows are the same, False otherwise.
)rR rS r# rT s r has_samewindowzABCPolyBase.has_samewindow rY r c , t || j S )a Check if types match.
.. versionadded:: 1.7.0
Parameters
----------
other : object
Class instance.
Returns
-------
bool : boolean
True if other is same class as self
)
isinstance __class__rT s r has_sametypezABCPolyBase.has_sametype s % 000r c t |t rt || j st d t j | j |j k st d t j | j |j k st d | j |j k rt d |j
S |S )a Interpret other as polynomial coefficients.
The `other` argument is checked to see if it is of the same
class as self with identical domain and window. If so,
return its coefficients, otherwise return `other`.
.. versionadded:: 1.9.0
Parameters
----------
other : anything
Object to be checked.
Returns
-------
coef
The coefficients of`other` if it is a compatible instance,
of ABCPolyBase, otherwise `other`.
Raises
------
TypeError
When `other` is an incompatible instance of ABCPolyBase.
zPolynomial types differzDomains differzWindows differzPolynomial symbols differ) r] r r^ TypeErrorrR rS r r# r
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LJ!8!84!8!H!HJJK!8!8!D!8!I!IKK ,,QlCCH3 #11x11AvvtDzz LL 775>>DD D1DK11$1111r c | j }| j |d< | j |d< | j |d< | j |d< |S )NrQ r r# r )__dict__copyrQ r r# r )r rets r __getstate__zABCPolyBase.__getstate__ sh m ""inn&&F ((**H
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r c t j | j | j \ }}|||z z }| || j S r )rh r r r# r8 rQ )r argrH r= s r __call__zABCPolyBase.__call__ s> ;t{DK88SCGmyydi(((r c * t | j S r )iterrQ r s r __iter__zABCPolyBase.__iter__ s DI r c * t | j S r )rP rQ r s r __len__zABCPolyBase.__len__ s 49~~ r c \ | | j | j | j | j S r r^ rQ r r# r r s r __neg__zABCPolyBase.__neg__ s+ ~~
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r c | S r r r s r __pos__zABCPolyBase.__pos__ s r c | | } | | j | }n# t $ r
t cY S w xY w| || j | j | j S r ) rc r* rQ ExceptionNotImplementedr^ r r# r r rU othercoefrQ s r __add__zABCPolyBase.__add__ v **511 "99TY 22DD " " "! ! ! ! "~~dDKdkJJJ 3 AAc | | } | | j | }n# t $ r
t cY S w xY w| || j | j | j S r ) rc r, rQ r r r^ r r# r r s r __sub__zABCPolyBase.__sub__ r r c | | } | | j | }n# t $ r
t cY S w xY w| || j | j | j S r ) rc r. rQ r r r^ r r# r r s r __mul__zABCPolyBase.__mul__# r r c t |t j rt |t r0t dt | dt | d | | S )Nz&unsupported types for true division: 'z', '')r] r Numberboolra type __floordiv__rT s r __truediv__zABCPolyBase.__truediv__+ s % 00 Jud4K4K 3JJ3 3$(KK3 3 3
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__divmod__r r rU ress r r zABCPolyBase.__floordiv__6 , ooe$$ . J1v
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rc r0 rQ ZeroDivisionErrorr r r^ r r# r )r rU r quorems r r zABCPolyBase.__divmod__B s **511 "yyI66HC " " "! ! ! ! "nnS$+t{DKHHnnS$+t{DKHHCxs 6 AAc | | j || j }| || j | j | j }|S )N)r4 )r5 rQ r4 r^ r r# r )r rU rQ r s r __pow__zABCPolyBase.__pow__N s? yyEDMyBBnnT4; T[II
r c | || j }n# t $ r
t cY S w xY w| || j | j | j S r )r* rQ r r r^ r r# r r rU rQ s r __radd__zABCPolyBase.__radd__S c "99UDI..DD " " "! ! ! ! "~~dDKdkJJJ 22c | || j }n# t $ r
t cY S w xY w| || j | j | j S r )r, rQ r r r^ r r# r r s r __rsub__zABCPolyBase.__rsub__Z r r c | || j }n# t $ r
t cY S w xY w| || j | j | j S r )r. rQ r r r^ r r# r r s r __rmul__zABCPolyBase.__rmul__a r r c , | | S r )
__rfloordiv__rT s r __rdiv__zABCPolyBase.__rdiv__h s !!%(((r c t S r )r rT s r __rtruediv__zABCPolyBase.__rtruediv__l s
r c R | | }|t u r|S |d S r __rdivmod__r r s r r zABCPolyBase.__rfloordiv__q . u%% . J1v
r c R | | }|t u r|S |d S r r r s r __rmod__zABCPolyBase.__rmod__w r r c ( | || j \ }}n!# t $ r t $ r
t cY S w xY w| || j | j | j }| || j | j | j }||fS r ) r0 rQ r r r r^ r r# r )r rU r r s r r zABCPolyBase.__rdivmod__} s "yy 22HC " " "! ! ! ! "nnS$+t{DKHHnnS$+t{DKHHCxs ! ??c P t || j ot j | j |j k omt j | j |j k oK| j j |j j k o1t j | j |j k o| j |j k }|S r ) r] r^ rR rS r r# rQ shaper r s r __eq__zABCPolyBase.__eq__ s % 00 -vdkU\122-vdkU\122- 5:#33- vdi5:-.. -
u|+
r c . | | S r )r rT s r __ne__zABCPolyBase.__ne__ s ;;u%%%%r c Z | | j | j | j | j S )zoReturn a copy.
Returns
-------
new_series : series
Copy of self.
r r s r r zABCPolyBase.copy s$ ~~didk4;OOOr c & t | dz
S )u The degree of the series.
.. versionadded:: 1.5.0
Returns
-------
degree : int
Degree of the series, one less than the number of coefficients.
Examples
--------
Create a polynomial object for ``1 + 7*x + 4*x**2``:
>>> poly = np.polynomial.Polynomial([1, 7, 4])
>>> print(poly)
1.0 + 7.0·x + 4.0·x²
>>> poly.degree()
2
Note that this method does not check for non-zero coefficients.
You must trim the polynomial to remove any trailing zeroes:
>>> poly = np.polynomial.Polynomial([1, 7, 0])
>>> print(poly)
1.0 + 7.0·x + 0.0·x²
>>> poly.degree()
2
>>> poly.trim().degree()
1
r )rP r s r degreezABCPolyBase.degree s B 4yy1} r c 2 | |dz S )a Truncate series to the given degree.
Reduce the degree of the series to `deg` by discarding the
high order terms. If `deg` is greater than the current degree a
copy of the current series is returned. This can be useful in least
squares where the coefficients of the high degree terms may be very
small.
.. versionadded:: 1.5.0
Parameters
----------
deg : non-negative int
The series is reduced to degree `deg` by discarding the high
order terms. The value of `deg` must be a non-negative integer.
Returns
-------
new_series : series
New instance of series with reduced degree.
r )truncate)r rC s r cutdegzABCPolyBase.cutdeg s . }}S1W%%%r r c t j | j | }| || j | j | j S )a Remove trailing coefficients
Remove trailing coefficients until a coefficient is reached whose
absolute value greater than `tol` or the beginning of the series is
reached. If all the coefficients would be removed the series is set
to ``[0]``. A new series instance is returned with the new
coefficients. The current instance remains unchanged.
Parameters
----------
tol : non-negative number.
All trailing coefficients less than `tol` will be removed.
Returns
-------
new_series : series
New instance of series with trimmed coefficients.
)rh trimcoefrQ r^ r r# r )r tolrQ s r rf zABCPolyBase.trim s5 ( {49c**~~dDKdkJJJr c t | }||k s|dk rt d |t | j k r| j }n| j d| }| || j | j | j S )a Truncate series to length `size`.
Reduce the series to length `size` by discarding the high
degree terms. The value of `size` must be a positive integer. This
can be useful in least squares where the coefficients of the
high degree terms may be very small.
Parameters
----------
size : positive int
The series is reduced to length `size` by discarding the high
degree terms. The value of `size` must be a positive integer.
Returns
-------
new_series : series
New instance of series with truncated coefficients.
r z size must be a positive integerN)intrb rP rQ r^ r r# r )r sizeisizerQ s r r zABCPolyBase.truncate sy ( D D==EAII >?? ? C NN " "9DD9VeV$D~~dDKdkJJJr c || j }||j }||j } | | ||| j S )a Convert series to a different kind and/or domain and/or window.
Parameters
----------
domain : array_like, optional
The domain of the converted series. If the value is None,
the default domain of `kind` is used.
kind : class, optional
The polynomial series type class to which the current instance
should be converted. If kind is None, then the class of the
current instance is used.
window : array_like, optional
The window of the converted series. If the value is None,
the default window of `kind` is used.
Returns
-------
new_series : series
The returned class can be of different type than the current
instance and/or have a different domain and/or different
window.
Notes
-----
Conversion between domains and class types can result in
numerically ill defined series.
N)r# r )r^ r r# identityr )r r kindr# s r convertzABCPolyBase.convert sL : <>D >[F >[FtDMM& MLLMMMr c @ t j | j | j S )a Return the mapping parameters.
The returned values define a linear map ``off + scl*x`` that is
applied to the input arguments before the series is evaluated. The
map depends on the ``domain`` and ``window``; if the current
``domain`` is equal to the ``window`` the resulting map is the
identity. If the coefficients of the series instance are to be
used by themselves outside this class, then the linear function
must be substituted for the ``x`` in the standard representation of
the base polynomials.
Returns
-------
off, scl : float or complex
The mapping function is defined by ``off + scl*x``.
Notes
-----
If the current domain is the interval ``[l1, r1]`` and the window
is ``[l2, r2]``, then the linear mapping function ``L`` is
defined by the equations::
L(l1) = l2
L(r1) = r2
)rh r r r# r s r r zABCPolyBase.mapparms8 s 6 {4; 444r r c | \ }}|d}n|||z z }| | j |||d|z }| || j | j | j S )a Integrate.
Return a series instance that is the definite integral of the
current series.
Parameters
----------
m : non-negative int
The number of integrations to perform.
k : array_like
Integration constants. The first constant is applied to the
first integration, the second to the second, and so on. The
list of values must less than or equal to `m` in length and any
missing values are set to zero.
lbnd : Scalar
The lower bound of the definite integral.
Returns
-------
new_series : series
A new series representing the integral. The domain is the same
as the domain of the integrated series.
Nr g ?)r r> rQ r^ r r# r )r r: r; r< rH r= rQ s r integzABCPolyBase.integU sk 2 ==??S <DDT>DyyAq$377~~dDKdkJJJr c | \ }}| | j || }| || j | j | j S )a Differentiate.
Return a series instance of that is the derivative of the current
series.
Parameters
----------
m : non-negative int
Find the derivative of order `m`.
Returns
-------
new_series : series
A new series representing the derivative. The domain is the same
as the domain of the differentiated series.
)r r@ rQ r^ r r# r )r r: rH r= rQ s r derivzABCPolyBase.derivv sJ $ ==??SyyAs++~~dDKdkJJJr c v | | j }t j || j | j S )a/ Return the roots of the series polynomial.
Compute the roots for the series. Note that the accuracy of the
roots decreases the further outside the `domain` they lie.
Returns
-------
roots : ndarray
Array containing the roots of the series.
)rK rQ rh mapdomainr# r )r rootss r r# zABCPolyBase.roots s/ DI&&|E4; <<[F Kq 6!9a 0 0 DGG!t r c
V |t j | }n0t | t u rt | dk r| j }|| j }t j ||| }
| |
||||| } |r| \ } }
| | ||| |
fS | } | | ||| S )a0
Least squares fit to data.
Return a series instance that is the least squares fit to the data
`y` sampled at `x`. The domain of the returned instance can be
specified and this will often result in a superior fit with less
chance of ill conditioning.
Parameters
----------
x : array_like, shape (M,)
x-coordinates of the M sample points ``(x[i], y[i])``.
y : array_like, shape (M,)
y-coordinates of the M sample points ``(x[i], y[i])``.
deg : int or 1-D array_like
Degree(s) of the fitting polynomials. If `deg` is a single integer
all terms up to and including the `deg`'th term are included in the
fit. For NumPy versions >= 1.11.0 a list of integers specifying the
degrees of the terms to include may be used instead.
domain : {None, [beg, end], []}, optional
Domain to use for the returned series. If ``None``,
then a minimal domain that covers the points `x` is chosen. If
``[]`` the class domain is used. The default value was the
class domain in NumPy 1.4 and ``None`` in later versions.
The ``[]`` option was added in numpy 1.5.0.
rcond : float, optional
Relative condition number of the fit. Singular values smaller
than this relative to the largest singular value will be
ignored. The default value is len(x)*eps, where eps is the
relative precision of the float type, about 2e-16 in most
cases.
full : bool, optional
Switch determining nature of return value. When it is False
(the default) just the coefficients are returned, when True
diagnostic information from the singular value decomposition is
also returned.
w : array_like, shape (M,), optional
Weights. If not None, the weight ``w[i]`` applies to the unsquared
residual ``y[i] - y_hat[i]`` at ``x[i]``. Ideally the weights are
chosen so that the errors of the products ``w[i]*y[i]`` all have
the same variance. When using inverse-variance weighting, use
``w[i] = 1/sigma(y[i])``. The default value is None.
.. versionadded:: 1.5.0
window : {[beg, end]}, optional
Window to use for the returned series. The default
value is the default class domain
.. versionadded:: 1.6.0
symbol : str, optional
Symbol representing the independent variable. Default is 'x'.
Returns
-------
new_series : series
A series that represents the least squares fit to the data and
has the domain and window specified in the call. If the
coefficients for the unscaled and unshifted basis polynomials are
of interest, do ``new_series.convert().coef``.
[resid, rank, sv, rcond] : list
These values are only returned if ``full == True``
- resid -- sum of squared residuals of the least squares fit
- rank -- the numerical rank of the scaled Vandermonde matrix
- sv -- singular values of the scaled Vandermonde matrix
- rcond -- value of `rcond`.
For more details, see `linalg.lstsq`.
Nr )wrD rE r r# r ) rh getdomainr listrP r r# r" rF )r r7 rB rC r rD rE r( r# r xnewr rQ statuss r fitzABCPolyBase.fit s R >\!__FF
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!c&kkQ&6&6ZF >ZF|Avv..hhtQqDhAA J NT6DvFFF
D3tF6&III Ir c t j |gd \ }|t j | }n0t | t u rt | dk r| j }|| j }t | }t j || \ }}|||z z }| | ||z z } | | ||| S )a Return series instance that has the specified roots.
Returns a series representing the product
``(x - r[0])*(x - r[1])*...*(x - r[n-1])``, where ``r`` is a
list of roots.
Parameters
----------
roots : array_like
List of roots.
domain : {[], None, array_like}, optional
Domain for the resulting series. If None the domain is the
interval from the smallest root to the largest. If [] the
domain is the class domain. The default is [].
window : {None, array_like}, optional
Window for the returned series. If None the class window is
used. The default is None.
symbol : str, optional
Symbol representing the independent variable. Default is 'x'.
Returns
-------
new_series : series
Series with the specified roots.
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If ``p`` is the returned series, then ``p(x) == x`` for all
values of x.
Parameters
----------
domain : {None, array_like}, optional
If given, the array must be of the form ``[beg, end]``, where
``beg`` and ``end`` are the endpoints of the domain. If None is
given then the class domain is used. The default is None.
window : {None, array_like}, optional
If given, the resulting array must be if the form
``[beg, end]``, where ``beg`` and ``end`` are the endpoints of
the window. If None is given then the class window is used. The
default is None.
symbol : str, optional
Symbol representing the independent variable. Default is 'x'.
Returns
-------
new_series : series
Series of representing the identity.
)r r# rh r rI )r r r# r rH r= rQ s r r zABCPolyBase.identityB sZ 6 >ZF >ZF;vv..Syyc""s4000r c || j }|| j }t | }||k s|dk rt d | dg|z dgz ||| S )a\ Series basis polynomial of degree `deg`.
Returns the series representing the basis polynomial of degree `deg`.
.. versionadded:: 1.7.0
Parameters
----------
deg : int
Degree of the basis polynomial for the series. Must be >= 0.
domain : {None, array_like}, optional
If given, the array must be of the form ``[beg, end]``, where
``beg`` and ``end`` are the endpoints of the domain. If None is
given then the class domain is used. The default is None.
window : {None, array_like}, optional
If given, the resulting array must be if the form
``[beg, end]``, where ``beg`` and ``end`` are the endpoints of
the window. If None is given then the class window is used. The
default is None.
symbol : str, optional
Symbol representing the independent variable. Default is 'x'.
Returns
-------
new_series : series
A series with the coefficient of the `deg` term set to one and
all others zero.
Nr z deg must be non-negative integerr )r r# r rb )r rC r r# r idegs r basiszABCPolyBase.basise si > >ZF >ZF3xx 3;;$(( ?@@ @sA3t8qc>666:::r c T || j }|| j }| || | S )a Convert series to series of this class.
The `series` is expected to be an instance of some polynomial
series of one of the types supported by by the numpy.polynomial
module, but could be some other class that supports the convert
method.
.. versionadded:: 1.7.0
Parameters
----------
series : series
The series instance to be converted.
domain : {None, array_like}, optional
If given, the array must be of the form ``[beg, end]``, where
``beg`` and ``end`` are the endpoints of the domain. If None is
given then the class domain is used. The default is None.
window : {None, array_like}, optional
If given, the resulting array must be if the form
``[beg, end]``, where ``beg`` and ``end`` are the endpoints of
the window. If None is given then the class window is used. The
default is None.
Returns
-------
new_series : series
A series of the same kind as the calling class and equal to
`series` when evaluated.
See Also
--------
convert : similar instance method
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