o
    gS                     @   sV   d dl Z d dlZd dlZd dlmZmZmZ d dlm	Z	m
Z
 G dd dZdd ZdS )    N)assert_allcloseassert_assert_array_equal)fmin_cobylaminimizec                   @   sD   e Zd Zdd Zdd Zdd Zdd Zd	d
 Zdd Zdd Z	dS )
TestCobylac                 C   s.   ddg| _ tddg| _ddddd	| _d S )
Ng@gQ?g888@gUUUUUU?F   h㈵>d   )disprhobegtolmaxiter)x0mathsqrtsolutionoptsself r   ^/home/ubuntu/cloudmapper/venv/lib/python3.10/site-packages/scipy/optimize/tests/test_cobyla.pysetup_method   s
   
zTestCobyla.setup_methodc                 C   s   |d d t |d d  S )Nr      r      )absr   xr   r   r   fun      zTestCobyla.func                 C   s   |d d |d d  d S )Nr   r   r      r   r   r   r   r   con1   r   zTestCobyla.con1c                 C   s   |  | S N)r!   r   r   r   r   con2      zTestCobyla.con2c              	   C   s6   t | j| j| j| jgddddd}t|| jdd d S )Nr   r	   r
   T)r   rhoendmaxfunr   -C6?atol)r   r   r   r!   r#   r   r   r   r   r   r   test_simple   s   zTestCobyla.test_simplec                 C   s   G dd d}| }d| j dd| jdf}t| j| jd||| jd}t|j| jdd t	|j
|j t	|jd	k | t	|jd
k | t	|j| | jd k | t	|j|jkd t|j|jd d S )Nc                   @   s   e Zd Zdd Zdd ZdS )z1TestCobyla.test_minimize_simple.<locals>.Callbackc                 S   s   d| _ d | _d S )Nr   n_callslast_xr   r   r   r   __init__"   s   
z:TestCobyla.test_minimize_simple.<locals>.Callback.__init__c                 S   s   |  j d7  _ || _d S Nr   r+   r   r   r   r   __call__&   s   
z:TestCobyla.test_minimize_simple.<locals>.Callback.__call__N)__name__
__module____qualname__r.   r0   r   r   r   r   Callback!   s    r4   ineqtyper   cobyla)methodconstraintscallbackoptionsr'   r(   r	   F   gMbP?z<Callback is not called exactly once for every function eval.zGLast design vector sent to the callback is not equal to returned value.)r!   r#   r   r   r   r   r   r   r   r   successmessagemaxcvnfevr,   r   r-   )r   r4   r;   conssolr   r   r   test_minimize_simple    s&   	


zTestCobyla.test_minimize_simplec           	         s   t jd t jddt jdfdd fdd} fdd} fd	d
} fdd}d|dd|dd|df}t d}d}tjt|d! t||d|ddid}t	|j
dk t	|j  W d    d S 1 sqw   Y  d S )Ni  
   c                    s
     | S r"   )dotw)pbr   r   p@   s   
z8TestCobyla.test_minimize_constraint_violation.<locals>.pc                    s   |      S r"   )sumrG   )spreadr   r   fC   s   z8TestCobyla.test_minimize_constraint_violation.<locals>.fc                       dt  |   S )Ni  r   rK   rG   rJ   r   r   c1F      z9TestCobyla.test_minimize_constraint_violation.<locals>.c1c                    s   dt  |   S N   rO   rG   rP   r   r   c2I   rR   z9TestCobyla.test_minimize_constraint_violation.<locals>.c2c                    rN   rS   )r   maxrG   rP   r   r   c3L   rR   z9TestCobyla.test_minimize_constraint_violation.<locals>.c3r5   r6   )rE   r   z4Use of `minimize` with `x0.ndim != 1` is deprecated.)matchr8   catolgư>)r9   r:   r<   )nprandomseedrandzerospytestwarnsDeprecationWarningr   r   r@   r>   )	r   rM   rQ   rU   rW   rB   w0r?   rC   r   )rJ   rI   rL   r   "test_minimize_constraint_violation;   s*   

"z-TestCobyla.test_minimize_constraint_violationN)
r1   r2   r3   r   r   r!   r#   r*   rD   rc   r   r   r   r   r   
   s    r   c            	         s  dd   fdd} dd }dd }t d	d
g} ||g}ddg}d}t ||dd}t||dd t || dd}t |ddd dd |D }t ||dd}t|j|dd t|j|j t|j	|dd d| d}t ||dd}t|j	ddd d S )Nc                 S   s    | d d d | d d d  S )Nr   r   r   g      @r   r   r   r   r   r   ^   s    z$test_vector_constraints.<locals>.func                    s    | d S r/   r   rd   r   r   r   fmina   r$   z%test_vector_constraints.<locals>.fminc                    s>   t g dg dg dg t  fddtt D S )N)r   r   )rg      )rh   r   r   c                    s@   g | ]} |d f d    |df d    |df  qS )r   r   r   r   ).0iar   r   r   
<listcomp>f   s
    &
z:test_vector_constraints.<locals>.cons1.<locals>.<listcomp>)rZ   arrayrangelenrd   r   rl   r   cons1d   s   
z&test_vector_constraints.<locals>.cons1c                 S   s   | S r"   r   rd   r   r   r   cons2i   s   z&test_vector_constraints.<locals>.cons2r   r   gffffff?g333333?g?r	   )r%   r'   r(   r   c                 S   s   g | ]}d |dqS )r5   r6   r   )rj   rB   r   r   r   rn   z   s    z+test_vector_constraints.<locals>.<listcomp>)r:   r   r5   r6   )
rZ   ro   r   r   r   r   r   r>   r?   r   )	rf   rr   rs   r   	cons_listxsolfsolrC   r:   r   re   r   test_vector_constraints[   s(   

rw   )r   numpyrZ   r_   numpy.testingr   r   r   scipy.optimizer   r   r   rw   r   r   r   r   <module>   s    Q