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ZdZdZdZee
eeeegZdZdZdZdZdZeeeeeeegZdZdZdZdZdZdZdZeeeeeeeegZdZdZdZ dZ!dZ"dZ#eeeee e!e"e#gZ$d Z%d!Z&d"Z'd#Z(d$Z)d%Z*d&Z+d'Z,ee%e&e'e(e)e*e+e,gZ-d(Z.d)Z/d*Z0d+Z1d,Z2d-Z3d.Z4d/Z5eee.e/e0e1e2e3e4e5g	Z6d0Z7d1Z8d2Z9d3Z:d4Z;d5Z<d6Z=ee7e8e9e:e;e<e=gZ>d7Z?d8Z@d9ZAd:ZBd;ZCd<ZDd=ZEeee?e@eAeBeCeDeEgZFd>ejGd?ejGfd@dAZHdS )B    N)
Polynomialg      ?      g   `
?gin?gin?ghn?gi}ԿgOQ*ghf#wg g	yw?g6UL?gk"t?g"]!?g aBCоg8uYcgM ?gø@׿g Q_?g(>=cg땗Y6*?g?
8ag#f>?g3oJ?g\c?g5c`&?gQk?g5WT?g5d`4g`s4g&A%g
0Ogf"(Ldg\ggWeRTg\#gvp3@g!jR5a@gq){@gh(!+@gpW!z@g,H([@gJHG@gbt﮿gJo94gޅpgZ_U	1gC]dg(ugY.jag?8ܛN8~gQ&V>@g
"\t@gQ@gj$h@g;@gct}@gb-qBp6xreturnc                 C   s  t | }t | }t | }t | }|dk }d|k|dk @ }d|k|dk @ }d|k|dk @ }d|k|dk @ }	|dk}
dt jdt jfdd	}dt jdt jfd
d}dt jdt jfdd}dt jdt jfdd}dt jdt jfdd}dt jdt jfdd}t j|t jt jd}t j||< d||< d||< | | j	r|| | ||< | | j	r|| | ||< | | j	r|| | ||< | | j	r|| | ||< | |	 j	r|| |	 ||	< | |
 j	r|| |
 ||
< |S )Ng      0>g      ?g      ?gm۶m@   r   r   c                 S   s   | t |   S N)efxr    r   V/home/ubuntu/sommelier/.venv/lib/python3.10/site-packages/optuna/samplers/_tpe/_erf.pycalc_case_tinyy   s   zerf.<locals>.calc_case_tinyc                 S   s,   | |  }t |}t|}|| }| | |  S r   )ppqq)r   zrsyr   r   r   calc_case_small1|   s
   zerf.<locals>.calc_case_small1c                 S   s8   t | t }t|}t|}t||  }|t |  S r   )npabsonepaqaerxsign)r   r   PQabsoutr   r   r   calc_case_small2   s
   zerf.<locals>.calc_case_small2c                 S   b   t | }t | } t| |   }t|}t|}t |  |  d t ||  }t||   | S Ng      ?)r   r   r   r   rasaexpr   r   r   RSr   r   r   r   calc_case_med1   s   

"zerf.<locals>.calc_case_med1c                 S   r    r!   )r   r   r   r   rbsbr$   r%   r   r   r   calc_case_med2   s   

"zerf.<locals>.calc_case_med2c                 S   s
   t | S r   )r   r   r
   r   r   r   calc_case_big   s   
zerf.<locals>.calc_case_big)
fill_valuedtypeg      ?g      )
r   r   isnanisposinfisneginfndarray	full_likenanfloat64size)r   acase_nancase_posinfcase_neginf	case_tinycase_small1case_small2	case_med1	case_med2case_bigr   r   r   r(   r+   r,   outr   r   r   erfl   sB   










rB   )Inumpyr   numpy.polynomialr   halfr   twor   r	   efx8pp0pp1pp2pp3pp4r   qq1qq2qq3qq4qq5r   pa0pa1pa2pa3pa4pa5pa6r   qa1qa2qa3qa4qa5qa6r   ra0ra1ra2ra3ra4ra5ra6ra7r"   sa1sa2sa3sa4sa5sa6sa7sa8r#   rb0rb1rb2rb3rb4rb5rb6r)   sb1sb2sb3sb4sb5sb6sb7r*   r2   rB   r   r   r   r   <module>   s   