Ë
    D^(h¥�  ã                   óf   — d dl Z d dlZd dlmZmZmZ d dlmZm	Z	m
Z
mZ d„ Zd„ Zd„ Z G d„ d«      Zy)	é    N)Úgraph_edit_distanceÚoptimal_edit_pathsÚoptimize_graph_edit_distance)Úcircular_ladder_graphÚcycle_graphÚ
path_graphÚwheel_graphc                 ó   — | |k(  S ©N© ©Ún1Ún2s     úg/var/www/skyplay_api_hub/venv/lib/python3.12/site-packages/networkx/algorithms/tests/test_similarity.pyÚnmatchr      ó   € Ø�‰8€Oó    c                 ó   — | |k(  S r   r   ©Úe1Úe2s     r   Úematchr      r   r   c                  ó>  — t        j                  «       } | j                  dd¬«       | j                  dd¬«       | j                  dd¬«       | j                  dd¬«       | j                  ddd¬«       | j                  ddd¬«       | j                  ddd¬«       | S )	NÚA©ÚlabelÚBÚCÚDúa-búb-cúb-d)ÚnxÚGraphÚadd_nodeÚadd_edge)ÚGs    r   ÚgetCanonicalr(      sˆ   € Ü
�‰‹
€AØ‡J�Jˆs˜#€JÔØ‡J�Jˆs˜#€JÔØ‡J�Jˆs˜#€JÔØ‡J�Jˆs˜#€JÔØ‡J�Jˆs�C˜u€JÔ%Ø‡J�Jˆs�C˜u€JÔ%Ø‡J�Jˆs�C˜u€JÔ%Ø€Hr   c                   ó²  — e Zd Zed„ «       Zd„ Zd„ Zd„ Zd„ Zd„ Z	d„ Z
d„ Zd	„ Zd
„ Zd„ Zd„ Zd„ Zd„ Zd„ Zd„ Zd„ Zd„ Zd„ Zd„ Zd„ Zd„ Zd„ Zd„ Zd„ Zd„ Zd„ Zej@                  ejB                  jD                  jF                  gZ$e%jL                  jO                  de$«      d„ «       Z(e%jL                  jO                  de$«      d„ «       Z)e%jL                  jO                  de$«      d„ «       Z*e%jL                  jO                  de$«      d „ «       Z+e%jL                  jO                  d!e$«      d"„ «       Z,d#„ Z-d$„ Z.d%„ Z/d&„ Z0d'„ Z1d(„ Z2d)„ Z3d*„ Z4d+„ Z5d,„ Z6d-„ Z7d.„ Z8d/„ Z9y0)1ÚTestSimilarityc                 óX   — t        j                  d«      at        j                  d«       y )NÚnumpyÚscipy)ÚpytestÚimportorskipÚnp)Úclss    r   Úsetup_classzTestSimilarity.setup_class&   s"   € ô × Ñ  Ó)ˆÜ×Ñ˜GÕ$r   c                 óú  — t        j                  d«      }|j                  «       }t        j                  t
        t        ||dg¬«       t        j                  t
        t        ||g d¢¬«       t        j                  t         j                  t        ||d¬«       t        j                  t         j                  t        ||d¬«       t        j                  t         j                  t        ||d¬«       t        ||d¬«      d	k(  sJ ‚t        ||d
¬«      dk(  sJ ‚t        ||dd¬«      d	k(  sJ ‚t        ||d
d¬«      dk(  sJ ‚t        ||d
d¬«      �J ‚t        j                  t         j                  t        ||d	¬«       y )Né   é   )Úroots)r5   é   é   )é	   r7   )r7   r9   )r9   r9   ©é   r5   r   ©r   r;   é   )r6   Útimeoutç-Cëâ6?)r>   )	r#   Ú
star_graphÚcopyr.   ÚraisesÚ
ValueErrorr   ÚNodeNotFoundÚNetworkXError)ÚselfÚG0ÚG1s      r   Ú*test_graph_edit_distance_roots_and_timeoutz9TestSimilarity.test_graph_edit_distance_roots_and_timeout,   s$  € Ü�]‰]˜1ÓˆØ�W‰W‹YˆÜ�‰”jÔ"5°r¸2ÀaÀSÕIÜ�‰”jÔ"5°r¸2ÂYÕOÜ�‰”b—o‘oÔ':¸BÀÈ&ÕQÜ�‰”b—o‘oÔ':¸BÀÈ&ÕQÜ�‰”b—o‘oÔ':¸BÀÈ&ÕQÜ" 2 r°Ô8¸AÒ=Ð=Ð=Ü" 2 r°Ô8¸AÒ=Ð=Ð=Ü" 2 r°ÀÔCÀqÒHÐHÐHÜ" 2 r°ÀÔCÀqÒHÐHÐHÜ" 2 r°ÀÔHÐPÐPÐPä�‰”b×&Ñ&Ô(;¸RÀÈQÖOr   c                 óŽ  — t        j                  «       }t        d«      }t        d«      }t	        d«      }t        ||«      dk(  sJ ‚t        ||«      dk(  sJ ‚t        ||«      dk(  sJ ‚t        ||«      dk(  sJ ‚t        ||«      dk(  sJ ‚t        ||«      dk(  sJ ‚t        ||«      dk(  sJ ‚t        ||«      dk(  sJ ‚t        ||«      dk(  sJ ‚t        ||«      dk(  sJ ‚t        ||«      dk(  sJ ‚t        ||«      dk(  sJ ‚t        ||«      dk(  sJ ‚t        ||«      dk(  sJ ‚t        ||«      dk(  sJ ‚t        ||«      dk(  sJ ‚y )	Né   é   r   é   é   é   r;   r=   )r#   r$   r   r   r	   r   ©rF   rG   rH   ÚG2ÚG3s        r   Útest_graph_edit_distancez'TestSimilarity.test_graph_edit_distance<   sx  € Ü�X‰X‹ZˆÜ˜‹]ˆÜ˜‹^ˆÜ˜‹^ˆä" 2 rÓ*¨aÒ/Ð/Ð/Ü" 2 rÓ*¨bÒ0Ð0Ð0Ü" 2 rÓ*¨bÒ0Ð0Ð0Ü" 2 rÓ*¨bÒ0Ð0Ð0Ü" 2 rÓ*¨bÒ0Ð0Ð0Ü" 2 rÓ*¨bÒ0Ð0Ð0Ü" 2 rÓ*¨bÒ0Ð0Ð0ä" 2 rÓ*¨aÒ/Ð/Ð/Ü" 2 rÓ*¨aÒ/Ð/Ð/Ü" 2 rÓ*¨aÒ/Ð/Ð/Ü" 2 rÓ*¨aÒ/Ð/Ð/Ü" 2 rÓ*¨aÒ/Ð/Ð/ä" 2 rÓ*¨aÒ/Ð/Ð/Ü" 2 rÓ*¨aÒ/Ð/Ð/Ü" 2 rÓ*¨aÒ/Ð/Ð/ä" 2 rÓ*¨aÒ/Ð/Ñ/r   c                 ó>  — t        d«      }t        d«      }|j                  j                  «       D ]  \  }}|dz  dk(  rdnd|d<   Œ |j                  j                  «       D ]  \  }}|dz  dk(  rdnd|d<   Œ t        ||«      dk(  sJ ‚t        ||d„ ¬	«      dk(  sJ ‚y )
Nr4   r5   r   ÚredÚblueÚcolorr;   c                 ó   — | d   |d   k(  S ©NrW   r   r   s     r   ú<lambda>zDTestSimilarity.test_graph_edit_distance_node_match.<locals>.<lambda>`   ó   € °"°W±+ÀÀGÁÑ2L€ r   )Ú
node_match)r   ÚnodesÚitemsr   )rF   rH   rQ   ÚnÚattrs        r   Ú#test_graph_edit_distance_node_matchz2TestSimilarity.test_graph_edit_distance_node_matchV   s³   € Ü˜‹^ˆÜ˜‹^ˆØ—x‘x—~‘~Ó'ò 	<‰GˆAˆtØ%&¨¡U¨a¢Z™E°VˆD�ŠMð	<à—x‘x—~‘~Ó'ò 	<‰GˆAˆtØ%&¨¡U¨a¢Z™E°VˆD�ŠMð	<ä" 2 rÓ*¨aÒ/Ð/Ð/äØ�BÑ#Lôð òð	
ñr   c                 ób  — t        d«      }t        d«      }|j                  j                  «       D ]  \  }}t        |«      dz  dk(  rdnd|d<   Œ |j                  j                  «       D ]  \  }}t        |«      dz  dk(  rdnd|d<   Œ t	        ||«      dk(  sJ ‚t	        ||d„ ¬	«      dk(  sJ ‚y )
NrK   r5   r   rU   rV   rW   r7   c                 ó   — | d   |d   k(  S rY   r   r   s     r   rZ   zDTestSimilarity.test_graph_edit_distance_edge_match.<locals>.<lambda>o   r[   r   )Ú
edge_match©r   Úedgesr^   Úminr   )rF   rH   rQ   Úer`   s        r   Ú#test_graph_edit_distance_edge_matchz2TestSimilarity.test_graph_edit_distance_edge_matche   sÀ   € Ü˜‹]ˆÜ˜‹]ˆØ—x‘x—~‘~Ó'ò 	A‰GˆAˆtÜ%(¨£V¨a¡Z°1¢_™E¸&ˆD�ŠMð	Aà—x‘x—~‘~Ó'ò 	B‰GˆAˆtÜ%(¨£V¨q¡[°AÒ%5™E¸6ˆD�ŠMð	Bä" 2 rÓ*¨aÒ/Ð/Ð/äØ�BÑ#Lôð òð	
ñr   c                 ó0  — t        d«      }t        d«      }|j                  j                  «       D ]  \  }}|dz  dk(  rdnd|d<   Œ |j                  j                  «       D ]  \  }}|dz  dk(  rdnd|d<   Œ d„ }d	„ }d
„ }t        |||||¬«      dk(  sJ ‚y )NrK   r5   r   rU   rV   rW   r;   c                 ó   — | d   |d   k(  ryy)NrW   r;   é
   r   )ÚuattrÚvattrs     r   Únode_subst_costzJTestSimilarity.test_graph_edit_distance_node_cost.<locals>.node_subst_cost|   s   € Ø�W‰~  w¡Ò/Øàr   c                 ó   — | d   dk(  ryy)NrW   rV   é   é2   r   ©r`   s    r   Únode_del_costzHTestSimilarity.test_graph_edit_distance_node_cost.<locals>.node_del_cost‚   s   € Ø�G‰} Ò&Øàr   c                 ó   — | d   dk(  ryy)NrW   rV   é(   éd   r   rs   s    r   Únode_ins_costzHTestSimilarity.test_graph_edit_distance_node_cost.<locals>.node_ins_costˆ   s   € Ø�G‰} Ò&Øàr   )ro   rt   rx   )r   r]   r^   r   )rF   rH   rQ   r_   r`   ro   rt   rx   s           r   Ú"test_graph_edit_distance_node_costz1TestSimilarity.test_graph_edit_distance_node_costt   s¶   € Ü˜‹]ˆÜ˜‹]ˆØ—x‘x—~‘~Ó'ò 	<‰GˆAˆtØ%&¨¡U¨a¢Z™E°VˆD�ŠMð	<à—x‘x—~‘~Ó'ò 	<‰GˆAˆtØ%&¨¡U¨a¢Z™E°VˆD�ŠMð	<ò	ò	ò	ô  ØØØ /Ø+Ø+ôð òð		
ñr   c                 óT  — t        d«      }t        d«      }|j                  j                  «       D ]  \  }}t        |«      dz  dk(  rdnd|d<   Œ |j                  j                  «       D ]  \  }}t        |«      dz  dk(  rdnd|d<   Œ d„ }d	„ }d
„ }t	        |||||¬«      dk(  sJ ‚y )NrK   r5   r   rU   rV   rW   r7   c                 ó   — | d   |d   k(  ryy)NrW   ç{®Gáz„?çš™™™™™¹?r   )ÚgattrÚhattrs     r   Úedge_subst_costzJTestSimilarity.test_graph_edit_distance_edge_cost.<locals>.edge_subst_cost¡   s   € Ø�W‰~  w¡Ò/Øàr   c                 ó   — | d   dk(  ryy)NrW   rV   çš™™™™™É?ç      à?r   rs   s    r   Úedge_del_costzHTestSimilarity.test_graph_edit_distance_edge_cost.<locals>.edge_del_cost§   ó   € Ø�G‰} Ò&Øàr   c                 ó   — | d   dk(  ryy)NrW   rV   gš™™™™™Ù?ç      ð?r   rs   s    r   Úedge_ins_costzHTestSimilarity.test_graph_edit_distance_edge_cost.<locals>.edge_ins_cost­   r…   r   )r€   r„   rˆ   gq=
×£pÍ?re   )rF   rH   rQ   rh   r`   r€   r„   rˆ   s           r   Ú"test_graph_edit_distance_edge_costz1TestSimilarity.test_graph_edit_distance_edge_cost™   sÃ   € Ü˜‹]ˆÜ˜‹]ˆØ—x‘x—~‘~Ó'ò 	A‰GˆAˆtÜ%(¨£V¨a¡Z°1¢_™E¸&ˆD�ŠMð	Aà—x‘x—~‘~Ó'ò 	B‰GˆAˆtÜ%(¨£V¨q¡[°AÒ%5™E¸6ˆD�ŠMð	Bò	ò	ò	ô  ØØØ /Ø+Ø+ôð òð		
ñr   c                 ó˜   — t        d«      }t        d«      }t        ||d¬«      �J ‚t        ||d¬«      dk(  sJ ‚t        ||«      dk(  sJ ‚y )Nr5   rK   r4   )Úupper_boundé   é   )r   r   ©rF   rH   rQ   s      r   Ú$test_graph_edit_distance_upper_boundz3TestSimilarity.test_graph_edit_distance_upper_bound¾   sW   € Ü" 1Ó%ˆÜ" 1Ó%ˆÜ" 2 r°qÔ9ÐAÐAÐAÜ" 2 r°rÔ:¸bÒ@Ð@Ð@Ü" 2 rÓ*¨bÒ0Ð0Ñ0r   c                 ó@  — t        d«      }t        d«      }t        ||«      \  }}|dk(  sJ ‚t        |«      dk(  sJ ‚d„ }g d¢g d¢fg d¢g d¢fg d	¢g d
¢fg d¢g d¢fg d¢g d¢fg d¢g d¢fg}|D �ch c]  } ||Ž ’Œ	 c}|D �ch c]  } ||Ž ’Œ	 c}k(  sJ ‚y c c}w c c}w )Nr7   r;   rK   c                 óX   — t        t        | «      «      t        t        |d„ ¬«      «      fS )Nc                 ó   — d | v | fS r   r   )Úxs    r   rZ   zKTestSimilarity.test_optimal_edit_paths.<locals>.canonical.<locals>.<lambda>Ï   s   € °t¸q°yÀ!°n€ r   )Úkey)ÚtupleÚsorted)Úvertex_pathÚ	edge_paths     r   Ú	canonicalz9TestSimilarity.test_optimal_edit_paths.<locals>.canonicalÌ   s)   € ä”f˜[Ó)Ó*Ü”f˜YÑ,DÔEÓFðð r   )©r   r   ©r;   r;   ©r5   r5   )©r<   r<   ©r:   r:   ©N©r   r5   )rš   r:   ©r5   r;   )©r<   r    rž   ©Nr<   )r<   ©r;   r   rœ   )r�   ©r:   r    ©Nr:   )r<   r:   ©r5   r   )©r<   r:   r¥   r£   )r    r¤   r¡   )r¢   ©r:   r<   r¦   )r    r›   r§   )r¨   r©   rŸ   )r   r   r   Úlen)rF   rH   rQ   ÚpathsÚcostr™   Úexpected_pathsÚps           r   Útest_optimal_edit_pathsz&TestSimilarity.test_optimal_edit_pathsÅ   sÎ   € Ü˜‹]ˆÜ˜‹^ˆÜ(¨¨RÓ0‰ˆˆtØ�qŠyÐˆyÜ�5‹z˜QŠÐˆò	ò )ÚDðò
 )ÚDðò
 )ÚDðò
 )ÚDðò
 )ÚDðò
 )ÚDðð+
ˆð4 (-Ö- !‘	˜1’Ò-ÈÖ1XÀA±)¸Q²-Ò1XÒXÐXÑXùÒ-ùÒ1Xs   Á0BÂBc                 óv   — t        d«      }t        d«      }d}t        ||«      D ]  }||k  sJ ‚|}Œ |dk(  sJ ‚y )Nr5   rK   iè  r�   )r   r   )rF   rH   rQ   Úbestcostr¬   s        r   Ú!test_optimize_graph_edit_distancez0TestSimilarity.test_optimize_graph_edit_distanceî   sP   € Ü" 1Ó%ˆÜ" 1Ó%ˆØˆÜ0°°RÓ8ò 	ˆDØ˜(’?Ð"�?Ø‰Hð	ð ˜2Š~Ð‰~r   c                 ó*  — t        j                  «       }t        j                  «       }|j                  d«       t        j                  «       }|j                  d«       t        j                  «       }|j                  d«       t        ||«      dk(  sJ ‚t        ||«      dk(  sJ ‚t        ||«      dk(  sJ ‚t        ||«      dk(  sJ ‚t        ||«      dk(  sJ ‚t        ||«      dk(  sJ ‚t        ||«      dk(  sJ ‚t        ||«      dk(  sJ ‚t        ||«      dk(  sJ ‚t        ||«      dk(  sJ ‚t        ||«      dk(  sJ ‚t        ||«      dk(  sJ ‚t        ||«      dk(  sJ ‚t        ||«      dk(  sJ ‚t        ||«      dk(  sJ ‚t        ||«      dk(  sJ ‚y )N)©r   r   ©r   r   )rµ   ©r   r   )r´   rµ   r¶   r   r8   r4   r;   )r#   r$   Úadd_edges_fromr   rP   s        r   Útest_selfloopszTestSimilarity.test_selfloopsü   s«  € Ü�X‰X‹ZˆÜ�X‰X‹ZˆØ
×ÑÐ2Ô3Ü�X‰X‹ZˆØ
×ÑÐ2Ô3Ü�X‰X‹ZˆØ
×ÑÐ>Ô?ä" 2 rÓ*¨aÒ/Ð/Ð/Ü" 2 rÓ*¨aÒ/Ð/Ð/Ü" 2 rÓ*¨aÒ/Ð/Ð/Ü" 2 rÓ*¨aÒ/Ð/Ð/Ü" 2 rÓ*¨aÒ/Ð/Ð/Ü" 2 rÓ*¨aÒ/Ð/Ð/Ü" 2 rÓ*¨aÒ/Ð/Ð/ä" 2 rÓ*¨aÒ/Ð/Ð/Ü" 2 rÓ*¨aÒ/Ð/Ð/Ü" 2 rÓ*¨aÒ/Ð/Ð/Ü" 2 rÓ*¨aÒ/Ð/Ð/Ü" 2 rÓ*¨aÒ/Ð/Ð/ä" 2 rÓ*¨aÒ/Ð/Ð/Ü" 2 rÓ*¨aÒ/Ð/Ð/Ü" 2 rÓ*¨aÒ/Ð/Ð/ä" 2 rÓ*¨aÒ/Ð/Ñ/r   c                 ó*  — t        j                  «       }t        j                  «       }|j                  d«       t        j                  «       }|j                  d«       t        j                  «       }|j                  d«       t        ||«      dk(  sJ ‚t        ||«      dk(  sJ ‚t        ||«      dk(  sJ ‚t        ||«      dk(  sJ ‚t        ||«      dk(  sJ ‚t        ||«      dk(  sJ ‚t        ||«      dk(  sJ ‚t        ||«      dk(  sJ ‚t        ||«      dk(  sJ ‚t        ||«      dk(  sJ ‚t        ||«      dk(  sJ ‚t        ||«      dk(  sJ ‚t        ||«      dk(  sJ ‚t        ||«      dk(  sJ ‚t        ||«      dk(  sJ ‚t        ||«      dk(  sJ ‚y )N)rµ   ©r   r   ©r   r   )r   r   )rµ   rº   r»   )r   r   )rµ   ©r   r   )r   r   r»   r   r=   r5   r8   )r#   ÚDiGraphr·   r   rP   s        r   Útest_digraphzTestSimilarity.test_digraph  s«  € Ü�Z‰Z‹\ˆÜ�Z‰Z‹\ˆØ
×ÑÐJÔKÜ�Z‰Z‹\ˆØ
×ÑÐJÔKÜ�Z‰Z‹\ˆØ
×ÑÐJÔKä" 2 rÓ*¨aÒ/Ð/Ð/Ü" 2 rÓ*¨aÒ/Ð/Ð/Ü" 2 rÓ*¨aÒ/Ð/Ð/Ü" 2 rÓ*¨aÒ/Ð/Ð/Ü" 2 rÓ*¨aÒ/Ð/Ð/Ü" 2 rÓ*¨aÒ/Ð/Ð/Ü" 2 rÓ*¨aÒ/Ð/Ð/ä" 2 rÓ*¨aÒ/Ð/Ð/Ü" 2 rÓ*¨aÒ/Ð/Ð/Ü" 2 rÓ*¨aÒ/Ð/Ð/Ü" 2 rÓ*¨aÒ/Ð/Ð/Ü" 2 rÓ*¨aÒ/Ð/Ð/ä" 2 rÓ*¨aÒ/Ð/Ð/Ü" 2 rÓ*¨aÒ/Ð/Ð/Ü" 2 rÓ*¨aÒ/Ð/Ð/ä" 2 rÓ*¨aÒ/Ð/Ñ/r   c                 ó*  — t        j                  «       }t        j                  «       }|j                  d«       t        j                  «       }|j                  d«       t        j                  «       }|j                  d«       t        ||«      dk(  sJ ‚t        ||«      dk(  sJ ‚t        ||«      dk(  sJ ‚t        ||«      dk(  sJ ‚t        ||«      dk(  sJ ‚t        ||«      dk(  sJ ‚t        ||«      dk(  sJ ‚t        ||«      dk(  sJ ‚t        ||«      dk(  sJ ‚t        ||«      dk(  sJ ‚t        ||«      d	k(  sJ ‚t        ||«      d	k(  sJ ‚t        ||«      dk(  sJ ‚t        ||«      dk(  sJ ‚t        ||«      dk(  sJ ‚t        ||«      dk(  sJ ‚y )
N)rµ   rº   r¼   )rµ   rº   rº   r¼   )rµ   rº   r¼   r¼   r¼   r   rK   rL   r=   r;   r5   )r#   Ú
MultiGraphr·   r   rP   s        r   Útest_multigraphzTestSimilarity.test_multigraph6  s«  € Ü�]‰]‹_ˆÜ�]‰]‹_ˆØ
×ÑÐ>Ô?Ü�]‰]‹_ˆØ
×ÑÐJÔKÜ�]‰]‹_ˆØ
×ÑÐVÔWä" 2 rÓ*¨aÒ/Ð/Ð/Ü" 2 rÓ*¨aÒ/Ð/Ð/Ü" 2 rÓ*¨aÒ/Ð/Ð/Ü" 2 rÓ*¨aÒ/Ð/Ð/Ü" 2 rÓ*¨aÒ/Ð/Ð/Ü" 2 rÓ*¨aÒ/Ð/Ð/Ü" 2 rÓ*¨aÒ/Ð/Ð/ä" 2 rÓ*¨aÒ/Ð/Ð/Ü" 2 rÓ*¨aÒ/Ð/Ð/Ü" 2 rÓ*¨aÒ/Ð/Ð/Ü" 2 rÓ*¨aÒ/Ð/Ð/Ü" 2 rÓ*¨aÒ/Ð/Ð/ä" 2 rÓ*¨aÒ/Ð/Ð/Ü" 2 rÓ*¨aÒ/Ð/Ð/Ü" 2 rÓ*¨aÒ/Ð/Ð/ä" 2 rÓ*¨aÒ/Ð/Ñ/r   c                 óÜ   — t        j                  «       }|j                  d«       t        j                  «       }|j                  d«       t        ||«      dk(  sJ ‚t        ||«      dk(  sJ ‚y )N))ÚhardwareÚkernel)rÄ   rÃ   )rÄ   Ú	userspace)rÅ   rÄ   ))ÚwinterÚspring)rÇ   Úsummer)rÈ   Úautumn)rÉ   rÆ   r4   )r#   ÚMultiDiGraphr·   r   rŽ   s      r   Útest_multidigraphz TestSimilarity.test_multidigraphS  sn   € Ü�_‰_ÓˆØ
×Ñðô	
ô �_‰_ÓˆØ
×Ñðô	
ô # 2 rÓ*¨aÒ/Ð/Ð/Ü" 2 rÓ*¨aÒ/Ð/Ñ/r   c                 óô   — t        j                  «       }|j                  dd¬«       |j                  dd¬«       |j                  ddd¬«       t	        ||j                  «       t        t        ¬«      dk(  sJ ‚y ©Nr   r   r   r    ©r\   rd   r   )r#   r$   r%   r&   r   rA   r   r   ©rF   r'   s     r   ÚtestCopyzTestSimilarity.testCopyk  sa   € Ü�H‰H‹JˆØ	�
‰
�3˜cˆ
Ô"Ø	�
‰
�3˜cˆ
Ô"Ø	�
‰
�3˜ 5ˆ
Ô)ä  1§6¡6£8¼Ì6ÔRÐVWÒWð	
ÙWr   c                 ót  — t        j                  «       }|j                  dd¬«       |j                  dd¬«       |j                  ddd¬«       t        j                  «       }|j                  dd¬«       |j                  dd¬«       |j                  ddd¬«       t	        ||t
        t        ¬«      dk(  sJ ‚y rÍ   ©r#   r$   r%   r&   r   r   r   rŽ   s      r   ÚtestSamezTestSimilarity.testSamet  ó–   € Ü�X‰X‹ZˆØ
�‰�C˜sˆÔ#Ø
�‰�C˜sˆÔ#Ø
�‰�C˜ EˆÔ*Ü�X‰X‹ZˆØ
�‰�C˜sˆÔ#Ø
�‰�C˜sˆÔ#Ø
�‰�C˜ EˆÔ*Ü" 2 r´fÌÔPÐTUÒUÐUÑUr   c                 ót  — t        j                  «       }|j                  dd¬«       |j                  dd¬«       |j                  ddd¬«       t        j                  «       }|j                  dd¬«       |j                  dd¬«       |j                  ddd¬«       t	        ||t
        t        ¬«      dk(  sJ ‚y )Nr   r   r   r    ÚbadrÎ   r;   rÒ   rŽ   s      r   ÚtestOneEdgeLabelDiffz#TestSimilarity.testOneEdgeLabelDiff  rÔ   r   c                 ót  — t        j                  «       }|j                  dd¬«       |j                  dd¬«       |j                  ddd¬«       t        j                  «       }|j                  dd¬«       |j                  dd¬«       |j                  ddd¬«       t	        ||t
        t        ¬«      dk(  sJ ‚y )Nr   r   r   r    ÚZrÎ   r;   rÒ   rŽ   s      r   ÚtestOneNodeLabelDiffz#TestSimilarity.testOneNodeLabelDiffŠ  rÔ   r   c                 óš  — t        j                  «       }|j                  dd¬«       |j                  dd¬«       |j                  ddd¬«       t        j                  «       }|j                  dd¬«       |j                  dd¬«       |j                  ddd¬«       |j                  dd¬«       t	        ||t
        t        ¬«      dk(  sJ ‚y )Nr   r   r   r    r   rÎ   r;   rÒ   rŽ   s      r   ÚtestOneExtraNodezTestSimilarity.testOneExtraNode•  s¦   € Ü�X‰X‹ZˆØ
�‰�C˜sˆÔ#Ø
�‰�C˜sˆÔ#Ø
�‰�C˜ EˆÔ*Ü�X‰X‹ZˆØ
�‰�C˜sˆÔ#Ø
�‰�C˜sˆÔ#Ø
�‰�C˜ EˆÔ*Ø
�‰�C˜sˆÔ#Ü" 2 r´fÌÔPÐTUÒUÐUÑUr   c                 ó  — t        j                  «       }|j                  dd¬«       |j                  dd¬«       |j                  dd¬«       |j                  dd¬«       |j                  ddd¬«       t        j                  «       }|j                  dd¬«       |j                  dd¬«       |j                  dd¬«       |j                  ddd¬«       |j                  ddd¬«       t	        ||t
        t        ¬«      dk(  sJ ‚y )	Nr   r   r   r   r    úa-crÎ   r;   rÒ   rŽ   s      r   ÚtestOneExtraEdgezTestSimilarity.testOneExtraEdge¡  sØ   € Ü�X‰X‹ZˆØ
�‰�C˜sˆÔ#Ø
�‰�C˜sˆÔ#Ø
�‰�C˜sˆÔ#Ø
�‰�C˜sˆÔ#Ø
�‰�C˜ EˆÔ*Ü�X‰X‹ZˆØ
�‰�C˜sˆÔ#Ø
�‰�C˜sˆÔ#Ø
�‰�C˜sˆÔ#Ø
�‰�C˜ EˆÔ*Ø
�‰�C˜ EˆÔ*Ü" 2 r´fÌÔPÐTUÒUÐUÑUr   c                 óÂ  — t        j                  «       }|j                  dd¬«       |j                  dd¬«       |j                  ddd¬«       t        j                  «       }|j                  dd¬«       |j                  dd¬«       |j                  dd¬«       |j                  ddd¬«       |j                  ddd¬«       t	        ||t
        t        ¬«      dk(  sJ ‚y )	Nr   r   r   r    r   rÞ   rÎ   r5   rÒ   rŽ   s      r   ÚtestOneExtraNodeAndEdgez&TestSimilarity.testOneExtraNodeAndEdge°  s¸   € Ü�X‰X‹ZˆØ
�‰�C˜sˆÔ#Ø
�‰�C˜sˆÔ#Ø
�‰�C˜ EˆÔ*Ü�X‰X‹ZˆØ
�‰�C˜sˆÔ#Ø
�‰�C˜sˆÔ#Ø
�‰�C˜sˆÔ#Ø
�‰�C˜ EˆÔ*Ø
�‰�C˜ EˆÔ*Ü" 2 r´fÌÔPÐTUÒUÐUÑUr   c                 óˆ  — t        «       }t        j                  «       }|j                  dd¬«       |j                  dd¬«       |j                  dd¬«       |j                  dd¬«       |j	                  ddd¬«       |j	                  ddd¬«       |j	                  ddd¬«       t        ||t        t        ¬	«      d
k(  sJ ‚y )Nr   r   r   r   ÚEr    r"   úd-erÎ   r7   ©r(   r#   r$   r%   r&   r   r   r   rŽ   s      r   Ú
testGraph1zTestSimilarity.testGraph1½  ó¤   € Ü‹^ˆÜ�X‰X‹ZˆØ
�‰�C˜sˆÔ#Ø
�‰�C˜sˆÔ#Ø
�‰�C˜sˆÔ#Ø
�‰�C˜sˆÔ#Ø
�‰�C˜ EˆÔ*Ø
�‰�C˜ EˆÔ*Ø
�‰�C˜ EˆÔ*Ü" 2 r´fÌÔPÐTUÒUÐUÑUr   c                 óÖ  — t        «       }t        j                  «       }|j                  dd¬«       |j                  dd¬«       |j                  dd¬«       |j                  dd¬«       |j                  dd¬«       |j	                  ddd¬«       |j	                  ddd¬«       |j	                  ddd	¬«       |j	                  ddd
¬«       t        ||t        t        ¬«      dk(  sJ ‚y )Nr   r   r   r   r   rã   r    r!   úc-dzc-erÎ   r8   rå   rŽ   s      r   Ú
testGraph2zTestSimilarity.testGraph2É  sÆ   € Ü‹^ˆÜ�X‰X‹ZˆØ
�‰�C˜sˆÔ#Ø
�‰�C˜sˆÔ#Ø
�‰�C˜sˆÔ#Ø
�‰�C˜sˆÔ#Ø
�‰�C˜sˆÔ#Ø
�‰�C˜ EˆÔ*Ø
�‰�C˜ EˆÔ*Ø
�‰�C˜ EˆÔ*Ø
�‰�C˜ EˆÔ*Ü" 2 r´fÌÔPÐTUÒUÐUÑUr   c                 ór  — t        «       }t        j                  «       }|j                  dd¬«       |j                  dd¬«       |j                  dd¬«       |j                  dd¬«       |j                  dd¬«       |j                  dd¬«       |j                  dd¬«       |j	                  ddd	¬«       |j	                  ddd
¬«       |j	                  ddd¬«       |j	                  ddd¬«       |j	                  ddd¬«       |j	                  ddd¬«       t        ||t        t        ¬«      dk(  sJ ‚y )Nr   r   r   r   r   rã   ÚFr'   rÞ   úa-drä   zd-fzd-gze-brÎ   rN   rå   rŽ   s      r   Ú
testGraph3zTestSimilarity.testGraph3×  s
  € Ü‹^ˆÜ�X‰X‹ZˆØ
�‰�C˜sˆÔ#Ø
�‰�C˜sˆÔ#Ø
�‰�C˜sˆÔ#Ø
�‰�C˜sˆÔ#Ø
�‰�C˜sˆÔ#Ø
�‰�C˜sˆÔ#Ø
�‰�C˜sˆÔ#Ø
�‰�C˜ EˆÔ*Ø
�‰�C˜ EˆÔ*Ø
�‰�C˜ EˆÔ*Ø
�‰�C˜ EˆÔ*Ø
�‰�C˜ EˆÔ*Ø
�‰�C˜ EˆÔ*Ü" 2 r´fÌÔPÐTVÒVÐVÑVr   c                 óˆ  — t        «       }t        j                  «       }|j                  dd¬«       |j                  dd¬«       |j                  dd¬«       |j                  dd¬«       |j	                  ddd¬«       |j	                  ddd¬«       |j	                  ddd¬«       t        ||t        t        ¬	«      d
k(  sJ ‚y )Nr   r   r   r   r   r    r!   ré   rÎ   r5   rå   rŽ   s      r   Ú
testGraph4zTestSimilarity.testGraph4é  rç   r   c                 óˆ  — t        «       }t        j                  «       }|j                  dd¬«       |j                  dd¬«       |j                  dd¬«       |j                  dd¬«       |j	                  ddd¬«       |j	                  ddd¬«       |j	                  ddd¬«       t        ||t        t        ¬	«      d
k(  sJ ‚y )Nr   r   r   r   r   r    r!   rí   rÎ   r5   rå   rŽ   s      r   ÚtestGraph4_azTestSimilarity.testGraph4_aõ  rç   r   c                 óˆ  — t        «       }t        j                  «       }|j                  dd¬«       |j                  dd¬«       |j                  dd¬«       |j                  dd¬«       |j	                  ddd¬«       |j	                  ddd¬«       |j	                  ddd¬«       t        ||t        t        ¬	«      d
k(  sJ ‚y )Nr   r   r   r   r   r    r!   rÖ   rÎ   r;   rå   rŽ   s      r   ÚtestGraph4_bzTestSimilarity.testGraph4_b  rç   r   Úsimrank_similarityc           
      óÒ  — t        j                  d«      }ddddddœddddddœddddddœddddddœddddddœdœ} ||«      }|j                  «       D ]$  \  }}|t        j                  ||   d¬«      k(  rŒ$J ‚ t        j
                  «       }|j                  d	d
¬«       |j                  dd¬«       |j                  dd¬«       |j                  dd¬«       |j                  dd¬«       |j                  g d¢«       ddddddœddddddœddddddœddddddœddddddœdœ} ||d¬«      }|j                  «       D ]$  \  }}|t        j                  ||   d¬«      k(  rŒ$J ‚ y )Nr4   r;   çˆàí“­IÙ?çÂ~$oCâ?çŠàí“­IÙ?©r   r;   r5   r7   r8   r|   ©Úabsr   ÚUnivr   ÚProfAr5   ÚProfBr7   ÚStudentAr8   ÚStudentB©r<   r    )r;   r7   ©r5   r8   )r8   r5   )r7   r   ç        ç×(-fðÀ?ç”@<yX¡?gÐ�¦ŸwÚ?gç$=»?g¹PD—®¥?glÉ‹‘Ý•¶?gÔs¸,Õ?çš™™™™™é?)Úimportance_factor)r#   r   r^   r.   Úapproxr½   r%   r·   )rF   rõ   r'   ÚexpectedÚactualÚkÚvs          r   Ú test_simrank_no_source_no_targetz/TestSimilarity.test_simrank_no_source_no_target  sÝ  € ä�N‰N˜1Óˆð Ø%Ø%Ø%Ø%ñð &ØØ%Ø%Ø%ñð &Ø%ØØ%Ø%ñð &Ø%Ø%ØØ%ñð &Ø%Ø%Ø%Øññ;$
ˆñJ $ AÓ&ˆØ—N‘NÓ$ò 	;‰DˆAˆqØœŸ™ f¨Q¡i°TÔ:Ó:Ð:Ð:ð	;ô
 �J‰J‹LˆØ	�
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Ô'Ø	×ÑÒIÔJð ˜Ð!3¸Ð@SÑTØ˜1Ð!3¸Ð@SÑTà%Ø%ØØ&Ø&ñð ˜3Ð#6¸1ÐASÑTà&Ø&Ø&Ø%Øññ
ˆñ( $ A¸Ô=ˆØ—N‘NÓ$ò 	;‰DˆAˆqØœŸ™ f¨Q¡i°TÔ:Ó:Ð:Ð:ñ	;r   c                 óô  — t        j                  d«      }ddddddœ} ||d¬«      }|t        j                  |d	¬
«      k(  sJ ‚t        j                  «       }|j                  dd¬«       |j                  dd¬«       |j                  dd¬«       |j                  dd¬«       |j                  dd¬«       |j                  g d¢«       ddddddœ} ||dd¬«      }|t        j                  |d	¬
«      k(  sJ ‚y )Nr4   r;   r÷   rø   rù   rú   r   ©Úsourcer|   rû   rý   r   rþ   r5   rÿ   r7   r   r8   r  r  r  r  r  r  ©r  r  ©r#   r   r.   r	  r½   r%   r·   ©rF   rõ   r'   r
  r  s        r   Útest_simrank_source_no_targetz,TestSimilarity.test_simrank_source_no_targeta  sò   € ä�N‰N˜1ÓˆàØ!Ø!Ø!Ø!ñ
ˆñ $ A¨aÔ0ˆØœ6Ÿ=™=¨°TÔ:Ò:Ð:Ð:ô �J‰J‹LˆØ	�
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Ô'Ø	×ÑÒIÔJà˜SÐ%7¸CÐDWÑXˆá# A¸ÀQÔGˆØœ6Ÿ=™=¨°TÔ:Ò:Ð:Ñ:r   c                 óÜ  — t        j                  d«      }t        j                  |t        t	        d«      «      «      }ddddddœ} ||d¬	«      }|t        j                  |d
¬«      k(  sJ ‚t        j                  «       }|j                  dd¬«       |j                  dd¬«       |j                  dd¬«       |j                  dd¬«       |j                  dd¬«       |j                  g d¢«       t        t	        t        j                  |d«      j                  «       «      «      }t        j                  ||«      }ddddddœ} ||dd¬«      }|t        j                  |d
¬«      k(  sJ ‚y )Nr4   Úabcder;   r÷   rø   rù   )ÚaÚbÚcÚdrh   r  r  r|   rû   r   rý   r   rþ   r5   rÿ   r7   r   r8   r  r  r   r  r  r  )rý   rþ   rÿ   r   r  r  r  )r#   r   Úrelabel_nodesÚdictÚ	enumerater.   r	  r½   r%   r·   Úget_node_attributesÚvalues)rF   rõ   r'   r
  r  Únode_labelss         r   Útest_simrank_noninteger_nodesz,TestSimilarity.test_simrank_noninteger_nodes}  sM  € ä�N‰N˜1ÓˆÜ×Ñ˜Q¤¤Y¨wÓ%7Ó 8Ó9ˆàØ#Ø#Ø#Ø#ñ
ˆñ $ A¨cÔ2ˆØœ6Ÿ=™=¨°TÔ:Ò:Ð:Ð:ô �J‰J‹LˆØ	�
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Ô'Ø	×ÑÒIÔJÜœ9¤R×%;Ñ%;¸A¸wÓ%G×%NÑ%NÓ%PÓQÓRˆÜ×Ñ˜Q Ó,ˆð ØØ'ØØ+ñ
ˆñ $ A¸ÀVÔLˆØœ6Ÿ=™=¨°TÔ:Ò:Ð:Ñ:r   c                 óà  — t        j                  d«      }d} ||dd¬«      }|t        j                  |d¬«      k(  sJ ‚t        j                  «       }|j                  dd¬«       |j                  dd	¬«       |j                  d
d¬«       |j                  dd¬«       |j                  dd¬«       |j                  g d¢«       d} ||ddd
¬«      }|t        j                  |d¬«      k(  sJ ‚y )Nr4   r;   r   ©r  Útargetr|   rû   rý   r   rþ   r5   rÿ   r7   r   r8   r  r  r  r  )r  r  r%  gñhãˆµøä>r  r  s        r   Útest_simrank_source_and_targetz-TestSimilarity.test_simrank_source_and_target¢  sØ   € ä�N‰N˜1ÓˆØˆÙ# A¨a¸Ô:ˆØœ6Ÿ=™=¨°TÔ:Ò:Ð:Ð:ô �J‰J‹LˆØ	�
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Ô'Ø	×ÑÒIÔJà%ˆñ $ A¸ÀQÈqÔQˆØœ6Ÿ=™=¨°TÔ:Ò:Ð:Ñ:r   Úalgc                 ó|   — t        j                  d«      }t        j                  t         j                  ||d¬«       y )Nr4   rl   )Úmax_iterations)r#   r   r.   rB   ÚExceededMaxIterations)rF   r'  r'   s      r   Útest_simrank_max_iterationsz*TestSimilarity.test_simrank_max_iterations¹  s(   € ä�N‰N˜1ÓˆÜ�‰”b×.Ñ.°°QÀrÖJr   c                 óÐ   — t        j                  d«      }t        j                  t         j                  d¬«      5  t        j
                  |d¬«       d d d «       y # 1 sw Y   y xY w)Nr4   úSource node 10 not in G©Úmatchrl   r  ©r#   r   r.   rB   rD   rõ   rÏ   s     r   Útest_simrank_source_not_foundz,TestSimilarity.test_simrank_source_not_found¾  óH   € Ü�N‰N˜1ÓˆÜ�]‰]œ2Ÿ?™?Ð2KÔLñ 	0Ü×!Ñ! !¨BÕ/÷	0÷ 	0ñ 	0úó   »AÁA%c                 óÐ   — t        j                  d«      }t        j                  t         j                  d¬«      5  t        j
                  |d¬«       d d d «       y # 1 sw Y   y xY w)Nr4   zTarget node 10 not in Gr.  rl   )r%  r0  rÏ   s     r   Útest_simrank_target_not_foundz,TestSimilarity.test_simrank_target_not_foundÃ  r2  r3  c                 ó  — t        j                  d«      }ddddddœ}ddd	d	ddœ}t        j                  |d
¬«      }|t        j                  |d¬«      k(  sJ ‚|t        j                  |d¬«      k7  sJ ‚|t        j                  |d¬«      k(  sJ ‚t         j
                  j                  |d
¬«      }|t        j                  |d¬«      k(  sJ ‚|t        j                  |d¬«      k7  sJ ‚|t        j                  |d¬«      k(  sJ ‚y )Nr4   r;   gL†Z±?Ù?gœ£R9Y@â?g�£R9Y@â?rú   r‡   çô©I˜CÙ?çŽÎ«cAâ?r   r  çH¯¼šò×z>rû   r?   gü©ñÒMbP?)r#   r   rõ   r.   r	  Ú
similarityÚ_simrank_similarity_python)rF   r'   Úexpected_python_tol4Úexpected_numpy_tol4r  s        r   Útest_simrank_between_versionsz,TestSimilarity.test_simrank_between_versionsÈ  s  € Ü�N‰N˜1Óˆð Ø Ø!Ø!Ø ñ 
Ðð Ø!Ø Ø Ø!ñ
Ðô ×&Ñ& q°Ô3ˆØ"¤f§m¡m°FÀÔ&EÒEÐEÐEà#¤v§}¡}°VÀÔ'FÒFÐFÐFØ#¤v§}¡}°VÀÔ'FÒFÐFÐFä—‘×9Ñ9¸!ÀAÐ9ÓFˆØ#¤v§}¡}°VÀÔ'FÒFÐFÐFà"¤f§m¡m°FÀÔ&EÒEÐEÐEØ"¤f§m¡m°FÀÔ&EÒEÐEÑEr   c                 óø   — t        j                  d«      }t        j                  g d¢g d¢g d¢g d¢g d¢g«      }t         j                  j                  |«      }t        j                  j                  ||d¬«       y )	Nr4   ©r‡   r7  r8  r8  r7  )r7  r‡   r7  r8  r8  )r8  r7  r‡   r7  r8  )r8  r8  r7  r‡   r7  )r7  r8  r8  r7  r‡   r9  ©Úatol©r#   r   r0   Úarrayr:  Ú_simrank_similarity_numpyÚtestingÚassert_allclose©rF   r'   r
  r  s       r   Ú&test_simrank_numpy_no_source_no_targetz5TestSimilarity.test_simrank_numpy_no_source_no_targetæ  sl   € Ü�N‰N˜1ÓˆÜ—8‘8òòòòòð;$ó&
ˆôN —‘×8Ñ8¸Ó;ˆÜ
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ˆô —‘×8Ñ8¸À1Ð8ÓEˆÜ
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×"Ñ" 8¨V¸$Ð"Õ?r   c                 óº   — t        j                  d«      }d}t         j                  j                  |dd¬«      }t        j
                  j                  ||d¬«       y )Nr4   r‡   r   r$  r9  rA  )r#   r   r:  rE  r0   rF  rG  rH  s       r   Ú$test_simrank_numpy_source_and_targetz3TestSimilarity.test_simrank_numpy_source_and_target   sI   € Ü�N‰N˜1ÓˆØˆÜ—‘×8Ñ8¸À1ÈQÐ8ÓOˆÜ
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×"Ñ" 8¨V¸$Ð"Õ?r   c                 ój  — t         j                  j                  d«       t        j                  «       }|j                  dd«       |j                  dd«       |j                  dd«       |j                  dd«       |j                  dd«       ddddd	œ}t        j                  |dd¬
«      }||k(  sJ ‚y )Né*   r   r;   r5   r7   r8   rƒ   g      À?)r7   r5   r;   r8   )Úpath_length©r0   ÚrandomÚseedr#   r$   r&   Úpanther_similarity©rF   r'   r
  Úsims       r   Ú"test_panther_similarity_unweightedz1TestSimilarity.test_panther_similarity_unweighted&  s‘   € Ü
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�1�aÔØ˜s s¨uÑ5ˆÜ×#Ñ# A q°aÔ8ˆØ�hŠÐ‰r   c                 ó€  — t         j                  j                  d«       t        j                  «       }|j                  ddd¬«       |j                  ddd¬«       |j                  ddd	¬«       |j                  ddd
¬«       |j                  ddd¬«       dddddœ}t        j                  |dd	d¬«      }||k(  sJ ‚y )NrO  Úv1Úv2r4   )ÚwÚv3r;   Úv4r5   r}   Úv5g      è?rƒ   g      Ð?)r\  r]  rZ  r^  r[  )rP  ÚweightrQ  rU  s       r   Ú test_panther_similarity_weightedz/TestSimilarity.test_panther_similarity_weighted3  s§   € Ü
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Ô#Ø c°¸DÑAˆÜ×#Ñ# A t¸À3ÔGˆØ�hŠÐ‰r   c                 óô   — t        j                  «       }|j                  g d¢«       t        j                  t         j
                  d¬«      5  t        j                  |d¬«       d d d «       y # 1 sw Y   y xY w)N)r<   r    )r   r7   r:   r  r-  r.  rl   r  )r#   r$   r·   r.   rB   rD   rT  rÏ   s     r   Ú(test_panther_similarity_source_not_foundz7TestSimilarity.test_panther_similarity_source_not_found@  sT   € Ü�H‰H‹JˆØ	×ÑÒAÔBÜ�]‰]œ2Ÿ?™?Ð2KÔLñ 	0Ü×!Ñ! !¨BÕ/÷	0÷ 	0ñ 	0ús   ÁA.Á.A7c                 ó  — t        j                  «       }|j                  t        d«      «       t	        j
                  t         j                  d¬«      5  t        j                  |d¬«       d d d «       y # 1 sw Y   y xY w)Nr4   zAPanther similarity is not defined for the isolated source node 1.r.  r;   r  )r#   r$   Úadd_nodes_fromÚranger.   rB   ÚNetworkXUnfeasiblerT  rÏ   s     r   Ú test_panther_similarity_isolatedz/TestSimilarity.test_panther_similarity_isolatedF  s^   € Ü�H‰H‹JˆØ	×Ñœ˜q›Ô"Ü�]‰]Ü×!Ñ!ØUô
ñ 	/ô ×!Ñ! !¨AÕ.÷		/÷ 	/ñ 	/ús   ÁA5Á5A>c                 ó²  — i }d}d}t        j                  «       }|j                  dd«       |j                  dd«       |j                  dd«       |j                  dd«       |j                  dd«       t        j                  ||||d¬«      }g d	¢g d
¢g d¢g d¢g d¢g d¢g d¢g d¢g d¢g d¢g
}h d£h d£h d£h d£ddhdœ}|t	        |«      k(  sJ ‚||k(  sJ ‚y )Nrl   r5   r   r;   r7   r8   rO  )rP  Ú	index_maprS  )r7   r   r7   )r8   r5   r;   )r5   r;   r   )r5   r   r7   )r7   r   r;   )r8   r5   r   )r7   r   r5   )r5   r;   r5   >   r   r5   r7   r8   r4   rK   rL   r=   >   r;   r5   r8   r4   rL   r9   >   r;   r5   r7   rK   rL   r=   r9   >   r   r7   r8   r4   r=   rK   rú   )r#   r$   r&   Úgenerate_random_pathsÚlist©rF   ri  Ú	num_pathsrP  r'   r«   r­   Úexpected_maps           r   Ú%test_generate_random_paths_unweightedz4TestSimilarity.test_generate_random_paths_unweightedO  sâ   € Øˆ	Øˆ	ØˆÜ�H‰H‹JˆØ	�
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�1�aÔÜ×(Ñ(Øˆy k¸YÈRô
ˆò ÚÚÚÚÚÚÚÚÚð
ˆò (Ú!Ú$ÚØ�1ˆvñ
ˆð ¤ e£Ò,Ð,Ð,Ø˜yÒ(Ð(Ñ(r   c                 ó0  — t         j                  j                  d«       i }d}d}t        j                  «       }|j                  ddd¬«       |j                  ddd	¬«       |j                  dd
d¬«       |j                  ddd¬«       |j                  ddd¬«       |j                  dd
d¬«       t        j                  ||||¬«      }g d¢g d¢g d¢g d¢g d¢g d¢g d¢g d¢g d¢g d¢g
}h d£h d£h d£h d£h d£h d£d œ}|t        |«      k(  sJ ‚||k(  sJ ‚y )!NrO  rl   rK   r  r  g333333ã?)r_  r  r‚   r  r}   rh   gffffffæ?ÚfgÍÌÌÌÌÌì?g333333Ó?)rP  ri  )r  r  rq  r  r  r  r  )rh   r  rq  r  rq  r  rh   )r  r  r  r  r  r  r  )r  r  r  r  r  r  r  )r  r  r  r  r  r  r  )r  r  r  r  r  r  r  )rq  r  rq  r  rq  r  rh   )r  r  r  r  r  r  r  )rh   r  rq  r  rh   r  r  >   r   r5   r7   r8   r4   rK   r=   r9   >   r   r;   r5   r4   rL   r9   >   r   r;   rL   r9   >   r   r5   r7   r8   r4   rK   r=   >   r;   rL   r9   )r  r  rq  r  r  rh   )r0   rR  rS  r#   r$   r&   rj  rk  rl  s           r   Ú#test_generate_random_paths_weightedz2TestSimilarity.test_generate_random_paths_weighteds  s  € Ü
�	‰	�‰�rÔàˆ	Øˆ	ØˆÜ�H‰H‹JˆØ	�
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ˆò
 0Ú/Ú/Ú/Ú/Ú/Ú/Ú/Ú/Ú/ð
ˆò *Ú#ÚÚ&Ú&Úñ
ˆð ¤ e£Ò,Ð,Ð,Ø˜yÒ(Ð(Ñ(r   c                 óZ  — t        d«       t        d«       d\  }}t        j                  «       }|j                  ||f«       |j	                  ||fg«       t        j                  «       }|j                  ||f«       |j	                  ||fg«       ||fD ]>  }|D ]  }||j
                  |   d<   Œ |j                  D ]  }||j                  |   d<   Œ Œ@ d„ }t        d«       t        j                  ||||¬«      dk(  sJ ‚t        d	«       t        j                  ||||¬«      dk(  sJ ‚y )
Nz%G2 is edge (a,b) and G3 is edge (a,a)z7but node order for G2 is (a,b) while for G3 it is (b,a)rµ   r`   c                 ó   — | |k(  S r   r   )r“   Úys     r   rZ   zCTestSimilarity.test_symmetry_with_custom_matching.<locals>.<lambda>¬  s
   € ˜Q !™V€ r   z!Starting G2 to G3 GED calculationrÎ   r;   z!Starting G3 to G2 GED calculation)Úprintr#   r$   rd  r·   r]   rf   r   )	rF   r  r  rQ   rR   r'   r_   rh   r/  s	            r   Ú"test_symmetry_with_custom_matchingz1TestSimilarity.test_symmetry_with_custom_matchingœ  s1  € ÜÐ5Ô6ÜÐGÔHà‰ˆˆ1Ü�X‰X‹ZˆØ
×Ñ˜1˜a˜&Ô!Ø
×Ñ˜A˜q˜6˜(Ô#Ü�X‰X‹ZˆØ
×Ñ˜1˜a˜&Ô!Ø
×Ñ˜A˜q˜6˜(Ô#Ø�b�ò 	'ˆAØò '�Ø%&�—‘˜‘
˜6Ò"ð'à—W‘Wò '�Ø%&�—‘˜‘
˜6Ò"ñ'ð	'ñ
 $ˆäÐ1Ô2Ü×%Ñ% b¨"¸È5ÔQÐUVÒVÐVÐVäÐ1Ô2Ü×%Ñ% b¨"¸È5ÔQÐUVÒVÐVÑVr   N):Ú__name__Ú
__module__Ú__qualname__Úclassmethodr2   rI   rS   ra   ri   ry   r‰   r�   r¯   r²   r¸   r¾   rÁ   rË   rÐ   rÓ   r×   rÚ   rÜ   rß   rá   ræ   rê   rî   rð   rò   rô   r#   rõ   Ú
algorithmsr:  r;  Úsimrank_algsr.   ÚmarkÚparametrizer  r  r"  r&  r+  r1  r5  r>  rI  rK  rM  rW  r`  rb  rg  ro  rr  rw  r   r   r   r*   r*   %   sÜ  „ Øñ%ó ð%ò
Pò 0ò4
ò
ò#
òJ#
òJ1ò'YòRò0ò:0ò:0ò:0ò0
ò	Vò	Vò	Vò
VòVòVò
VòVòWò$
Vò
Vò
Vð 	×ÑØ
�‰× Ñ ×;Ñ;ð€Lð
 ‡[�[×ÑÐ1°<Ó@ñK;ó AðK;ðZ ‡[�[×ÑÐ1°<Ó@ñ;ó Að;ð6 ‡[�[×ÑÐ1°<Ó@ñ";ó Að";ðH ‡[�[×ÑÐ1°<Ó@ñ;ó Að;ð, ‡[�[×Ñ˜U LÓ1ñKó 2ðKò0ò
0ò
Fò<*@òX@ò@òòò0ò/ò")òH')óRWr   r*   )r.   Únetworkxr#   Únetworkx.algorithms.similarityr   r   r   Únetworkx.generators.classicr   r   r   r	   r   r   r(   r*   r   r   r   ú<module>rƒ     s<   ðÛ ã ÷ñ ÷
ó òòò	÷MWò MWr   