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t|	d d d|
ks~J t|| d|  t||t||| |  g}tg d¢g d	¢g d
¢gtg d¢g d
¢g d¢ggtdgdgdggf}t|d|ksÏJ td| d|  | | td| d|  | | td| d|  || g}tg d¢g d¢g d¢gtg d¢g d¢g d¢ggtdgdgdggf}t|d|ks1J t|| || td| | | | dtd| dg}tg d¢g d¢g d¢gtg d¢g d¢g d¢gtg d¢g d¢g d¢ggtdgdgdggf}t|d|ksJ t||t|| | g tt fdd t|| d t|| | gtt	fdd d S )Núf, g, h©ÚclsÚté   é   r   éÿÿÿÿ)r;   r   r   )r   r;   r   )r   r   r;   )r;   r:   r   )r;   r;   r;   é   é   é   )r:   r   r=   )r   r?   r>   )r?   r>   r   )r;   r;   r   )r;   r   r;   )r   r;   r;   )r   r;   r:   ©r   r   r   )r   r<   r   )r   r   éýÿÿÿ)r   r;   r<   c                      ó   t  d d dS ©Nr<   r;   ©r   © )Úeqs_5Úfuncsr9   rE   úS/var/www/auris/lib/python3.10/site-packages/sympy/solvers/ode/tests/test_systems.pyÚ<lambda>A   ó    z+test_linear_ode_to_matrix.<locals>.<lambda>c                      rB   rC   rD   rE   )Úeqs_6rG   r9   rE   rH   rI   D   rJ   )
r   r   r   r   r	   r   r   r.   r    r!   )r3   r4   r5   Úf1Úg1Zh1Úf2Úg2Zh2Úeqs_1Zsol_1Úeqs_2Zsol_2Úeqs_3Zsol_3Úeqs_4Zsol_4rE   )rF   rK   rG   r9   rH   Útest_linear_ode_to_matrix"   sB   8D2ÿd2ÿD0ÿÿ (rT   c            8         s)  t dtd\} }}}t d\}}t| }t|}t|}t|}	t| }
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 d| d|   d	|  || |	| f}dd|  d|  dt|   t| df d|  d	|  dt|  | t| | t| f| |||g| d|d|d|did
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tdtd.d	td+d	gtd,ddtd-dgtddtdddgg dd
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}+t|*| ||g|+k
sJJ tt| | | d! tt|d|  d|  d/ f dtt| | | d! tt|d|  d|  d/ f| |g| d|did
d
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tddgd1d2gg td!gd/ggd3d4},t |,k
sÎJ tt| d |  d|  tt|d|  d |  f dtt| d |  d|  tt|d | d|   f| |g| d|did
d0d
td2 d1gd1d2 gg tdd  d d gd dd  d ggd5d
d6},t |,kspJ t|| |   t||  | g dtt| |  |  tt||  | g| |g| d|did
d0d0d
td g dgg td d gd d ggtgdggd7d8},t |,ksùJ t||  |   t||  |  t	 g}-dtt| |  |   tt||  |  t	 g| |g| d|did
d0d
tgt	ggtgggd0d7td d d d gd d d d ggd9}t|-|ksJ t|| | | d  t|| | |  t|| | |  g}.d	tt| | | | d  tt|| | |  tt|| | |  g| ||g| d|d|did
d0d0d
t   g   g   gg td d d d d d gd d d d d d gd d d d d d ggtgdgdggd7d8}/t|.|d d |/ksJ t|| | |  d t|| |  | d: t||  | |  g}0d	tt| | |  | d tt|| |  | d: tt||   | | g| ||g| d|d|did
d0d0d
tdd gd dg ddgg td d gd d gd d ggtdgd:gggd7d8}1t|0|d d |1kswJ | | | |  }2t||2t||2t||2d t|	|2g}3dtt| ||  | |  tt|||  | |  tt|||  | |  d tt|||  | |  g| |||g| d|d|d|did
d0d0d
t    g    g    g    gg td d d d d d d d gd d d d d d d d gd d d d d d d d gd d d d d d d d ggtdgdgdgdggd7d8}4t|3||4ksÀJ t d;}5td!|  d|  dt|   t| df d	t|  dt
t  td	|  d|  dt|   d<t|  t|df dt
t  f dtd!|  d|  dt|   t| df d	t|  dt
t  td	|  d|  dt|   d<t|  t|df dt
t  f| |g| d|did
d0d
tdt
t  gdt
t  ggdd
d
d=},t |,ks»J tdd  d  d d t| df d|  d>|  tdd  d  d d t|df | d!|  f}-dtdd  d  d d t| df d|  d>|  tdd  d  d d t|df | d!|  f| |g| d|did
d
d
d3ttd?dd>gdtd@dggtdd  d  d tdAttdAd<  tdd<  dA tdAttdAd<  tdd<  dA  d
|5d
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dB}t|-|ks²J t|  |  t t| | t
  t| df d t|  |   t| |   t|df f}.dt|  |  t t| | t
  t| df d t|  |   t| |   t|df f| |g| d|did
d
d
dt t  t
 gd	  d  ggd
d
dC}/t|.|/ksJ t|
||  ||  t||| ||  f}0dtt| df||  |t|  tt|df|| |t|   f| |g| d|did
d
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}1t|0|1ksJ t dEtd\}6}7t dF\}}5|6|7gtt|6d dt|6  d dt| |6 t|7 dg d
tt|6dtt|7||6 gtt|6d	tt|7||6 ggd},t |,ksJ tt fdGdH tt|6d|6 |7 d  tt|7|6d|7   g}-dtt|6d|6 |7 d  tt|7|6d|7   g|6|7g|6d|7did
d0d
tdgdggtddgddggd0dI|5ttdt tgtdt ggdJ}t|-|ks.J tt|6d|6 |7  tt|7|6d|7   g}.dtt|6d|6 |7  tt|7|6d|7   g|6|7g|6d|7did
d
d
tddgddggd0dK|5tdgdggttdt tgtdt ggdL}/t|.|/ksÊJ d S )MNz
x, y, z, wr7   zt k lr?   é   é   r:   é   r=   Tiôÿÿÿ)Zis_implicitZ	canon_eqsr>   éõÿÿÿr;   éúÿÿÿr   ©r   r   r   r;   Ztype1)
Úno_of_equationÚeqÚfuncÚorderÚ	is_linearÚis_constantÚis_homogeneousÚ
func_coeffÚtype_of_equationÚ
is_general)r   r   r   r<   ©r   r   r<   r   Ztype0)	r[   r\   r]   r^   r_   ra   rd   rc   Úis_higher_orderé   rA   )r   rA   rW   )r=   r   éùÿÿÿ)rX   rg   r   r<   é   é   é	   )éëÿÿÿr   r   )iïÿÿÿrA   r   )éûÿÿÿrh   é÷ÿÿÿé   é    é)   )éüÿÿÿrm   éþÿÿÿ)r<   ióÿÿÿrn   )iàÿÿÿi×ÿÿÿrX   é   é   éñÿÿÿiìÿÿÿé   Frs   rm   Útype2)r[   r\   r]   r^   r_   r`   ra   rd   rb   Úrhsrc   Útype3)r[   r\   r]   r^   r_   r`   ra   rb   Úcommutative_antiderivativerc   rd   Útype4)r[   r\   r]   r^   r_   r`   ra   rd   rb   r{   ry   rc   )r[   r\   r]   r^   r_   ra   rd   ry   rb   r`   rc   r{   é
   Út_é   )r[   r\   r]   r^   r_   ra   rd   ry   rc   Úis_second_orderrf   é#   é5   éE   é!   )r[   r\   r]   r^   r_   ra   rd   rc   ÚA0zg(t)ÚtauZis_transformedr~   r   rf   )r[   r\   r]   r^   r_   ra   rd   rc   ÚA1r   rf   )
r[   r\   r]   r^   r_   ra   rd   rc   r   rf   úf gzy t_c                      ó   t  d d S ©Nr;   )r   rE   ©Úeq1rG   r9   rE   rH   rI   x  ó    z.test__classify_linear_system.<locals>.<lambda>Ztype6)r[   r\   r]   r^   r_   ra   rd   ry   rb   r`   rc   r~   r   r{   Ztype5)r[   r\   r]   r^   r_   ra   rd   rb   r`   rc   r~   ry   r   r{   )r   r   r   r   r	   r   r   r   r   r   r   r   r   r.   Ú
ValueError)8r2   ÚyÚzÚwÚkÚlÚx1Úy1Zz1Zw1Úx2Úy2Zfuncs_2rP   rQ   Úsol2Zeqs_2_1Zeqs_2_2rR   Zanswer_3rS   Zanswer_4rF   Zanswer_5rK   Zanswer_6Zeqs_7Zanswer_7Zeqs_8Zanswer_8Zeqs_9Zanswer_9Zeqs_10Z	answer_10Zeq11Úsol11Zeq12Úsol12Úeq13Úsol13Úeq14Úsol14Úeq15Úsol15Úsol1Úeq2Úeq3Úsol3Úeq4Úsol4Z	sum_termsÚeq5Úsol5r~   r3   r4   rE   r   rH   Útest__classify_linear_systemG   s  HL4:ÿ2:ÿþÿ4:ÿ2:ÿX((ý"üðT((ý"üðX<Nÿÿ<
ýXN&ÿ.ýù	0$þûXB2ÿ.ýù	x4`ÿ0ýø	X,Tÿ0ýø	XN&ÿ.ÿý00$þü"@2ÿ@2þ ýù(`2þ`2þ ýù(T*ÿT*þ ýù(P$*ÿ$ýXX$ ,ÿý86ÿ"ÿ"üH:ÿ"2üh0Tÿ0ÿÿ,ÿ ÿúp:ÿÿ.ÿÿÿÿÿû$(4Pÿÿÿ2þÿ&$ÿ$ÿÿ^ÿÿù^^ÿ>ÿÿ*ÿÿÿÿ ÿûFBÿHBÿ4ÿRûTPÿ2ÿÿÿ,ÿÿÿÿ 4û420ÿ
ÿý, ÿ..ÿÿT:ÿ"ÿÿ*üP6ÿ"*ür©   c                     s¬  ddl m} m}m} ddlm tdtddD ]}||||ks(J qtddD ]}||}t|| }||ksEJ q.tddD ]}| ||dd }| ||fd	d}||kshJ qK| ddgd
dgg}| t	t
gt
 t	gg}||ksJ | ddgddgg}| dt  t
 t t	  dt  t
 gdt  t
 dt  t
 t t	  gg}||ksâJ | g d¢g d¢g d¢g}| d td  dtd  d  td d  d td  dtd  d  dtd  d  td d td d  gd td  td d  td d  d td  td d  dtd  d  td  d td d  gd td  d td  td gg}||ks¢J | g d¢g d¢dddtd d gddtdd tdd gg}| tt d td d  d t  dtd d   dt  d td d  d t  dtd d   dt  gdt td d  dtd d   dt  td d  d dtd d   dt  gddtd d  d td d   td d  d gddtd d  d  td d  d td d  gg}||ksJ | g d¢g d¢g d¢g d¢g}| t	t
ddgt
 t	ddgddt	t
gddt
 t	gg}||ksâJ | g d¢g d¢g d¢g d¢g}| t	t
t	 t
 gt
 t	 t
 t	 gddt	t
gddt
 t	gg}||ks7J | dtgtdgg}| tt d tt  d  tt d tt  d  gtt d tt  d  tt d tt  d  gg}||ksJ | g d ¢g d!¢g d"¢g | dgddggtt fd#d tt fd$d ttfd%d ttfd&d d S )'Nr   )r   ÚeyeÚzeros)Ú
matrix_expr9   r;   rg   c                 S   s   | |kr| d S dS ©Nr;   r   rE   ©ÚiÚjrE   rE   rH   rI     r   z!test_matrix_exp.<locals>.<lambda>c                    s   | |krt | d   S dS r­   )r   r®   ©r9   rE   rH   rI     ó    r<   r:   rm   rr   r=   rA   )ri   rj   rV   )rm   r<   rY   )r>   r>   é   r³   r?   r>   rs   )r;   r;   r   r   )r   r;   r;   r   r   é0   )r   r;   r   r   )r<   r   r   r   rZ   re   )r<   r   r   r;   )r;   r:   r=   )r>   r?   rV   )rg   rg   rg   c                      s    d d d df S ©Nr:   rE   rE   ©ÚMr¬   r9   rE   rH   rI   ò  ó    c                      s    d dd d f S rµ   rE   rE   r¶   rE   rH   rI   ó  rž   c                      s
    S ©NrE   rE   ©ÚM1r¬   r9   rE   rH   rI   ô  ó   
 c                      s    d dd df S r   rE   rE   rº   rE   rH   rI   õ  rž   )Úsympy.matrices.denser   rª   r«   Úsympy.solvers.ode.systemsr¬   r   Úranger   r   r   r
   r   r.   r   )r   rª   r«   ÚnÚAZexpAtrE   )r·   r»   r¬   r9   rH   Útest_matrix_exp  s¢   &<<þ
0ýýVFÿtDDûüüü"&ü
BBþrÂ   c            	      C   s  t dtd\} }}t d}| |||||g}t| | ||¡| |d||  t||d || |¡| | g}tt| ||df| |d||  tt|||| | || d gg}t||d d ||kssJ t| | |¡|| |¡| | t|| |¡d | ||| t|| |¡| |g}tt| ||d| | tt|||t| |||  tt|||| |gtt| ||d| | tt|||t| ||| tt|||| |gg}t||||ksJ d S )Núf g hr7   r2   r:   r;   )r   r   r	   r   r   r%   r   )	r3   r4   r5   r2   rG   Úeqs1r¡   Úeqs2r   rE   rE   rH   Útest_canonical_odesø  s   JP`VTÿrÆ   c            5      C   s  t dtd\} }}}}t d\}}}}tt|||||tt|||||g}	t||tt| t||tt| g}
t|	|
ksIJ t|	|
dddgfksVJ tt|||d|| tt|||d|| g}t||ttd|  t||ttd|  g}t||ksJ t||dddgfks¡J tt|||||| tt|||||| g}t||tt||  t||tt||  g}t||ksßJ t||dddgfksìJ tt|||||| tt|||||| g}t||tt||  t||tt||  g}t||ks+J t||dddgfks9J tt||||| tt|||||g}t||t t	| tt
|  t||tt
| tt	|  g}t||ks~J t||dddgfksJ tt|||d|| tt|||d|| g}t||t t	d|  tt
d|   t||tt
d|  tt	d|   g}t||ksÜJ t||dddgfksêJ tt|||t|| tt|||t|| g}t||t tt |  ttt|   t||ttt |  ttt|   g}t||ks<J t||dddgfksJJ tt|||| || tt|||||| g}t||t t tt | |  tt tt| |   t||ttt | |  ttt| |   g}t||ks©J t||dddgfks·J tt||||||| tt||||||| g}t||td	td  ttd |  td	td  ttd|   t||tttd |  tttd|   g}t||ks J t||dddgfks.J tt||||||| tt||||||| g}t||t ttd|   t||tttd|   g}t||ksvJ t||dddgfksJ tt|||d|| || tt||||| d||  g}t||ttd|  t	| ttd|  t
|  t||ttd|  t
| ttd|  t	|  g}t||ksìJ t||dddgfksúJ tt|||||d||  tt|||d|| || g}t||t t|  ttd|   t||tt|  ttd|   g} t|| ksPJ t|| dddgfks^J tt|||d
|| || tt||||| d||  g}!t||t| td|  tt td|   t||t td|  t| td|   g}"t|!|"ksœJ t|!|"dddgfksËJ tt|||||| tt|||||| g}#t||t t| |  tt||   t||tt| |  tt||   g}$t|#|$ksJ t|#|$dddgfks+J tt|||||| tt|||||| g}%t||t | t| t||   t||  t| t|t||   t||   t||tt| t||   tt|t||    g}&t|%|&ksJ t|%|&dddgfks«J tt|||||| |||  tt|||||| g}'t||dt | t||t|d d
| |    d  |t|d d
| |    dt | t||t|d d
| |    d  |t|d d
| |     t||tt||t|d d
| |    d  tt||t|d d
| |    d   g}(t|'|(ks\J t|'|(dddgfksjJ tt|||||| || tt|||||| || g})t||t| t|t|d d	   t|d d	 d	  t| t| t|d d	   t|d d	 d	   t||tt|t|d d	   tt| t|d d	    g}*t|)|*ksóJ t|)|*dddgfksJ tt|||dtt|||dg}+t||tt||tg},t|+|,ks,J t|+|,dddgfks:J tt|||d|| || tt|||||g}-t||t| t| tt t|  t||tt| t| t|  g}.t|-|.ksJ t|-|.dddgfksJ tt|||||tt||||||| g}/t||tt| t||t| t| tt|  g}0t|/|0ksÚJ t|/|0dddgfksèJ tt|||d|| tt||||||| g}1t||dt td|  t||ttd|  tt|  g}2t|1|2ks1J t|1|2dddgfks?J tt|||d|| tt|||||g}3t||ttd|  t||tt| g}4t|3|4kszJ t|3|4dddgfksJ d S )Nz	f g x y hr7   za b c tTr   r:   r=   rs   r;   r>   )r   r   r	   r   ÚC1r   ÚC2r   r   r   r   r   r   )5r3   r4   r2   r   r5   ÚaÚbÚcr9   rÄ   r¡   rÅ   r   Úeqs3r€   Úeqs4rŠ   Úeqs5rš   Úeqs6Úsol6Úeqs7Úsol7Úeqs8Úsol8Úeqs9Úsol9Úeqs10Úsol10Úeqs11r   Úeqs12r   Úeqs13r   Úeqs14r   Úeqs15r    Zeqs16Úsol16Úeqs17Úsol17Úeqs18Úsol18Úeqs19Úsol19Úeqs20Úsol20Zeqs21Úsol21Úeqs22Úsol22rE   rE   rH   Ú#test_sysode_linear_neq_order1_type1  sx  ÿÿÿÿÿÿÿÿÿ" ÿÿ*(ÿÿ,*ÿÿ<2ÿÿJ2ÿÿÿ"$ÿ88ÿ""ÿ(&ÿ"$ÿ0.ÿÿ,*ÿÿ\:ÿ&ÿfÿÿÿ`þ""ÿbÿÿBþÿÿ"ÿ($ÿÿ$ÿÿ$ÿÿÿ rê   c            g      C   sd,  t d} td}td}td}td}td\}}}}}	}
tt|| | | ||  |||   |||   |
||   tt|| | |||  |||   |||   tt|| | | | |	 ||  tt|| | |	||  |
||   g}t|| t| | t||
  t|
 |   || |
   t||| |
  |d  |||	 |
   |	|
   t|  || |	   |	| | | | |	    t	t|  ||    t|| tt| t|
 |   || |
   t| || |
  ||  |d  ||	|
    t|  || |	   |	| | | | |	    t	t|  ||    t|| t || |	 |
  t|  || |	   |	 t|| tt|
 |   tt|  || |	    g}t
||kslJ t||dg d	¢fkszJ td
td\}}}}}}td\}}tddd\}}tt|| | |||  tt|| | |||  tt|| | | | ||  g}t|| tt| t|  ||   ||   t|| t | t|  ||   ||  t t|| tt|  ||   g}t
||ks	J t||dg d¢fksJ d||  ||  d||   t|| |  d||  ||  d||   t|| |  d||  ||  d||   t|| |  g}t|| ttd|   td tdt d  ttd|    ttd|  tdt d ttdd    t|| td tdt d  ttd|   ttd|  tdt d ttdd    t|| tttd|   tttd|    ttd|    g}t
||ksìJ t||dg d¢fksúJ tt|| | || tdd d||   ||  || tdd  tt|| | || tdd d||   || tdd  tt|| | || tdd || tdd  tt|| | || tdd || tdd  g}t|| ttd|   t|  td|    t|| ttd|   dt td|    t|| dt td|   t	td|   tdd  t|| ttd|   t	td|    g}t
||ksÖJ t||dg d	¢fksäJ t||  | ¡|| t||  | ¡|| t||  | ¡|| t||  | ¡|| g}t|| tt|  t|| tt|  t|| tt|  t|| t	t|  g}t
||ksEJ t||dg d	¢fksSJ tt|| | || ||  tt|| | || ||  tt|| | || tdd ||  tt|| | || d || d  g}t|| tt|  t|  t|   dt	 |  t| tdd   dt dt	  t| tdd   t|| tt|  t	|  t| tdd   tdt	  t| tdd   t|| t	|  t| tdd  d td t	 t| tdd   t|| tt| tdd  d t	|  t| tdd  d  g} t
|| ks?J t|| dg d	¢fksMJ tt|| | || tt|| | || tt|| | || tt|| | || tt|| | || g}!t|| tt|  t|| tt|  t|| tt|  t|| t	t|  t|| tt|  g}"t
|!|"ksÃJ t|!|"dg d¢fksÑJ tt|| | d||  ||  tt|| | d||  tt|| | d||  tt|| | || d||   tt|| | d||  g}#t|| ttd|   t|  td|    t|| ttd|   t|| ttd|   t|| t	td|   t|  td|    t|| ttd|   g}$t
|#|$kswJ t|#|$dg d¢fksJ tt|| | || tt|| | || tt|| | || g}%t|| tt|  t|| tt|  t|| tt|  g}&t
|%|&ksÑJ t|%|&dg d¢fksßJ tt|| | | | ||  tt|| | |||  tt|| | |||  g}'t|| t ||  t|  ||   | t|| tt||   t|| tt|  ||   t g}(t
|'|(ksIJ t|'|(dg d¢fksWJ tt|| | |||  tt|| | | | ||  tt|| | |||  g})t|| tt| t|  ||   |  t|| t ||  t|  ||   | t|| tt|  ||   t g}*t
|)|*ksÊJ t|)|*dg d¢fksØJ tt|| | |||  tt|| | |||  tt|| | | | ||  g}+t|| tt| t|  ||   ||   t|| t | t|  ||   ||  t t|| tt|  ||   g},t
|+|,ksMJ t|+|,dg d¢fks[J tdtd\}-}.}/td \}0}1}2tt|-| | d|-|  |.|  tt|.| | |0|-|  g}3t|-| tt| t|0d! d!   t|0d! d!  tt|  t|0d! d!   t|0d! d!   t|.| tt| t|0d! d!   tt|  t|0d! d!    g}4t
|3|4ksèJ t|3|4dd"d"gfksöJ tt|-| | d|.|  d|/|   tt|.| | d|-|  d|/|   tt|/| | d|-|  d|.|   g}5t|-| dt ttd#|  td#t tdd$ ttdd$    ttd#|  ttdd$ td#t tdd$    t|.| ttdd ttd#|  td#t tdd$ ttdd$    ttd#|  ttdd$ td#t tdd$    t|/| ttttd#|    tttd#|    g}6t
|5|6k	sÑJ t|5|6dg d¢fk	sßJ tdt|-| |  d%|.|  d%|/|   tdt|.| |  d|-|  d|/|   tdt|/| |  d|-|  d|.|   g}7t|-| tttd#|  td#t tdd& ttd'd&    ttd#|  ttdd& td#t tdd&    t|.| tttd#|  td#t tdd( ttdd&    ttd#|  ttdd& td#t tdd(    t|/| ttttd#|    tttd#|    g}8t
|7|8k
s¹J t|7|8dg d¢fk
sÇJ tt|| | d)||  tt|| | d*||  d||   tt|| | d||  d+||   d||   f}9t|| d,t td)|   d- t|| d.t td)|   d- dt td|   d+  t|| ttd)|   ttd|    ttd|    g}:t
|9|:ksUJ t|9|:dg d¢fkscJ tt|| | d||  d/||   tt|| | d0||  d+||   tt|| | d/||  d+||   g};t|| ttd+d ttd1|  td1t td/d2 ttd3d2    ttd1|  ttd)d2 td1t td/d2    t|| ttd/d ttd1|  td1t td+d2 ttd4d2    ttd1|  ttd4d2 td1t td5d2    t|| ttttd1|    tttd1|    g}<t
|;|<ksAJ t|;|<dg d¢fksOJ tdt|| |  d6||  d6||   tdt|| |  d7||  d8||   tdt|| |  d%||  d%||   g}=t|| ttdtd |  tdt tdd t   tdtd |  ttdt tdd    t|| ttdtd |  tdt tdd t   tdtd |  ttdt td0d    t|| tttdtd |    ttdtd |    g}>t
|=|>ks!J t|=|>dg d¢fks/J tt|| | d||  ||  tt|| | d||  d||   ||  tt|| | d||  ||  g}?t|| t| d  td|   d | dt t  td|    tt dt  td|    t|| t| d  td|   d | dt t  td|    tdt  td|    t|| t| d  td|   | dt dt   td|    dt dt  td|    g}@t
|?|@ksýJ t|?|@dg d¢fksJ tt|| | d||  ||  d||   tt|| | d||  ||  d||   tt|| | d||  d||   g}At|| ttd|   t| ttdd td    t| td ttd0d    t|| t|  ttdd td   t| td ttd0d    t|| ttd|   tt|   tt|   g}Bt
|A|BksŸJ t|A|Bdg d¢fksÌJ tt|| | d||  tt|| | d%||  f}Ct|| td t td9td |   d tdt tdtd |   d  t|| ttd9td |   ttdtd |    g}Dt
|C|Dks8J t|C|Ddd"d"gfksFJ tt|| | d||  d||   tt|| | d%||  d:||   g}Et|| td(td;  t| td;d<  d  tdd= td(td;  t| d<td;  d  tdd=  t|| tt| td;d<  d  tt| d<td;  d   g}Ft
|E|FksÏJ t|E|Fdd"d"gfksÝJ tt|| | || ||  tt|| | d||  d||   g}Gt|| td td+t d  ttd+|  d  t| tdd  ttd+|  d td+t d ttdd   t| tdd   t|| tttd+|  d  t| tdd  tttd+|  d  t| tdd   g}Ht
|G|HksJ t|G|Hdd"d"gfksJ t d>dd}0||  | ¡|0||   ||  | ¡|0||   g}It|| tt|0|   tt|0|    t|| tt|0|   tt|0|    g}Jt
|I|JksàJ t|I|Jdd"d"gfksîJ tt|-| | d"tt|.| | |-| d|.|   ||  |1|2  tt|| | |.| d||   ||  |1|2  tt|| | |/| ||  d||   |1|2  tt|/| | d"g}Kt|-| d0t dt  t|.| dt dt  ttd|  |1|2    t	t|  tdd  |1|2    tt|  dtd  |1|2    t|| t dt  tdt	 t|  tdd  |1|2    tdt t|  dtd  |1|2    t|| tttd|  |1|2    t	t|  tdd  |1|2    tt|  dtd  |1|2    t|/| tg}Lt
|K|LksJ t|K|Ldg d¢fksJ tt|-| | d|-|  tt|.| | d|-|  d+|.|   g}Mt|-| d?t td|   d t|.| ttd|   ttd+|    g}Nt
|M|NkslJ t|M|Ndd"d"gfkszJ tt|-| | d@t |-|  d|.|   tt|.| | dt |.|  g}Ot|-| dt t tdt |   d ttd@t |    t|.| ttdt |   g}Pt
|O|Pks×J t|O|Pdd"d"gfksåJ tt|-| | d@t |-|  tt|.| | dt |.|  g}Qt|-| ttd@t |   t|.| ttdt |   g}Rt
|Q|Rks,J t|Q|Rdd"d"gfks:J tt|-| | d"tt|.| | d"g}St|-| tt|.| tg}Tt
|S|TkseJ t|S|Tdd"d"gfkssJ tt|-| | |-| tt|.| | d"g}Ut|-| tt|  t|.| tg}Vt
|U|Vks€J t|U|Vdd"d"gfks²J tt|-| | |.| tt|.| | d"g}Wt|-| tt|   t|.| tg}Xt
|W|XksãJ t|W|Xdd"d"gfksñJ tt|-| | d"tt|.| | |-| g}Yt|-| tt|.| t|  t g}Zt
|Y|Zks"J t|Y|Zdd"d"gfks0J tt|-| | d"tt|.| | |.| g}[t|-| tt|.| tt|  g}\t
|[|\ksaJ t|[|\dd"d"gfksoJ tt|-| | |-| tt|.| | t|.|  g}]t|-| tt|  t|.| ttt|   g}^t
|]|^ksªJ t|]|^dd"d"gfksžJ tt|-| | t|-|  tt|.| | t |.|  g}_t|-| ttt|   t|.| ttt |   g}`t
|_|`ksùJ t|_|`dd"d"gfksJ tt|-| | t|.|  tt|.| | d"g}at|-| tt tt |   t|.| tg}bt
|a|bks>J t|a|bdd"d"gfksLJ tt|-| | t|.|  tt|.| | t|-|  g}ct|-| t tt |   ttt|    t|.| ttt |   ttt|    g}dt
|c|dksJ t|c|ddd"d"gfks¬J tt|-| | d |.| d t|-|  t|.| |  d"g}et|-| t t|  tt|   t|.| tt|  tt|   gt|-| t t|   tt|   t|.| tt|   tt|   gg}t
|e|ksJ |D ]}ft|e|fdd"d"gfks.J qd S )ANr9   ÚZ0ÚZ1ÚZ2ÚZ3zk01 k10 k20 k21 k23 k30r:   T©r   r   r   r   zx y z u v wr7   zk2 k3za_b a_c©Úrealr@   r>   r?   r=   rs   rV   r<   rk   iøÿÿÿr³   é%   é,   rr   r   rŽ   )r   r   r   r   r   r6   za, b, cr;   r   é   é   rU   ro   iðÿÿÿé'   ri   rj   rg   éØ   éÑ   éÌ   rW   rA   é³   éª   rl   r   rh   rt   rv   ru   rY   rq   i±  é+   é   rÉ   rm   rn   )r   r   r   r	   r   rÇ   rÈ   r   ÚC3ÚC4r   r   r   r   r   r   r   ÚC5r   )gr9   rë   rì   rí   rî   Zk01Zk10Zk20Zk21Zk23Zk30rÄ   r¡   r2   r   r   ÚuÚvr   Úk2Zk3Za_bZa_crÅ   r   rÌ   r€   rÍ   rŠ   r§   rš   rÏ   rÐ   Zeq7rÒ   rÓ   rÔ   Zeq9rÖ   r×   rØ   rÙ   r   rÚ   r   r3   r4   r5   rÉ   rÊ   rË   rÛ   r   rÜ   r   rÝ   r    Úeq16rÞ   rß   rà   rá   râ   rã   rä   rå   ræ   Úeq21rç   rè   ré   Zeqs23Úsol23Úeq24Úsol24Zeqs25Úsol25Úeq26Úsol26Úeq27Úsol27Zeq28Zsol28Zeq29Zsol29Zeq30Zsol30Zeq31Zsol31Zeq32Zsol32Zeq33Zsol33Zeq34Zsol34Zeq35Zsol35Zeq36Zsol36Zeq37Zsol37r   ÚsolrE   rE   rH   Ú(test_sysode_linear_neq_order1_type1_slow­  sæ  @2$&ýHÿÿÿÿÿÿþN
ÿÿÿ
ÿÿ84ù þ.0þ,,,þZÿ^@ýF>22ý,,6(ý\T(&ýVÿLD@üB,ÿPÿ""ü,,üF@ þ,"þ þ*,"þ þ.0þ"ÿXÿBþ&&&þB2ÿH2ÿ4ü***þ>2ÿ>2ÿ4ü@2ÿ 88þ&&&þ<
ÿ2ÿ<
ÿ2ÿ4ü***þLÿLÿ<ü"."þ\X\þ..&þTF0þ8R8ÿ&&ÿ<ÿÿÿ@þ&ÿDBÿ\þ4T222üZÿ
ÿPÿ
ÿhúDLL\@<(,$,$,$,$40:60,8Z>" ÿ$"ÿþ ÿr  c            K      C   s°  t dtd\} }}}t d\}}}}}}	}
t d\}}tt| ||| ||| d tt|||| | || d g}t| |tt d|d   |td   t||t d|d   |td   g}t||ksqJ t||d	d
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dd  t
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dd ttd|   t||ttd|  t||tt| |t|  g}t||ksJ t||d	g d¢fks§J tt| ||d| | | tt|||||g}t| |tt| d|  d t||tt| g}t||ksèJ t||d	d
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gfksöJ tt| ||| |d||  tt|||d| | || dt|  g}t| |tt| td|  tt| td|   t|td| d   t|td| d   t||tt| td|  tt| td|   g}t||ks{J t||d	d
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ddd| |	 dd t||t	d t t| t	dd  ||   t	dt t| dt	d  ||    tt
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dd|d|	  dd g}t||ksJ t||d	g d¢fks§J tt| ||d| | | || d tt|||d| | | || d g}t| |tt d|d   d|d   |td   t||td|d   d|d   |td   g} t|| ksJ t|| d	d
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 | | t||| d
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t d })tt|
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||)tt	|$ |(  d tt	|$ |( d  |'tt	|$ |(  dt	|$   tt	|$|  |)tt	|$|(  d tt	|$|( d  |'tt	|$|(  dt	|$   tt	|$ |   d t|||)t	|$ tt	|$ |(  d t	|$tt	|$ |(  d  |'tt	|$ |(  d  tt	|$|  |)t	|$ tt	|$|(  d t	|$tt	|$|(  d  |'tt	|$|(  d  tt	|$ |   g},t|*|
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dd g}.t|-|.ksÃJ t|-|.d	d
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gfksJ tt| ||| |d||  | tt||||g}?t| |dt tt|  | d| |  d|  t||t||  g}@t|?|@ksQJ t|?|@d	d
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gfks_J tt| ||||| tt|||d|| | g}At| |tttd|  d  |d  |d| |  d  t||ttd|  |d  g}Bt|A|Bks¶J t|A|Bd	d
d
gfksÄJ tt| ||| || tt|||d| | | g}Ct| |tt| d | t||tt| t d|  |d| |   g}Dt|C|DksJ t|C|Dd	d
d
gfks!J tt| ||| |d||  | tt|||d| | d||  | g}Et| |dt ttd|  d  d| d| |  d  tt
dd)|d|  dd t||tttd|   |d| |  d  tt
dd)|d|  dd g}Ft|E|FksšJ t|E|Fd	d
d
gfks¶J tt| ||d| | || | tt|||d| | d||  d|  g}Gt| |tdt  |dt |   t||dt |dt d|    g}Ht|G|HksJ t|G|Hd	d
d
gfksJ tt|||d|
| d tt|
||d|| d|
|  d g}It||td dt d  t|  td|  dt d td  t|  td|   d*td| d  d  d*td| d  d  t|
|tt|  td|  tt|  td|   dtd| d   dtd| d   g}Jt|I|JksÈJ t|I|Jd	d
d
gfksÖJ d S )+Núf g h kr7   zx t a b c d yzk1 k2r?   rg   rV   r:   Tr   r=   r;   rm   rn   r>   rr   r@   rs   F©Úevaluateru   r}   rv   r<   rÀ   ©ZpositiveÚx_0Út_0r9   r2   r   ÚT©Úicsrk   rw   é   éQ   é:   é¹   r   é1   rj   )r   r   r	   r   rÇ   rÈ   r   r   r   r   r   rþ   r   r   r   r   )Kr3   r4   r5   r   r2   r9   rÉ   rÊ   rË   Údr   Zk1r  rÄ   r¡   rÅ   r   rÌ   r€   rÍ   rŠ   rÎ   rš   rÏ   rÐ   rÑ   rÒ   rÓ   rÔ   rÕ   rÖ   r×   rØ   rÙ   r   Zs11rÀ   Úx0Út0r  r  r  rÚ   r   Zsol12br   r   r   r   r   r    r  rÞ   Zeq17rà   Zeq18râ   Zeq19rä   Zeq20ræ   r  rç   Zeq22ré   Zeq23r  r  r  Zeq25r	  r
  r  r  r  rE   rE   rH   Ú#test_sysode_linear_neq_order1_type2  s`  "$ÿ(&ÿ""ÿ&$ÿÿ$ÿ*ÿ 4ÿ&ÿVÿ@þ&þ2 þÿ ÿ".ÿ6ÿÿ8þ.2.þdÿ\ÿbÿü**ÿ40ÿ, ÿDHÿ ÿR2ÿ6 ÿÿ*ÿÿþýFÿÿ:ÿÿþû&
"*ÿXÿBþ"&ÿ.&ÿþþ>ÿÿý&*ÿ4*ÿÿÿ>ÿþÿÿÿ ÿÿ(ÿ&ÿDÿÿÿÿÿ&ÿ4ÿÿ< ÿÿ0ÿ&*ÿ:ÿ.ÿþ&.ÿ$$ÿL0(ÿþþ:ÿÿý r!  c            !      C   sš  t dtd\} }}}}}t d\}}}t ddd}	tt| |	|	|	||	 | |	 tt||	|	|	 | |	 ||	 g}
t| |	tt|	 t|	d d  tt|	 t|	d d   t||	tt|	 t|	d d  tt|	 t|	d d   g}t	|
|ksJ t
|
|dddgfksJ tt| |||d || || |  tt|||d|d  | | d	|d  | ||  g}t| |td
t d
 td
d	td
   d  t|d	 d	td
  d |d d   t|d	 d	td
  d |d d  td
t d
 td	td
 d
  tdd    t||t|d	 d	td
  d |d d  td
d	td
   d td
t tdd
   t|d	 d	td
  d |d d  td	td
 d
  d td
t tdd
    g}t	||ksJ t
||dddgfksJ t| | |¡|| | || t|| |¡| | |||  g}t| |td tt d  t|d d t|   t|d d t|  td tt tdd    t||tt d td  t|d d t|   t|d d t|  tt d ttdd    g}t	||ks)J t
||dddgfks7J t| | |¡|| ||| ||  t|| |¡|| ||| ||  t|| |¡|| ||| ||  g}t| |t d	 td	  dt d	  td	 td	  td	  td	|d  d   t||dt d	 td	  td	  td	 td	  td	  td	|d  d   t||t d	 dt d	  td	  td	 td	  td	  td	|d  d   g}t	||ksýJ t
||dg d¢fksJ t| | |¡|d | ||| ||  t|| |¡|d | ||| ||  t|| |¡|d | ||| ||  g}t| |t d	 td	  dt d	  td	 td	  td	  t|d	   t||dt d	 td	  td	  td	 td	  td	  t|d	   t||t d	 dt d	  td	  td	 td	  td	  t|d	   g}t	||ksËJ t
||dg d¢fksÙJ tt| |||| ||| || ||  tt||||| ||| || ||  tt||||| ||| || ||  tt||||| ||| || ||  g}t| |t d td  td  d	t d  td td  td  td  td|d    t||d	t d td  td  td  td td  td  td  td|d    t||t d d	t d  td  td  td td  td  td  td|d    t||t d td  d	t d  td  td td  td  td  td|d    g}t	||ksJ t
||dg d¢fksJ t ddd}tt| |||| | || tt|||||| | | g}t| |tt|d d  t| tt|d d  t|  t||tt|d d  t| tt|d d  t|  g}t	||ksJ t
||dddgfksJ tt| ||d| | | d||  tt|||d| | d| ||  g}t| |tdtd td  ddtd|d  d d|   td td  td|d  d d|    t||td td  td|d  d d|   td td  td|d  d d|    g}t	||ks2J t
||dddgfks@J tt| ||d| | | |d ||  tt||||d  | | d| ||  g}t| |td tt d  tt|d	  d	 d|d  d   td tt d  tt |d	  d	 d|d  d    t||tdtt d td  ddtt |d	  d	 d|d  d   tt d td  tt|d	  d	 d|d  d    g}t	||ksûJ t
||dddgfks	J tt| |||d || d| | |  tt||||d  | | d|d  d|  ||  g}t| |tddtd   d tdt d  t|d	 tdd  d d|d  d   tddtd   d tdt d  t|d	 dtd  d d|d  d    t||tdt d tddtd   d  t|d	 dtd  d d|d  d   tdt d tddtd   d  t|d	 tdd  d d|d  d    g}t	||ksûJ t
||dddgfks	J tt| ||d| | | |d ||  tt|||d|d  | | d| d|d   ||  g}t| |t|| t|| t|d ttd| | ttd|d  d|  | ||d  |  t||t|| t||t|d ttd| | ttd|d  d|  | ||d  | ttd| |ttd|d  d|  | ||    g} t	|| ksÒJ d S )Nzf g h k x0 y0r7   úx t aÚrTrð   r:   r   r=   rj   é"   rV   r<   rs   r@   r>   rï   r   r?   Fr  rk   éM   é   r;   )r   r   r	   r   rÇ   r   r   rÈ   r   r   r   r   r   r   r   rþ   rÿ   r   r,   )!r3   r4   r5   r   r  Úy0r2   r9   rÉ   r#  rÄ   r¡   rÅ   r   rÌ   r€   rÍ   rŠ   rÎ   rš   rÏ   rÐ   r   rÑ   rÒ   rÓ   rÔ   rÕ   rÖ   r×   rØ   rÙ   r   rE   rE   rH   Ú#test_sysode_linear_neq_order1_type3  sÎ   "$ÿ@@ÿ*:ÿVTÿRÿTÿþ"$ÿffÿT*ÿRPRþ\.ÿJHJþ2222ý^\^^ý""ÿ@@ÿ**ÿj`ÿ.0ÿzÿ.<ÿ°°ÿ.>ÿj¢ÿr(  c                  C   sÔ  t dtd\} }}}t d\}}}t ddd}tt| ||| ||||  |d  tt|||| | | || | g}t| |tt| t|d d  tt| t|d d   t|t|d d  t	|d t|  t|d d  |t|  t|d d   |  t|t|d d  t	|d t|  t|d d  |t|  t|d d   |  t||tt| t|d d  tt| t|d d   t|t|d d  t	|d t|  t|d d  |t|  t|d d   |  t|t|d d  t	|d t|  t|d d  |t|  t|d d   |  g}	t
||	ksIJ t||	dddgfksWJ tt| ||| ||||  | tt|||| | | || t| g}
t| |tt| t|d d  tt| t|d d   t|t|d d  t	|t|  t|d d  t| t| t|d d   |  t|t|d d  t	|t|  t|d d  t| t| t|d d   |  t||tt| t|d d  tt| t|d d   t|t|d d  t	|t|  t|d d  t| t| t|d d   |  t|t|d d  t	|t|  t|d d  t| t| t|d d   |  g}t|
d	d	d
|gksJ t|
|dddgfksJ tt| |||| ||| ||  | tt||||| ||| ||  | tt||||| ||| ||  d g}t| |ttdd ttdd  ttdd  |d d  |tdd  td td  td  t|d tdd   tdtt ttd| d  t|d tdd  d  tdd t||ttdd ttdd  ttdd  |d d  |tdd  td td  td  t|d tdd   tdtt ttd| d  t|d tdd  d  tdd t||ttdd ttdd  ttdd  |d tdd  |tdd  td td  td  t|d tdd   tdtt ttd| d  t|d tdd  d  tdd g}t
||ksJ t||dg d¢fks!J tt| |||| ||| ||  t| tt||||| ||| ||  t| tt||||| ||| ||  t| g}t| |ttdd ttdd  ttdd  td td  td  t|d tdd   t	t|t|d tdd  |t|d tdd   t||ttdd ttdd  ttdd  td td  td  t|d tdd   t	t|t|d tdd  |t|d tdd   t||ttdd ttdd  ttdd  td td  td  t|d tdd   t	t|t|d tdd  |t|d tdd   g}t
||ks`J t||dg d¢fksnJ tt| |||| ||| || || d  tt||||| ||| || || d  tt||||| ||| || || d  tt||||| ||| || || d  g}t| |ttdd ttdd  ttdd  ttdd  td td  td  td  td|d    tdd t||ttdd ttdd  ttdd  ttdd  td td  td  td  td|d    tdd t||ttdd ttdd  ttdd  ttdd  td td  td  td  td|d    tdd t||ttdd ttdd  ttdd  ttdd  td td  td  td  td|d    tdd g}t
||ksÛJ t||dg d¢fkséJ tt| |||d | ||| || || d  tt||||d | ||| || || d  tt||||d | ||| || || d  tt||||d | ||| || || d  g}t| |ttdd ttdd  ttdd  ttdd  td td  td  td  t|d tdd   tdd t||ttdd ttdd  ttdd  ttdd  td td  td  td  t|d tdd   tdd t||ttdd ttdd  ttdd  ttdd  td td  td  td  t|d tdd   tdd t||ttdd ttdd  ttdd  ttdd  td td  td  td  t|d tdd   tdd g}t
||ksjJ t||dg d¢fksxJ tt| ||| ||| || t| t| tt|||| ||| || t| t| tt|||| ||| || t| t| g}t| |t d td  dt d  td td  td  t|dt| d    t|dt| d  t	td| td| t|  t| |  t||dt d td  td  td td  td  t|dt| d    t|dt| d  t	td| td| t|  t| |  t||t d dt d  td  td td  td  t|dt| d    t|dt| d  t	td| td| t|  t| |  g}td t
|d	d	d
|k	sÇJ W d    n	1 	sÒw   Y  t||dg d¢fk	såJ tt| ||| ||| || || t| t| tt|||| ||| || || t| t| tt|||| ||| || || t| t| tt|||| ||| || || t| t| g}t| |t d td  td  dt d  td td  td  td  t|dt| d    t|dt| d  t	td| td| t|  t| |  t||dt d td  td  td  td td  td  td  t|dt| d    t|dt| d  t	td| td| t|  t| |  t||t d dt d  td  td  td td  td  td  t|dt| d    t|dt| d  t	td| td| t|  t| |  t||t d td  dt d  td  td td  td  td  t|dt| d    t|dt| d  t	td| td| t|  t| |  g}td t
||ksÊJ W d    n	1 sÕw   Y  t||dg d¢fksèJ d S )Nr  r7   r"  r#  Trð   r:   r   F©ÚsimplifyÚdoitr;   r<   r=   rV   é   rs   rk   r@   rA   r>   rï   rr   )r   r   r	   r   rÇ   r   r   rÈ   r   r,   r   r   r   r&   r   r   rþ   r   r   r   rÿ   r   )r3   r4   r5   r   r2   r9   rÉ   r#  rÄ   r¡   rÅ   r   rÌ   r€   rÍ   rŠ   rÎ   rš   rÏ   rÐ   rÑ   rÒ   rÓ   rÔ   rE   rE   rH   Ú#test_sysode_linear_neq_order1_type4d  s  Vvÿÿ\ÿvÿÿ\ÿþVr ÿÿF
ÿÿÿr ÿÿF
ÿÿÿý...þJ,ÿ<þþJ,ÿ<þþBÿ,ÿ<þþú	222þ>ÿÿ.ÿÿ>ÿÿ.ÿÿ>ÿÿ.ÿÿú	6666ýDÿÿÿÿÿDÿÿÿÿÿDÿÿÿÿÿDÿÿÿÿÿú::::ýDÿÿÿÿÿDÿÿÿÿÿDÿÿÿÿÿDÿÿÿÿÿúRÿÿÿ6ÿ2ÿÿÿ,ÿÿ0ÿÿÿ,ÿÿ2ÿÿÿ,ÿÿú
	ÿRÿÿÿÿÿ4ÿ>þBÿÿÿ,ÿÿ@ÿÿÿ,ÿÿBÿÿÿ,ÿÿBÿÿÿ,ÿÿ÷
ÿ r-  c               	   C   sä  t dtd\} }t d\}}tt| ||d| | || | tt|||| |d||  | g}t| |t | t|d   t||t| t|d   g}t||ks]J t||dddgfksjJ tt| ||d| | || d | tt||||| | d||  | g}t| |t|d  |ttdd	   |t	| td
d  tdd t||t|d  |t	| d  |ttd
d	   tdd g}t||ksãJ t||dddgfksðJ d S )Nr   r7   zx x_r:   r=   Tr   r;   r>   r<   rs   )
r   r   r	   r   rÇ   rÈ   r   r   r   r   )r3   r4   r2   Úx_rÄ   r¡   rÅ   r   rE   rE   rH   Ú)test_sysode_linear_neq_order1_type5_type6Ý  s   P>**ÿF@ÿr/  c                   C   sv  t dtd\} }t d}tt| ||dfd| | || tt|||df| | g}t| |t | t|  t| t|  tt t|   tt t|  t||t| t|  t| t|  tt t|   tt t|  g}t	||ksJ t
||dddgfksJ t| | |d¡dt|| |d¡| |g}t| |tt|  t||t|d  d t|d  d  t t|  g}t	||ksÙJ t
||dddgfksæJ tt| ||dfd| | tt|||df| | d||  g}t| |d	t ttd |  d	t ttd|   t||tdt | ttd |  tdt | ttd|   ttdt  ttd |   ttdt  ttd|   g}t	||ksyJ t
||dddgfksJ tt| ||dfd| | || tt|||dfd|| g}	t| |t| ttd|  d	 t| ttd |  d	  td	 tdt d
  ttd |   ttd| tdt d
 ttdd	    t||tdt ttd|  d tdt ttd |  tdd  g}
t	|	|
ks+J t
|	|
dddgfks9J t| | |d¡| |t|| |d¡| |g}t| |t t|  tt|  t||t t|  tt|  t t|  g}t	||ksJ t
||dddgfksJ tt| ||df| ||| tt|||df| | || g}t| |tt|d  d  t t|d  d  |tt   t||t t|d  tdd  t|  t|d  tdd  g}t	||ksJ t
||dddgfksJ tt| ||df| ||| d tt|||df| ||| d g}t| |t t|  tdt ttd|  d  tdt ttd |  tdd  tdd t||tt|  tdt ttd|  d  tdt ttd |  tdd  tdd g}t	||ks­J t
||dddgfks»J tt| ||df| ||| d tt|||df| | || d g}t| |tt t|d  d  |d	 d  |d td tdd   |tt   t||t t|  t|d  tdd  |d	 tdd  |d td tdd   g}t	||ksDJ t
||dddgfksRJ t dtd\}}t d\}}tt|||dfd|| d||  tt|||df||d||  g}t||tddtd   ttdd  t| ttdd   d ttdtd  ddtd   t| tdtd   d  tddtd   ttdd  t|ttdd   tdd  ttdtd  ddtd   t|tdtd   tdd  t||tdtd  ttdd  t| ttdd   tdd ttdtd  tdd  t| tdtd   tdd  tdtd  ttdd  t|ttdd   d  ttdtd  tdd  t|tdtd   d  g}t	||ks¥J t
||dddgfks³J td|| t|||df dt|||  dtd|| dt|||  t|||df dg}t||tdtd  ttd| tdtd d  d  d tdtd  ttd| tdtd d  d  tdd  tdtd  ttd| tddtd   d  d  tdtd  ttd| tddtd   d  tdd  t||tdtd  ttd| tdtd d  d  tdd tdtd  ttd| tdtd d  d  tdd  tdtd  ttd| tddtd   d  d  tdtd  ttd| tddtd   d  d  g}t	||ksøJ t
||dddgfksJ tt| ||dft| ||| | ||d   |||d   tt|||df|||d  g}t| |ttdd  tdd |tddtdtdd    t|tddtdd    dtd  tdd  t|dtd   dtd   t|dtd   dtd   t||tdtd  tdd |tddtdtdd    t|tddtdd    dtd  tdd  g}t	||ksÜJ t
||dddgfksêJ tt| ||df|| | tt|||df||| g}t| |tt| tt|  t||tt| tt|  g}t	||ks5J t
||dddgfksCJ tt|||df|d	t||| d
t|||   tt|||df|dt||| dt|||   g}t||tttd| tdtt t d tdtt t tdd    ttd| tdtt t tdd tdtt t td	d    t||tttd| tdtt t tdd tdtt t tdd    ttd| tdtt t tdd tdtt t tdd    g}t	||k	s+J t
||dddgfk	s9J d S )Nr   r7   r2   r:   Tr   r=   rV   r>   r   r<   r;   rU   úx, yút, lr?   rü   rk   é=   é/   rg   ém   é_   é   r   ró   é7   r  én   )r   r   r	   r   rÈ   r   rþ   rÇ   rÿ   r   r   r   r   r   r   r   r*   r+   r   r   r   ) r3   r4   r2   rÄ   r¡   rÅ   r   rÌ   r€   rÍ   rŠ   rÎ   rš   rÏ   rÐ   rÑ   rÒ   rÓ   rÔ   r   r9   r   r×   rØ   rÙ   r   rÛ   r   rÜ   r   rÝ   r    rE   rE   rH   Ú test_higher_order_to_first_orderð  sà  &ÿNLÿ0L(ÿ:J
ÿÿÿÿ&ÿj,ÿPþ4X"$ÿ<Bÿ&&ÿ\ÿZÿþ&(ÿRL
ÿÿ*&ÿNÿÿÿÿÿÿÿÿ*
ÿÿþPÿ
ÿÿÿÿÿÿÿÿÿÿÿþü44ÿFÿ&ÿÿÿ&ÿÿÿ
ÿÿÿþLÿ&ÿÿÿ&ÿÿÿ
ÿÿÿþüD"ÿ*ÿ
ÿ
ÿÿÿÿ
ÿþý*ÿ
ÿ
ÿÿÿüÿ  ÿ::ÿPJÿJ
ÿJÿþ r9  c               	   C   sP  t dtd\} }t d}| ||| dtt|   dt| ||  t| ||df | ||| dtt|   dt|||  t|||df g}t| |t ttd|  d  td t	d  t|  t
|  td t	d  t|  t|  dddt  tt|  t|d  d   dddt  tt|  t
|d  d   t||tttd|  d  td t	d  t|  t
|  td t	d  t|  t|  dddt  tt|  t|d  d   dddt  tt|  t
|d  d   g}t||ksJ t||dd	d	gfks&J d S )
Nr   r7   r2   r:   rs   r;   r?   Tr   )r   r   r   r   r   r	   rÇ   rÿ   rÈ   rþ   r   r   r   r   )r3   r4   r2   rÕ   rÖ   rE   rE   rH   Ú"test_higher_order_to_first_order_9k  s,   BBÿB ÿ*ÿ*þ@ ÿ*ÿ*þý r:  c                  C   s  t dtd\} }t d}t dtd\}}t d\}}td|| t|||df dt|||  d	td|| dt|||  t|||df d	g}t||tdtd
  td| tdtd
 d   tdd tdtd
  t	d| tdtd
 d   d  t
dtd
  td| tddtd
    tdd  tdtd
  t	d| tddtd
    d  t||tdtd
  t	d| tdtd
 d   tdd tdtd
  td| tdtd
 d   tdd  t
dtd
  t	d| tddtd
    d  tdtd
  td| tddtd
    d  g}t||ks?J t||dd	d	gfksMJ d S )Nr   r7   r2   r0  r1  r>   r:   r   r   r?   rk   r<   T)r   r   r	   r   rÇ   r   r   r   rÈ   r   rþ   rÿ   r   r   )r3   r4   r2   r   r9   r   rÚ   r   rE   rE   rH   Ú#test_higher_order_to_first_order_12|  sL   44ÿDÿÿÿ2ÿÿ2þDÿÿÿ

ÿÿÿ2þý r;  c                  C   sŽ  t dtd\} }t d\}}}}}}}t| | |d¡d||| |¡ ||  t|| |d¡d|| | |¡ | |  g}	t| |t| |ttt|  tttd|   d tt|  tt td|   d  tt	 t|  tttd|   d  tt	 t|  tt td|   d  |t
|f  t||t| |ttt t|  tttd|   d tt t|  tt td|   d  t	t|  tttd|   d  t	t|  tt td|   d  |t
|f  g}
t|	ddd|
gksJ t|	|
dd	d	gfks&J tt| |||d
| t||| d
||  tt||||d| t| || d| |  f}t| |t| |ttt|  tdtd td|  d  d tt|  tdtd td|  d  d  dtd t	 t|  tdtd td|  d  d  dtd t	 t|  tdtd td|  d  d  |t
|f  t||t| |ttdt t|  tdtd td|  d  d tdt t|  tdtd td|  d  d  t	t|  tdtd td|  d  d  t	t|  tdtd td|  d  d  |t
|f  g}t|ddd|gksgJ t||dd	d	gfksuJ tt|||df|| tt| ||dfd	g}t||tt|  || |d  d  t| |t	t|  g}t||ksžJ t||dd	d	gfksÆJ tt| ||df| ||d  tt|||df||| |d  g}t| |tt|d  td|  tt|d  td|   t||t	t|d  tt| |  |tdd  tt|d  tt||  |tdd   g}t||ksJJ t||dd	d	gfksXJ d S )Nr   r7   úx t x_ t_ d a mr:   rs   Fr)  Tr   rk   rg   r=   rA   r6  rV   r>   r<   r;   )r   r   r	   r   rÇ   r,   rÈ   r   r   rþ   r   rÿ   r&   r   r   r   r   r   )r3   r4   r2   r9   r.  r~   r  rÉ   ÚmrÅ   r   rÌ   r€   rÎ   rš   rÏ   rÐ   rE   rE   rH   Ú"test_second_order_to_first_order_2  s   ..ÿ^(ÿ*ÿ
ÿf$ÿ&ÿ
ÿþhNÿÿ<ÿ<þ
þ^ÿÿ0ÿ
ÿÿÿÿ
þýÿ(ÿ"&ÿ@6,ÿÿ r>  c                  C   s  t dtd\} }t d\}}}}}}}t| | |d¡d| ||| |¡ ||  t|| |d¡d| || | |¡ | |  g}	t| |t| dt | td|   ttd|   dt | t	d|   tt
d|   t||dt | t	d|  tt
d|   dt | td|   ttd|   t|  g}
t|	|
ks±J t|	|
dddgfksŸJ d S )Nr   r7   r<  r:   rs   Tr   )r   r   r	   r   rÇ   rÈ   r   r   rþ   r   r   rÿ   r   r   )r3   r4   r2   r9   r.  r~   r  rÉ   r=  rÄ   r¡   rE   rE   rH   Ú&test_second_order_to_first_order_slow1œ  s   22ÿ``ÿr?  c                  C   s  t dtd\} }t d\}}}}}}}tt| ||df|t| t||| ||t|  tt|||df|t| t| || | |t|  g}	t| |t| |ttt|  tt|t	t|  ttt|  d tt|  tt| t	t|  ttt| d  t
t|  tt|t	t|  ttt|  d  t
t|  tt| t	t|  ttt| d  |t|f  t||t| |tt t|  tt|t	t|  ttt|  d tt|  tt| t	t|  ttt| d  t
t|  tt|t	t|  ttt|  d  t
t|  tt| t	t|  ttt| d  |t|f  g}
t|	ddd|
gkssJ t|	|
dddgfksJ d S )	Nr   r7   r<  r:   Fr)  Tr   )r   r   r	   r   r   rÇ   r,   rÈ   r   r   rþ   r   rÿ   r&   r   )r3   r4   r2   r9   r.  r~   r  rÉ   r=  rÍ   rŠ   rE   rE   rH   Ú&test_second_order_to_first_order_slow4Ì  sD   <<ÿL:ÿ$ÿÿÿ:ý
ýN:ÿ$ÿÿÿ:þ
þü r@  c                  C   s  t dtd\} }}}t d}| |||||||g}tt| ||d| | tt|||| |tt|||||tt|||||d || g}t| |dt td|  t||ttd|  t t||tt| t||td td|  d tt|  g}t	||ksJ t
||dg d¢fks¥J tt| ||d| | ftt|||| |fftt|||||ftt|||||d || ffh}| |t ||| |h||t ||||hi| |tt| ||d| | ||tt|||| |||tt|||||||tt|||||d || if}	| |||||||h||| |f||||fhg}
d	d
 t|||D |kskJ t|||	ksuJ dd t|	d D |
ksJ tt| ||d| | tt|||| |tt|||||tt|||| |d || g}t| |ttd|  t||ttd|  d t t||tt| t||td td|  d tt|  g}t	||ksJ t
||dg d¢fksJ ttt| ||d| | ftt|||| |ftt|||| |d || fgttt|||||fgh}| |t ||| |h||t ||| |hi| |tt| ||d| | ||tt|||| |||tt|||||||tt|||| |d || if}| |||||||h||| |f||| |fhg}dd
 t|||D |ksÚJ t|||ksäJ dd t|d D |ksôJ tt| ||d| | tt||||| | tt|||||tt|||| |d || g}t| |ttd|  t||ttd|  d t |d d  t||tt| t||td td|  d tt|  g}t	||ksyJ t
||dg d¢fksJ ttt| ||d| | ftt||||| | ftt|||| |d || fgttt|||||fgh}| |t ||| |h||t ||| |hi| |tt| ||d| | ||tt||||| | ||tt|||||||tt|||| |d || if}| |||||||h||| |f||| |fhg}dd
 t|||D |ksUJ t|||ks_J dd t|d D |ksoJ tt| |||| | d||  tt|||| ||||  | tt|||||tt|||| |d || g}t| |td tdt d  tdt|t|d  d td|   d |t|d  d td|   d  | d  ttd| t|d  d td|   d td| t|d  d td|   d  |d  t|d d td|   td tdt d  tdt|t|d  d td|   d |t|d  d td|   d  | d  ttd| t|d  d td|   d td| t|d  d td|   d  |d  t|d d td|    t||td t d td  t|t|d  d td|   d |t|d  d td|   d  |d  tdttd| t|d  d td|   d td| t|d  d td|   d  | d  t|d d td|   tdt d td  t|t|d  d td|   d |t|d  d td|   d  |d  tdttd| t|d  d td|   d td| t|d  d td|   d  | d  t|d d td|    t||tt| t||tt| t|ttt|d d td|   d tt|d d td|   d  tdt t|d d td|   d  tdt t|d d td|   d  tdt|d d td|   t|t|d  d td|   d |t|d  d td|   d  | d  t|d d td|  ttd| t|d  d td|   d td| t|d  d td|   d  | d  tdt|d d td|   t|t|d  d td|   d |t|d  d td|   d  | d  t|d d td|  ttd| t|d  d td|   d td| t|d  d td|   d  | d  d t|  |  g}ttt| |||| | d||  tt|||||| | | | gttt|||| |d || gfttt|||||gfh}| |||h||| |h||t ||| |hi| |tt| |||| | d||  ||tt|||||| | | | ||tt|||||||tt|||| |d || if}| |||||||h| |||f||| |f||| |fhg}dd
 t|||D |k	sJ t|||k	sJ dd t|d D |k	s&J t|ddd|gk	s3J t
||dg d¢fk	sAJ tt| |||| | d||  tt|||||| | | tt|||||tt|||| |d || g}t| |td tdt d  t|d d td|   td tdt d  t|d d td|    t||td t d td  t|d d td|   tdt d td  t|d d td|    t||tt| t||tt| t|ttt|d d td|   d tt|d d td|   d  tdt t|d d td|   d  tdt t|d d td|   d  d t|  |  g}ttt| |||| | d||  tt|||||| | | gttt|||| |d || gfttt|||||gfh}| |||h||| |h||t ||| |hi| |tt| |||| | d||  ||tt|||||| | | ||tt|||||||tt|||| |d || if}| |||||||h| |||f||| |f||| |fhg}dd
 t|||D |ksTJ t|||ks^J dd t|d D |ksnJ t|ddd|gks{J t
||dg d¢fksJ d S )Nr  r7   r2   r:   r>   r=   Trï   c                 S   ó   h | ]}t d d |D qS )c                 s   ó    | ]}t |V  qd S r¹   ©Útuple©Ú.0ZsccrE   rE   rH   Ú	<genexpr>ö  ó    ú4test_component_division.<locals>.<setcomp>.<genexpr>rC  ©rF  ZwccrE   rE   rH   Ú	<setcomp>ö  ó    z*test_component_division.<locals>.<setcomp>c                 S   ó   g | ]}t |qS rE   ©Úset©rF  ÚelementrE   rE   rH   Ú
<listcomp>ø  r   z+test_component_division.<locals>.<listcomp>r   r   rg   c                 S   rA  )c                 s   rB  r¹   rC  rE  rE   rE   rH   rG    rH  rI  ©Ú	frozensetrJ  rE   rE   rH   rK    rL  c                 S   rM  rE   rN  rP  rE   rE   rH   rR    r   c                 S   rA  )c                 s   rB  r¹   rC  rE  rE   rE   rH   rG  (  rH  rI  rS  rJ  rE   rE   rH   rK  (  rL  c                 S   rM  rE   rN  )rF  r   rE   rE   rH   rR  *  r   c                 S   rA  )c                 s   rB  r¹   rS  rE  rE   rE   rH   rG  P  rH  rI  rC  rJ  rE   rE   rH   rK  P  rL  c                 S   rM  rE   rN  rP  rE   rE   rH   rR  R  r   Fr)  c                 S   rA  )c                 s   rB  r¹   rS  rE  rE   rE   rH   rG  j  rH  rI  rC  rJ  rE   rE   rH   rK  j  rL  c                 S   rM  rE   rN  rP  rE   rE   rH   rR  l  r   )r   r   r	   r   rÇ   r   rÈ   rþ   rÿ   r   r   rO  r'   r(   r)   rT  r   r,   r&   )r3   r4   r5   r   r2   rG   rÄ   r¡   Zcomponents1Zeqsdict1Zgraph1rÅ   r   Zcomponents2Zeqsdict2Zgraph2rÌ   r€   Zcomponents3Zeqsdict3Zgraph3rÍ   rŠ   Zcomponents4Zeqsdict4Zgraph4rÎ   rš   Zcomponents5Zeqsdict5Zgraph5rE   rE   rH   Útest_component_divisionÞ  s  "ý,ý6>ÿ2 (ýÿ<  "ý ,ý$þý2 (ýÿ<  "ý,,ý$þý2  (ýÿ<  &&"ýZ
ÿÿÿÿF
ÿÿÿÿÿþ.
ÿÿ$ÿÿÿ.,ÿÿÿÿþþvbÿÿÿþ<$ÿÿÿ4,ÿÿÿÿþþ`*ÿ*ÿ
ÿPÿÿÿ
ÿ\ÿÿþþX
ÿÿÿÿüH,ÿÿÿûúúúõ(&ÿ(þý6,,(ýÿJ  &""ýpr`*ÿ*ÿÿÿÿý("ÿ(þý6,((ýÿJ   rU  c               
      sn  t d\} t dtd\}}}ttfdd ttfdd tddgdd	gd	d
gg tt fdd tg d¢g d¢gttfdd ||g}t| ¡| ¡ |t| ¡|g}t||}t	|d |d\\ }}|}	t
tdd tdd   ttdd tdd    ttd d tdd  ttd d tdd    t
ttdd tdd    tttd d tdd    g}
tt|	t| jd|
ksúJ ttfdd ttfdd ttfdd ttfdd ttfdd ttfdd tddgdd	gd	d
gg tdd gtt fdd tg d¢g d¢gtd gttfdd tt fdd tt fdd tddgddgg td d d d gt
t  t dd    dd   dd  d    d  t
t  dd    dd   dd  d    d  g}tt d!d"d#gd|ksøJ ||g}t| ¡| ¡ | t| ¡|g}t||}t	|d |d\\ }}|}	t
 t d td d   d tdt
 t d td d   d  tdt ttd  d d   d  tttd  d d   d  t d td d  tttd  d d   d$td  td ttd  d d   d$td    d  tdt d td d   tttd  d d   d$td  td ttd  d d   d$td    d  tdttd  d d   ttd  td td d   d  d  ttd  d d  ttd  td td d   d  d  t
t d td d   tttd  d d    t d td d  tttd  d d   d$td  td ttd  d d   d$td     ttd  d d  ttd  td td d   d   g}
tt|	|d%gd|
ksJ t
 t d td d   d tdt
 t d td d   d  tdt ttd  d d   d  tttd  d d   d  t
t d td d   tttd  d d    g}tt|	d!d&gd|ksJ ttfd'd ttfd(d tdg dgg t \}tt fd)d tt fd*d tggggt\}ttfd+d ttfd,d ttfd-d tt fd.d ttfd/d ||g}t| ¡||  t| ¡ | | g}t||}t	|d |d\\ }}|}	t
d tt d  ttd  d   t
d tt d  tt d  d    t t
 d td  tt d  d   tt
 d td  ttd  d    g}
tt|	t| jd|
ksÒJ tt|	d0d&t| jd|
ksåJ tdgdgg tt fd1d ttfd2d ttfd3d ttfd4d ttfd5d ttfd6d ttfd7d tdg dgg td gt \}tt fd8d tggggtdd gt\}ttfd9d tt fd:d ttfd;d tt fd<d ttfd=d || || || g}t||  | ¡| || ||  ||   |  t||  | ¡| || ||  ||   |  t||  | ¡| || ||  ||   d g}t||| }t	|d || d\\ }}|}	td>| d  d }td | d  d }td| |  d  |d   | d   tdd  | }d| | d  }td| |  d  |d   d|  d   tdd  | }t
| d  t
d   t| d   td   t| d   dt d   || d   |d   | |d   t
| d  dt
 d   t| d   td   t| d   td   || d   |d   | |d   t
| d  t
d   t| d   dt d   t| d   td   || d   d| d   | d| d   g}
tt|	| |d%t| jd|
ksJ tt|	| |d?d@t| jd|
ksJ tdgdgg tt fdAd t
 d  td   dt d   t
d  td   td   td | d  d   dt
 d  td   td   t
d  td   td   td | d  d   t
 d  dt d   td   t
d  td   td   td | d  d   g}tt|	| d?d"dBt| jd|ksµJ d S )CNzt x arÃ   r7   c                      s
   t d S r   ©r$   rE   r±   rE   rH   rI   w  rŒ   z"test_linodesolve.<locals>.<lambda>c                      ó
   t  S r¹   rV  rE   ©rÉ   r9   rE   rH   rI   x  rŒ   r;   r:   r>   rV   c                      rW  r¹   rV  rE   ©r   r9   rE   rH   rI   {  rŒ   )r;   r:   r;   )r=   r;   r:   c                      rW  r¹   rV  rE   ©ÚA2r9   rE   rH   rI   ~  rŒ   r   r?   )Ú	variablesc                      s   t d t d gdS ©Nr;   ©rÊ   ©r$   r   rE   r±   rE   rH   rI     ó    c                      s    t  ttt gdS ©Nr^  ©r$   r   r   r   rE   rX  rE   rH   rI     ó     c                      s   t tdg  d dS ©Nrg   r:   r^  r_  rE   r±   rE   rH   rI     r`  c                      s$   t t d gtt dS ©Nr}   r^  ©r$   r   r   r   rE   rX  rE   rH   rI     ó   $ c                      s   t d  d dS rd  rV  rE   r±   rE   rH   rI     s    c                      s   t  tt dS ra  ©r$   r   r   rE   rX  rE   rH   rI     rž   c                      ó   t  dS ra  rV  rE   ©r   Úb1r9   rE   rH   rI     ó    c                      ri  ra  rV  rE   ©r[  Úb2r9   rE   rH   rI     rl  c                      ó   t  d dd d f dS ©Nr:   r^  rV  rE   rj  rE   rH   rI     rL  c                      s&   t  d dd d f d d dS )Nr:   r;   r^  rV  rE   rj  rE   rH   rI     ó   & r<   ru   r}   rv   r=   rx   T)rÊ   Útyper+  rm   r^  )rr  c                      s   t  d  S )Nr}   rV  rE   r±   rE   rH   rI   Á  rl  c                      s   t   S r¹   rV  rE   rX  rE   rH   rI   Â  rl  c                      ó   t  d d d df dS ©Nr;   ©ÚBrV  rE   )r   ÚB1r9   rE   rH   rI   Æ  rL  c                      ó   t  ddS rt  rV  rE   rY  rE   rH   rI   Ç  rl  c                      s   t  d dd d f dS ©Nr:   ru  rV  rE   ©r[  ÚB2r9   rE   rH   rI   Ë  rL  c                      rx  ry  rV  rE   rZ  rE   rH   rI   Ì  rl  c                      s   t  ddS )NZtype31)rv  rr  rV  rE   rz  rE   rH   rI   Í  ó    c                      ri  ©Nru  rV  rE   )r   r{  r9   rE   rH   rI   Ï  rl  c                      ri  r}  rV  rE   )r[  rw  r9   rE   rH   rI   Ð  rl  rz   c                      rW  r¹   rV  rE   rY  rE   rH   rI   Þ  rŒ   c                      s   t  d  t d gdS )Nr}   r;   r^  r_  rE   r±   rE   rH   rI   á  r²   c                      s$   t   ttt gdS ra  rb  rE   rX  rE   rH   rI   â  rg  c                      s   t td  g  d dS rd  r_  rE   r±   rE   rH   rI   ä  r²   c                      s,   t t dt  gtt dS re  rf  rE   rX  rE   rH   rI   å  s   , c                      s   t d    d dS rd  rV  rE   r±   rE   rH   rI   ç  rJ   c                      s"   t  d  tt dS rp  rh  rE   rX  rE   rH   rI   è  ó   " c                      rs  r]  rV  rE   rj  rE   rH   rI   í  rL  c                      ro  rp  rV  rE   rm  rE   rH   rI   ò  rL  c                      ri  ra  rV  rE   )r   rn  r9   rE   rH   rI   ô  rl  c                      ri  ra  rV  rE   )r[  rk  r9   rE   rH   rI   õ  rl  c                      ó   t  dS ©N)rÊ   rv  rV  rE   )r   r{  rk  r9   rE   rH   rI   ÷  r|  c                      r  r  rV  rE   )r[  rw  rn  r9   rE   rH   rI   ø  r|  rA   r|   )rÊ   rr  c                      ri  ra  rV  rE   rj  rE   rH   rI     rl  )rr  r+  )r   r   r.   r   r   r   r	   r   r%   r   rÇ   r   r   r   rÈ   r   r$   r   Zfree_symbolsr,   r#   r   ÚNotImplementedErrorrþ   )r2   r3   r4   r5   r]   r\   Zceqr   rÊ   rÁ   r  r¡   Ú_Z_x1Z_x2Z_x3Z_x4Z_x5rE   )r   r[  rw  r{  rÉ   rk  rn  r9   rH   Útest_linodesolver  s  >TÿFþ FBÿÿ
ÿBpÿÿ$ÿ2ÿ
ÿ4ÿÿÿÿÿJÿ
ÿÿÿþþ:ÿÿÿÿüTûLÿJÿ
ÿÿÿÿ2ÿþú"
pÿÿ$ÿBþ" JXZÿ"& ...þ04^^fý&ÿ
ÿHÿ,r  c                  C   s.  t dtd\} }}td}|d t| }|d t| }tt| ||d| | | | |||  d| ||  tt|||d| | | || ||  d| ||  tt|||d| | | |||  d| | ||  f}td	 t| W d    d S 1 sw   Y  d S )
Núx, y, zr7   r9   r=   r:   r>   r?   rA   T)	r   r   r   r   r   r	   r   r   r   )r2   r   r   r9   r3   r4   r   rE   rE   rH   Ú!test_linear_3eq_order1_type4_slow  s   >^ÿÿÿ

"ÿr  c                  C   sÄ   t d\} }}}}}td}td}|| t||| || || ||   }|| t||| || t|||  || ||   }	||	g}
t|
ddd\}t|
|dddgfks`J d S )Nzi, r1, c1, r2, c2, tr   r   Fr)  Tr   )r   r   r   r&   r   )r¯   Úr1Úc1Úr2Úc2r9   r   r   r   r¢   r\   r  rE   rE   rH   Ú"test_linear_neq_order1_type2_slow1'  s   .<r  c                  C   s,  t ddd} t ddd}t ddd}tddd\}}}tddd\}}}tdtdd	\}	}
}| | | t|	||  || || ||
|    | | | t|
||  |||| ||	|    | | | t|||  || |
| ||	|    g}t|}t||dg d
¢fksJ d S )Nr=  Trð   Úqr9   ze1:4zb1:4zv1:4)r8   rñ   r@   )r   r   r   r   r   r   )r=  r  r9   Úe1Úe2Ze3rk  rn  Zb3Úv1Úv2Zv3Úeqsr  rE   rE   rH   Ú2test_linear_new_order1_type2_de_lorentz_slow_check8  s   868ýr  c                  C   sŒ   t d\} }}}}}}}td}td}	t|| |¡d|  || |	||  t|	| |¡| | |	| d| ||  ||  g}
t|
ddd\}t|
|dd	d	gfks\J d S )
NzRC t C Vs L R1 V0 I0ÚVr   r<   r;   Fr)  Tr   )r   r   r	   r   r&   r   )ÚRCr9   ÚCZVsÚLZR1ZV0ZI0r  r   Úsystemr  rE   rE   rH   Ú'test_linear_neq_order1_type2_slow_checkM  s   fr  c               	   C   sâ  t dtd\} }}td}|d t| }|d t| }tt| ||d| | | | |||  d| ||  tt|||d| | | || ||  d| ||  tt|||d| | | |||  d| | ||  f}t|}d	d
 |D }t|d  d|d  t|  d|d   dt|d   dt|  d }	td}
dt	 |	 |
 dt
 |	 |
  dt |	 |
  }dd|d  d|	 |
  dt|  d  }t|d d ||	 |
 d  t| }t|d d ||	 |
 d  t| }t|d d |d d  d| t|  d|  t| }dt	 |	 |
 dt
 |	 |
  dt |	 |
  }dd|d  d|	 |
  dt|  d  }dt	 d dt
 d  dt d  ||  }dt	 d dt
 d  dt d  ||  }t| ||| ||  |t	t
   t|||| ||  t|||dt	 d dt
 d  d t d  ||   |dt	 d d t
 d  dt d  ||    |t	t
   g}||ksáJ t||d!g d"¢fksïJ d S )#Nr  r7   r9   r=   r:   r>   r?   rA   c                 S   rM  rE   ©r"   ©rF  r  rE   rE   rH   rR  d  r   z1_linear_3eq_order1_type4_long.<locals>.<listcomp>rV   r   r³   rp   l   €XW` l   Rl+p r;   istql   +RH l   ,N£ ifd i iÅÅ  i ieb  i  i;:ÿÿi°1  iXþÿÿi  é§   iš  Tr@   )r   r   r   r   r   r	   r   r   r   rÇ   rÈ   rþ   r   r   r   )r2   r   r   r9   r3   r4   r   Ú
dsolve_solÚdsolve_sol1Zx_1Zx_2Zx_3Zx_4Zx_5Zx_6Zx_7Zx_8Zx_9Zx_10Zx_11r  rE   rE   rH   Ú_linear_3eq_order1_type4_longX  sJ   >^ÿÿÿN0,((<0,,,F*ÿ
ÿÿÿ
þ r  c                  C   s®   t dtd\} }t d}tt| |||| | |d ||  | tt|||d|d  | | |d|d   ||  d g}t|}t||dddgfksUJ d S )	Nr   r7   r2   r:   r=   r;   Tr   )r   r   r	   r   r   r   ©r3   r4   r2   r  r  rE   rE   rH   Ú!test_neq_order1_type4_slow_check1y  s   .>ÿr  c                  C   sö   t dtd\} }}td}tt| ||||| | | || d tt|||||| | | || d tt||||| | | || || g}td t|}W d    n1 sgw   Y  t||dg d¢fksyJ d S )Nr6   r7   r2   r;   r}   Tr@   )r   r   r   r	   r   r   r   r   )r3   r4   r5   r2   r  r  rE   rE   rH   Ú!test_neq_order1_type4_slow_check2  s   ...ý

ÿr   c                  C   sŠ  t dtd\} }t d}tt| |||| | || t| tt||||d |||  | | g}t| |td tt d  tt|d t	|d  d t|   d |d t	|d  d t|   d  tt	|d  d t|   t| d  tt	|d  d t|   t| d  | d  tt |d  t	|d  d t|   d t|d  t	|d  d t|   d  t	|d  d t|  t| d  t	|d  d t|  t| d  |d  t	|d d t|   td tt d  tt|d t	|d  d t|   d |d t	|d  d t|   d  tt	|d  d t|   t| d  tt	|d  d t|   t| d  | d  tt |d  t	|d  d t|   d t|d  t	|d  d t|   d  t	|d  d t|  t| d  t	|d  d t|  t| d  |d  t	|d d t|    t||t t d td  t|d t	|d  d t|   d |d t	|d  d t|   d  tt	|d  d t|   t| d  tt	|d  d t|   t| d  |d  ttt |d  t	|d  d t|   d t|d  t	|d  d t|   d  t	|d  d t|  t| d  t	|d  d t|  t| d  | d  t	|d d t|   tt d td  t|d t	|d  d t|   d |d t	|d  d t|   d  tt	|d  d t|   t| d  tt	|d  d t|   t| d  |d  ttt |d  t	|d  d t|   d t|d  t	|d  d t|   d  t	|d  d t|  t| d  t	|d  d t|  t| d  | d  t	|d d t|    g}||fS )Nr   r7   r2   r:   )
r   r   r	   r   r   rÇ   r   rÈ   r,   r   r  rE   rE   rH   Ú_neq_order1_type4_slow3  s  **þB$ÿ(ÿ(þþþÿÿ(ÿÿÿÿÿ$þþþþÿü:$ÿ(ÿ(þþþÿÿ(ÿÿÿÿÿ$þþþþÿüûB$ÿ(ÿ(þþþFÿÿ$ÿÿÿÿÿþþýûL(ÿ(ÿþþÿ.(ÿ$ÿ$þþþýûûôr¡  c                  C   s&   t  \} }t| ddd|gksJ d S )NFr)  )r¡  r&   ©r  r  rE   rE   rH   Útest_neq_order1_type4_slow3·  s   
r£  c                  C   s(   t  \} }t| |dddgfksJ d S )NTr   )r¡  r   r¢  rE   rE   rH   Ú!test_neq_order1_type4_slow_check3¿  ó   
r€  c                  C   s0   t  \} }t| }dd |D }||ksJ d S )Nc                 S   rM  rE   r  r  rE   rE   rH   rR  Ë  r   zGtest_linear_3eq_order1_type4_long_dsolve_slow_xfail.<locals>.<listcomp>)r  r   ©r\   r  r  r  rE   rE   rH   Ú3test_linear_3eq_order1_type4_long_dsolve_slow_xfailÅ  s   
r§  c                  C   sX   t  \} }td t| }W d    n1 sw   Y  dd |D }||ks*J d S )NTc                 S   rM  rE   r  r  rE   rE   rH   rR  Ù  r   zHtest_linear_3eq_order1_type4_long_dsolve_dotprodsimp.<locals>.<listcomp>)r  r   r   rŠ  rE   rE   rH   Ú4test_linear_3eq_order1_type4_long_dsolve_dotprodsimpÐ  s   


ÿrš  c                  C   s(   t  \} }t| |dg d¢fksJ d S )NTr@   )r  r   )r\   r  rE   rE   rH   Ú'test_linear_3eq_order1_type4_long_checkÝ  r¥  r©  c                     s  t dtd\t dt ¡ t ¡ ggtt ttd   ttttd   gg} tdd| ks`J tt	dd  tt	fd	d tt	fd
d tt	fdd t ¡d d  t ¡d d d  f tt
 fdd tt
 fdd tt
 fdd tt
 fdd tt
 fdd tt
 fdd tt
 fdd d S )Nr   r7   r2   r:   T)rG   r9   r+  c                   S   s   t dS r   ©r&   rE   rE   rE   rH   rI   ì  s    z$test_dsolve_system.<locals>.<lambda>c                      s
   t  dS r   rª  rE   ©r  rE   rH   rI   í  rŒ   c                      s   t  dS r   rª  rE   )r  rG   rE   rH   rI   î  s    c                      r   r   rª  rE   )r  rG   r2   rE   rH   rI   ï  r   rU   rV   rW   r=   c                      s   t  g g fkS r¹   rª  rE   )r\   rE   rH   rI   ò  r|  c                      s    t  gdg g fkS )N)rG   rª  rE   ©r\   r3   r4   r2   rE   rH   rI   ô  rc  c                      s"   t  gdg g fkS )N)rG   r9   rª  rE   r¬  rE   rH   rI   õ  r~  c                      s4   t  gddddidg g fkS )Nr   r;   )rG   r9   r  rª  rE   r¬  rE   rH   rI   ö  s   4 c                      s&   t  ddddidg g fkS )Nr   r;   )r9   r  rª  rE   r¬  rE   rH   rI   ÷  rq  c                      s$   t  ddddidg g fkS )Nr   r;   r  rª  rE   )r\   r3   r4   rE   rH   rI   ø  rg  c                      s2   t  gddddidg g fkS )Nr   r;   )rG   r  rª  rE   r¬  rE   rH   rI   ù  s   2 )r   r   r	   r   rÇ   rÈ   r   r&   r.   r   r  )r  rE   )r\   r  r3   rG   r4   r2   rH   Útest_dsolve_systemã  s$   @@Tr­  c                  C   s  t dtd\} }t d\}}| | |¡| | | |¡| g}tt t| W d    n1 s3w   Y  | || |¡g}tt t| W d    n1 sTw   Y  | || |¡|| |¡ || |¡g}tt t| W d    d S 1 sw   Y  d S )Nr   r7   úx y)r   r   r   r.   r   r   )r3   r4   r2   r   r  rE   rE   rH   Útest_dsolveû  s   $

ÿ

ÿ,

"ÿr¯  c                  C   sB  t dtd\} }t d}tt| |||t||d  t| || t||d  d t|||  tt||||t||d  d t| || t||d  d t|||  g}t|ddd\}|D ]4}|j|j  |d	 j|d	 j|d
 j|d
 ji¡}| dd | 	t
¡D ¡}t| |d
¡d	ksJ qjd S )Nr®  r7   r9   r:   r=   rk   Fr)  r   r;   c                 S   s   i | ]	}||j d dqS )F)Údeep)r+  )rF  r  rE   rE   rH   Ú
<dictcomp>	  rž   z,test_higher_order1_slow1.<locals>.<dictcomp>)r   r   r	   r   r   r&   Úlhsry   ÚsubsZatomsr   r-   )r2   r   r9   r\   r  ÚeÚresrE   rE   rH   Útest_higher_order1_slow1	  s   PTþ2ýr¶  c               
   C   sÊ  t dtd\} }}t d\}}tt| ||df|d| | ||  tt|||df|| | d||   g}t| |tt t|dt tdd    tt t	|dt tdd     tt
 t|dt tdd     tt t	|dt tdd     t||tt|dt tdd    tt	|dt tdd     t
t|dt tdd     tt	|dt tdd     g}t||ksÖJ t||dddgfksãJ d S )	Nr  r7   r1  r:   r;   r=   Tr   )r   r   r	   r   r   rÇ   r*   r
   rÈ   r+   rþ   rÿ   r   r   )r2   r   r   r9   r   rÄ   r¡   rE   rE   rH   Útest_second_order_type2_slow1	  s$   *,ÿZÿ

ÿ"ÿfÿþr·  c                  C   s   t d\} }}| tt t¡ || tt tt  |tt t¡ ||  tt tt  |tt t¡ | | tt tt  g}t|sKJ d S )Nza b c)r   r3   r2   r   r4   r5   r   )rÉ   rÊ   rË   r  rE   rE   rH   Útest_nonlinear_3eq_order1_type1-	  s   (((ýrž  c                  C   s²   t tt t¡dtt tt dtt tt  t tt t¡dtt tt dtt tt  t tt t¡dtt tt dtt tt  g} t|  d S ©Nr:   r=   r>   )r	   r3   r2   r   r5   r4   r   r«  rE   rE   rH   Útest_nonlinear_3eq_order1_type4;	  s
   666ýrº  c                  C   sz   t tt t¡dttd  d t tt t¡ddtt  t tt t¡dtt dttd   g} t|  d S r¹  ©r	   r3   r2   r   r4   r5   r   r«  rE   rE   rH   Útest_nonlinear_3eq_order1_type3H	  s
   "*ýrŒ  c               	   C   s   t tt t¡ttdtt dtt   t tt t¡ttdtt dtt   t tt t¡ttdtt dtt   g} t|  d S r¹  r»  r«  rE   rE   rH   Útest_nonlinear_3eq_order1_type5V	  s
   ...ýrœ  c                  C   s  t dtd\} }}t ddd\}}}}td}t dtd\}}	tt| ||| ||| d tt|||d	| | d
||  d f}
t| |tt|tdd   tt|td d    t	dd t||td	td  t|tdd   ttd d	  t|td d    t	d
d g}t
|
|dddgfks§J tt| ||| ||| d tt|||d| | || d f}t| |tttd	|  tttd	|   t| t	dd t||td	 t ttd	|  td	t ttd	|   t| t	dd g}t
||dddgfks(J tt| ||d
| | | d	||  tt|||d	| | d
| ||  f}t| |ttd	|  ttd|   tt	d
d	|d	   t||ttd	|  ttd|   tt	d
d	|d	   g}t
||dddgfks¢J tt| ||d
| | | |d	 ||  tt||||d	  | | d
| ||  f}t| |tt|d d  tt|d d   tt	d
d	|d	   t||t t|d d  tt|d d   tt	d
d	|d	   g}t
||dddgfks*J tt| ||d
| | | |d	 ||  tt||||d	  | | d
| d|d	   ||  f}t| |tttdd	 t	dd	 |d  d  tttd d	 t	dd	 |d  d   tt	d
d	|d	   t||ttdd	 t	dd	  ttdd	 t	dd	 |d  d  ttd d	 t	dd	  ttd d	 t	dd	 |d  d   tt	d
d	|d	   g}t
||dddgfksüJ tt| ||d
| | | |d	 ||  tt|||d|d	  | | d
| d|d	   ||  f}t| |t|| t|| t|d	 ttd
| | ttd|d	  d
|  | ||d	  |  t||t|	| t|	|t|d	 ttd
| | ttd|d	  d
|  | ||d	  | ttd
| |ttd|d	  d
|  | ||    g}t|}||ksÇJ d S )Nr  r7   z
k, l, m, nT)ÚIntegerr9   zx0, y0rk   r:   r?   rw   rV   r=   r  r   r  rs   r  r  r%  r;   )r   r   r   r	   r   rÇ   r   r   rÈ   r   r   r   r   r,   r   )r2   r   r   r   r   r=  rÀ   r9   r  r'  r   r¡   r¢   r   r£   r€   r¥   rŠ   r§   rš   Úeq6rÐ   ÚsrE   rE   rH   Útest_linear_2eq_order1c	  sZ   PD^ÿLBTÿX>>ÿbFHÿn0*ÿÿFBÿÿþpjd6ÿÿrÁ  c                  C   s.  t dtd\} }}td}tt| ||| |||d  tt|||||d f}t| |ttddt d|   tdd  t||ddt d|   tdd  t| |ttdddt d|   tdd   t||ddt d|   tdd t| |ttt	 ddt d|   tdd   t||t	 ddt d|   tdd  t| |ttt	ddt d|   tdd   t||t	ddt d|   tdd  g}t
||ksìJ t||d	d
d
gfksùJ tt| ||td| | ||d  tt|||||d f}t| |ttdddt d|   tdd    d t||ddt d|   tdd  t| |ttdddt d|   tdd    d t||ddt d|   tdd t| |ttdt	 ddt d|   tdd    d t||t	 ddt d|   tdd  t| |ttdt	 ddt d|   tdd    d t||t	ddt d|   tdd  g}t
||ksîJ t||d	d
d
gfksüJ tt| ||||| | tt|||| |d f}tdd}	t| |d|	 dtttt|  d  tt |	   t||ttttttt|  d d   d g}
t
||
ksaJ tt| ||| ||| t|d  tt|||||d t|d  f}t| |dtt ttt | td| d   t||dt| td| d   h}t
||ksÂJ t| ||t| || t| ||t|||  t|||t||| t|||d  f}t| |tt t|  t||td t|  h}t
||ksJ t||d	d
d
gfks&J tt| ||| |d ||d  tt|||||d f}t| |dtdddt d|   tdd    t||ddt d|   tdd  t| |dtddt d|   tdd   t||ddt d|   tdd t| |dtt	ddt d|   tdd    t||t	 ddt d|   tdd  t| |dtt	ddt d|   tdd    t||t	ddt d|   tdd  g}t
||ksJ t||d	d
d
gfksJ d S )Nr  r7   r9   r=   r?   r<   r>   r;   Tr   r:   rV   rs   )r   r   r   r	   r   rÇ   r   rÈ   r   r   r   r   r   r   r   r   )r2   r   r   r9   r   r¡   r¢   r   r£   Úttr€   r¥   rŠ   r§   rš   r¿  rÐ   rE   rE   rH   Útest_nonlinear_2eq_order1	  sf   @.(2&4,2*ø	H8(8&<,<*ø	<
:4þT\f4D2(.&2,2*ø	 rÃ  c            	      C   s€  t dtd\} }}t d\}}dt| || d|| ||  dt||| ||| |  dt||| | |||  f}tdtdtd	|d  dt  t td	|d  dt  t   || |f ttd
| d
  tdtdtd|d  t dt  td|d  t dt    |||f ttd| d  tdtdtd|d  dt  t td|d  dt  t   |||f ttd| d  g}dd t	t
||D sæJ dt| || d|| || t|  dt||| ||| | t|  dt||| | ||| t|  f}tdtdtd|d  t dt  td|d  t dt    || |f ttdt| d  tdtdtd	|d  dt  t td	|d  dt  t   |||f ttd
t| d
  tdtdtd|d  dt  t td|d  dt  t   |||f ttdt| d  g}dd t	t
||D sÐJ d S )Nr  r7   zt ur>   r:   r=   r?   r;   rr   ru   rY   r}   iöÿÿÿrV   c                 S   ó   g | ]	\}}|  |¡qS rE   ©Zdummy_eq©rF  r¯   r°   rE   rE   rH   rR  Ó	  rž   z-test_nonlinear_3eq_order1.<locals>.<listcomp>c                 S   rÄ  rE   rÅ  rÆ  rE   rE   rH   rR  Û	  rž   )r   r   r   r	   r,   r   rÇ   rÈ   rþ   Úzipr   r   r   )	r2   r   r   r9   r  r   r¡   r¢   r   rE   rE   rH   Útest_nonlinear_3eq_order1Ê	  sL   hNÿ@
ÿÿ"ÿ
ÿÿþPÿ@
ÿÿ"ÿ
ÿÿþ"rÈ  c               	   C   s  t d} td}td}t d}t d}tt|| | d||  tt|| | d||  f}t|| d| tdtd	 |   d| td
td	 |    t|| dtd	 | tdtd	 |   dtd	 | td
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   Zsympy.core.symbolr   r   Z%sympy.functions.elementary.hyperbolicr   Z(sympy.functions.elementary.miscellaneousr   rœ   r   Zsympy.core.containersr   Zsympy.functionsr   r   r   r   r   r   r   r   Zsympy.matricesr   r   Zsympy.solvers.oder   Zsympy.solvers.ode.oder   Zsympy.solvers.ode.subscheckr   rŸ   r   r   r    r!   r"   r#   r$   r%   r&   r'   r(   r)   r*   r+   Zsympy.integrals.integralsr,   Zsympy.simplify.ratsimpr-   Zsympy.testing.pytestr.   r/   r0   r1   ZC0rÇ   rÈ   rþ   rÿ   r   ZC6ZC7ZC8ZC9ZC10r2   r3   r4   r5   rT   r©   rÂ   rÆ   rê   r  r!  r(  r-  r/  r9  r:  r;  r>  r?  r@  rU  r  r  r  r  r  r  r  r   r¡  r£  r€  r§  rš  r©  r­  r¯  r¶  r·  rž  rº  rŒ  rœ  rÁ  rÃ  rÈ  rÉ  rË  rE   rE   rE   rH   Ú<module>   sÊ    (8%  Fm '
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