o
    `^hd                     @   s>   d dl Zd dlmZ d dlmZ d dlmZ G dd dZ	dS )    N)assert_allclose)raises)nnlsc                   @   sd   e Zd Zdd Zdd Zdd Zdd Zd	d
 Zdd Zdd Z	dd Z
dd Zdd Zdd ZdS )TestNNLSc                 C   s   t jd| _d S )Nl   F_fr/ )nprandomdefault_rngrng)self r   \/home/air/shanriGPT/back/venv/lib/python3.10/site-packages/scipy/optimize/tests/test_nnls.pysetup_method   s   zTestNNLS.setup_methodc                 C   s^   t ddd}t d}|| }t||\}}|dk sJ t j|| | dk s-J d S )Ng      9@   g      @Hz>)r   arangereshaper   linalgnorm)r
   axyresr   r   r   	test_nnls   s   
 zTestNNLS.test_nnlsc                 C   s   | j jddddgd}t| j jdddgd}d|d d d< || }t||dtj|d	 td
 d\}}t||ddd |dk sFJ d S )N
   2   lowhighsize   r              ?atol        绽|=rtolr'   -q=	r	   uniformr   absr   r   r   spacingr   r
   r   r   bxactrnormr   r   r   test_nnls_tall   s   *zTestNNLS.test_nnls_tallc                 C   s   | j jddddgd}t| j jdddgd}d|d d d< || }t||d	tj|d
 td d\}}t||ddd |dk sFJ d S )Nr   r   d   x   r   r!   r"   r   r#   r$   r%   r&   r(   r)   r*   r,   r-   r1   r   r   r   test_nnls_wide   s   *zTestNNLS.test_nnls_widec                 C   sX   | j jdd}| j jdd}tt t||dd W d    d S 1 s%w   Y  d S )N)r   r   )r    r   r$   )maxiter)r	   r.   assert_raisesRuntimeErrorr   )r
   r   r2   r   r   r   test_maxiter'   s
   
"zTestNNLS.test_maxiterc                 C   s   t g d}t g d}t g d}t|}t |t t ||f }|d }|dk d }d|||f< d||t |d |d f< d||< d||< t |}t|| || \}	}
t	|	|dd	d
 d S )N)C   r"   r   r$   r$   r$   r=                  )   /   5   9   C   L   g   Y   a   ^   U   _   N   rO   rO   M   I   r   r   8   D   b   rN   p                              r^               n   \   ?   <   4   rA      r@      r   r   r   r$   r"   r=   r   r"   )Cr(   r(   r(   r(   r(   r(   r(   r(   r(   r(   r(   r(   r(   r(   r(   r(   r(   r(   r(   r(   祠oN ?r(   goN ?rj   祠oN @祠oN @rl   gVS(@gقfC.@gD -4@gĎ$]a;@g-R#H@gPxG@g:6:"Q@gVSX@gA[[@g9`@g^;ma@goN g@gYHoe@ERWi@gg݈n@g_Zgj@g9 al@ghb m@rm   gIe@gQg@g1D/Dd@gBA{/c@gGM^^[@gxWY@gIU@gقfCN@gIE@gPx7@gVS8@g|:@K1@goN '@rl   gD -@gΈb@r(   rk   r(   r(   r(   )Cr(   r(   r(   r(   r(   r(   r(   r(   r(   r(   r(   r(   r(   r(   r(   r(   r(   r(   r(   r(   g]<To?r(   gTT'?r(   g#I?g'|?r(   gε?g	kѭ?g<h:?g4 &fr?gwp?r(   r(   gc@?r(   r(   r(   gq2O?r(   r(   r(   r(   r(   r(   r(   r(   g˚HZ?gT?r(   r(   gjE>?r(   r(   r(   r(   g_k?r(   r(   r(   r(   r(   r(   r(   r(   r(   r(         ?r   r$   r   r(   r)   r*   )
r   arraylendiagtrilonesnonzerominimumr   r   )r
   nkdNAwnzWdact_r   r   r   test_nnls_inner_loop_case1.   s(   
z#TestNNLS.test_nnls_inner_loop_case1c                 C   s  t g d}t g d}t g d}t|}t |t t ||f }|d }|dk d }d|||f< d||t |d |d f< d||< d||< t |}t|| || dd	\}	}
t 	|	}t 
|	dkspJ t jj|||  t jd
dk sJ t|	|ddd d S )N)Dr$   r   r$   r"   r"   r"   r=   r=   r      r?   r?         $   *   r   @   r   r   Q   rM   rM   rN   rN   rN   K   rH   E   r   >   ;   rS   r   G   rG   J   rO   v   ra                        r]                  rI   h   r   rR   (       r      	   ri   r>   r"   r$   r$   r$   )Dr(   r(   r(   r(   r(   r(   r(   r(   r(   r(   r(   r(   r(   r(   r(   r(   r(   r(   r(   r(   r(   r(   焱?r(   r(   g#V @r   r(   gLKA@gLKA@g&@#V0@XdÓ|4@r   g^uB@gyK@g	S@g{Y@gԗ}Z@gܢ+o_@gP@ڡb@g[{f@gwf@ch@gԗ}j@go=i@gI:m@g
$tk@g%uh@g(
どh@gH+n5g@gs-}g@guqib@g*Bl`@g}#]@gϸOW@g"(@V@gb"a4J@gF@gJ?@g(
ど8@r   T;Oκ#@r   焱@r   焱?r   r   )Dr(   r(   r(   r(   r(   r(   r(   r(   r(   r(   r(   r(   r(   r(   r(   r(   r(   r(   r(   r(   r(   r(   g"%&a?r(   r(   gYM?r(   r(   gR.S?ghq?gwLBW?gQ?gF
}?gǙH?gL'%?g*O?gްac?r(   r(   r(   r(   r(   r(   r(   r(   r(   r(   r(   gKu?g bb,Mn?r(   r(   r(   r(   r(   gwլD?r(   r(   r(   r(   r(   r(   r(   r(   gLg?r(   r(   g'?rn   r   r$   r   r   r&   )ord   r(   r)   r*   )r   ro   rp   rq   rr   rs   rt   ru   r   cumsumallr   r   infr   )r
   rv   rw   rx   ry   rz   r{   r|   r}   r~   r   pr   r   r   test_nnls_inner_loop_case2h   s.   

"z#TestNNLS.test_nnls_inner_loop_case2c                 C   sV   t g ddd}t jdt jd}t||\}}t|t g d t|d d S )N(  g\a?g{ 6?g'ݯ(?gʧy?g{ 6?gzM?g=YZM[g?g<NG?gӐ3?g=YZM[g?o+j?r   g|\?gNO?gl7?gx7O?g.Tei?gy?gsk8j?g.Tei@g͛J?g YX'i?gW?g#?gFl@gZI\g?gZI\g?g9?geM?gQ6'@gҥR?gm`?g1?gm!?gD&3@g5s@?gGܳU?g,&.?gڒ"}@gGܳU<@gE&.ۢ?gh9H?g7?g7hf@goh"D@g"Xz(?gvA?g+?gWn@gr˩aK@gos͞?g{TD<?g|!?g(@g2}EYR@gᰜ7?g?|2>?gÆ@?gqp@g+8L^@g7^?gD`vC?gb?g\h @gyIg@g ֑^6?gVmӵH?gi%;?g9H#"@gVmӵHl@g̢'ߒ?g2t;wO?gZ:>?g*\:'@gy">'t@gQS7:1?gA%V?gz_i?gɻwE0@gXa@gy֙r?g3~8V?gl?g>3@g'T@gZQ"?g;pO?gY)o.M?gt-8@g&f'_@gŋTg?gSUG?g]3?gO>@g6AT@gZ?g@?gEm?g^BD@go}@gehT?gF<!B?gC"1?gs퀿/I@gIץ@g:Hܑ?g<?g+?g9ZYN@gzb1P@glʽWt}?gR7k):?g <@gU/2eqS@gxA@g8ڰz?gǒ B*B?gtN$_C@g1X@gt10zP@g@v	w?gtP?g1~	@g,t	`@gKC/@g(t?g×	\?g	@gE@d@gՃ(@g"a]nr?g!&j?g}{@g3QFSi@g6@g2l{p?gq?gJN@g6vo@g]r0d@g΂m?g7?gTeMT@gkeUt@gϞ&@gh+	:j?gz_z?gc@g?y@gkh.@gKtg?g|Լ?gfo	u@gMU@gu@g;e?gs ?ry?gVKV@g~@gT@g͎b?g4(	?gM(Ρ@g%m@g.qAg9Ԩ`?g{$?g]' @gpS@g%0'.AgN}>% ^?g8?gŕG"@gAʔ@goݜAgGGGZ?gIBR?gJH;:%@g%O@g_ѱ/ AgW?g94Of?gY>\'@gZ,@g'Ag\OgFU?gGFy?gߜb+@gcC!>7@gjb0AgټS?gq?g5-W.@gSg.Id@g5@K7AgFkP?g~By?g_1@gKYi@g8*6@Agb?1AN?g`՟?g.b633@g zYM@gb4wGAgKJ?gr)	?g?H5@gOY44@gXPAg"4H?g'6ͽ?g5pf8@g勦@g-LWAgD̢E?gBAMd?gpMǱ;@gAFk@g4WGaAg6
+JsC?gD#V?g;yTS?@g@g;JhAg*$JfA?g
?g	YWưA@gbɥ@ghpQqAg{<c>?g	2y?gQC@g%@gn)$9xAgqi;?g.ZOW?gx9F@gmk @gN[ZAgwEu8?garj?gI@g}Oq\Ȣ@gTRثAgtrl5?gmfeT?g/L@g_(@g&3gfAg[M3?g!I?g.5ͺtO@gy)G1@gmwAg@s<1?gN9]?gk))Q@gWw]@g:AgW;!.?g'?gUT@g50@gAg$+?g<ixԾ?gpV@g`@g8'@ڱAg"/(?g-]?g_Y@g:Ago7AgK3P%?gm2?gX9n8j\@g)f\MAg&AgS-fZJ#?gilzd?gkۈ۱_@g9)itJAgir(/|Agl ?gf۽?g9@}a@g;Ag(QwAgmXm?go6i4A?g/^@c@gEAg@AgT#?g?g^e@g]el	AgAAgx?gF';I?g8g@gtN6j Ag}!pAg6?gyP?g=:ij@gW7%AgλAg"d ?g7n?gtGm@gЏB*AgLbAgcr?g𺭮?g0s;p@g
	SZ0AgRZZ Bg7x40?gc&9,
'?gq5q@g<U_O4AgJFBgwc?g?%?}?g6p轫s@gbH9AgP寏Bg8	x?g*'̹?g2{u@g~|p>Ag>;+Bg
gk+?gB5?g(x@gM VSCAg8yBg9W, ?g-xU@?g04r{@g`1|HAgeC&Bg*<>g6"i?gd_t~@g1PAgmQ0Bg	+>gID?gEax@gsVAgj9Bg㪢9O>g|b2?gW|f@g
x_Ago,CBg{%>g!D)?g]	ݍ@g<keAg$NBgsn5>gba7U΢?gϊ@gYpDlAg΍VBgW_>g!?ꢓ?g4hcC@g1rAgW`Bgst>g,L?g9u:p@g vAgk5gBg/˦]>g%#?gU=@guX3]ߏ|Ag"1pBg>g0#+?g;~;@g:PswAgvI@vBgU>gkW?gOM@g\#=FAg_xlp~Bg	Nn>g@-?ggՖ@gX!nAgV^Bgc5>gR?gXf@g%;Ag֫m5BgC?'L>g#*K?g3Kե@ga2G}LAgpBg*̺Sg90L?gu@g- $AgkMÆg?7g&>0?gN:x@g+s?ɨXAg%pg"gX	?gVb\@g`o"Agf!ygQ
?g	~b?g~鎅@g z@Agͅ}s Bguf>g"~(#?g4J@g`%TFAgѺDbBg$ugz#(g ?gY @g q$Ag6aJgI]q7i>gw8?gSfv@g6v_n1Ag~j3BrJ   r   )dtype)gdM?gmUq @r(   r(   r(   g|%?)r   ro   r   rs   float64r   r   )r
   rz   r2   solr4   r   r   r   test_nnls_gh20302   s      zTestNNLS.test_nnls_gh20302c                 C   sz   g dg dg dg dg dg}g d}t g d}t||\}}t|| t t j|| | | dk s;J d S )	N)g*ds?g&g%UgF?g,Xѿg['Jʿgu;ƿgs?)g_bhg@68mӿgFW=o$?gޜ䤱g.*ڿgIy
f[?g>kTȿgoJ)gm*eпghgȏMM?gVjgz|ga{TgnCY?gC9gT?)g2u51?g^:°,?g..B?gӿgײ_1?gOw׿g.Ig7Ϸѿ)gQo?g%Tɿg:?g0ٔ!?g??g^=пgU_pĿg>dJ?)g]j	2@gsQd 2g&@+@g{!Rg^H'U"@)r(   g#]@gA<F@gǧY@r(   gЩaK@r(   g6"==@vIh%,=r   ro   r   r   r/   r   r   )r
   rz   r2   des_solr   r   r   r   r   test_nnls_gh21021_ex1@  s   
*zTestNNLS.test_nnls_gh21021_ex1c                 C   s|   t ddgddgddgddgg}t g d	}t||\}}t|t d
dg t t j|| | | dk s<J d S )Ngȱ}?gοgr9W?g ޺c?g {:?gmgRnP>z?ggAD㳿)g/t8@gF<@gfkyD@gaCSg,v'K@r(   r   r   r
   rz   r2   r   r   r   r   r   test_nnls_gh21021_ex2\  s   *zTestNNLS.test_nnls_gh21021_ex2c                 C   s   t g dg dg dg dg dg dg dg dg d	g d
g dg dg dg dg dg dg dg dg dg dg dg dg dg dg dg}t g d}t||\}}t|t g ddd t t j|| | | dk s}J d S )N)gyS$?ge_?gUjHhg+)?geJu66)g:1y?g<˿guـ밻gKK?gj9e;ÿ)g?g5
Vhg8~ڥ?gc}◒gQ=?)gH?gO<Tgg	F^S?gzhr?g-M|Dſ)g	giɿg'V ?goχYgSf˸-?)g}cҿg
(ʿggqҽdgúg_nPS?)gsI6?gT5?gy.?g:'WWƿgORB;)g>?g[z?grKbP/?g7ET?gAF?)gJ}9gθ\Q5Ŀg4eg~Ӹ[gN.)ggyFgteR?gKd?gBƿg)?)gajO?go ѿg)~?g>#¿gd )gOBisgp=WמgdLU]gXꉸ?gOVʢ?)gɵ鵆?gy7ۍg`a޳?gFK	߳2g+g*¿)g:\?gNZƿgqVXgs÷??gU!a?)g3As?gXRy?gGkFUgP!bDZ?g:;l̿)g&ًͨg՞*?g~7Q#퟿g34g?g4l?)g,V?gHRTgY"?gH1ZпgVT%?)g#w?g{?gR20g𨇨?gnF}ο)g,.}O?g~kn-޿g?g2/gI)g_UnR?g;O?gP@MgJm?g}Noɿ)g}r9!g|sb?gy	gɀ?gt@/W )gة?gN1	UʿgvrM
?g^Fe?gȡ?)gBC˽gW<}1?g?g0$X?gW)gGX?g,4a?g͋Hق?gLy?gмX ?)g{Wg%rg]{1Do?g=\_пgk7W6?)g#gG g|2
@gPu<M0@g[E~@g찈gH>:F@gW@go?`%gL0@g"Wk?g<s8ugb@@gg1g]B$Og][9@gK#Q%gBC/@g:ԝbg9(gZ^g#@gP20n@g0p @gzFߛ3@)r(   r(   g ӗS@r(   r(   r   r&   r   r   r   r   r   test_nnls_gh21021_ex3k  sB   4
*zTestNNLS.test_nnls_gh21021_ex3N)__name__
__module____qualname__r   r   r5   r8   r<   r   r   r   r   r   r   r   r   r   r   r      s    	:; r   )
numpyr   numpy.testingr   pytestr   r:   scipy.optimizer   r   r   r   r   r   <module>   s
    