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1320	02 00 00 7d 0a 7d 0b 7c 0b 7c 06 6a 0f 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c	...}.}.|.|.j...................|
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1b60	23 00 74 10 00 00 00 00 00 00 00 00 24 00 72 25 01 00 74 0f 00 00 00 00 00 00 00 00 64 07 7c 02	#.t.........$.r%..t.........d.|.
1b80	6a 05 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ab 00 00 00 00 00 00 00 7c 01 64 03	j...........................|.d.
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1d40	19 d8 0c 16 d7 0c 1d d1 0c 1d 98 64 9f 69 99 69 9b 6b d4 0c 2a f0 02 05 09 3c dc 11 15 90 6e d3	...........d.i.i.k..*....<....n.
1d60	11 25 f0 00 01 0d 2c a8 11 d8 14 15 97 4a 91 4a 93 4c d7 14 26 d1 14 26 a0 73 d3 14 2b 90 01 f7	.%....,......J.J.L..&..&.s..+...
1d80	03 01 0d 2c e4 13 16 90 71 98 12 91 75 93 3a d0 0c 1d f7 05 01 0d 2c f0 00 01 0d 2c fb f4 06 00	...,....q...u.:.......,....,....
1da0	10 19 f2 00 01 09 3c dc 13 16 90 73 98 64 9f 69 99 69 9b 6b a8 4a b0 71 a9 4d d1 1e 39 d1 17 3a	......<....s.d.i.i.k.J.q.M..9..:
1dc0	d3 13 3b d2 0c 3b f0 03 01 09 3c fa 73 2a 00 00 00 c1 09 0b 42 16 00 c1 14 20 42 0a 03 c1 34 15	..;..;....<.s*......B.....B...4.
1de0	42 16 00 c2 0a 05 42 13 07 c2 0f 07 42 16 00 c2 16 2b 43 04 03 c3 03 01 43 04 03 63 01 00 00 00	B.....B.....B....+C.....C..c....
1e00	00 00 00 00 00 00 00 00 06 00 00 00 03 00 00 00 f3 90 00 00 00 97 00 64 01 64 02 6c 00 7d 01 7c	.......................d.d.l.}.|
1e20	00 73 1f 7c 00 6a 03 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 01 6a 01 00 00 00	.s.|.j...................|.j....
1e40	00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ab 00 00 00 00 00 00 00 ab 01 00 00 00 00 00 00 01	................................
1e60	00 74 05 00 00 00 00 00 00 00 00 64 03 7c 01 6a 01 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00	.t.........d.|.j................
1e80	00 00 00 ab 00 00 00 00 00 00 00 7c 00 64 01 19 00 00 00 7a 0a 00 00 7a 05 00 00 ab 01 00 00 00	...........|.d.....z...z........
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1ec0	00 00 00 72 91 00 00 00 29 02 72 9d 00 00 00 72 9b 00 00 00 73 02 00 00 00 20 20 72 4c 00 00 00	...r....).r....r....s......rL...
1ee0	72 1f 00 00 00 72 1f 00 00 00 db 00 00 00 73 3d 00 00 00 80 00 f3 10 00 09 14 d9 0f 19 d8 0c 16	r....r........s=................
1f00	d7 0c 1d d1 0c 1d 98 64 9f 69 99 69 9b 6b d4 0c 2a dc 0f 12 90 33 98 24 9f 29 99 29 9b 2b a8 0a	.......d.i.i.k..*....3.$.).).+..
1f20	b0 31 a9 0d d1 1a 35 d1 13 36 d3 0f 37 d0 08 37 72 4b 00 00 00 a9 02 da 06 41 43 54 55 41 4c da	.1....5..6..7..7rK.......ACTUAL.
1f40	07 44 45 53 49 52 45 44 63 06 00 00 00 00 00 00 00 00 00 00 00 07 00 00 00 03 00 00 00 f3 7c 02	.DESIREDc.....................|.
1f60	00 00 97 00 64 01 7c 02 7a 00 00 00 67 01 7d 06 74 01 00 00 00 00 00 00 00 00 7c 01 ab 01 00 00	....d.|.z...g.}.t.........|.....
1f80	00 00 00 00 7d 01 7c 01 72 4c 7c 01 6a 03 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00	....}.|.rL|.j...................
1fa0	64 01 ab 01 00 00 00 00 00 00 64 02 6b 28 00 00 72 27 74 05 00 00 00 00 00 00 00 00 7c 01 ab 01	d.........d.k(..r't.........|...
1fc0	00 00 00 00 00 00 64 03 74 05 00 00 00 00 00 00 00 00 7c 02 ab 01 00 00 00 00 00 00 7a 0a 00 00	......d.t.........|.........z...
1fe0	6b 02 00 00 72 0d 7c 06 64 04 19 00 00 00 64 05 7a 00 00 00 7c 01 7a 00 00 00 67 01 7d 06 6e 11	k...r.|.d.....d.z...|.z...g.}.n.
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2020	01 00 7c 03 72 99 74 09 00 00 00 00 00 00 00 00 7c 00 ab 01 00 00 00 00 00 00 44 00 5d 8b 00 00	..|.r.t.........|.........D.]...
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2060	00 00 00 00 00 00 72 12 74 0f 00 00 00 00 00 00 00 00 74 10 00 00 00 00 00 00 00 00 7c 05 ac 06	......r.t.........t.........|...
2080	ab 02 00 00 00 00 00 00 7d 09 6e 06 74 12 00 00 00 00 00 00 00 00 7d 09 09 00 02 00 7c 09 7c 08	........}.n.t.........}.....|.|.
20a0	ab 01 00 00 00 00 00 00 7d 0a 7c 0a 6a 1b 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00	........}.|.j...................
20c0	64 01 ab 01 00 00 00 00 00 00 64 0a 6b 44 00 00 72 27 64 01 6a 1d 00 00 00 00 00 00 00 00 00 00	d.........d.kD..r'd.j...........
20e0	00 00 00 00 00 00 00 00 7c 0a 6a 1f 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ab 00	........|.j.....................
2100	00 00 00 00 00 00 64 00 64 0a 1a 00 ab 01 00 00 00 00 00 00 7d 0a 7c 0a 64 0b 7a 0d 00 00 7d 0a	......d.d...........}.|.d.z...}.
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2140	9b 00 64 0c 7c 0a 9b 00 9d 04 ab 01 00 00 00 00 00 00 01 00 8c 8d 04 00 64 01 6a 1d 00 00 00 00	..d.|...................d.j.....
2160	00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 06 ab 01 00 00 00 00 00 00 53 00 23 00 74 14 00 00	..............|.........S.#.t...
2180	00 00 00 00 00 00 24 00 72 26 7d 0b 64 07 74 17 00 00 00 00 00 00 00 00 7c 08 ab 01 00 00 00 00	......$.r&}.d.t.........|.......
21a0	00 00 6a 18 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 9b 00 64 08 7c 0b 9b 00 64 09	..j.....................d.|...d.
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22c0	73 72 a6 00 00 00 72 69 00 00 00 da 01 69 da 01 61 da 06 72 5f 66 75 6e 63 da 01 72 da 03 65 78	sr....ri.....i..a..r_func..r..ex
22e0	63 73 0c 00 00 00 20 20 20 20 20 20 20 20 20 20 20 20 72 4c 00 00 00 72 1d 00 00 00 72 1d 00 00	cs................rL...r....r...
2300	00 e9 00 00 00 73 3a 01 00 00 80 00 e0 0b 0f 90 26 89 3d 88 2f 80 43 dc 0e 11 90 27 8b 6c 80 47	.....s:.........&.=./.C....'.l.G
2320	d9 07 0e d8 0b 12 8f 3c 89 3c 98 04 d3 0b 1d a0 12 d2 0b 23 ac 03 a8 47 ab 0c b0 72 bc 43 c0 06	.......<.<.........#...G...r.C..
2340	bb 4b d1 37 47 d2 28 47 d8 13 16 90 71 91 36 98 43 91 3c a0 27 d1 13 29 d0 12 2a 89 43 e0 0c 0f	.K.7G.(G....q.6.C.<.'..)..*.C...
2360	8f 4a 89 4a 90 77 d4 0c 1f d9 07 0e dc 14 1d 98 66 d3 14 25 f2 00 0f 09 2c 89 44 88 41 88 71 e4	.J.J.w..........f..%....,.D.A.q.
2380	0f 19 98 21 9c 57 d4 0f 25 e4 19 20 a4 1a b0 79 d4 19 41 91 06 e4 19 1d 90 06 f0 04 03 0d 45 01	...!.W..%......y..A...........E.
23a0	d9 14 1a 98 31 93 49 90 01 f0 06 00 10 11 8f 77 89 77 90 74 8b 7d 98 71 d2 0f 20 d8 14 18 97 49	....1.I........w.w.t.}.q.......I
23c0	91 49 98 61 9f 6c 99 6c 9b 6e a8 52 a8 61 d0 1e 30 d3 14 31 90 01 d8 10 11 90 55 91 0a 90 01 d8	.I.a.l.l.n.R.a..0..1......U.....
23e0	0c 0f 8f 4a 89 4a 98 11 98 35 a0 11 99 38 98 2a a0 42 a0 71 a0 63 d0 17 2a d5 0c 2b f0 1f 0f 09	...J.J...5...8.*.B.q.c..*..+....
2400	2c f0 20 00 0c 10 8f 39 89 39 90 53 8b 3e d0 04 19 f8 f4 0d 00 14 1d f2 00 01 0d 45 01 d8 16 28	,......9.9.S.>.............E...(
2420	ac 14 a8 61 ab 17 d7 29 39 d1 29 39 d0 28 3a b8 23 b8 63 b8 55 c0 21 d0 14 44 95 01 fb f0 03 01	...a...)9.)9.(:.#.c.U.!..D......
2440	0d 45 01 fa 73 18 00 00 00 c2 1c 08 44 0c 02 c4 0c 09 44 3b 05 c4 15 1c 44 36 05 c4 36 05 44 3b	.E..s.......D.....D;....D6..6.D;
2460	05 a9 01 da 06 73 74 72 69 63 74 63 04 00 00 00 00 00 00 00 01 00 00 00 09 00 00 00 03 00 00 00	.....strictc....................
2480	f3 90 07 00 00 97 00 64 01 7d 05 74 01 00 00 00 00 00 00 00 00 7c 01 74 02 00 00 00 00 00 00 00	.......d.}.t.........|.t........
24a0	00 ab 02 00 00 00 00 00 00 72 98 74 01 00 00 00 00 00 00 00 00 7c 00 74 02 00 00 00 00 00 00 00	.........r.t.........|.t........
24c0	00 ab 02 00 00 00 00 00 00 73 1d 74 05 00 00 00 00 00 00 00 00 74 07 00 00 00 00 00 00 00 00 74	.........s.t.........t.........t
24e0	09 00 00 00 00 00 00 00 00 7c 00 ab 01 00 00 00 00 00 00 ab 01 00 00 00 00 00 00 ab 01 00 00 00	.........|......................
2500	00 00 00 82 01 74 0b 00 00 00 00 00 00 00 00 74 0d 00 00 00 00 00 00 00 00 7c 00 ab 01 00 00 00	.....t.........t.........|......
2520	00 00 00 74 0d 00 00 00 00 00 00 00 00 7c 01 ab 01 00 00 00 00 00 00 7c 02 7c 03 ab 04 00 00 00	...t.........|.........|.|......
2540	00 00 00 01 00 7c 01 6a 0f 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ab 00 00 00 00	.....|.j........................
2560	00 00 00 44 00 5d 37 00 00 5c 02 00 00 7d 06 7d 07 7c 06 7c 00 76 01 72 14 74 05 00 00 00 00 00	...D.]7..\...}.}.|.|.v.r.t......
2580	00 00 00 74 07 00 00 00 00 00 00 00 00 7c 06 ab 01 00 00 00 00 00 00 ab 01 00 00 00 00 00 00 82	...t.........|..................
25a0	01 74 0b 00 00 00 00 00 00 00 00 7c 00 7c 06 19 00 00 00 7c 01 7c 06 19 00 00 00 64 02 7c 06 9b	.t.........|.|.....|.|.....d.|..
25c0	02 64 03 7c 02 9b 00 9d 04 7c 03 ab 04 00 00 00 00 00 00 01 00 8c 39 04 00 79 04 74 01 00 00 00	.d.|.....|............9..y.t....
25e0	00 00 00 00 00 7c 01 74 10 00 00 00 00 00 00 00 00 74 12 00 00 00 00 00 00 00 00 66 02 ab 02 00	.....|.t.........t.........f....
2600	00 00 00 00 00 72 6a 74 01 00 00 00 00 00 00 00 00 7c 00 74 10 00 00 00 00 00 00 00 00 74 12 00	.....rjt.........|.t.........t..
2620	00 00 00 00 00 00 00 66 02 ab 02 00 00 00 00 00 00 72 54 74 0b 00 00 00 00 00 00 00 00 74 0d 00	.......f.........rTt.........t..
2640	00 00 00 00 00 00 00 7c 00 ab 01 00 00 00 00 00 00 74 0d 00 00 00 00 00 00 00 00 7c 01 ab 01 00	.......|.........t.........|....
2660	00 00 00 00 00 7c 02 7c 03 ab 04 00 00 00 00 00 00 01 00 74 15 00 00 00 00 00 00 00 00 74 0d 00	.....|.|...........t.........t..
2680	00 00 00 00 00 00 00 7c 01 ab 01 00 00 00 00 00 00 ab 01 00 00 00 00 00 00 44 00 5d 1c 00 00 7d	.......|.................D.]...}
26a0	06 74 0b 00 00 00 00 00 00 00 00 7c 00 7c 06 19 00 00 00 7c 01 7c 06 19 00 00 00 64 05 7c 06 9b	.t.........|.|.....|.|.....d.|..
26c0	02 64 03 7c 02 9b 00 9d 04 7c 03 ab 04 00 00 00 00 00 00 01 00 8c 1e 04 00 79 04 64 06 64 07 6c	.d.|.....|...............y.d.d.l
26e0	0b 6d 0c 7d 08 6d 0d 7d 09 6d 0e 7d 0a 01 00 64 06 64 08 6c 0f 6d 10 7d 0b 6d 11 7d 0c 6d 12 7d	.m.}.m.}.m.}...d.d.l.m.}.m.}.m.}
2700	0d 01 00 74 01 00 00 00 00 00 00 00 00 7c 00 7c 0c ab 02 00 00 00 00 00 00 73 0c 74 01 00 00 00	...t.........|.|.........s.t....
2720	00 00 00 00 00 7c 01 7c 0c ab 02 00 00 00 00 00 00 72 10 74 27 00 00 00 00 00 00 00 00 7c 00 7c	.....|.|.........r.t'........|.|
2740	01 7c 02 7c 03 7c 04 ac 09 ab 05 00 00 00 00 00 00 53 00 74 29 00 00 00 00 00 00 00 00 7c 00 7c	.|.|.|...........S.t)........|.|
2760	01 67 02 7c 02 7c 03 ac 0a ab 03 00 00 00 00 00 00 7d 0e 09 00 02 00 7c 09 7c 00 ab 01 00 00 00	.g.|.|...........}.....|.|......
2780	00 00 00 78 01 73 08 01 00 02 00 7c 09 7c 01 ab 01 00 00 00 00 00 00 7d 0f 7c 0f 72 53 02 00 7c	...x.s.....|.|.........}.|.rS..|
27a0	09 7c 00 ab 01 00 00 00 00 00 00 72 11 02 00 7c 0a 7c 00 ab 01 00 00 00 00 00 00 7d 10 02 00 7c	.|.........r...|.|.........}...|
27c0	08 7c 00 ab 01 00 00 00 00 00 00 7d 11 6e 04 7c 00 7d 10 64 06 7d 11 02 00 7c 09 7c 01 ab 01 00	.|.........}.n.|.}.d.}...|.|....
27e0	00 00 00 00 00 72 11 02 00 7c 0a 7c 01 ab 01 00 00 00 00 00 00 7d 12 02 00 7c 08 7c 01 ab 01 00	.....r...|.|.........}...|.|....
2800	00 00 00 00 00 7d 13 6e 04 7c 01 7d 12 64 06 7d 13 09 00 74 0b 00 00 00 00 00 00 00 00 7c 10 7c	.....}.n.|.}.d.}...t.........|.|
2820	12 ab 02 00 00 00 00 00 00 01 00 74 0b 00 00 00 00 00 00 00 00 7c 11 7c 13 ab 02 00 00 00 00 00	...........t.........|.|........
2840	00 01 00 02 00 7c 0b 7c 01 ab 01 00 00 00 00 00 00 02 00 7c 0b 7c 00 ab 01 00 00 00 00 00 00 6b	.....|.|...........|.|.........k
2860	37 00 00 72 0b 74 05 00 00 00 00 00 00 00 00 7c 0e ab 01 00 00 00 00 00 00 82 01 09 00 74 2f 00	7..r.t.........|.............t/.
2880	00 00 00 00 00 00 00 7c 01 ab 01 00 00 00 00 00 00 7d 14 74 2f 00 00 00 00 00 00 00 00 7c 00 ab	.......|.........}.t/........|..
28a0	01 00 00 00 00 00 00 7d 15 74 31 00 00 00 00 00 00 00 00 6a 32 00 00 00 00 00 00 00 00 00 00 00	.......}.t1........j2...........
28c0	00 00 00 00 00 00 00 7c 01 ab 01 00 00 00 00 00 00 6a 34 00 00 00 00 00 00 00 00 00 00 00 00 00	.......|.........j4.............
28e0	00 00 00 00 00 6a 08 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 74 31 00 00 00 00 00	.....j...................t1.....
2900	00 00 00 6a 32 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 00 ab 01 00 00 00 00 00	...j2..................|........
2920	00 6a 34 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 6a 08 00 00 00 00 00 00 00 00 00	.j4..................j..........
2940	00 00 00 00 00 00 00 00 00 6b 28 00 00 7d 16 7c 14 72 10 7c 15 72 0e 7c 16 72 01 79 04 74 05 00	.........k(..}.|.r.|.r.|.r.y.t..
2960	00 00 00 00 00 00 00 7c 0e ab 01 00 00 00 00 00 00 82 01 09 00 74 39 00 00 00 00 00 00 00 00 7c	.......|.............t9........|
2980	01 ab 01 00 00 00 00 00 00 7d 17 74 39 00 00 00 00 00 00 00 00 7c 00 ab 01 00 00 00 00 00 00 7d	.........}.t9........|.........}
29a0	18 7c 17 72 03 7c 18 72 01 79 04 74 31 00 00 00 00 00 00 00 00 6a 32 00 00 00 00 00 00 00 00 00	.|.r.|.r.y.t1........j2.........
29c0	00 00 00 00 00 00 00 00 00 7c 00 ab 01 00 00 00 00 00 00 7d 19 74 31 00 00 00 00 00 00 00 00 6a	.........|.........}.t1........j
29e0	32 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 01 ab 01 00 00 00 00 00 00 7d 1a 7c	2..................|.........}.|
2a00	19 6a 34 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 6a 3a 00 00 00 00 00 00 00 00 00	.j4..................j:.........
2a20	00 00 00 00 00 00 00 00 00 64 0c 76 00 73 18 7c 1a 6a 34 00 00 00 00 00 00 00 00 00 00 00 00 00	.........d.v.s.|.j4.............
2a40	00 00 00 00 00 6a 3a 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 64 0c 76 00 72 0b 74	.....j:..................d.v.r.t
2a60	37 00 00 00 00 00 00 00 00 64 0d ab 01 00 00 00 00 00 00 82 01 7c 01 64 06 6b 28 00 00 72 21 7c	7........d...........|.d.k(..r!|
2a80	00 64 06 6b 28 00 00 72 1c 02 00 7c 0d 7c 01 ab 01 00 00 00 00 00 00 02 00 7c 0d 7c 00 ab 01 00	.d.k(..r...|.|...........|.|....
2aa0	00 00 00 00 00 6b 28 00 00 73 0b 74 05 00 00 00 00 00 00 00 00 7c 0e ab 01 00 00 00 00 00 00 82	.....k(..s.t.........|..........
2ac0	01 09 00 7c 01 7c 00 6b 28 00 00 73 0b 74 05 00 00 00 00 00 00 00 00 7c 0e ab 01 00 00 00 00 00	...|.|.k(..s.t.........|........
2ae0	00 82 01 79 04 23 00 74 2a 00 00 00 00 00 00 00 00 74 2c 00 00 00 00 00 00 00 00 66 02 24 00 72	...y.#.t*........t,........f.$.r
2b00	06 01 00 64 0b 7d 0f 59 00 90 01 8c ba 77 00 78 03 59 00 77 01 23 00 74 04 00 00 00 00 00 00 00	...d.}.Y.....w.x.Y.w.#.t........
2b20	00 24 00 72 0c 01 00 74 05 00 00 00 00 00 00 00 00 7c 0e ab 01 00 00 00 00 00 00 82 01 77 00 78	.$.r...t.........|...........w.x
2b40	03 59 00 77 01 23 00 74 2c 00 00 00 00 00 00 00 00 74 2a 00 00 00 00 00 00 00 00 74 36 00 00 00	.Y.w.#.t,........t*........t6...
2b60	00 00 00 00 00 66 03 24 00 72 03 01 00 59 00 8c ff 77 00 78 03 59 00 77 01 23 00 74 2c 00 00 00	.....f.$.r...Y...w.x.Y.w.#.t,...
2b80	00 00 00 00 00 74 2a 00 00 00 00 00 00 00 00 74 36 00 00 00 00 00 00 00 00 66 03 24 00 72 03 01	.....t*........t6........f.$.r..
2ba0	00 59 00 8c 72 77 00 78 03 59 00 77 01 23 00 74 3c 00 00 00 00 00 00 00 00 74 3e 00 00 00 00 00	.Y..rw.x.Y.w.#.t<........t>.....
2bc0	00 00 00 66 02 24 00 72 22 7d 1b 64 0e 7c 1b 6a 40 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00	...f.$.r"}.d.|.j@...............
2be0	00 00 00 64 06 19 00 00 00 76 00 72 0b 74 05 00 00 00 00 00 00 00 00 7c 0e ab 01 00 00 00 00 00	...d.....v.r.t.........|........
2c00	00 82 01 82 00 64 04 7d 1b 7e 1b 77 01 77 00 78 03 59 00 77 01 29 0f 61 68 0c 00 00 0a 20 20 20	.....d.}.~.w.w.x.Y.w.).ah.......
2c20	20 52 61 69 73 65 73 20 61 6e 20 41 73 73 65 72 74 69 6f 6e 45 72 72 6f 72 20 69 66 20 74 77 6f	.Raises.an.AssertionError.if.two
2c40	20 6f 62 6a 65 63 74 73 20 61 72 65 20 6e 6f 74 20 65 71 75 61 6c 2e 0a 0a 20 20 20 20 47 69 76	.objects.are.not.equal.......Giv
2c60	65 6e 20 74 77 6f 20 6f 62 6a 65 63 74 73 20 28 73 63 61 6c 61 72 73 2c 20 6c 69 73 74 73 2c 20	en.two.objects.(scalars,.lists,.
2c80	74 75 70 6c 65 73 2c 20 64 69 63 74 69 6f 6e 61 72 69 65 73 20 6f 72 20 6e 75 6d 70 79 20 61 72	tuples,.dictionaries.or.numpy.ar
2ca0	72 61 79 73 29 2c 0a 20 20 20 20 63 68 65 63 6b 20 74 68 61 74 20 61 6c 6c 20 65 6c 65 6d 65 6e	rays),.....check.that.all.elemen
2cc0	74 73 20 6f 66 20 74 68 65 73 65 20 6f 62 6a 65 63 74 73 20 61 72 65 20 65 71 75 61 6c 2e 20 41	ts.of.these.objects.are.equal..A
2ce0	6e 20 65 78 63 65 70 74 69 6f 6e 20 69 73 20 72 61 69 73 65 64 0a 20 20 20 20 61 74 20 74 68 65	n.exception.is.raised.....at.the
2d00	20 66 69 72 73 74 20 63 6f 6e 66 6c 69 63 74 69 6e 67 20 76 61 6c 75 65 73 2e 0a 0a 20 20 20 20	.first.conflicting.values.......
2d20	54 68 69 73 20 66 75 6e 63 74 69 6f 6e 20 68 61 6e 64 6c 65 73 20 4e 61 4e 20 63 6f 6d 70 61 72	This.function.handles.NaN.compar
2d40	69 73 6f 6e 73 20 61 73 20 69 66 20 4e 61 4e 20 77 61 73 20 61 20 22 6e 6f 72 6d 61 6c 22 20 6e	isons.as.if.NaN.was.a."normal".n
2d60	75 6d 62 65 72 2e 0a 20 20 20 20 54 68 61 74 20 69 73 2c 20 41 73 73 65 72 74 69 6f 6e 45 72 72	umber......That.is,.AssertionErr
2d80	6f 72 20 69 73 20 6e 6f 74 20 72 61 69 73 65 64 20 69 66 20 62 6f 74 68 20 6f 62 6a 65 63 74 73	or.is.not.raised.if.both.objects
2da0	20 68 61 76 65 20 4e 61 4e 73 20 69 6e 20 74 68 65 20 73 61 6d 65 0a 20 20 20 20 70 6f 73 69 74	.have.NaNs.in.the.same.....posit
2dc0	69 6f 6e 73 2e 20 20 54 68 69 73 20 69 73 20 69 6e 20 63 6f 6e 74 72 61 73 74 20 74 6f 20 74 68	ions...This.is.in.contrast.to.th
2de0	65 20 49 45 45 45 20 73 74 61 6e 64 61 72 64 20 6f 6e 20 4e 61 4e 73 2c 20 77 68 69 63 68 20 73	e.IEEE.standard.on.NaNs,.which.s
2e00	61 79 73 0a 20 20 20 20 74 68 61 74 20 4e 61 4e 20 63 6f 6d 70 61 72 65 64 20 74 6f 20 61 6e 79	ays.....that.NaN.compared.to.any
2e20	74 68 69 6e 67 20 6d 75 73 74 20 72 65 74 75 72 6e 20 46 61 6c 73 65 2e 0a 0a 20 20 20 20 50 61	thing.must.return.False.......Pa
2e40	72 61 6d 65 74 65 72 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 61 63 74 75	rameters.....----------.....actu
2e60	61 6c 20 3a 20 61 72 72 61 79 5f 6c 69 6b 65 0a 20 20 20 20 20 20 20 20 54 68 65 20 6f 62 6a 65	al.:.array_like.........The.obje
2e80	63 74 20 74 6f 20 63 68 65 63 6b 2e 0a 20 20 20 20 64 65 73 69 72 65 64 20 3a 20 61 72 72 61 79	ct.to.check......desired.:.array
2ea0	5f 6c 69 6b 65 0a 20 20 20 20 20 20 20 20 54 68 65 20 65 78 70 65 63 74 65 64 20 6f 62 6a 65 63	_like.........The.expected.objec
2ec0	74 2e 0a 20 20 20 20 65 72 72 5f 6d 73 67 20 3a 20 73 74 72 2c 20 6f 70 74 69 6f 6e 61 6c 0a 20	t......err_msg.:.str,.optional..
2ee0	20 20 20 20 20 20 20 54 68 65 20 65 72 72 6f 72 20 6d 65 73 73 61 67 65 20 74 6f 20 62 65 20 70	.......The.error.message.to.be.p
2f00	72 69 6e 74 65 64 20 69 6e 20 63 61 73 65 20 6f 66 20 66 61 69 6c 75 72 65 2e 0a 20 20 20 20 76	rinted.in.case.of.failure......v
2f20	65 72 62 6f 73 65 20 3a 20 62 6f 6f 6c 2c 20 6f 70 74 69 6f 6e 61 6c 0a 20 20 20 20 20 20 20 20	erbose.:.bool,.optional.........
2f40	49 66 20 54 72 75 65 2c 20 74 68 65 20 63 6f 6e 66 6c 69 63 74 69 6e 67 20 76 61 6c 75 65 73 20	If.True,.the.conflicting.values.
2f60	61 72 65 20 61 70 70 65 6e 64 65 64 20 74 6f 20 74 68 65 20 65 72 72 6f 72 20 6d 65 73 73 61 67	are.appended.to.the.error.messag
2f80	65 2e 0a 20 20 20 20 73 74 72 69 63 74 20 3a 20 62 6f 6f 6c 2c 20 6f 70 74 69 6f 6e 61 6c 0a 20	e......strict.:.bool,.optional..
2fa0	20 20 20 20 20 20 20 49 66 20 54 72 75 65 20 61 6e 64 20 65 69 74 68 65 72 20 6f 66 20 74 68 65	.......If.True.and.either.of.the
2fc0	20 60 61 63 74 75 61 6c 60 20 61 6e 64 20 60 64 65 73 69 72 65 64 60 20 61 72 67 75 6d 65 6e 74	.`actual`.and.`desired`.argument
2fe0	73 20 69 73 20 61 6e 20 61 72 72 61 79 2c 0a 20 20 20 20 20 20 20 20 72 61 69 73 65 20 61 6e 20	s.is.an.array,.........raise.an.
3000	60 60 41 73 73 65 72 74 69 6f 6e 45 72 72 6f 72 60 60 20 77 68 65 6e 20 65 69 74 68 65 72 20 74	``AssertionError``.when.either.t
3020	68 65 20 73 68 61 70 65 20 6f 72 20 74 68 65 20 64 61 74 61 20 74 79 70 65 20 6f 66 0a 20 20 20	he.shape.or.the.data.type.of....
3040	20 20 20 20 20 74 68 65 20 61 72 67 75 6d 65 6e 74 73 20 64 6f 65 73 20 6e 6f 74 20 6d 61 74 63	.....the.arguments.does.not.matc
3060	68 2e 20 49 66 20 6e 65 69 74 68 65 72 20 61 72 67 75 6d 65 6e 74 20 69 73 20 61 6e 20 61 72 72	h..If.neither.argument.is.an.arr
3080	61 79 2c 20 74 68 69 73 0a 20 20 20 20 20 20 20 20 70 61 72 61 6d 65 74 65 72 20 68 61 73 20 6e	ay,.this.........parameter.has.n
30a0	6f 20 65 66 66 65 63 74 2e 0a 0a 20 20 20 20 20 20 20 20 2e 2e 20 76 65 72 73 69 6f 6e 61 64 64	o.effect..............versionadd
30c0	65 64 3a 3a 20 32 2e 30 2e 30 0a 0a 20 20 20 20 52 61 69 73 65 73 0a 20 20 20 20 2d 2d 2d 2d 2d	ed::.2.0.0......Raises.....-----
30e0	2d 0a 20 20 20 20 41 73 73 65 72 74 69 6f 6e 45 72 72 6f 72 0a 20 20 20 20 20 20 20 20 49 66 20	-.....AssertionError.........If.
3100	61 63 74 75 61 6c 20 61 6e 64 20 64 65 73 69 72 65 64 20 61 72 65 20 6e 6f 74 20 65 71 75 61 6c	actual.and.desired.are.not.equal
3120	2e 0a 0a 20 20 20 20 53 65 65 20 41 6c 73 6f 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20	.......See.Also.....--------....
3140	20 61 73 73 65 72 74 5f 61 6c 6c 63 6c 6f 73 65 0a 20 20 20 20 61 73 73 65 72 74 5f 61 72 72 61	.assert_allclose.....assert_arra
3160	79 5f 61 6c 6d 6f 73 74 5f 65 71 75 61 6c 5f 6e 75 6c 70 2c 0a 20 20 20 20 61 73 73 65 72 74 5f	y_almost_equal_nulp,.....assert_
3180	61 72 72 61 79 5f 6d 61 78 5f 75 6c 70 2c 0a 0a 20 20 20 20 4e 6f 74 65 73 0a 20 20 20 20 2d 2d	array_max_ulp,......Notes.....--
31a0	2d 2d 2d 0a 20 20 20 20 42 79 20 64 65 66 61 75 6c 74 2c 20 77 68 65 6e 20 6f 6e 65 20 6f 66 20	---.....By.default,.when.one.of.
31c0	60 61 63 74 75 61 6c 60 20 61 6e 64 20 60 64 65 73 69 72 65 64 60 20 69 73 20 61 20 73 63 61 6c	`actual`.and.`desired`.is.a.scal
31e0	61 72 20 61 6e 64 20 74 68 65 20 6f 74 68 65 72 20 69 73 0a 20 20 20 20 61 6e 20 61 72 72 61 79	ar.and.the.other.is.....an.array
3200	2c 20 74 68 65 20 66 75 6e 63 74 69 6f 6e 20 63 68 65 63 6b 73 20 74 68 61 74 20 65 61 63 68 20	,.the.function.checks.that.each.
3220	65 6c 65 6d 65 6e 74 20 6f 66 20 74 68 65 20 61 72 72 61 79 20 69 73 20 65 71 75 61 6c 20 74 6f	element.of.the.array.is.equal.to
3240	0a 20 20 20 20 74 68 65 20 73 63 61 6c 61 72 2e 20 54 68 69 73 20 62 65 68 61 76 69 6f 75 72 20	.....the.scalar..This.behaviour.
3260	63 61 6e 20 62 65 20 64 69 73 61 62 6c 65 64 20 62 79 20 73 65 74 74 69 6e 67 20 60 60 73 74 72	can.be.disabled.by.setting.``str
3280	69 63 74 3d 3d 54 72 75 65 60 60 2e 0a 0a 20 20 20 20 45 78 61 6d 70 6c 65 73 0a 20 20 20 20 2d	ict==True``.......Examples.....-
32a0	2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 3e 3e 3e 20 6e 70 2e 74 65 73 74 69 6e 67 2e 61 73 73 65 72	-------.....>>>.np.testing.asser
32c0	74 5f 65 71 75 61 6c 28 5b 34 2c 20 35 5d 2c 20 5b 34 2c 20 36 5d 29 0a 20 20 20 20 54 72 61 63	t_equal([4,.5],.[4,.6]).....Trac
32e0	65 62 61 63 6b 20 28 6d 6f 73 74 20 72 65 63 65 6e 74 20 63 61 6c 6c 20 6c 61 73 74 29 3a 0a 20	eback.(most.recent.call.last):..
3300	20 20 20 20 20 20 20 2e 2e 2e 0a 20 20 20 20 41 73 73 65 72 74 69 6f 6e 45 72 72 6f 72 3a 0a 20	...............AssertionError:..
3320	20 20 20 49 74 65 6d 73 20 61 72 65 20 6e 6f 74 20 65 71 75 61 6c 3a 0a 20 20 20 20 69 74 65 6d	...Items.are.not.equal:.....item
3340	3d 31 0a 20 20 20 20 20 41 43 54 55 41 4c 3a 20 35 0a 20 20 20 20 20 44 45 53 49 52 45 44 3a 20	=1......ACTUAL:.5......DESIRED:.
3360	36 0a 0a 20 20 20 20 54 68 65 20 66 6f 6c 6c 6f 77 69 6e 67 20 63 6f 6d 70 61 72 69 73 6f 6e 20	6......The.following.comparison.
3380	64 6f 65 73 20 6e 6f 74 20 72 61 69 73 65 20 61 6e 20 65 78 63 65 70 74 69 6f 6e 2e 20 20 54 68	does.not.raise.an.exception...Th
33a0	65 72 65 20 61 72 65 20 4e 61 4e 73 0a 20 20 20 20 69 6e 20 74 68 65 20 69 6e 70 75 74 73 2c 20	ere.are.NaNs.....in.the.inputs,.
33c0	62 75 74 20 74 68 65 79 20 61 72 65 20 69 6e 20 74 68 65 20 73 61 6d 65 20 70 6f 73 69 74 69 6f	but.they.are.in.the.same.positio
33e0	6e 73 2e 0a 0a 20 20 20 20 3e 3e 3e 20 6e 70 2e 74 65 73 74 69 6e 67 2e 61 73 73 65 72 74 5f 65	ns.......>>>.np.testing.assert_e
3400	71 75 61 6c 28 6e 70 2e 61 72 72 61 79 28 5b 31 2e 30 2c 20 32 2e 30 2c 20 6e 70 2e 6e 61 6e 5d	qual(np.array([1.0,.2.0,.np.nan]
3420	29 2c 20 5b 31 2c 20 32 2c 20 6e 70 2e 6e 61 6e 5d 29 0a 0a 20 20 20 20 41 73 20 6d 65 6e 74 69	),.[1,.2,.np.nan])......As.menti
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4040	7c 02 7c 05 ab 02 00 00 00 00 00 00 01 00 74 07 00 00 00 00 00 00 00 00 7c 05 6a 09 00 00 00 00	|.|...........t.........|.j.....
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4120	20 20 2d 2d 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 74 65 73 74 5f 73 74 72 69 6e 67 20 3a 20 73	..----------.....test_string.:.s
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4160	74 6f 20 41 73 73 65 72 74 69 6f 6e 45 72 72 6f 72 2e 0a 20 20 20 20 61 63 74 75 61 6c 20 3a 20	to.AssertionError......actual.:.
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4220	67 2e 70 72 69 6e 74 5f 61 73 73 65 72 74 5f 65 71 75 61 6c 28 27 54 65 73 74 20 58 59 5a 20 6f	g.print_assert_equal('Test.XYZ.o
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4260	20 3e 3e 3e 20 6e 70 2e 74 65 73 74 69 6e 67 2e 70 72 69 6e 74 5f 61 73 73 65 72 74 5f 65 71 75	.>>>.np.testing.print_assert_equ
4280	61 6c 28 27 54 65 73 74 20 58 59 5a 20 6f 66 20 66 75 6e 63 20 78 79 7a 27 2c 20 5b 30 2c 20 31	al('Test.XYZ.of.func.xyz',.[0,.1
42a0	5d 2c 20 5b 30 2c 20 32 5d 29 0a 20 20 20 20 54 72 61 63 65 62 61 63 6b 20 28 6d 6f 73 74 20 72	],.[0,.2]).....Traceback.(most.r
42c0	65 63 65 6e 74 20 63 61 6c 6c 20 6c 61 73 74 29 3a 0a 20 20 20 20 2e 2e 2e 0a 20 20 20 20 41 73	ecent.call.last):.............As
42e0	73 65 72 74 69 6f 6e 45 72 72 6f 72 3a 20 54 65 73 74 20 58 59 5a 20 6f 66 20 66 75 6e 63 20 78	sertionError:.Test.XYZ.of.func.x
4300	79 7a 20 66 61 69 6c 65 64 0a 20 20 20 20 41 43 54 55 41 4c 3a 0a 20 20 20 20 5b 30 2c 20 31 5d	yz.failed.....ACTUAL:.....[0,.1]
4320	0a 20 20 20 20 44 45 53 49 52 45 44 3a 0a 20 20 20 20 5b 30 2c 20 32 5d 0a 0a 20 20 20 20 54 72	.....DESIRED:.....[0,.2]......Tr
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4440	d3 0e 2c d0 08 2c f0 0f 00 0d 1e 72 4b 00 00 00 63 05 00 00 00 00 00 00 00 00 00 00 00 06 00 00	..,..,.....rK...c...............
4460	00 03 00 00 00 f3 68 03 00 00 87 00 87 01 87 02 87 03 87 04 97 00 64 01 7d 05 64 02 64 03 6c 00	......h...............d.}.d.d.l.
4480	6d 01 7d 06 6d 02 7d 07 6d 03 7d 08 01 00 64 02 64 04 6c 04 6d 05 7d 09 01 00 09 00 02 00 7c 07	m.}.m.}.m.}...d.d.l.m.}.......|.
44a0	89 00 ab 01 00 00 00 00 00 00 78 01 73 08 01 00 02 00 7c 07 89 01 ab 01 00 00 00 00 00 00 7d 0a	..........x.s.....|...........}.
44c0	88 00 88 02 88 01 88 03 88 04 66 05 64 06 84 08 7d 0b 7c 0a 72 57 02 00 7c 07 89 00 ab 01 00 00	..........f.d...}.|.rW..|.......
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4540	6e 04 89 01 7d 0e 64 02 7d 0f 09 00 74 0f 00 00 00 00 00 00 00 00 7c 0c 7c 0e 89 02 ac 07 ab 03	n...}.d.}...t.........|.|.......
4560	00 00 00 00 00 00 01 00 74 0f 00 00 00 00 00 00 00 00 7c 0d 7c 0f 89 02 ac 07 ab 03 00 00 00 00	........t.........|.|...........
4580	00 00 01 00 74 13 00 00 00 00 00 00 00 00 89 00 7c 09 74 14 00 00 00 00 00 00 00 00 74 16 00 00	....t...........|.t.........t...
45a0	00 00 00 00 00 00 66 03 ab 02 00 00 00 00 00 00 73 17 74 13 00 00 00 00 00 00 00 00 89 01 7c 09	......f.........s.t...........|.
45c0	74 14 00 00 00 00 00 00 00 00 74 16 00 00 00 00 00 00 00 00 66 03 ab 02 00 00 00 00 00 00 72 0e	t.........t.........f.........r.
45e0	74 19 00 00 00 00 00 00 00 00 89 00 89 01 89 02 89 03 ab 04 00 00 00 00 00 00 53 00 09 00 74 1b	t.........................S...t.
4600	00 00 00 00 00 00 00 00 89 01 ab 01 00 00 00 00 00 00 72 0b 74 1b 00 00 00 00 00 00 00 00 89 00	..................r.t...........
4620	ab 01 00 00 00 00 00 00 73 53 74 1d 00 00 00 00 00 00 00 00 89 01 ab 01 00 00 00 00 00 00 73 0b	........sSt...................s.
4640	74 1d 00 00 00 00 00 00 00 00 89 00 ab 01 00 00 00 00 00 00 72 27 74 1d 00 00 00 00 00 00 00 00	t...................r't.........
4660	89 01 ab 01 00 00 00 00 00 00 72 0b 74 1d 00 00 00 00 00 00 00 00 89 00 ab 01 00 00 00 00 00 00	..........r.t...................
4680	73 10 74 11 00 00 00 00 00 00 00 00 02 00 7c 0b ab 00 00 00 00 00 00 00 ab 01 00 00 00 00 00 00	s.t...........|.................
46a0	82 01 79 08 89 01 89 00 6b 28 00 00 73 10 74 11 00 00 00 00 00 00 00 00 02 00 7c 0b ab 00 00 00	..y.....k(..s.t...........|.....
46c0	00 00 00 00 ab 01 00 00 00 00 00 00 82 01 79 08 09 00 74 23 00 00 00 00 00 00 00 00 89 01 89 00	..............y...t#............
46e0	7a 0a 00 00 ab 01 00 00 00 00 00 00 74 25 00 00 00 00 00 00 00 00 6a 26 00 00 00 00 00 00 00 00	z...........t%........j&........
4700	00 00 00 00 00 00 00 00 00 00 64 09 64 0a 89 02 0b 00 7a 08 00 00 7a 05 00 00 ab 01 00 00 00 00	..........d.d.....z...z.........
4720	00 00 6b 5c 00 00 72 10 74 11 00 00 00 00 00 00 00 00 02 00 7c 0b ab 00 00 00 00 00 00 00 ab 01	..k\..r.t...........|...........
4740	00 00 00 00 00 00 82 01 79 08 23 00 74 0c 00 00 00 00 00 00 00 00 24 00 72 06 01 00 64 05 7d 0a	........y.#.t.........$.r...d.}.
4760	59 00 90 01 8c 53 77 00 78 03 59 00 77 01 23 00 74 10 00 00 00 00 00 00 00 00 24 00 72 11 01 00	Y....Sw.x.Y.w.#.t.........$.r...
4780	74 11 00 00 00 00 00 00 00 00 02 00 7c 0b ab 00 00 00 00 00 00 00 ab 01 00 00 00 00 00 00 82 01	t...........|...................
47a0	77 00 78 03 59 00 77 01 23 00 74 1e 00 00 00 00 00 00 00 00 74 20 00 00 00 00 00 00 00 00 66 02	w.x.Y.w.#.t.........t.........f.
47c0	24 00 72 03 01 00 59 00 8c 7c 77 00 78 03 59 00 77 01 29 0b 61 4e 09 00 00 0a 20 20 20 20 52 61	$.r...Y..|w.x.Y.w.).aN........Ra
47e0	69 73 65 73 20 61 6e 20 41 73 73 65 72 74 69 6f 6e 45 72 72 6f 72 20 69 66 20 74 77 6f 20 69 74	ises.an.AssertionError.if.two.it
4800	65 6d 73 20 61 72 65 20 6e 6f 74 20 65 71 75 61 6c 20 75 70 20 74 6f 20 64 65 73 69 72 65 64 0a	ems.are.not.equal.up.to.desired.
4820	20 20 20 20 70 72 65 63 69 73 69 6f 6e 2e 0a 0a 20 20 20 20 2e 2e 20 6e 6f 74 65 3a 3a 20 49 74	....precision..........note::.It
4840	20 69 73 20 72 65 63 6f 6d 6d 65 6e 64 65 64 20 74 6f 20 75 73 65 20 6f 6e 65 20 6f 66 20 60 61	.is.recommended.to.use.one.of.`a
4860	73 73 65 72 74 5f 61 6c 6c 63 6c 6f 73 65 60 2c 0a 20 20 20 20 20 20 20 20 20 20 20 20 20 20 60	ssert_allclose`,...............`
4880	61 73 73 65 72 74 5f 61 72 72 61 79 5f 61 6c 6d 6f 73 74 5f 65 71 75 61 6c 5f 6e 75 6c 70 60 20	assert_array_almost_equal_nulp`.
48a0	6f 72 20 60 61 73 73 65 72 74 5f 61 72 72 61 79 5f 6d 61 78 5f 75 6c 70 60 0a 20 20 20 20 20 20	or.`assert_array_max_ulp`.......
48c0	20 20 20 20 20 20 20 20 69 6e 73 74 65 61 64 20 6f 66 20 74 68 69 73 20 66 75 6e 63 74 69 6f 6e	........instead.of.this.function
48e0	20 66 6f 72 20 6d 6f 72 65 20 63 6f 6e 73 69 73 74 65 6e 74 20 66 6c 6f 61 74 69 6e 67 20 70 6f	.for.more.consistent.floating.po
4900	69 6e 74 0a 20 20 20 20 20 20 20 20 20 20 20 20 20 20 63 6f 6d 70 61 72 69 73 6f 6e 73 2e 0a 0a	int...............comparisons...
4920	20 20 20 20 54 68 65 20 74 65 73 74 20 76 65 72 69 66 69 65 73 20 74 68 61 74 20 74 68 65 20 65	....The.test.verifies.that.the.e
4940	6c 65 6d 65 6e 74 73 20 6f 66 20 60 61 63 74 75 61 6c 60 20 61 6e 64 20 60 64 65 73 69 72 65 64	lements.of.`actual`.and.`desired
4960	60 20 73 61 74 69 73 66 79 3a 3a 0a 0a 20 20 20 20 20 20 20 20 61 62 73 28 64 65 73 69 72 65 64	`.satisfy::..........abs(desired
4980	2d 61 63 74 75 61 6c 29 20 3c 20 66 6c 6f 61 74 36 34 28 31 2e 35 20 2a 20 31 30 2a 2a 28 2d 64	-actual).<.float64(1.5.*.10**(-d
49a0	65 63 69 6d 61 6c 29 29 0a 0a 20 20 20 20 54 68 61 74 20 69 73 20 61 20 6c 6f 6f 73 65 72 20 74	ecimal))......That.is.a.looser.t
49c0	65 73 74 20 74 68 61 6e 20 6f 72 69 67 69 6e 61 6c 6c 79 20 64 6f 63 75 6d 65 6e 74 65 64 2c 20	est.than.originally.documented,.
49e0	62 75 74 20 61 67 72 65 65 73 20 77 69 74 68 20 77 68 61 74 20 74 68 65 0a 20 20 20 20 61 63 74	but.agrees.with.what.the.....act
4a00	75 61 6c 20 69 6d 70 6c 65 6d 65 6e 74 61 74 69 6f 6e 20 69 6e 20 60 61 73 73 65 72 74 5f 61 72	ual.implementation.in.`assert_ar
4a20	72 61 79 5f 61 6c 6d 6f 73 74 5f 65 71 75 61 6c 60 20 64 69 64 20 75 70 20 74 6f 20 72 6f 75 6e	ray_almost_equal`.did.up.to.roun
4a40	64 69 6e 67 0a 20 20 20 20 76 61 67 61 72 69 65 73 2e 20 41 6e 20 65 78 63 65 70 74 69 6f 6e 20	ding.....vagaries..An.exception.
4a60	69 73 20 72 61 69 73 65 64 20 61 74 20 63 6f 6e 66 6c 69 63 74 69 6e 67 20 76 61 6c 75 65 73 2e	is.raised.at.conflicting.values.
4a80	20 46 6f 72 20 6e 64 61 72 72 61 79 73 20 74 68 69 73 0a 20 20 20 20 64 65 6c 65 67 61 74 65 73	.For.ndarrays.this.....delegates
4aa0	20 74 6f 20 61 73 73 65 72 74 5f 61 72 72 61 79 5f 61 6c 6d 6f 73 74 5f 65 71 75 61 6c 0a 0a 20	.to.assert_array_almost_equal...
4ac0	20 20 20 50 61 72 61 6d 65 74 65 72 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20	...Parameters.....----------....
4ae0	20 61 63 74 75 61 6c 20 3a 20 61 72 72 61 79 5f 6c 69 6b 65 0a 20 20 20 20 20 20 20 20 54 68 65	.actual.:.array_like.........The
4b00	20 6f 62 6a 65 63 74 20 74 6f 20 63 68 65 63 6b 2e 0a 20 20 20 20 64 65 73 69 72 65 64 20 3a 20	.object.to.check......desired.:.
4b20	61 72 72 61 79 5f 6c 69 6b 65 0a 20 20 20 20 20 20 20 20 54 68 65 20 65 78 70 65 63 74 65 64 20	array_like.........The.expected.
4b40	6f 62 6a 65 63 74 2e 0a 20 20 20 20 64 65 63 69 6d 61 6c 20 3a 20 69 6e 74 2c 20 6f 70 74 69 6f	object......decimal.:.int,.optio
4b60	6e 61 6c 0a 20 20 20 20 20 20 20 20 44 65 73 69 72 65 64 20 70 72 65 63 69 73 69 6f 6e 2c 20 64	nal.........Desired.precision,.d
4b80	65 66 61 75 6c 74 20 69 73 20 37 2e 0a 20 20 20 20 65 72 72 5f 6d 73 67 20 3a 20 73 74 72 2c 20	efault.is.7......err_msg.:.str,.
4ba0	6f 70 74 69 6f 6e 61 6c 0a 20 20 20 20 20 20 20 20 54 68 65 20 65 72 72 6f 72 20 6d 65 73 73 61	optional.........The.error.messa
4bc0	67 65 20 74 6f 20 62 65 20 70 72 69 6e 74 65 64 20 69 6e 20 63 61 73 65 20 6f 66 20 66 61 69 6c	ge.to.be.printed.in.case.of.fail
4be0	75 72 65 2e 0a 20 20 20 20 76 65 72 62 6f 73 65 20 3a 20 62 6f 6f 6c 2c 20 6f 70 74 69 6f 6e 61	ure......verbose.:.bool,.optiona
4c00	6c 0a 20 20 20 20 20 20 20 20 49 66 20 54 72 75 65 2c 20 74 68 65 20 63 6f 6e 66 6c 69 63 74 69	l.........If.True,.the.conflicti
4c20	6e 67 20 76 61 6c 75 65 73 20 61 72 65 20 61 70 70 65 6e 64 65 64 20 74 6f 20 74 68 65 20 65 72	ng.values.are.appended.to.the.er
4c40	72 6f 72 20 6d 65 73 73 61 67 65 2e 0a 0a 20 20 20 20 52 61 69 73 65 73 0a 20 20 20 20 2d 2d 2d	ror.message.......Raises.....---
4c60	2d 2d 2d 0a 20 20 20 20 41 73 73 65 72 74 69 6f 6e 45 72 72 6f 72 0a 20 20 20 20 20 20 49 66 20	---.....AssertionError.......If.
4c80	61 63 74 75 61 6c 20 61 6e 64 20 64 65 73 69 72 65 64 20 61 72 65 20 6e 6f 74 20 65 71 75 61 6c	actual.and.desired.are.not.equal
4ca0	20 75 70 20 74 6f 20 73 70 65 63 69 66 69 65 64 20 70 72 65 63 69 73 69 6f 6e 2e 0a 0a 20 20 20	.up.to.specified.precision......
4cc0	20 53 65 65 20 41 6c 73 6f 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 61 73 73 65 72	.See.Also.....--------.....asser
4ce0	74 5f 61 6c 6c 63 6c 6f 73 65 3a 20 43 6f 6d 70 61 72 65 20 74 77 6f 20 61 72 72 61 79 5f 6c 69	t_allclose:.Compare.two.array_li
4d00	6b 65 20 6f 62 6a 65 63 74 73 20 66 6f 72 20 65 71 75 61 6c 69 74 79 20 77 69 74 68 20 64 65 73	ke.objects.for.equality.with.des
4d20	69 72 65 64 0a 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 72 65 6c 61 74 69	ired......................relati
4d40	76 65 20 61 6e 64 2f 6f 72 20 61 62 73 6f 6c 75 74 65 20 70 72 65 63 69 73 69 6f 6e 2e 0a 20 20	ve.and/or.absolute.precision....
4d60	20 20 61 73 73 65 72 74 5f 61 72 72 61 79 5f 61 6c 6d 6f 73 74 5f 65 71 75 61 6c 5f 6e 75 6c 70	..assert_array_almost_equal_nulp
4d80	2c 20 61 73 73 65 72 74 5f 61 72 72 61 79 5f 6d 61 78 5f 75 6c 70 2c 20 61 73 73 65 72 74 5f 65	,.assert_array_max_ulp,.assert_e
4da0	71 75 61 6c 0a 0a 20 20 20 20 45 78 61 6d 70 6c 65 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a	qual......Examples.....--------.
4dc0	20 20 20 20 3e 3e 3e 20 66 72 6f 6d 20 6e 75 6d 70 79 2e 74 65 73 74 69 6e 67 20 69 6d 70 6f 72	....>>>.from.numpy.testing.impor
4de0	74 20 61 73 73 65 72 74 5f 61 6c 6d 6f 73 74 5f 65 71 75 61 6c 0a 20 20 20 20 3e 3e 3e 20 61 73	t.assert_almost_equal.....>>>.as
4e00	73 65 72 74 5f 61 6c 6d 6f 73 74 5f 65 71 75 61 6c 28 32 2e 33 33 33 33 33 33 33 33 33 33 33 33	sert_almost_equal(2.333333333333
4e20	33 2c 20 32 2e 33 33 33 33 33 33 33 34 29 0a 20 20 20 20 3e 3e 3e 20 61 73 73 65 72 74 5f 61 6c	3,.2.33333334).....>>>.assert_al
4e40	6d 6f 73 74 5f 65 71 75 61 6c 28 32 2e 33 33 33 33 33 33 33 33 33 33 33 33 33 2c 20 32 2e 33 33	most_equal(2.3333333333333,.2.33
4e60	33 33 33 33 33 34 2c 20 64 65 63 69 6d 61 6c 3d 31 30 29 0a 20 20 20 20 54 72 61 63 65 62 61 63	333334,.decimal=10).....Tracebac
4e80	6b 20 28 6d 6f 73 74 20 72 65 63 65 6e 74 20 63 61 6c 6c 20 6c 61 73 74 29 3a 0a 20 20 20 20 20	k.(most.recent.call.last):......
4ea0	20 20 20 2e 2e 2e 0a 20 20 20 20 41 73 73 65 72 74 69 6f 6e 45 72 72 6f 72 3a 0a 20 20 20 20 41	...........AssertionError:.....A
4ec0	72 72 61 79 73 20 61 72 65 20 6e 6f 74 20 61 6c 6d 6f 73 74 20 65 71 75 61 6c 20 74 6f 20 31 30	rrays.are.not.almost.equal.to.10
4ee0	20 64 65 63 69 6d 61 6c 73 0a 20 20 20 20 20 41 43 54 55 41 4c 3a 20 32 2e 33 33 33 33 33 33 33	.decimals......ACTUAL:.2.3333333
4f00	33 33 33 33 33 33 0a 20 20 20 20 20 44 45 53 49 52 45 44 3a 20 32 2e 33 33 33 33 33 33 33 34 0a	333333......DESIRED:.2.33333334.
4f20	0a 20 20 20 20 3e 3e 3e 20 61 73 73 65 72 74 5f 61 6c 6d 6f 73 74 5f 65 71 75 61 6c 28 6e 70 2e	.....>>>.assert_almost_equal(np.
4f40	61 72 72 61 79 28 5b 31 2e 30 2c 32 2e 33 33 33 33 33 33 33 33 33 33 33 33 33 5d 29 2c 0a 20 20	array([1.0,2.3333333333333]),...
4f60	20 20 2e 2e 2e 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 6e 70 2e 61 72 72	..........................np.arr
4f80	61 79 28 5b 31 2e 30 2c 32 2e 33 33 33 33 33 33 33 34 5d 29 2c 20 64 65 63 69 6d 61 6c 3d 39 29	ay([1.0,2.33333334]),.decimal=9)
4fa0	0a 20 20 20 20 54 72 61 63 65 62 61 63 6b 20 28 6d 6f 73 74 20 72 65 63 65 6e 74 20 63 61 6c 6c	.....Traceback.(most.recent.call
4fc0	20 6c 61 73 74 29 3a 0a 20 20 20 20 20 20 20 20 2e 2e 2e 0a 20 20 20 20 41 73 73 65 72 74 69 6f	.last):.................Assertio
4fe0	6e 45 72 72 6f 72 3a 0a 20 20 20 20 41 72 72 61 79 73 20 61 72 65 20 6e 6f 74 20 61 6c 6d 6f 73	nError:.....Arrays.are.not.almos
5000	74 20 65 71 75 61 6c 20 74 6f 20 39 20 64 65 63 69 6d 61 6c 73 0a 20 20 20 20 3c 42 4c 41 4e 4b	t.equal.to.9.decimals.....<BLANK
5020	4c 49 4e 45 3e 0a 20 20 20 20 4d 69 73 6d 61 74 63 68 65 64 20 65 6c 65 6d 65 6e 74 73 3a 20 31	LINE>.....Mismatched.elements:.1
5040	20 2f 20 32 20 28 35 30 25 29 0a 20 20 20 20 4d 61 78 20 61 62 73 6f 6c 75 74 65 20 64 69 66 66	./.2.(50%).....Max.absolute.diff
5060	65 72 65 6e 63 65 20 61 6d 6f 6e 67 20 76 69 6f 6c 61 74 69 6f 6e 73 3a 20 36 2e 36 36 36 36 39	erence.among.violations:.6.66669
5080	39 36 34 65 2d 30 39 0a 20 20 20 20 4d 61 78 20 72 65 6c 61 74 69 76 65 20 64 69 66 66 65 72 65	964e-09.....Max.relative.differe
50a0	6e 63 65 20 61 6d 6f 6e 67 20 76 69 6f 6c 61 74 69 6f 6e 73 3a 20 32 2e 38 35 37 31 35 36 39 38	nce.among.violations:.2.85715698
50c0	65 2d 30 39 0a 20 20 20 20 20 41 43 54 55 41 4c 3a 20 61 72 72 61 79 28 5b 31 2e 20 20 20 20 20	e-09......ACTUAL:.array([1......
50e0	20 20 20 20 2c 20 32 2e 33 33 33 33 33 33 33 33 33 5d 29 0a 20 20 20 20 20 44 45 53 49 52 45 44	....,.2.333333333])......DESIRED
5100	3a 20 61 72 72 61 79 28 5b 31 2e 20 20 20 20 20 20 20 20 2c 20 32 2e 33 33 33 33 33 33 33 34 5d	:.array([1.........,.2.33333334]
5120	29 0a 0a 20 20 20 20 54 72 02 00 00 00 72 be 00 00 00 29 01 72 14 00 00 00 46 63 00 00 00 00 00	)......Tr....r....).r....Fc.....
5140	00 00 00 00 00 00 00 06 00 00 00 13 00 00 00 f3 30 00 00 00 95 05 97 00 64 01 89 02 7a 06 00 00	................0.......d...z...
5160	7d 00 74 01 00 00 00 00 00 00 00 00 89 01 89 03 67 02 89 04 89 05 7c 00 ac 02 ab 04 00 00 00 00	}.t.............g.....|.........
5180	00 00 53 00 29 03 4e fa 2a 41 72 72 61 79 73 20 61 72 65 20 6e 6f 74 20 61 6c 6d 6f 73 74 20 65	..S.).N.*Arrays.are.not.almost.e
51a0	71 75 61 6c 20 74 6f 20 25 64 20 64 65 63 69 6d 61 6c 73 29 02 72 24 00 00 00 72 b4 00 00 00 29	qual.to.%d.decimals).r$...r....)
51c0	01 72 1d 00 00 00 29 06 72 b4 00 00 00 72 d4 00 00 00 da 07 64 65 63 69 6d 61 6c 72 d5 00 00 00	.r....).r....r......decimalr....
51e0	72 b3 00 00 00 72 24 00 00 00 73 06 00 00 00 20 80 80 80 80 80 72 4c 00 00 00 da 0e 5f 62 75 69	r....r$...s..........rL....._bui
5200	6c 64 5f 65 72 72 5f 6d 73 67 7a 2b 61 73 73 65 72 74 5f 61 6c 6d 6f 73 74 5f 65 71 75 61 6c 2e	ld_err_msgz+assert_almost_equal.
5220	3c 6c 6f 63 61 6c 73 3e 2e 5f 62 75 69 6c 64 5f 65 72 72 5f 6d 73 67 52 02 00 00 73 28 00 00 00	<locals>._build_err_msgR...s(...
5240	f8 80 00 d8 12 3e c0 17 d1 12 48 88 06 dc 0f 1c 98 66 a0 67 d0 1d 2e b0 07 c0 17 d8 24 2a f4 03	.....>....H......f.g........$*..
5260	01 10 2c f0 00 01 09 2c 72 4b 00 00 00 29 01 72 ec 00 00 00 4e e7 00 00 00 00 00 00 f8 3f e7 00	..,....,rK...).r....N........?..
5280	00 00 00 00 00 24 40 29 14 72 4d 00 00 00 72 bf 00 00 00 72 c0 00 00 00 72 c1 00 00 00 72 cb 00	.....$@).rM...r....r....r....r..
52a0	00 00 72 14 00 00 00 72 cc 00 00 00 72 16 00 00 00 72 67 00 00 00 72 ad 00 00 00 72 c9 00 00 00	..r....r....r....rg...r....r....
52c0	72 c8 00 00 00 72 1b 00 00 00 72 0a 00 00 00 72 0c 00 00 00 72 97 00 00 00 72 66 00 00 00 da 03	r....r....r....r....r....rf.....
52e0	61 62 73 72 cd 00 00 00 da 07 66 6c 6f 61 74 36 34 29 10 72 d4 00 00 00 72 d5 00 00 00 72 ec 00	absr......float64).r....r....r..
5300	00 00 72 b3 00 00 00 72 24 00 00 00 72 6a 00 00 00 72 bf 00 00 00 72 c0 00 00 00 72 c1 00 00 00	..r....r$...rj...r....r....r....
5320	72 14 00 00 00 72 d7 00 00 00 72 ed 00 00 00 72 d8 00 00 00 72 d9 00 00 00 72 da 00 00 00 72 db	r....r....r....r....r....r....r.
5340	00 00 00 73 10 00 00 00 60 60 60 60 60 20 20 20 20 20 20 20 20 20 20 20 72 4c 00 00 00 72 16 00	...s....`````...........rL...r..
5360	00 00 72 16 00 00 00 01 02 00 00 73 c4 01 00 00 fc 80 00 f0 4a 02 00 19 1d d0 04 15 df 04 2e d1	..r........s........J...........
5380	04 2e dd 04 23 f0 0a 03 05 1b d9 15 21 a0 26 d3 15 29 d2 15 42 a9 5c b8 27 d3 2d 42 88 0a f7 08	....#.......!.&..)..B.\.'.-B....
53a0	03 05 2c f0 00 03 05 2c f1 0a 00 08 12 d9 0b 17 98 06 d4 0b 1f d9 16 1a 98 36 93 6c 88 47 d9 16	..,....,.................6.l.G..
53c0	1a 98 36 93 6c 89 47 e0 16 1c 88 47 d8 16 17 88 47 d9 0b 17 98 07 d4 0b 20 d9 17 1b 98 47 93 7d	..6.l.G....G....G............G.}
53e0	88 48 d9 17 1b 98 47 93 7d 89 48 e0 17 1e 88 48 d8 17 18 88 48 f0 02 04 09 33 dc 0c 1f a0 07 a8	.H....G.}.H....H....H....3......
5400	18 b8 37 d5 0c 43 dc 0c 1f a0 07 a8 18 b8 37 d5 0c 43 f4 08 00 08 12 90 26 98 37 a4 45 ac 34 d0	..7..C........7..C......&.7.E.4.
5420	1a 30 d4 07 31 dc 0f 19 98 27 a0 47 ac 55 b4 44 d0 23 39 d4 0f 3a dc 0f 28 a8 16 b0 17 b8 27 c0	.0..1....'.G.U.D.#9..:..(.....'.
5440	37 d3 0f 4b d0 08 4b f0 02 0c 05 0d f4 08 00 11 19 98 17 d4 10 21 a4 68 a8 76 d4 26 36 dc 0f 14	7..K..K..............!.h.v.&6...
5460	90 57 8c 7e a4 15 a0 76 a4 1d dc 18 1d 98 67 9c 0e ac 35 b0 16 ac 3d dc 1a 28 a9 1e d3 29 39 d3	.W.~...v......g...5...=..(...)9.
5480	1a 3a d0 14 3a f0 06 00 0d 13 f0 05 00 16 1d a0 06 d2 15 26 dc 16 24 a1 5e d3 25 35 d3 16 36 d0	.:..:..............&..$.^.%5..6.
54a0	10 36 d8 0c 12 f0 0d 00 27 37 f4 12 00 08 0b 88 37 90 56 d1 0b 1b d3 07 1c a4 02 a7 0a a1 0a a8	.6......'7......7.V.............
54c0	33 b0 14 b8 17 b8 08 d1 31 41 d1 2b 41 d3 20 42 d2 07 42 dc 0e 1c 99 5e d3 1d 2d d3 0e 2e d0 08	3.......1A.+A..B..B....^..-.....
54e0	2e f0 03 00 08 43 01 f8 f4 57 01 00 0c 16 f2 00 01 05 1b d8 15 1a 8b 0a f0 03 01 05 1b fb f4 30	.....C...W.....................0
5500	00 10 1e f2 00 01 09 33 dc 12 20 a1 1e d3 21 31 d3 12 32 d0 0c 32 f0 03 01 09 33 fb f4 22 00 0d	.......3......!1..2..2....3.."..
5520	20 a4 19 d0 0b 2b f2 00 01 05 0d d9 08 0c f0 03 01 05 0d fa 73 36 00 00 00 99 12 45 30 00 c1 31	.....+..............s6.....E0..1
5540	1c 46 02 00 c3 0a 41 12 46 1f 00 c4 1d 15 46 1f 00 c5 30 0b 45 3f 03 c5 3e 01 45 3f 03 c6 02 1a	.F....A.F.....F...0.E?..>.E?....
5560	46 1c 03 c6 1f 0f 46 31 03 c6 30 01 46 31 03 63 05 00 00 00 00 00 00 00 00 00 00 00 09 00 00 00	F.....F1..0.F1.c................
5580	03 00 00 00 f3 2c 03 00 00 97 00 64 01 7d 05 64 02 64 03 6c 00 7d 06 74 03 00 00 00 00 00 00 00	.....,.....d.}.d.d.l.}.t........
55a0	00 74 04 00 00 00 00 00 00 00 00 7c 00 7c 01 66 02 ab 02 00 00 00 00 00 00 5c 02 00 00 7d 00 7d	.t.........|.|.f.........\...}.}
55c0	01 7c 01 7c 00 6b 28 00 00 72 01 79 03 02 00 7c 06 6a 06 00 00 00 00 00 00 00 00 00 00 00 00 00	.|.|.k(..r.y...|.j..............
55e0	00 00 00 00 00 64 04 ac 05 ab 01 00 00 00 00 00 00 35 00 01 00 64 06 02 00 7c 06 6a 08 00 00 00	.....d...........5...d...|.j....
5600	00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 01 ab 01 00 00 00 00 00 00 02 00 7c 06 6a 08 00	...............|...........|.j..
5620	00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 00 ab 01 00 00 00 00 00 00 7a 00 00 00 7a	.................|.........z...z
5640	05 00 00 7d 07 02 00 7c 06 6a 0a 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 64 07 02	...}...|.j...................d..
5660	00 7c 06 6a 0c 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 02 00 7c 06 6a 0e 00 00 00	.|.j.....................|.j....
5680	00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 07 ab 01 00 00 00 00 00 00 ab 01 00 00 00 00 00	...............|................
56a0	00 ab 02 00 00 00 00 00 00 7d 07 64 03 64 03 64 03 ab 02 00 00 00 00 00 00 01 00 09 00 7c 01 7f	.........}.d.d.d.............|..
56c0	07 7a 0b 00 00 7d 08 09 00 7c 00 7f 07 7a 0b 00 00 7d 09 74 13 00 00 00 00 00 00 00 00 7c 00 7c	.z...}...|...z...}.t.........|.|
56e0	01 67 02 7c 03 64 09 7c 02 7a 06 00 00 7c 04 ac 0a ab 04 00 00 00 00 00 00 7d 0a 09 00 74 15 00	.g.|.d.|.z...|...........}...t..
5700	00 00 00 00 00 00 00 7c 01 ab 01 00 00 00 00 00 00 72 0b 74 15 00 00 00 00 00 00 00 00 7c 00 ab	.......|.........r.t.........|..
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5740	17 00 00 00 00 00 00 00 00 7c 00 ab 01 00 00 00 00 00 00 72 22 74 17 00 00 00 00 00 00 00 00 7c	.........|.........r"t.........|
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57e0	00 00 00 00 00 02 00 7c 06 6a 0a 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 64 0b 7c	.......|.j...................d.|
5800	02 64 0c 7a 0a 00 00 0b 00 ab 02 00 00 00 00 00 00 6b 5c 00 00 72 0b 74 19 00 00 00 00 00 00 00	.d.z.............k\..r.t........
5820	00 7c 0a ab 01 00 00 00 00 00 00 82 01 79 03 23 00 31 00 73 01 77 02 01 00 59 00 01 00 01 00 8c	.|...........y.#.1.s.w...Y......
5840	c3 78 03 59 00 77 01 23 00 74 10 00 00 00 00 00 00 00 00 24 00 72 05 01 00 64 08 7d 08 59 00 8c	.x.Y.w.#.t.........$.r...d.}.Y..
5860	cd 77 00 78 03 59 00 77 01 23 00 74 10 00 00 00 00 00 00 00 00 24 00 72 05 01 00 64 08 7d 09 59	.w.x.Y.w.#.t.........$.r...d.}.Y
5880	00 8c d8 77 00 78 03 59 00 77 01 23 00 74 1a 00 00 00 00 00 00 00 00 74 1c 00 00 00 00 00 00 00	...w.x.Y.w.#.t.........t........
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58c0	20 52 61 69 73 65 73 20 61 6e 20 41 73 73 65 72 74 69 6f 6e 45 72 72 6f 72 20 69 66 20 74 77 6f	.Raises.an.AssertionError.if.two
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5920	3a 20 49 74 20 69 73 20 72 65 63 6f 6d 6d 65 6e 64 65 64 20 74 6f 20 75 73 65 20 6f 6e 65 20 6f	:.It.is.recommended.to.use.one.o
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5960	20 20 20 60 61 73 73 65 72 74 5f 61 72 72 61 79 5f 61 6c 6d 6f 73 74 5f 65 71 75 61 6c 5f 6e 75	...`assert_array_almost_equal_nu
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59a0	20 20 20 20 20 20 20 20 20 20 20 20 69 6e 73 74 65 61 64 20 6f 66 20 74 68 69 73 20 66 75 6e 63	............instead.of.this.func
59c0	74 69 6f 6e 20 66 6f 72 20 6d 6f 72 65 20 63 6f 6e 73 69 73 74 65 6e 74 20 66 6c 6f 61 74 69 6e	tion.for.more.consistent.floatin
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5a00	73 2e 0a 0a 20 20 20 20 47 69 76 65 6e 20 74 77 6f 20 6e 75 6d 62 65 72 73 2c 20 63 68 65 63 6b	s.......Given.two.numbers,.check
5a20	20 74 68 61 74 20 74 68 65 79 20 61 72 65 20 61 70 70 72 6f 78 69 6d 61 74 65 6c 79 20 65 71 75	.that.they.are.approximately.equ
5a40	61 6c 2e 0a 20 20 20 20 41 70 70 72 6f 78 69 6d 61 74 65 6c 79 20 65 71 75 61 6c 20 69 73 20 64	al......Approximately.equal.is.d
5a60	65 66 69 6e 65 64 20 61 73 20 74 68 65 20 6e 75 6d 62 65 72 20 6f 66 20 73 69 67 6e 69 66 69 63	efined.as.the.number.of.signific
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5aa0	50 61 72 61 6d 65 74 65 72 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 61 63	Parameters.....----------.....ac
5ac0	74 75 61 6c 20 3a 20 73 63 61 6c 61 72 0a 20 20 20 20 20 20 20 20 54 68 65 20 6f 62 6a 65 63 74	tual.:.scalar.........The.object
5ae0	20 74 6f 20 63 68 65 63 6b 2e 0a 20 20 20 20 64 65 73 69 72 65 64 20 3a 20 73 63 61 6c 61 72 0a	.to.check......desired.:.scalar.
5b00	20 20 20 20 20 20 20 20 54 68 65 20 65 78 70 65 63 74 65 64 20 6f 62 6a 65 63 74 2e 0a 20 20 20	........The.expected.object.....
5b20	20 73 69 67 6e 69 66 69 63 61 6e 74 20 3a 20 69 6e 74 2c 20 6f 70 74 69 6f 6e 61 6c 0a 20 20 20	.significant.:.int,.optional....
5b40	20 20 20 20 20 44 65 73 69 72 65 64 20 70 72 65 63 69 73 69 6f 6e 2c 20 64 65 66 61 75 6c 74 20	.....Desired.precision,.default.
5b60	69 73 20 37 2e 0a 20 20 20 20 65 72 72 5f 6d 73 67 20 3a 20 73 74 72 2c 20 6f 70 74 69 6f 6e 61	is.7......err_msg.:.str,.optiona
5b80	6c 0a 20 20 20 20 20 20 20 20 54 68 65 20 65 72 72 6f 72 20 6d 65 73 73 61 67 65 20 74 6f 20 62	l.........The.error.message.to.b
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5be0	20 20 20 49 66 20 54 72 75 65 2c 20 74 68 65 20 63 6f 6e 66 6c 69 63 74 69 6e 67 20 76 61 6c 75	...If.True,.the.conflicting.valu
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5c40	20 41 73 73 65 72 74 69 6f 6e 45 72 72 6f 72 0a 20 20 20 20 20 20 49 66 20 61 63 74 75 61 6c 20	.AssertionError.......If.actual.
5c60	61 6e 64 20 64 65 73 69 72 65 64 20 61 72 65 20 6e 6f 74 20 65 71 75 61 6c 20 75 70 20 74 6f 20	and.desired.are.not.equal.up.to.
5c80	73 70 65 63 69 66 69 65 64 20 70 72 65 63 69 73 69 6f 6e 2e 0a 0a 20 20 20 20 53 65 65 20 41 6c	specified.precision.......See.Al
5ca0	73 6f 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 61 73 73 65 72 74 5f 61 6c 6c 63 6c	so.....--------.....assert_allcl
5cc0	6f 73 65 3a 20 43 6f 6d 70 61 72 65 20 74 77 6f 20 61 72 72 61 79 5f 6c 69 6b 65 20 6f 62 6a 65	ose:.Compare.two.array_like.obje
5ce0	63 74 73 20 66 6f 72 20 65 71 75 61 6c 69 74 79 20 77 69 74 68 20 64 65 73 69 72 65 64 0a 20 20	cts.for.equality.with.desired...
5d00	20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 72 65 6c 61 74 69 76 65 20 61 6e 64 2f	...................relative.and/
5d20	6f 72 20 61 62 73 6f 6c 75 74 65 20 70 72 65 63 69 73 69 6f 6e 2e 0a 20 20 20 20 61 73 73 65 72	or.absolute.precision......asser
5d40	74 5f 61 72 72 61 79 5f 61 6c 6d 6f 73 74 5f 65 71 75 61 6c 5f 6e 75 6c 70 2c 20 61 73 73 65 72	t_array_almost_equal_nulp,.asser
5d60	74 5f 61 72 72 61 79 5f 6d 61 78 5f 75 6c 70 2c 20 61 73 73 65 72 74 5f 65 71 75 61 6c 0a 0a 20	t_array_max_ulp,.assert_equal...
5d80	20 20 20 45 78 61 6d 70 6c 65 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 3e 3e 3e	...Examples.....--------.....>>>
5da0	20 6e 70 2e 74 65 73 74 69 6e 67 2e 61 73 73 65 72 74 5f 61 70 70 72 6f 78 5f 65 71 75 61 6c 28	.np.testing.assert_approx_equal(
5dc0	30 2e 31 32 33 34 35 36 37 37 37 37 37 37 37 37 65 2d 32 30 2c 20 30 2e 31 32 33 34 35 36 37 65	0.12345677777777e-20,.0.1234567e
5de0	2d 32 30 29 0a 20 20 20 20 3e 3e 3e 20 6e 70 2e 74 65 73 74 69 6e 67 2e 61 73 73 65 72 74 5f 61	-20).....>>>.np.testing.assert_a
5e00	70 70 72 6f 78 5f 65 71 75 61 6c 28 30 2e 31 32 33 34 35 36 37 30 65 2d 32 30 2c 20 30 2e 31 32	pprox_equal(0.12345670e-20,.0.12
5e20	33 34 35 36 37 31 65 2d 32 30 2c 0a 20 20 20 20 2e 2e 2e 20 20 20 20 20 20 20 20 20 20 20 20 20	345671e-20,.....................
5e40	20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 73 69 67 6e 69 66 69 63 61 6e 74 3d 38	...................significant=8
5e60	29 0a 20 20 20 20 3e 3e 3e 20 6e 70 2e 74 65 73 74 69 6e 67 2e 61 73 73 65 72 74 5f 61 70 70 72	).....>>>.np.testing.assert_appr
5e80	6f 78 5f 65 71 75 61 6c 28 30 2e 31 32 33 34 35 36 37 30 65 2d 32 30 2c 20 30 2e 31 32 33 34 35	ox_equal(0.12345670e-20,.0.12345
5ea0	36 37 32 65 2d 32 30 2c 0a 20 20 20 20 2e 2e 2e 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20	672e-20,........................
5ec0	20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 73 69 67 6e 69 66 69 63 61 6e 74 3d 38 29 0a 20	................significant=8)..
5ee0	20 20 20 54 72 61 63 65 62 61 63 6b 20 28 6d 6f 73 74 20 72 65 63 65 6e 74 20 63 61 6c 6c 20 6c	...Traceback.(most.recent.call.l
5f00	61 73 74 29 3a 0a 20 20 20 20 20 20 20 20 2e 2e 2e 0a 20 20 20 20 41 73 73 65 72 74 69 6f 6e 45	ast):.................AssertionE
5f20	72 72 6f 72 3a 0a 20 20 20 20 49 74 65 6d 73 20 61 72 65 20 6e 6f 74 20 65 71 75 61 6c 20 74 6f	rror:.....Items.are.not.equal.to
5f40	20 38 20 73 69 67 6e 69 66 69 63 61 6e 74 20 64 69 67 69 74 73 3a 0a 20 20 20 20 20 41 43 54 55	.8.significant.digits:......ACTU
5f60	41 4c 3a 20 31 2e 32 33 34 35 36 37 65 2d 32 31 0a 20 20 20 20 20 44 45 53 49 52 45 44 3a 20 31	AL:.1.234567e-21......DESIRED:.1
5f80	2e 32 33 34 35 36 37 32 65 2d 32 31 0a 0a 20 20 20 20 74 68 65 20 65 76 61 6c 75 61 74 65 64 20	.2345672e-21......the.evaluated.
5fa0	63 6f 6e 64 69 74 69 6f 6e 20 74 68 61 74 20 72 61 69 73 65 73 20 74 68 65 20 65 78 63 65 70 74	condition.that.raises.the.except
5fc0	69 6f 6e 20 69 73 0a 0a 20 20 20 20 3e 3e 3e 20 61 62 73 28 30 2e 31 32 33 34 35 36 37 30 65 2d	ion.is......>>>.abs(0.12345670e-
5fe0	32 30 2f 31 65 2d 32 31 20 2d 20 30 2e 31 32 33 34 35 36 37 32 65 2d 32 30 2f 31 65 2d 32 31 29	20/1e-21.-.0.12345672e-20/1e-21)
6000	20 3e 3d 20 31 30 2a 2a 2d 28 38 2d 31 29 0a 20 20 20 20 54 72 75 65 0a 0a 20 20 20 20 54 72 02	.>=.10**-(8-1).....True......Tr.
6020	00 00 00 4e da 06 69 67 6e 6f 72 65 29 01 da 07 69 6e 76 61 6c 69 64 67 00 00 00 00 00 00 e0 3f	...N..ignore)...invalidg.......?
6040	e9 0a 00 00 00 67 00 00 00 00 00 00 00 00 7a 2d 49 74 65 6d 73 20 61 72 65 20 6e 6f 74 20 65 71	.....g........z-Items.are.not.eq
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60a0	05 66 6c 6f 61 74 da 08 65 72 72 73 74 61 74 65 72 f0 00 00 00 da 05 70 6f 77 65 72 da 05 66 6c	.float..errstater......power..fl
60c0	6f 6f 72 da 05 6c 6f 67 31 30 da 11 5a 65 72 6f 44 69 76 69 73 69 6f 6e 45 72 72 6f 72 72 1d 00	oor..log10..ZeroDivisionErrorr..
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6100	00 00 72 d5 00 00 00 da 0b 73 69 67 6e 69 66 69 63 61 6e 74 72 b3 00 00 00 72 24 00 00 00 72 6a	..r......significantr....r$...rj
6120	00 00 00 72 cd 00 00 00 da 05 73 63 61 6c 65 da 0a 73 63 5f 64 65 73 69 72 65 64 da 09 73 63 5f	...r......scale..sc_desired..sc_
6140	61 63 74 75 61 6c 72 69 00 00 00 73 0b 00 00 00 20 20 20 20 20 20 20 20 20 20 20 72 4c 00 00 00	actualri...s...............rL...
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6180	16 e4 18 1b 9c 45 a0 46 a8 47 d0 23 34 d3 18 35 d1 04 15 80 56 88 57 d8 07 0e 90 26 d2 07 18 d8	.....E.F.G.#4..5....V.W....&....
61a0	08 0e f0 06 00 0a 15 88 12 8f 1b 89 1b 98 58 d4 09 26 f1 00 02 05 38 d8 10 13 90 76 90 72 97 76	..............X..&....8....v.r.v
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61e0	08 91 08 98 12 98 58 98 52 9f 58 99 58 a0 68 a0 62 a7 68 a1 68 a8 75 a3 6f d3 1d 36 d3 10 37 88	......X.R.X.X.h.b.h.h.u.o..6..7.
6200	05 f7 05 02 05 38 f0 06 03 05 19 d8 15 1c 98 75 91 5f 88 0a f0 06 03 05 18 d8 14 1a 98 55 91 4e	.....8.........u._...........U.N
6220	88 09 f4 06 00 0b 18 d8 09 0f 90 17 d0 08 19 98 37 d8 0f 3e c0 1b d1 0f 4c d8 10 17 f4 07 03 0b	................7..>....L.......
6240	19 80 43 f0 08 0c 05 0d f4 08 00 11 19 98 17 d4 10 21 a4 68 a8 76 d4 26 36 dc 0f 14 90 57 8c 7e	..C..............!.h.v.&6....W.~
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6280	00 0d 13 f0 05 00 16 1d a0 06 d2 15 26 dc 16 24 a0 53 d3 16 29 d0 10 29 d8 0c 12 f0 0d 00 27 37	............&..$.S..)..)......'7
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62e0	39 02 05 38 f0 00 02 05 38 fb f4 0a 00 0c 1d f2 00 01 05 19 d8 15 18 8a 0a f0 03 01 05 19 fb f4	9..8....8.......................
6300	08 00 0c 1d f2 00 01 05 18 d8 14 17 8a 09 f0 03 01 05 18 fb f4 22 00 0d 16 d4 17 2a d0 0b 2b f2	.....................".....*..+.
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6500	00 00 00 00 00 64 09 6b 28 00 00 78 01 73 19 01 00 7c 01 6a 14 00 00 00 00 00 00 00 00 00 00 00	.....d.k(..x.s...|.j............
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6820	00 00 00 00 00 ab 02 00 00 00 00 00 00 78 01 72 1f 01 00 74 11 00 00 00 00 00 00 00 00 6a 0a 00	.............x.r...t.........j..
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8ae0	5f 61 72 72 61 79 5f 6d 61 78 5f 75 6c 70 2c 20 61 73 73 65 72 74 5f 65 71 75 61 6c 0a 0a 20 20	_array_max_ulp,.assert_equal....
8b00	20 20 4e 6f 74 65 73 0a 20 20 20 20 2d 2d 2d 2d 2d 0a 20 20 20 20 57 68 65 6e 20 6f 6e 65 20 6f	..Notes.....-----.....When.one.o
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8b60	2c 0a 20 20 20 20 74 68 65 20 66 75 6e 63 74 69 6f 6e 20 63 68 65 63 6b 73 20 74 68 61 74 20 65	,.....the.function.checks.that.e
8b80	61 63 68 20 65 6c 65 6d 65 6e 74 20 6f 66 20 74 68 65 20 61 72 72 61 79 5f 6c 69 6b 65 20 6f 62	ach.element.of.the.array_like.ob
8ba0	6a 65 63 74 20 69 73 20 65 71 75 61 6c 20 74 6f 0a 20 20 20 20 74 68 65 20 73 63 61 6c 61 72 2e	ject.is.equal.to.....the.scalar.
8bc0	20 54 68 69 73 20 62 65 68 61 76 69 6f 75 72 20 63 61 6e 20 62 65 20 64 69 73 61 62 6c 65 64 20	.This.behaviour.can.be.disabled.
8be0	77 69 74 68 20 74 68 65 20 60 73 74 72 69 63 74 60 20 70 61 72 61 6d 65 74 65 72 2e 0a 0a 20 20	with.the.`strict`.parameter.....
8c00	20 20 45 78 61 6d 70 6c 65 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 54 68 65 20	..Examples.....--------.....The.
8c20	66 69 72 73 74 20 61 73 73 65 72 74 20 64 6f 65 73 20 6e 6f 74 20 72 61 69 73 65 20 61 6e 20 65	first.assert.does.not.raise.an.e
8c40	78 63 65 70 74 69 6f 6e 3a 0a 0a 20 20 20 20 3e 3e 3e 20 6e 70 2e 74 65 73 74 69 6e 67 2e 61 73	xception:......>>>.np.testing.as
8c60	73 65 72 74 5f 61 72 72 61 79 5f 65 71 75 61 6c 28 5b 31 2e 30 2c 32 2e 33 33 33 33 33 2c 6e 70	sert_array_equal([1.0,2.33333,np
8c80	2e 6e 61 6e 5d 2c 0a 20 20 20 20 2e 2e 2e 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20	.nan],..........................
8ca0	20 20 20 20 20 20 20 20 20 20 20 20 20 5b 6e 70 2e 65 78 70 28 30 29 2c 32 2e 33 33 33 33 33 2c	.............[np.exp(0),2.33333,
8cc0	20 6e 70 2e 6e 61 6e 5d 29 0a 0a 20 20 20 20 41 73 73 65 72 74 20 66 61 69 6c 73 20 77 69 74 68	.np.nan])......Assert.fails.with
8ce0	20 6e 75 6d 65 72 69 63 61 6c 20 69 6d 70 72 65 63 69 73 69 6f 6e 20 77 69 74 68 20 66 6c 6f 61	.numerical.imprecision.with.floa
8d00	74 73 3a 0a 0a 20 20 20 20 3e 3e 3e 20 6e 70 2e 74 65 73 74 69 6e 67 2e 61 73 73 65 72 74 5f 61	ts:......>>>.np.testing.assert_a
8d20	72 72 61 79 5f 65 71 75 61 6c 28 5b 31 2e 30 2c 6e 70 2e 70 69 2c 6e 70 2e 6e 61 6e 5d 2c 0a 20	rray_equal([1.0,np.pi,np.nan],..
8d40	20 20 20 2e 2e 2e 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20	................................
8d60	20 20 20 20 20 5b 31 2c 20 6e 70 2e 73 71 72 74 28 6e 70 2e 70 69 29 2a 2a 32 2c 20 6e 70 2e 6e	.....[1,.np.sqrt(np.pi)**2,.np.n
8d80	61 6e 5d 29 0a 20 20 20 20 54 72 61 63 65 62 61 63 6b 20 28 6d 6f 73 74 20 72 65 63 65 6e 74 20	an]).....Traceback.(most.recent.
8da0	63 61 6c 6c 20 6c 61 73 74 29 3a 0a 20 20 20 20 20 20 20 20 2e 2e 2e 0a 20 20 20 20 41 73 73 65	call.last):.................Asse
8dc0	72 74 69 6f 6e 45 72 72 6f 72 3a 0a 20 20 20 20 41 72 72 61 79 73 20 61 72 65 20 6e 6f 74 20 65	rtionError:.....Arrays.are.not.e
8de0	71 75 61 6c 0a 20 20 20 20 3c 42 4c 41 4e 4b 4c 49 4e 45 3e 0a 20 20 20 20 4d 69 73 6d 61 74 63	qual.....<BLANKLINE>.....Mismatc
8e00	68 65 64 20 65 6c 65 6d 65 6e 74 73 3a 20 31 20 2f 20 33 20 28 33 33 2e 33 25 29 0a 20 20 20 20	hed.elements:.1./.3.(33.3%).....
8e20	4d 61 78 20 61 62 73 6f 6c 75 74 65 20 64 69 66 66 65 72 65 6e 63 65 20 61 6d 6f 6e 67 20 76 69	Max.absolute.difference.among.vi
8e40	6f 6c 61 74 69 6f 6e 73 3a 20 34 2e 34 34 30 38 39 32 31 65 2d 31 36 0a 20 20 20 20 4d 61 78 20	olations:.4.4408921e-16.....Max.
8e60	72 65 6c 61 74 69 76 65 20 64 69 66 66 65 72 65 6e 63 65 20 61 6d 6f 6e 67 20 76 69 6f 6c 61 74	relative.difference.among.violat
8e80	69 6f 6e 73 3a 20 31 2e 34 31 33 35 37 39 38 36 65 2d 31 36 0a 20 20 20 20 20 41 43 54 55 41 4c	ions:.1.41357986e-16......ACTUAL
8ea0	3a 20 61 72 72 61 79 28 5b 31 2e 20 20 20 20 20 20 2c 20 33 2e 31 34 31 35 39 33 2c 20 20 20 20	:.array([1.......,.3.141593,....
8ec0	20 20 6e 61 6e 5d 29 0a 20 20 20 20 20 44 45 53 49 52 45 44 3a 20 61 72 72 61 79 28 5b 31 2e 20	..nan])......DESIRED:.array([1..
8ee0	20 20 20 20 20 2c 20 33 2e 31 34 31 35 39 33 2c 20 20 20 20 20 20 6e 61 6e 5d 29 0a 0a 20 20 20	.....,.3.141593,......nan]).....
8f00	20 55 73 65 20 60 61 73 73 65 72 74 5f 61 6c 6c 63 6c 6f 73 65 60 20 6f 72 20 6f 6e 65 20 6f 66	.Use.`assert_allclose`.or.one.of
8f20	20 74 68 65 20 6e 75 6c 70 20 28 6e 75 6d 62 65 72 20 6f 66 20 66 6c 6f 61 74 69 6e 67 20 70 6f	.the.nulp.(number.of.floating.po
8f40	69 6e 74 20 76 61 6c 75 65 73 29 0a 20 20 20 20 66 75 6e 63 74 69 6f 6e 73 20 66 6f 72 20 74 68	int.values).....functions.for.th
8f60	65 73 65 20 63 61 73 65 73 20 69 6e 73 74 65 61 64 3a 0a 0a 20 20 20 20 3e 3e 3e 20 6e 70 2e 74	ese.cases.instead:......>>>.np.t
8f80	65 73 74 69 6e 67 2e 61 73 73 65 72 74 5f 61 6c 6c 63 6c 6f 73 65 28 5b 31 2e 30 2c 6e 70 2e 70	esting.assert_allclose([1.0,np.p
8fa0	69 2c 6e 70 2e 6e 61 6e 5d 2c 0a 20 20 20 20 2e 2e 2e 20 20 20 20 20 20 20 20 20 20 20 20 20 20	i,np.nan],......................
8fc0	20 20 20 20 20 20 20 20 20 20 20 20 20 20 5b 31 2c 20 6e 70 2e 73 71 72 74 28 6e 70 2e 70 69 29	..............[1,.np.sqrt(np.pi)
8fe0	2a 2a 32 2c 20 6e 70 2e 6e 61 6e 5d 2c 0a 20 20 20 20 2e 2e 2e 20 20 20 20 20 20 20 20 20 20 20	**2,.np.nan],...................
9000	20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 72 74 6f 6c 3d 31 65 2d 31 30 2c 20 61 74 6f	.................rtol=1e-10,.ato
9020	6c 3d 30 29 0a 0a 20 20 20 20 41 73 20 6d 65 6e 74 69 6f 6e 65 64 20 69 6e 20 74 68 65 20 4e 6f	l=0)......As.mentioned.in.the.No
9040	74 65 73 20 73 65 63 74 69 6f 6e 2c 20 60 61 73 73 65 72 74 5f 61 72 72 61 79 5f 65 71 75 61 6c	tes.section,.`assert_array_equal
9060	60 20 68 61 73 20 73 70 65 63 69 61 6c 0a 20 20 20 20 68 61 6e 64 6c 69 6e 67 20 66 6f 72 20 73	`.has.special.....handling.for.s
9080	63 61 6c 61 72 73 2e 20 48 65 72 65 20 74 68 65 20 74 65 73 74 20 63 68 65 63 6b 73 20 74 68 61	calars..Here.the.test.checks.tha
90a0	74 20 65 61 63 68 20 76 61 6c 75 65 20 69 6e 20 60 78 60 20 69 73 20 33 3a 0a 0a 20 20 20 20 3e	t.each.value.in.`x`.is.3:......>
90c0	3e 3e 20 78 20 3d 20 6e 70 2e 66 75 6c 6c 28 28 32 2c 20 35 29 2c 20 66 69 6c 6c 5f 76 61 6c 75	>>.x.=.np.full((2,.5),.fill_valu
90e0	65 3d 33 29 0a 20 20 20 20 3e 3e 3e 20 6e 70 2e 74 65 73 74 69 6e 67 2e 61 73 73 65 72 74 5f 61	e=3).....>>>.np.testing.assert_a
9100	72 72 61 79 5f 65 71 75 61 6c 28 78 2c 20 33 29 0a 0a 20 20 20 20 55 73 65 20 60 73 74 72 69 63	rray_equal(x,.3)......Use.`stric
9120	74 60 20 74 6f 20 72 61 69 73 65 20 61 6e 20 41 73 73 65 72 74 69 6f 6e 45 72 72 6f 72 20 77 68	t`.to.raise.an.AssertionError.wh
9140	65 6e 20 63 6f 6d 70 61 72 69 6e 67 20 61 20 73 63 61 6c 61 72 20 77 69 74 68 20 61 6e 0a 20 20	en.comparing.a.scalar.with.an...
9160	20 20 61 72 72 61 79 3a 0a 0a 20 20 20 20 3e 3e 3e 20 6e 70 2e 74 65 73 74 69 6e 67 2e 61 73 73	..array:......>>>.np.testing.ass
9180	65 72 74 5f 61 72 72 61 79 5f 65 71 75 61 6c 28 78 2c 20 33 2c 20 73 74 72 69 63 74 3d 54 72 75	ert_array_equal(x,.3,.strict=Tru
91a0	65 29 0a 20 20 20 20 54 72 61 63 65 62 61 63 6b 20 28 6d 6f 73 74 20 72 65 63 65 6e 74 20 63 61	e).....Traceback.(most.recent.ca
91c0	6c 6c 20 6c 61 73 74 29 3a 0a 20 20 20 20 20 20 20 20 2e 2e 2e 0a 20 20 20 20 41 73 73 65 72 74	ll.last):.................Assert
91e0	69 6f 6e 45 72 72 6f 72 3a 0a 20 20 20 20 41 72 72 61 79 73 20 61 72 65 20 6e 6f 74 20 65 71 75	ionError:.....Arrays.are.not.equ
9200	61 6c 0a 20 20 20 20 3c 42 4c 41 4e 4b 4c 49 4e 45 3e 0a 20 20 20 20 28 73 68 61 70 65 73 20 28	al.....<BLANKLINE>.....(shapes.(
9220	32 2c 20 35 29 2c 20 28 29 20 6d 69 73 6d 61 74 63 68 29 0a 20 20 20 20 20 41 43 54 55 41 4c 3a	2,.5),.().mismatch)......ACTUAL:
9240	20 61 72 72 61 79 28 5b 5b 33 2c 20 33 2c 20 33 2c 20 33 2c 20 33 5d 2c 0a 20 20 20 20 20 20 20	.array([[3,.3,.3,.3,.3],........
9260	20 20 20 20 5b 33 2c 20 33 2c 20 33 2c 20 33 2c 20 33 5d 5d 29 0a 20 20 20 20 20 44 45 53 49 52	....[3,.3,.3,.3,.3]])......DESIR
9280	45 44 3a 20 61 72 72 61 79 28 33 29 0a 0a 20 20 20 20 54 68 65 20 60 73 74 72 69 63 74 60 20 70	ED:.array(3)......The.`strict`.p
92a0	61 72 61 6d 65 74 65 72 20 61 6c 73 6f 20 65 6e 73 75 72 65 73 20 74 68 61 74 20 74 68 65 20 61	arameter.also.ensures.that.the.a
92c0	72 72 61 79 20 64 61 74 61 20 74 79 70 65 73 20 6d 61 74 63 68 3a 0a 0a 20 20 20 20 3e 3e 3e 20	rray.data.types.match:......>>>.
92e0	78 20 3d 20 6e 70 2e 61 72 72 61 79 28 5b 32 2c 20 32 2c 20 32 5d 29 0a 20 20 20 20 3e 3e 3e 20	x.=.np.array([2,.2,.2]).....>>>.
9300	79 20 3d 20 6e 70 2e 61 72 72 61 79 28 5b 32 2e 2c 20 32 2e 2c 20 32 2e 5d 2c 20 64 74 79 70 65	y.=.np.array([2.,.2.,.2.],.dtype
9320	3d 6e 70 2e 66 6c 6f 61 74 33 32 29 0a 20 20 20 20 3e 3e 3e 20 6e 70 2e 74 65 73 74 69 6e 67 2e	=np.float32).....>>>.np.testing.
9340	61 73 73 65 72 74 5f 61 72 72 61 79 5f 65 71 75 61 6c 28 78 2c 20 79 2c 20 73 74 72 69 63 74 3d	assert_array_equal(x,.y,.strict=
9360	54 72 75 65 29 0a 20 20 20 20 54 72 61 63 65 62 61 63 6b 20 28 6d 6f 73 74 20 72 65 63 65 6e 74	True).....Traceback.(most.recent
9380	20 63 61 6c 6c 20 6c 61 73 74 29 3a 0a 20 20 20 20 20 20 20 20 2e 2e 2e 0a 20 20 20 20 41 73 73	.call.last):.................Ass
93a0	65 72 74 69 6f 6e 45 72 72 6f 72 3a 0a 20 20 20 20 41 72 72 61 79 73 20 61 72 65 20 6e 6f 74 20	ertionError:.....Arrays.are.not.
93c0	65 71 75 61 6c 0a 20 20 20 20 3c 42 4c 41 4e 4b 4c 49 4e 45 3e 0a 20 20 20 20 28 64 74 79 70 65	equal.....<BLANKLINE>.....(dtype
93e0	73 20 69 6e 74 36 34 2c 20 66 6c 6f 61 74 33 32 20 6d 69 73 6d 61 74 63 68 29 0a 20 20 20 20 20	s.int64,.float32.mismatch)......
9400	41 43 54 55 41 4c 3a 20 61 72 72 61 79 28 5b 32 2c 20 32 2c 20 32 5d 29 0a 20 20 20 20 20 44 45	ACTUAL:.array([2,.2,.2])......DE
9420	53 49 52 45 44 3a 20 61 72 72 61 79 28 5b 32 2e 2c 20 32 2e 2c 20 32 2e 5d 2c 20 64 74 79 70 65	SIRED:.array([2.,.2.,.2.],.dtype
9440	3d 66 6c 6f 61 74 33 32 29 0a 20 20 20 20 54 7a 14 41 72 72 61 79 73 20 61 72 65 20 6e 6f 74 20	=float32).....Tz.Arrays.are.not.
9460	65 71 75 61 6c 29 04 72 b3 00 00 00 72 24 00 00 00 72 b4 00 00 00 72 bc 00 00 00 4e 29 03 72 36	equal).r....r$...r....r....N).r6
9480	00 00 00 da 08 6f 70 65 72 61 74 6f 72 da 06 5f 5f 65 71 5f 5f 29 06 72 d4 00 00 00 72 d5 00 00	.....operator..__eq__).r....r...
94a0	00 72 b3 00 00 00 72 24 00 00 00 72 bc 00 00 00 72 6a 00 00 00 73 06 00 00 00 20 20 20 20 20 20	.r....r$...r....rj...s..........
94c0	72 4c 00 00 00 72 18 00 00 00 72 18 00 00 00 a9 03 00 00 73 28 00 00 00 80 00 f0 76 03 00 19 1d	rL...r....r........s(......v....
94e0	d0 04 15 dc 04 18 9c 18 9f 1f 99 1f a8 26 b0 27 c0 37 d8 21 28 d0 31 47 d8 20 26 f6 05 02 05 28	.............&.'.7.!(.1G..&....(
9500	72 4b 00 00 00 63 05 00 00 00 00 00 00 00 00 00 00 00 09 00 00 00 03 00 00 00 f3 76 00 00 00 87	rK...c.....................v....
9520	02 87 07 87 08 87 09 87 0a 97 00 64 01 7d 05 64 02 64 03 6c 00 6d 01 8a 09 6d 02 8a 0a 01 00 64	...........d.}.d.d.l.m...m.....d
9540	02 64 04 6c 03 6d 04 8a 08 01 00 64 02 64 05 6c 05 6d 06 8a 07 01 00 88 02 88 07 88 08 88 09 88	.d.l.m.....d.d.l.m..............
9560	0a 66 05 64 06 84 08 7d 06 74 0f 00 00 00 00 00 00 00 00 7c 06 7c 00 7c 01 7c 03 7c 04 64 07 89	.f.d...}.t.........|.|.|.|.|.d..
9580	02 7a 06 00 00 89 02 ac 08 ab 07 00 00 00 00 00 00 01 00 79 09 29 0a 61 b8 0a 00 00 0a 20 20 20	.z.................y.).a........
95a0	20 52 61 69 73 65 73 20 61 6e 20 41 73 73 65 72 74 69 6f 6e 45 72 72 6f 72 20 69 66 20 74 77 6f	.Raises.an.AssertionError.if.two
95c0	20 6f 62 6a 65 63 74 73 20 61 72 65 20 6e 6f 74 20 65 71 75 61 6c 20 75 70 20 74 6f 20 64 65 73	.objects.are.not.equal.up.to.des
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9600	3a 3a 20 49 74 20 69 73 20 72 65 63 6f 6d 6d 65 6e 64 65 64 20 74 6f 20 75 73 65 20 6f 6e 65 20	::.It.is.recommended.to.use.one.
9620	6f 66 20 60 61 73 73 65 72 74 5f 61 6c 6c 63 6c 6f 73 65 60 2c 0a 20 20 20 20 20 20 20 20 20 20	of.`assert_allclose`,...........
9640	20 20 20 20 60 61 73 73 65 72 74 5f 61 72 72 61 79 5f 61 6c 6d 6f 73 74 5f 65 71 75 61 6c 5f 6e	....`assert_array_almost_equal_n
9660	75 6c 70 60 20 6f 72 20 60 61 73 73 65 72 74 5f 61 72 72 61 79 5f 6d 61 78 5f 75 6c 70 60 0a 20	ulp`.or.`assert_array_max_ulp`..
9680	20 20 20 20 20 20 20 20 20 20 20 20 20 69 6e 73 74 65 61 64 20 6f 66 20 74 68 69 73 20 66 75 6e	.............instead.of.this.fun
96a0	63 74 69 6f 6e 20 66 6f 72 20 6d 6f 72 65 20 63 6f 6e 73 69 73 74 65 6e 74 20 66 6c 6f 61 74 69	ction.for.more.consistent.floati
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96e0	6e 73 2e 0a 0a 20 20 20 20 54 68 65 20 74 65 73 74 20 76 65 72 69 66 69 65 73 20 69 64 65 6e 74	ns.......The.test.verifies.ident
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9720	73 20 6f 66 20 60 60 61 63 74 75 61 6c 60 60 20 61 6e 64 0a 20 20 20 20 60 60 64 65 73 69 72 65	s.of.``actual``.and.....``desire
9740	64 60 60 20 73 61 74 69 73 66 79 3a 3a 0a 0a 20 20 20 20 20 20 20 20 61 62 73 28 64 65 73 69 72	d``.satisfy::..........abs(desir
9760	65 64 2d 61 63 74 75 61 6c 29 20 3c 20 31 2e 35 20 2a 20 31 30 2a 2a 28 2d 64 65 63 69 6d 61 6c	ed-actual).<.1.5.*.10**(-decimal
9780	29 0a 0a 20 20 20 20 54 68 61 74 20 69 73 20 61 20 6c 6f 6f 73 65 72 20 74 65 73 74 20 74 68 61	)......That.is.a.looser.test.tha
97a0	6e 20 6f 72 69 67 69 6e 61 6c 6c 79 20 64 6f 63 75 6d 65 6e 74 65 64 2c 20 62 75 74 20 61 67 72	n.originally.documented,.but.agr
97c0	65 65 73 20 77 69 74 68 20 77 68 61 74 20 74 68 65 0a 20 20 20 20 61 63 74 75 61 6c 20 69 6d 70	ees.with.what.the.....actual.imp
97e0	6c 65 6d 65 6e 74 61 74 69 6f 6e 20 64 69 64 20 75 70 20 74 6f 20 72 6f 75 6e 64 69 6e 67 20 76	lementation.did.up.to.rounding.v
9800	61 67 61 72 69 65 73 2e 20 41 6e 20 65 78 63 65 70 74 69 6f 6e 20 69 73 20 72 61 69 73 65 64 0a	agaries..An.exception.is.raised.
9820	20 20 20 20 61 74 20 73 68 61 70 65 20 6d 69 73 6d 61 74 63 68 20 6f 72 20 63 6f 6e 66 6c 69 63	....at.shape.mismatch.or.conflic
9840	74 69 6e 67 20 76 61 6c 75 65 73 2e 20 49 6e 20 63 6f 6e 74 72 61 73 74 20 74 6f 20 74 68 65 20	ting.values..In.contrast.to.the.
9860	73 74 61 6e 64 61 72 64 20 75 73 61 67 65 0a 20 20 20 20 69 6e 20 6e 75 6d 70 79 2c 20 4e 61 4e	standard.usage.....in.numpy,.NaN
9880	73 20 61 72 65 20 63 6f 6d 70 61 72 65 64 20 6c 69 6b 65 20 6e 75 6d 62 65 72 73 2c 20 6e 6f 20	s.are.compared.like.numbers,.no.
98a0	61 73 73 65 72 74 69 6f 6e 20 69 73 20 72 61 69 73 65 64 20 69 66 20 62 6f 74 68 0a 20 20 20 20	assertion.is.raised.if.both.....
98c0	6f 62 6a 65 63 74 73 20 68 61 76 65 20 4e 61 4e 73 20 69 6e 20 74 68 65 20 73 61 6d 65 20 70 6f	objects.have.NaNs.in.the.same.po
98e0	73 69 74 69 6f 6e 73 2e 0a 0a 20 20 20 20 50 61 72 61 6d 65 74 65 72 73 0a 20 20 20 20 2d 2d 2d	sitions.......Parameters.....---
9900	2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 61 63 74 75 61 6c 20 3a 20 61 72 72 61 79 5f 6c 69 6b 65 0a	-------.....actual.:.array_like.
9920	20 20 20 20 20 20 20 20 54 68 65 20 61 63 74 75 61 6c 20 6f 62 6a 65 63 74 20 74 6f 20 63 68 65	........The.actual.object.to.che
9940	63 6b 2e 0a 20 20 20 20 64 65 73 69 72 65 64 20 3a 20 61 72 72 61 79 5f 6c 69 6b 65 0a 20 20 20	ck......desired.:.array_like....
9960	20 20 20 20 20 54 68 65 20 64 65 73 69 72 65 64 2c 20 65 78 70 65 63 74 65 64 20 6f 62 6a 65 63	.....The.desired,.expected.objec
9980	74 2e 0a 20 20 20 20 64 65 63 69 6d 61 6c 20 3a 20 69 6e 74 2c 20 6f 70 74 69 6f 6e 61 6c 0a 20	t......decimal.:.int,.optional..
99a0	20 20 20 20 20 20 20 44 65 73 69 72 65 64 20 70 72 65 63 69 73 69 6f 6e 2c 20 64 65 66 61 75 6c	.......Desired.precision,.defaul
99c0	74 20 69 73 20 36 2e 0a 20 20 20 20 65 72 72 5f 6d 73 67 20 3a 20 73 74 72 2c 20 6f 70 74 69 6f	t.is.6......err_msg.:.str,.optio
99e0	6e 61 6c 0a 20 20 20 20 20 20 54 68 65 20 65 72 72 6f 72 20 6d 65 73 73 61 67 65 20 74 6f 20 62	nal.......The.error.message.to.b
9a00	65 20 70 72 69 6e 74 65 64 20 69 6e 20 63 61 73 65 20 6f 66 20 66 61 69 6c 75 72 65 2e 0a 20 20	e.printed.in.case.of.failure....
9a20	20 20 76 65 72 62 6f 73 65 20 3a 20 62 6f 6f 6c 2c 20 6f 70 74 69 6f 6e 61 6c 0a 20 20 20 20 20	..verbose.:.bool,.optional......
9a40	20 20 20 49 66 20 54 72 75 65 2c 20 74 68 65 20 63 6f 6e 66 6c 69 63 74 69 6e 67 20 76 61 6c 75	...If.True,.the.conflicting.valu
9a60	65 73 20 61 72 65 20 61 70 70 65 6e 64 65 64 20 74 6f 20 74 68 65 20 65 72 72 6f 72 20 6d 65 73	es.are.appended.to.the.error.mes
9a80	73 61 67 65 2e 0a 0a 20 20 20 20 52 61 69 73 65 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 0a 20 20 20	sage.......Raises.....------....
9aa0	20 41 73 73 65 72 74 69 6f 6e 45 72 72 6f 72 0a 20 20 20 20 20 20 20 20 49 66 20 61 63 74 75 61	.AssertionError.........If.actua
9ac0	6c 20 61 6e 64 20 64 65 73 69 72 65 64 20 61 72 65 20 6e 6f 74 20 65 71 75 61 6c 20 75 70 20 74	l.and.desired.are.not.equal.up.t
9ae0	6f 20 73 70 65 63 69 66 69 65 64 20 70 72 65 63 69 73 69 6f 6e 2e 0a 0a 20 20 20 20 53 65 65 20	o.specified.precision.......See.
9b00	41 6c 73 6f 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 61 73 73 65 72 74 5f 61 6c 6c	Also.....--------.....assert_all
9b20	63 6c 6f 73 65 3a 20 43 6f 6d 70 61 72 65 20 74 77 6f 20 61 72 72 61 79 5f 6c 69 6b 65 20 6f 62	close:.Compare.two.array_like.ob
9b40	6a 65 63 74 73 20 66 6f 72 20 65 71 75 61 6c 69 74 79 20 77 69 74 68 20 64 65 73 69 72 65 64 0a	jects.for.equality.with.desired.
9b60	20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 72 65 6c 61 74 69 76 65 20 61 6e	.....................relative.an
9b80	64 2f 6f 72 20 61 62 73 6f 6c 75 74 65 20 70 72 65 63 69 73 69 6f 6e 2e 0a 20 20 20 20 61 73 73	d/or.absolute.precision......ass
9ba0	65 72 74 5f 61 72 72 61 79 5f 61 6c 6d 6f 73 74 5f 65 71 75 61 6c 5f 6e 75 6c 70 2c 20 61 73 73	ert_array_almost_equal_nulp,.ass
9bc0	65 72 74 5f 61 72 72 61 79 5f 6d 61 78 5f 75 6c 70 2c 20 61 73 73 65 72 74 5f 65 71 75 61 6c 0a	ert_array_max_ulp,.assert_equal.
9be0	0a 20 20 20 20 45 78 61 6d 70 6c 65 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 74	.....Examples.....--------.....t
9c00	68 65 20 66 69 72 73 74 20 61 73 73 65 72 74 20 64 6f 65 73 20 6e 6f 74 20 72 61 69 73 65 20 61	he.first.assert.does.not.raise.a
9c20	6e 20 65 78 63 65 70 74 69 6f 6e 0a 0a 20 20 20 20 3e 3e 3e 20 6e 70 2e 74 65 73 74 69 6e 67 2e	n.exception......>>>.np.testing.
9c40	61 73 73 65 72 74 5f 61 72 72 61 79 5f 61 6c 6d 6f 73 74 5f 65 71 75 61 6c 28 5b 31 2e 30 2c 32	assert_array_almost_equal([1.0,2
9c60	2e 33 33 33 2c 6e 70 2e 6e 61 6e 5d 2c 0a 20 20 20 20 2e 2e 2e 20 20 20 20 20 20 20 20 20 20 20	.333,np.nan],...................
9c80	20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 5b 31 2e 30 2c	...........................[1.0,
9ca0	32 2e 33 33 33 2c 6e 70 2e 6e 61 6e 5d 29 0a 0a 20 20 20 20 3e 3e 3e 20 6e 70 2e 74 65 73 74 69	2.333,np.nan])......>>>.np.testi
9cc0	6e 67 2e 61 73 73 65 72 74 5f 61 72 72 61 79 5f 61 6c 6d 6f 73 74 5f 65 71 75 61 6c 28 5b 31 2e	ng.assert_array_almost_equal([1.
9ce0	30 2c 32 2e 33 33 33 33 33 2c 6e 70 2e 6e 61 6e 5d 2c 0a 20 20 20 20 2e 2e 2e 20 20 20 20 20 20	0,2.33333,np.nan],..............
9d00	20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20	................................
9d20	5b 31 2e 30 2c 32 2e 33 33 33 33 39 2c 6e 70 2e 6e 61 6e 5d 2c 20 64 65 63 69 6d 61 6c 3d 35 29	[1.0,2.33339,np.nan],.decimal=5)
9d40	0a 20 20 20 20 54 72 61 63 65 62 61 63 6b 20 28 6d 6f 73 74 20 72 65 63 65 6e 74 20 63 61 6c 6c	.....Traceback.(most.recent.call
9d60	20 6c 61 73 74 29 3a 0a 20 20 20 20 20 20 20 20 2e 2e 2e 0a 20 20 20 20 41 73 73 65 72 74 69 6f	.last):.................Assertio
9d80	6e 45 72 72 6f 72 3a 0a 20 20 20 20 41 72 72 61 79 73 20 61 72 65 20 6e 6f 74 20 61 6c 6d 6f 73	nError:.....Arrays.are.not.almos
9da0	74 20 65 71 75 61 6c 20 74 6f 20 35 20 64 65 63 69 6d 61 6c 73 0a 20 20 20 20 3c 42 4c 41 4e 4b	t.equal.to.5.decimals.....<BLANK
9dc0	4c 49 4e 45 3e 0a 20 20 20 20 4d 69 73 6d 61 74 63 68 65 64 20 65 6c 65 6d 65 6e 74 73 3a 20 31	LINE>.....Mismatched.elements:.1
9de0	20 2f 20 33 20 28 33 33 2e 33 25 29 0a 20 20 20 20 4d 61 78 20 61 62 73 6f 6c 75 74 65 20 64 69	./.3.(33.3%).....Max.absolute.di
9e00	66 66 65 72 65 6e 63 65 20 61 6d 6f 6e 67 20 76 69 6f 6c 61 74 69 6f 6e 73 3a 20 36 2e 65 2d 30	fference.among.violations:.6.e-0
9e20	35 0a 20 20 20 20 4d 61 78 20 72 65 6c 61 74 69 76 65 20 64 69 66 66 65 72 65 6e 63 65 20 61 6d	5.....Max.relative.difference.am
9e40	6f 6e 67 20 76 69 6f 6c 61 74 69 6f 6e 73 3a 20 32 2e 35 37 31 33 36 36 31 32 65 2d 30 35 0a 20	ong.violations:.2.57136612e-05..
9e60	20 20 20 20 41 43 54 55 41 4c 3a 20 61 72 72 61 79 28 5b 31 2e 20 20 20 20 20 2c 20 32 2e 33 33	....ACTUAL:.array([1......,.2.33
9e80	33 33 33 2c 20 20 20 20 20 6e 61 6e 5d 29 0a 20 20 20 20 20 44 45 53 49 52 45 44 3a 20 61 72 72	333,.....nan])......DESIRED:.arr
9ea0	61 79 28 5b 31 2e 20 20 20 20 20 2c 20 32 2e 33 33 33 33 39 2c 20 20 20 20 20 6e 61 6e 5d 29 0a	ay([1......,.2.33339,.....nan]).
9ec0	0a 20 20 20 20 3e 3e 3e 20 6e 70 2e 74 65 73 74 69 6e 67 2e 61 73 73 65 72 74 5f 61 72 72 61 79	.....>>>.np.testing.assert_array
9ee0	5f 61 6c 6d 6f 73 74 5f 65 71 75 61 6c 28 5b 31 2e 30 2c 32 2e 33 33 33 33 33 2c 6e 70 2e 6e 61	_almost_equal([1.0,2.33333,np.na
9f00	6e 5d 2c 0a 20 20 20 20 2e 2e 2e 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20	n],.............................
9f20	20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 5b 31 2e 30 2c 32 2e 33 33 33 33 33 2c 20 35	.................[1.0,2.33333,.5
9f40	5d 2c 20 64 65 63 69 6d 61 6c 3d 35 29 0a 20 20 20 20 54 72 61 63 65 62 61 63 6b 20 28 6d 6f 73	],.decimal=5).....Traceback.(mos
9f60	74 20 72 65 63 65 6e 74 20 63 61 6c 6c 20 6c 61 73 74 29 3a 0a 20 20 20 20 20 20 20 20 2e 2e 2e	t.recent.call.last):............
9f80	0a 20 20 20 20 41 73 73 65 72 74 69 6f 6e 45 72 72 6f 72 3a 0a 20 20 20 20 41 72 72 61 79 73 20	.....AssertionError:.....Arrays.
9fa0	61 72 65 20 6e 6f 74 20 61 6c 6d 6f 73 74 20 65 71 75 61 6c 20 74 6f 20 35 20 64 65 63 69 6d 61	are.not.almost.equal.to.5.decima
9fc0	6c 73 0a 20 20 20 20 3c 42 4c 41 4e 4b 4c 49 4e 45 3e 0a 20 20 20 20 6e 61 6e 20 6c 6f 63 61 74	ls.....<BLANKLINE>.....nan.locat
9fe0	69 6f 6e 20 6d 69 73 6d 61 74 63 68 3a 0a 20 20 20 20 20 41 43 54 55 41 4c 3a 20 61 72 72 61 79	ion.mismatch:......ACTUAL:.array
a000	28 5b 31 2e 20 20 20 20 20 2c 20 32 2e 33 33 33 33 33 2c 20 20 20 20 20 6e 61 6e 5d 29 0a 20 20	([1......,.2.33333,.....nan])...
a020	20 20 20 44 45 53 49 52 45 44 3a 20 61 72 72 61 79 28 5b 31 2e 20 20 20 20 20 2c 20 32 2e 33 33	...DESIRED:.array([1......,.2.33
a040	33 33 33 2c 20 35 2e 20 20 20 20 20 5d 29 0a 0a 20 20 20 20 54 72 02 00 00 00 29 02 da 06 6e 75	333,.5......])......Tr....)...nu
a060	6d 62 65 72 da 0b 72 65 73 75 6c 74 5f 74 79 70 65 29 01 da 03 61 6e 79 29 01 72 31 01 00 00 63	mber..result_type)...any).r1...c
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a0c0	11 02 00 89 08 74 01 00 00 00 00 00 00 00 00 7c 01 ab 01 00 00 00 00 00 00 ab 01 00 00 00 00 00	.....t.........|................
a0e0	00 72 5d 74 01 00 00 00 00 00 00 00 00 7c 00 ab 01 00 00 00 00 00 00 7d 02 74 01 00 00 00 00 00	.r]t.........|.........}.t......
a100	00 00 00 7c 01 ab 01 00 00 00 00 00 00 7d 03 7c 02 7c 03 6b 28 00 00 6a 03 00 00 00 00 00 00 00	...|.........}.|.|.k(..j........
a120	00 00 00 00 00 00 00 00 00 00 00 ab 00 00 00 00 00 00 00 73 01 79 01 7c 00 6a 04 00 00 00 00 00	...................s.y.|.j......
a140	00 00 00 00 00 00 00 00 00 00 00 00 00 7c 01 6a 04 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00	.............|.j................
a160	00 00 00 63 02 78 02 6b 28 00 00 72 05 64 02 6b 28 00 00 72 08 6e 02 01 00 6e 05 7c 00 7c 01 6b	...c.x.k(..r.d.k(..r.n...n.|.|.k
a180	28 00 00 53 00 7c 00 7c 02 0f 00 19 00 00 00 7d 00 7c 01 7c 03 0f 00 19 00 00 00 7d 01 02 00 89	(..S.|.|.......}.|.|.......}....
a1a0	0a 7c 01 64 03 ab 02 00 00 00 00 00 00 7d 04 74 0b 00 00 00 00 00 00 00 00 6a 0c 00 00 00 00 00	.|.d.........}.t.........j......
a1c0	00 00 00 00 00 00 00 00 00 00 00 00 00 7c 01 7c 04 ab 02 00 00 00 00 00 00 7d 01 74 0f 00 00 00	.............|.|.........}.t....
a1e0	00 00 00 00 00 7c 00 7c 01 7a 0a 00 00 ab 01 00 00 00 00 00 00 7d 05 02 00 89 07 7c 05 6a 10 00	.....|.|.z...........}.....|.j..
a200	00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 89 09 ab 02 00 00 00 00 00 00 73 1f 7c 05 6a	...........................s.|.j
a220	13 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 74 0a 00 00 00 00 00 00 00 00 6a 14 00	...................t.........j..
a240	00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ab 01 00 00 00 00 00 00 7d 05 7c 05 64 04 64	.........................}.|.d.d
a260	05 89 06 0b 00 7a 08 00 00 7a 05 00 00 6b 02 00 00 53 00 23 00 74 06 00 00 00 00 00 00 00 00 74	.....z...z...k...S.#.t.........t
a280	08 00 00 00 00 00 00 00 00 66 02 24 00 72 03 01 00 59 00 8c 7c 77 00 78 03 59 00 77 01 29 06 4e	.........f.$.r...Y..|w.x.Y.w.).N
a2a0	46 72 f6 00 00 00 67 00 00 00 00 00 00 f0 3f 72 ee 00 00 00 72 ef 00 00 00 29 0b 72 0b 00 00 00	Fr....g.......?r....r....).r....
a2c0	72 03 01 00 00 72 2b 01 00 00 72 66 00 00 00 72 97 00 00 00 72 cd 00 00 00 72 28 01 00 00 72 f0	r....r+...rf...r....r....r(...r.
a2e0	00 00 00 72 cf 00 00 00 da 06 61 73 74 79 70 65 72 f1 00 00 00 29 0b 72 0b 01 00 00 72 17 01 00	...r......astyper....).r....r...
a300	00 da 06 78 69 6e 66 69 64 da 06 79 69 6e 66 69 64 72 cf 00 00 00 da 01 7a 72 ec 00 00 00 72 31	...xinfid..yinfidr......zr....r1
a320	01 00 00 da 05 6e 70 61 6e 79 72 59 01 00 00 72 5a 01 00 00 73 0b 00 00 00 20 20 20 20 20 20 80	.....npanyrY...rZ...s...........
a340	80 80 80 80 72 4c 00 00 00 da 07 63 6f 6d 70 61 72 65 7a 2a 61 73 73 65 72 74 5f 61 72 72 61 79	....rL.....comparez*assert_array
a360	5f 61 6c 6d 6f 73 74 5f 65 71 75 61 6c 2e 3c 6c 6f 63 61 6c 73 3e 2e 63 6f 6d 70 61 72 65 7d 04	_almost_equal.<locals>.compare}.
a380	00 00 73 f3 00 00 00 f8 80 00 f0 02 0c 09 11 d9 0f 14 94 55 98 31 93 58 8c 7f a1 25 ac 05 a8 61	..s................U.1.X...%...a
a3a0	ab 08 a4 2f dc 19 1e 98 71 9b 18 90 06 dc 19 1e 98 71 9b 18 90 06 d8 18 1e a0 26 d1 18 28 d7 17	.../....q........q........&..(..
a3c0	2d d1 17 2d d4 17 2f d8 1b 20 e0 13 14 97 36 91 36 98 51 9f 56 99 56 d4 13 28 a0 71 d5 13 28 d8	-..-../.......6.6.Q.V.V..(.q..(.
a3e0	1b 1c a0 01 99 36 90 4d d8 14 15 90 76 90 67 91 4a 90 01 d8 14 15 90 76 90 67 91 4a 90 01 f1 0c	.....6.M....v.g.J......v.g.J....
a400	00 11 1c 98 41 98 72 d3 10 22 88 05 dc 0c 0e 8f 4d 89 4d 98 21 98 55 d3 0c 23 88 01 dc 0c 0f 90	....A.r.."......M.M.!.U..#......
a420	01 90 41 91 05 8b 4a 88 01 e1 0f 19 98 21 9f 27 99 27 a0 36 d4 0f 2a d8 10 11 97 08 91 08 9c 12	..A...J......!.'.'.6..*.........
a440	9f 1a 99 1a d3 10 24 88 41 e0 0f 10 90 33 98 14 a0 17 a0 08 d1 19 29 d1 13 29 d1 0f 29 d0 08 29	......$.A....3........)..)..)..)
a460	f8 f4 19 00 11 1a d4 1b 2e d0 0f 2f f2 00 01 09 11 d9 0c 10 f0 03 01 09 11 fa 73 1e 00 00 00 83	.........../..............s.....
a480	41 0b 43 2d 00 c1 0f 26 43 2d 00 c1 36 0c 43 2d 00 c3 2d 0f 43 3f 03 c3 3e 01 43 3f 03 72 eb 00	A.C-...&C-..6.C-..-.C?..>.C?.r..
a4a0	00 00 29 04 72 b3 00 00 00 72 24 00 00 00 72 b4 00 00 00 72 a6 00 00 00 4e 29 08 72 cb 00 00 00	..).r....r$...r....r....N).r....
a4c0	72 59 01 00 00 72 5a 01 00 00 da 17 6e 75 6d 70 79 2e 5f 63 6f 72 65 2e 66 72 6f 6d 6e 75 6d 65	rY...rZ.....numpy._core.fromnume
a4e0	72 69 63 72 5b 01 00 00 da 18 6e 75 6d 70 79 2e 5f 63 6f 72 65 2e 6e 75 6d 65 72 69 63 74 79 70	ricr[.....numpy._core.numerictyp
a500	65 73 72 31 01 00 00 72 36 00 00 00 29 0b 72 d4 00 00 00 72 d5 00 00 00 72 ec 00 00 00 72 b3 00	esr1...r6...).r....r....r....r..
a520	00 00 72 24 00 00 00 72 6a 00 00 00 72 62 01 00 00 72 31 01 00 00 72 61 01 00 00 72 59 01 00 00	..r$...rj...rb...r1...ra...rY...
a540	72 5a 01 00 00 73 0b 00 00 00 20 20 60 20 20 20 20 40 40 40 40 72 4c 00 00 00 72 1b 00 00 00 72	rZ...s......`....@@@@rL...r....r
a560	1b 00 00 00 2a 04 00 00 73 3f 00 00 00 fc 80 00 f0 5c 02 00 19 1d d0 04 15 df 04 2f dd 04 34 dd	....*...s?.......\........./..4.
a580	04 33 f7 04 18 05 2a f0 00 18 05 2a f4 34 00 05 19 98 17 a0 26 a8 27 b8 37 d8 21 28 d8 15 41 c0	.3....*....*.4......&.'.7.!(..A.
a5a0	47 d1 15 4b d8 17 1e f6 07 03 05 20 72 4b 00 00 00 63 04 00 00 00 00 00 00 00 01 00 00 00 0b 00	G..K........rK...c..............
a5c0	00 00 03 00 00 00 f3 4c 00 00 00 97 00 64 01 7d 05 74 01 00 00 00 00 00 00 00 00 74 02 00 00 00	.......L.....d.}.t.........t....
a5e0	00 00 00 00 00 6a 04 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 00 7c 01 7c 02 7c	.....j...................|.|.|.|
a600	03 64 02 64 03 7c 04 64 04 ac 05 ab 09 00 00 00 00 00 00 01 00 79 06 29 07 61 4a 0d 00 00 0a 20	.d.d.|.d.............y.).aJ.....
a620	20 20 20 52 61 69 73 65 73 20 61 6e 20 41 73 73 65 72 74 69 6f 6e 45 72 72 6f 72 20 69 66 20 74	...Raises.an.AssertionError.if.t
a640	77 6f 20 61 72 72 61 79 5f 6c 69 6b 65 20 6f 62 6a 65 63 74 73 20 61 72 65 20 6e 6f 74 20 6f 72	wo.array_like.objects.are.not.or
a660	64 65 72 65 64 20 62 79 20 6c 65 73 73 0a 20 20 20 20 74 68 61 6e 2e 0a 0a 20 20 20 20 47 69 76	dered.by.less.....than.......Giv
a680	65 6e 20 74 77 6f 20 61 72 72 61 79 5f 6c 69 6b 65 20 6f 62 6a 65 63 74 73 20 60 78 60 20 61 6e	en.two.array_like.objects.`x`.an
a6a0	64 20 60 79 60 2c 20 63 68 65 63 6b 20 74 68 61 74 20 74 68 65 20 73 68 61 70 65 20 69 73 20 65	d.`y`,.check.that.the.shape.is.e
a6c0	71 75 61 6c 20 61 6e 64 0a 20 20 20 20 61 6c 6c 20 65 6c 65 6d 65 6e 74 73 20 6f 66 20 60 78 60	qual.and.....all.elements.of.`x`
a6e0	20 61 72 65 20 73 74 72 69 63 74 6c 79 20 6c 65 73 73 20 74 68 61 6e 20 74 68 65 20 63 6f 72 72	.are.strictly.less.than.the.corr
a700	65 73 70 6f 6e 64 69 6e 67 20 65 6c 65 6d 65 6e 74 73 20 6f 66 0a 20 20 20 20 60 79 60 20 28 62	esponding.elements.of.....`y`.(b
a720	75 74 20 73 65 65 20 74 68 65 20 4e 6f 74 65 73 20 66 6f 72 20 74 68 65 20 73 70 65 63 69 61 6c	ut.see.the.Notes.for.the.special
a740	20 68 61 6e 64 6c 69 6e 67 20 6f 66 20 61 20 73 63 61 6c 61 72 29 2e 20 41 6e 20 65 78 63 65 70	.handling.of.a.scalar)..An.excep
a760	74 69 6f 6e 0a 20 20 20 20 69 73 20 72 61 69 73 65 64 20 61 74 20 73 68 61 70 65 20 6d 69 73 6d	tion.....is.raised.at.shape.mism
a780	61 74 63 68 20 6f 72 20 76 61 6c 75 65 73 20 74 68 61 74 20 61 72 65 20 6e 6f 74 20 63 6f 72 72	atch.or.values.that.are.not.corr
a7a0	65 63 74 6c 79 20 6f 72 64 65 72 65 64 2e 20 49 6e 0a 20 20 20 20 63 6f 6e 74 72 61 73 74 20 74	ectly.ordered..In.....contrast.t
a7c0	6f 20 74 68 65 20 20 73 74 61 6e 64 61 72 64 20 75 73 61 67 65 20 69 6e 20 4e 75 6d 50 79 2c 20	o.the..standard.usage.in.NumPy,.
a7e0	6e 6f 20 61 73 73 65 72 74 69 6f 6e 20 69 73 20 72 61 69 73 65 64 20 69 66 20 62 6f 74 68 0a 20	no.assertion.is.raised.if.both..
a800	20 20 20 6f 62 6a 65 63 74 73 20 68 61 76 65 20 4e 61 4e 73 20 69 6e 20 74 68 65 20 73 61 6d 65	...objects.have.NaNs.in.the.same
a820	20 70 6f 73 69 74 69 6f 6e 73 2e 0a 0a 20 20 20 20 50 61 72 61 6d 65 74 65 72 73 0a 20 20 20 20	.positions.......Parameters.....
a840	2d 2d 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 78 20 3a 20 61 72 72 61 79 5f 6c 69 6b 65 0a 20 20	----------.....x.:.array_like...
a860	20 20 20 20 54 68 65 20 73 6d 61 6c 6c 65 72 20 6f 62 6a 65 63 74 20 74 6f 20 63 68 65 63 6b 2e	....The.smaller.object.to.check.
a880	0a 20 20 20 20 79 20 3a 20 61 72 72 61 79 5f 6c 69 6b 65 0a 20 20 20 20 20 20 54 68 65 20 6c 61	.....y.:.array_like.......The.la
a8a0	72 67 65 72 20 6f 62 6a 65 63 74 20 74 6f 20 63 6f 6d 70 61 72 65 2e 0a 20 20 20 20 65 72 72 5f	rger.object.to.compare......err_
a8c0	6d 73 67 20 3a 20 73 74 72 69 6e 67 0a 20 20 20 20 20 20 54 68 65 20 65 72 72 6f 72 20 6d 65 73	msg.:.string.......The.error.mes
a8e0	73 61 67 65 20 74 6f 20 62 65 20 70 72 69 6e 74 65 64 20 69 6e 20 63 61 73 65 20 6f 66 20 66 61	sage.to.be.printed.in.case.of.fa
a900	69 6c 75 72 65 2e 0a 20 20 20 20 76 65 72 62 6f 73 65 20 3a 20 62 6f 6f 6c 0a 20 20 20 20 20 20	ilure......verbose.:.bool.......
a920	20 20 49 66 20 54 72 75 65 2c 20 74 68 65 20 63 6f 6e 66 6c 69 63 74 69 6e 67 20 76 61 6c 75 65	..If.True,.the.conflicting.value
a940	73 20 61 72 65 20 61 70 70 65 6e 64 65 64 20 74 6f 20 74 68 65 20 65 72 72 6f 72 20 6d 65 73 73	s.are.appended.to.the.error.mess
a960	61 67 65 2e 0a 20 20 20 20 73 74 72 69 63 74 20 3a 20 62 6f 6f 6c 2c 20 6f 70 74 69 6f 6e 61 6c	age......strict.:.bool,.optional
a980	0a 20 20 20 20 20 20 20 20 49 66 20 54 72 75 65 2c 20 72 61 69 73 65 20 61 6e 20 41 73 73 65 72	.........If.True,.raise.an.Asser
a9a0	74 69 6f 6e 45 72 72 6f 72 20 77 68 65 6e 20 65 69 74 68 65 72 20 74 68 65 20 73 68 61 70 65 20	tionError.when.either.the.shape.
a9c0	6f 72 20 74 68 65 20 64 61 74 61 0a 20 20 20 20 20 20 20 20 74 79 70 65 20 6f 66 20 74 68 65 20	or.the.data.........type.of.the.
a9e0	61 72 72 61 79 5f 6c 69 6b 65 20 6f 62 6a 65 63 74 73 20 64 6f 65 73 20 6e 6f 74 20 6d 61 74 63	array_like.objects.does.not.matc
aa00	68 2e 20 54 68 65 20 73 70 65 63 69 61 6c 0a 20 20 20 20 20 20 20 20 68 61 6e 64 6c 69 6e 67 20	h..The.special.........handling.
aa20	66 6f 72 20 73 63 61 6c 61 72 73 20 6d 65 6e 74 69 6f 6e 65 64 20 69 6e 20 74 68 65 20 4e 6f 74	for.scalars.mentioned.in.the.Not
aa40	65 73 20 73 65 63 74 69 6f 6e 20 69 73 20 64 69 73 61 62 6c 65 64 2e 0a 0a 20 20 20 20 20 20 20	es.section.is.disabled..........
aa60	20 2e 2e 20 76 65 72 73 69 6f 6e 61 64 64 65 64 3a 3a 20 32 2e 30 2e 30 0a 0a 20 20 20 20 52 61	....versionadded::.2.0.0......Ra
aa80	69 73 65 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 41 73 73 65 72 74 69 6f 6e 45 72 72	ises.....------.....AssertionErr
aaa0	6f 72 0a 20 20 20 20 20 20 49 66 20 78 20 69 73 20 6e 6f 74 20 73 74 72 69 63 74 6c 79 20 73 6d	or.......If.x.is.not.strictly.sm
aac0	61 6c 6c 65 72 20 74 68 61 6e 20 79 2c 20 65 6c 65 6d 65 6e 74 2d 77 69 73 65 2e 0a 0a 20 20 20	aller.than.y,.element-wise......
aae0	20 53 65 65 20 41 6c 73 6f 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 61 73 73 65 72	.See.Also.....--------.....asser
ab00	74 5f 61 72 72 61 79 5f 65 71 75 61 6c 3a 20 74 65 73 74 73 20 6f 62 6a 65 63 74 73 20 66 6f 72	t_array_equal:.tests.objects.for
ab20	20 65 71 75 61 6c 69 74 79 0a 20 20 20 20 61 73 73 65 72 74 5f 61 72 72 61 79 5f 61 6c 6d 6f 73	.equality.....assert_array_almos
ab40	74 5f 65 71 75 61 6c 3a 20 74 65 73 74 20 6f 62 6a 65 63 74 73 20 66 6f 72 20 65 71 75 61 6c 69	t_equal:.test.objects.for.equali
ab60	74 79 20 75 70 20 74 6f 20 70 72 65 63 69 73 69 6f 6e 0a 0a 20 20 20 20 4e 6f 74 65 73 0a 20 20	ty.up.to.precision......Notes...
ab80	20 20 2d 2d 2d 2d 2d 0a 20 20 20 20 57 68 65 6e 20 6f 6e 65 20 6f 66 20 60 78 60 20 61 6e 64 20	..-----.....When.one.of.`x`.and.
aba0	60 79 60 20 69 73 20 61 20 73 63 61 6c 61 72 20 61 6e 64 20 74 68 65 20 6f 74 68 65 72 20 69 73	`y`.is.a.scalar.and.the.other.is
abc0	20 61 72 72 61 79 5f 6c 69 6b 65 2c 20 74 68 65 0a 20 20 20 20 66 75 6e 63 74 69 6f 6e 20 70 65	.array_like,.the.....function.pe
abe0	72 66 6f 72 6d 73 20 74 68 65 20 63 6f 6d 70 61 72 69 73 6f 6e 20 61 73 20 74 68 6f 75 67 68 20	rforms.the.comparison.as.though.
ac00	74 68 65 20 73 63 61 6c 61 72 20 77 65 72 65 20 62 72 6f 61 64 63 61 73 74 65 64 0a 20 20 20 20	the.scalar.were.broadcasted.....
ac20	74 6f 20 74 68 65 20 73 68 61 70 65 20 6f 66 20 74 68 65 20 61 72 72 61 79 2e 20 54 68 69 73 20	to.the.shape.of.the.array..This.
ac40	62 65 68 61 76 69 6f 75 72 20 63 61 6e 20 62 65 20 64 69 73 61 62 6c 65 64 20 77 69 74 68 20 74	behaviour.can.be.disabled.with.t
ac60	68 65 20 60 73 74 72 69 63 74 60 0a 20 20 20 20 70 61 72 61 6d 65 74 65 72 2e 0a 0a 20 20 20 20	he.`strict`.....parameter.......
ac80	45 78 61 6d 70 6c 65 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 54 68 65 20 66 6f	Examples.....--------.....The.fo
aca0	6c 6c 6f 77 69 6e 67 20 61 73 73 65 72 74 69 6f 6e 20 70 61 73 73 65 73 20 62 65 63 61 75 73 65	llowing.assertion.passes.because
acc0	20 65 61 63 68 20 66 69 6e 69 74 65 20 65 6c 65 6d 65 6e 74 20 6f 66 20 60 78 60 20 69 73 0a 20	.each.finite.element.of.`x`.is..
ace0	20 20 20 73 74 72 69 63 74 6c 79 20 6c 65 73 73 20 74 68 61 6e 20 74 68 65 20 63 6f 72 72 65 73	...strictly.less.than.the.corres
ad00	70 6f 6e 64 69 6e 67 20 65 6c 65 6d 65 6e 74 20 6f 66 20 60 79 60 2c 20 61 6e 64 20 74 68 65 20	ponding.element.of.`y`,.and.the.
ad20	4e 61 4e 73 20 61 72 65 20 69 6e 0a 20 20 20 20 63 6f 72 72 65 73 70 6f 6e 64 69 6e 67 20 6c 6f	NaNs.are.in.....corresponding.lo
ad40	63 61 74 69 6f 6e 73 2e 0a 0a 20 20 20 20 3e 3e 3e 20 78 20 3d 20 5b 31 2e 30 2c 20 31 2e 30 2c	cations.......>>>.x.=.[1.0,.1.0,
ad60	20 6e 70 2e 6e 61 6e 5d 0a 20 20 20 20 3e 3e 3e 20 79 20 3d 20 5b 31 2e 31 2c 20 32 2e 30 2c 20	.np.nan].....>>>.y.=.[1.1,.2.0,.
ad80	6e 70 2e 6e 61 6e 5d 0a 20 20 20 20 3e 3e 3e 20 6e 70 2e 74 65 73 74 69 6e 67 2e 61 73 73 65 72	np.nan].....>>>.np.testing.asser
ada0	74 5f 61 72 72 61 79 5f 6c 65 73 73 28 78 2c 20 79 29 0a 0a 20 20 20 20 54 68 65 20 66 6f 6c 6c	t_array_less(x,.y)......The.foll
adc0	6f 77 69 6e 67 20 61 73 73 65 72 74 69 6f 6e 20 66 61 69 6c 73 20 62 65 63 61 75 73 65 20 74 68	owing.assertion.fails.because.th
ade0	65 20 7a 65 72 6f 74 68 20 65 6c 65 6d 65 6e 74 20 6f 66 20 60 78 60 20 69 73 20 6e 6f 0a 20 20	e.zeroth.element.of.`x`.is.no...
ae00	20 20 6c 6f 6e 67 65 72 20 73 74 72 69 63 74 6c 79 20 6c 65 73 73 20 74 68 61 6e 20 74 68 65 20	..longer.strictly.less.than.the.
ae20	7a 65 72 6f 74 68 20 65 6c 65 6d 65 6e 74 20 6f 66 20 60 79 60 2e 0a 0a 20 20 20 20 3e 3e 3e 20	zeroth.element.of.`y`.......>>>.
ae40	79 5b 30 5d 20 3d 20 31 0a 20 20 20 20 3e 3e 3e 20 6e 70 2e 74 65 73 74 69 6e 67 2e 61 73 73 65	y[0].=.1.....>>>.np.testing.asse
ae60	72 74 5f 61 72 72 61 79 5f 6c 65 73 73 28 78 2c 20 79 29 0a 20 20 20 20 54 72 61 63 65 62 61 63	rt_array_less(x,.y).....Tracebac
ae80	6b 20 28 6d 6f 73 74 20 72 65 63 65 6e 74 20 63 61 6c 6c 20 6c 61 73 74 29 3a 0a 20 20 20 20 20	k.(most.recent.call.last):......
aea0	20 20 20 2e 2e 2e 0a 20 20 20 20 41 73 73 65 72 74 69 6f 6e 45 72 72 6f 72 3a 0a 20 20 20 20 41	...........AssertionError:.....A
aec0	72 72 61 79 73 20 61 72 65 20 6e 6f 74 20 73 74 72 69 63 74 6c 79 20 6f 72 64 65 72 65 64 20 60	rrays.are.not.strictly.ordered.`
aee0	78 20 3c 20 79 60 0a 20 20 20 20 3c 42 4c 41 4e 4b 4c 49 4e 45 3e 0a 20 20 20 20 4d 69 73 6d 61	x.<.y`.....<BLANKLINE>.....Misma
af00	74 63 68 65 64 20 65 6c 65 6d 65 6e 74 73 3a 20 31 20 2f 20 33 20 28 33 33 2e 33 25 29 0a 20 20	tched.elements:.1./.3.(33.3%)...
af20	20 20 4d 61 78 20 61 62 73 6f 6c 75 74 65 20 64 69 66 66 65 72 65 6e 63 65 20 61 6d 6f 6e 67 20	..Max.absolute.difference.among.
af40	76 69 6f 6c 61 74 69 6f 6e 73 3a 20 30 2e 0a 20 20 20 20 4d 61 78 20 72 65 6c 61 74 69 76 65 20	violations:.0......Max.relative.
af60	64 69 66 66 65 72 65 6e 63 65 20 61 6d 6f 6e 67 20 76 69 6f 6c 61 74 69 6f 6e 73 3a 20 30 2e 0a	difference.among.violations:.0..
af80	20 20 20 20 20 78 3a 20 61 72 72 61 79 28 5b 20 31 2e 2c 20 20 31 2e 2c 20 6e 61 6e 5d 29 0a 20	.....x:.array([.1.,..1.,.nan])..
afa0	20 20 20 20 79 3a 20 61 72 72 61 79 28 5b 20 31 2e 2c 20 20 32 2e 2c 20 6e 61 6e 5d 29 0a 0a 20	....y:.array([.1.,..2.,.nan])...
afc0	20 20 20 48 65 72 65 2c 20 60 79 60 20 69 73 20 61 20 73 63 61 6c 61 72 2c 20 73 6f 20 65 61 63	...Here,.`y`.is.a.scalar,.so.eac
afe0	68 20 65 6c 65 6d 65 6e 74 20 6f 66 20 60 78 60 20 69 73 20 63 6f 6d 70 61 72 65 64 20 74 6f 20	h.element.of.`x`.is.compared.to.
b000	60 79 60 2c 20 61 6e 64 0a 20 20 20 20 74 68 65 20 61 73 73 65 72 74 69 6f 6e 20 70 61 73 73 65	`y`,.and.....the.assertion.passe
b020	73 2e 0a 0a 20 20 20 20 3e 3e 3e 20 78 20 3d 20 5b 31 2e 30 2c 20 34 2e 30 5d 0a 20 20 20 20 3e	s.......>>>.x.=.[1.0,.4.0].....>
b040	3e 3e 20 79 20 3d 20 35 2e 30 0a 20 20 20 20 3e 3e 3e 20 6e 70 2e 74 65 73 74 69 6e 67 2e 61 73	>>.y.=.5.0.....>>>.np.testing.as
b060	73 65 72 74 5f 61 72 72 61 79 5f 6c 65 73 73 28 78 2c 20 79 29 0a 0a 20 20 20 20 48 6f 77 65 76	sert_array_less(x,.y)......Howev
b080	65 72 2c 20 77 69 74 68 20 60 60 73 74 72 69 63 74 3d 54 72 75 65 60 60 2c 20 74 68 65 20 61 73	er,.with.``strict=True``,.the.as
b0a0	73 65 72 74 69 6f 6e 20 77 69 6c 6c 20 66 61 69 6c 20 62 65 63 61 75 73 65 20 74 68 65 20 73 68	sertion.will.fail.because.the.sh
b0c0	61 70 65 73 0a 20 20 20 20 64 6f 20 6e 6f 74 20 6d 61 74 63 68 2e 0a 0a 20 20 20 20 3e 3e 3e 20	apes.....do.not.match.......>>>.
b0e0	6e 70 2e 74 65 73 74 69 6e 67 2e 61 73 73 65 72 74 5f 61 72 72 61 79 5f 6c 65 73 73 28 78 2c 20	np.testing.assert_array_less(x,.
b100	79 2c 20 73 74 72 69 63 74 3d 54 72 75 65 29 0a 20 20 20 20 54 72 61 63 65 62 61 63 6b 20 28 6d	y,.strict=True).....Traceback.(m
b120	6f 73 74 20 72 65 63 65 6e 74 20 63 61 6c 6c 20 6c 61 73 74 29 3a 0a 20 20 20 20 20 20 20 20 2e	ost.recent.call.last):..........
b140	2e 2e 0a 20 20 20 20 41 73 73 65 72 74 69 6f 6e 45 72 72 6f 72 3a 0a 20 20 20 20 41 72 72 61 79	.......AssertionError:.....Array
b160	73 20 61 72 65 20 6e 6f 74 20 73 74 72 69 63 74 6c 79 20 6f 72 64 65 72 65 64 20 60 78 20 3c 20	s.are.not.strictly.ordered.`x.<.
b180	79 60 0a 20 20 20 20 3c 42 4c 41 4e 4b 4c 49 4e 45 3e 0a 20 20 20 20 28 73 68 61 70 65 73 20 28	y`.....<BLANKLINE>.....(shapes.(
b1a0	32 2c 29 2c 20 28 29 20 6d 69 73 6d 61 74 63 68 29 0a 20 20 20 20 20 78 3a 20 61 72 72 61 79 28	2,),.().mismatch)......x:.array(
b1c0	5b 31 2e 2c 20 34 2e 5d 29 0a 20 20 20 20 20 79 3a 20 61 72 72 61 79 28 35 2e 29 0a 0a 20 20 20	[1.,.4.])......y:.array(5.).....
b1e0	20 57 69 74 68 20 60 60 73 74 72 69 63 74 3d 54 72 75 65 60 60 2c 20 74 68 65 20 61 73 73 65 72	.With.``strict=True``,.the.asser
b200	74 69 6f 6e 20 61 6c 73 6f 20 66 61 69 6c 73 20 69 66 20 74 68 65 20 64 74 79 70 65 73 20 6f 66	tion.also.fails.if.the.dtypes.of
b220	20 74 68 65 20 74 77 6f 0a 20 20 20 20 61 72 72 61 79 73 20 64 6f 20 6e 6f 74 20 6d 61 74 63 68	.the.two.....arrays.do.not.match
b240	2e 0a 0a 20 20 20 20 3e 3e 3e 20 79 20 3d 20 5b 35 2c 20 35 5d 0a 20 20 20 20 3e 3e 3e 20 6e 70	.......>>>.y.=.[5,.5].....>>>.np
b260	2e 74 65 73 74 69 6e 67 2e 61 73 73 65 72 74 5f 61 72 72 61 79 5f 6c 65 73 73 28 78 2c 20 79 2c	.testing.assert_array_less(x,.y,
b280	20 73 74 72 69 63 74 3d 54 72 75 65 29 0a 20 20 20 20 54 72 61 63 65 62 61 63 6b 20 28 6d 6f 73	.strict=True).....Traceback.(mos
b2a0	74 20 72 65 63 65 6e 74 20 63 61 6c 6c 20 6c 61 73 74 29 3a 0a 20 20 20 20 20 20 20 20 2e 2e 2e	t.recent.call.last):............
b2c0	0a 20 20 20 20 41 73 73 65 72 74 69 6f 6e 45 72 72 6f 72 3a 0a 20 20 20 20 41 72 72 61 79 73 20	.....AssertionError:.....Arrays.
b2e0	61 72 65 20 6e 6f 74 20 73 74 72 69 63 74 6c 79 20 6f 72 64 65 72 65 64 20 60 78 20 3c 20 79 60	are.not.strictly.ordered.`x.<.y`
b300	0a 20 20 20 20 3c 42 4c 41 4e 4b 4c 49 4e 45 3e 0a 20 20 20 20 28 64 74 79 70 65 73 20 66 6c 6f	.....<BLANKLINE>.....(dtypes.flo
b320	61 74 36 34 2c 20 69 6e 74 36 34 20 6d 69 73 6d 61 74 63 68 29 0a 20 20 20 20 20 78 3a 20 61 72	at64,.int64.mismatch)......x:.ar
b340	72 61 79 28 5b 31 2e 2c 20 34 2e 5d 29 0a 20 20 20 20 20 79 3a 20 61 72 72 61 79 28 5b 35 2c 20	ray([1.,.4.])......y:.array([5,.
b360	35 5d 29 0a 20 20 20 20 54 7a 27 41 72 72 61 79 73 20 61 72 65 20 6e 6f 74 20 73 74 72 69 63 74	5]).....Tz'Arrays.are.not.strict
b380	6c 79 20 6f 72 64 65 72 65 64 20 60 78 20 3c 20 79 60 46 29 02 72 0b 01 00 00 72 17 01 00 00 29	ly.ordered.`x.<.y`F).r....r....)
b3a0	06 72 b3 00 00 00 72 24 00 00 00 72 b4 00 00 00 72 3b 01 00 00 72 bc 00 00 00 72 b5 00 00 00 4e	.r....r$...r....r;...r....r....N
b3c0	29 03 72 36 00 00 00 72 56 01 00 00 da 06 5f 5f 6c 74 5f 5f 29 06 72 0b 01 00 00 72 17 01 00 00	).r6...rV.....__lt__).r....r....
b3e0	72 b3 00 00 00 72 24 00 00 00 72 bc 00 00 00 72 6a 00 00 00 73 06 00 00 00 20 20 20 20 20 20 72	r....r$...r....rj...s..........r
b400	4c 00 00 00 72 19 00 00 00 72 19 00 00 00 9d 04 00 00 73 2e 00 00 00 80 00 f0 54 03 00 19 1d d0	L...r....r........s.......T.....
b420	04 15 dc 04 18 9c 18 9f 1f 99 1f a8 21 a8 51 b8 07 d8 21 28 d8 20 49 d8 23 28 d8 20 26 d8 1f 29	............!.Q...!(..I.#(..&..)
b440	f6 0b 05 05 2b 72 4b 00 00 00 63 02 00 00 00 00 00 00 00 00 00 00 00 04 00 00 00 03 00 00 00 f3	....+rK...c.....................
b460	1c 00 00 00 97 00 74 01 00 00 00 00 00 00 00 00 7c 00 7c 01 ab 02 00 00 00 00 00 00 01 00 79 00	......t.........|.|...........y.
b480	72 1e 01 00 00 29 01 da 04 65 78 65 63 29 02 da 04 61 73 74 72 72 c6 00 00 00 73 02 00 00 00 20	r....)...exec)...astrr....s.....
b4a0	20 72 4c 00 00 00 72 23 00 00 00 72 23 00 00 00 10 05 00 00 73 0c 00 00 00 80 00 dc 04 08 88 14	.rL...r#...r#.......s...........
b4c0	88 74 d5 04 14 72 4b 00 00 00 63 02 00 00 00 00 00 00 00 00 00 00 00 08 00 00 00 03 00 00 00 f3	.t...rK...c.....................
b4e0	2c 04 00 00 97 00 64 01 7d 02 64 02 64 03 6c 00 7d 03 74 03 00 00 00 00 00 00 00 00 7c 00 74 04	,.....d.}.d.d.l.}.t.........|.t.
b500	00 00 00 00 00 00 00 00 ab 02 00 00 00 00 00 00 73 1d 74 07 00 00 00 00 00 00 00 00 74 09 00 00	................s.t.........t...
b520	00 00 00 00 00 00 74 0b 00 00 00 00 00 00 00 00 7c 00 ab 01 00 00 00 00 00 00 ab 01 00 00 00 00	......t.........|...............
b540	00 00 ab 01 00 00 00 00 00 00 82 01 74 03 00 00 00 00 00 00 00 00 7c 01 74 04 00 00 00 00 00 00	............t.........|.t.......
b560	00 00 ab 02 00 00 00 00 00 00 73 1d 74 07 00 00 00 00 00 00 00 00 74 09 00 00 00 00 00 00 00 00	..........s.t.........t.........
b580	74 0b 00 00 00 00 00 00 00 00 7c 01 ab 01 00 00 00 00 00 00 ab 01 00 00 00 00 00 00 ab 01 00 00	t.........|.....................
b5a0	00 00 00 00 82 01 7c 01 7c 00 6b 28 00 00 72 01 79 03 74 0d 00 00 00 00 00 00 00 00 7c 03 6a 0f	......|.|.k(..r.y.t.........|.j.
b5c0	00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ab 00 00 00 00 00 00 00 6a 11 00 00 00 00	..........................j.....
b5e0	00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 00 6a 13 00 00 00 00 00 00 00 00 00 00 00 00 00 00	..............|.j...............
b600	00 00 00 00 64 01 ab 01 00 00 00 00 00 00 7c 01 6a 13 00 00 00 00 00 00 00 00 00 00 00 00 00 00	....d.........|.j...............
b620	00 00 00 00 64 01 ab 01 00 00 00 00 00 00 ab 02 00 00 00 00 00 00 ab 01 00 00 00 00 00 00 7d 04	....d.........................}.
b640	67 00 7d 05 7c 04 90 01 72 2d 7c 04 6a 15 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00	g.}.|...r-|.j...................
b660	64 02 ab 01 00 00 00 00 00 00 7d 06 7c 06 6a 17 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00	d.........}.|.j.................
b680	00 00 64 04 ab 01 00 00 00 00 00 00 72 01 8c 26 7c 06 6a 17 00 00 00 00 00 00 00 00 00 00 00 00	..d.........r..&|.j.............
b6a0	00 00 00 00 00 00 64 05 ab 01 00 00 00 00 00 00 72 e5 7c 06 67 01 7d 07 7c 04 6a 15 00 00 00 00	......d.........r.|.g.}.|.j.....
b6c0	00 00 00 00 00 00 00 00 00 00 00 00 00 00 64 02 ab 01 00 00 00 00 00 00 7d 08 7c 08 6a 17 00 00	..............d.........}.|.j...
b6e0	00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 64 06 ab 01 00 00 00 00 00 00 72 22 7c 07 6a 19	................d.........r"|.j.
b700	00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 08 ab 01 00 00 00 00 00 00 01 00 7c 04	..................|...........|.
b720	6a 15 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 64 02 ab 01 00 00 00 00 00 00 7d 08	j...................d.........}.
b740	7c 08 6a 17 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 64 07 ab 01 00 00 00 00 00 00	|.j...................d.........
b760	73 14 74 07 00 00 00 00 00 00 00 00 74 09 00 00 00 00 00 00 00 00 7c 08 ab 01 00 00 00 00 00 00	s.t.........t.........|.........
b780	ab 01 00 00 00 00 00 00 82 01 7c 07 6a 19 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00	..........|.j...................
b7a0	7c 08 ab 01 00 00 00 00 00 00 01 00 7c 04 72 46 7c 04 6a 15 00 00 00 00 00 00 00 00 00 00 00 00	|...........|.rF|.j.............
b7c0	00 00 00 00 00 00 64 02 ab 01 00 00 00 00 00 00 7d 09 7c 09 6a 17 00 00 00 00 00 00 00 00 00 00	......d.........}.|.j...........
b7e0	00 00 00 00 00 00 00 00 64 06 ab 01 00 00 00 00 00 00 72 12 7c 07 6a 19 00 00 00 00 00 00 00 00	........d.........r.|.j.........
b800	00 00 00 00 00 00 00 00 00 00 7c 09 ab 01 00 00 00 00 00 00 01 00 6e 12 7c 04 6a 1b 00 00 00 00	..........|...........n.|.j.....
b820	00 00 00 00 00 00 00 00 00 00 00 00 00 00 64 02 7c 09 ab 02 00 00 00 00 00 00 01 00 7c 08 64 08	..............d.|...........|.d.
b840	64 03 1a 00 7c 06 64 08 64 03 1a 00 6b 28 00 00 72 02 90 01 8c 09 7c 05 6a 1d 00 00 00 00 00 00	d...|.d.d...k(..r.....|.j.......
b860	00 00 00 00 00 00 00 00 00 00 00 00 7c 07 ab 01 00 00 00 00 00 00 01 00 90 01 8c 1c 74 07 00 00	............|...............t...
b880	00 00 00 00 00 00 74 09 00 00 00 00 00 00 00 00 7c 06 ab 01 00 00 00 00 00 00 ab 01 00 00 00 00	......t.........|...............
b8a0	00 00 82 01 7c 05 73 01 79 03 64 09 64 0a 6a 1f 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00	....|.s.y.d.d.j.................
b8c0	00 00 7c 05 ab 01 00 00 00 00 00 00 6a 21 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00	..|.........j!..................
b8e0	ab 00 00 00 00 00 00 00 9b 00 9d 02 7d 0a 7c 00 7c 01 6b 37 00 00 72 0b 74 07 00 00 00 00 00 00	............}.|.|.k7..r.t.......
b900	00 00 7c 0a ab 01 00 00 00 00 00 00 82 01 79 03 29 0b 61 9e 02 00 00 0a 20 20 20 20 54 65 73 74	..|...........y.).a.........Test
b920	20 69 66 20 74 77 6f 20 73 74 72 69 6e 67 73 20 61 72 65 20 65 71 75 61 6c 2e 0a 0a 20 20 20 20	.if.two.strings.are.equal.......
b940	49 66 20 74 68 65 20 67 69 76 65 6e 20 73 74 72 69 6e 67 73 20 61 72 65 20 65 71 75 61 6c 2c 20	If.the.given.strings.are.equal,.
b960	60 61 73 73 65 72 74 5f 73 74 72 69 6e 67 5f 65 71 75 61 6c 60 20 64 6f 65 73 20 6e 6f 74 68 69	`assert_string_equal`.does.nothi
b980	6e 67 2e 0a 20 20 20 20 49 66 20 74 68 65 79 20 61 72 65 20 6e 6f 74 20 65 71 75 61 6c 2c 20 61	ng......If.they.are.not.equal,.a
b9a0	6e 20 41 73 73 65 72 74 69 6f 6e 45 72 72 6f 72 20 69 73 20 72 61 69 73 65 64 2c 20 61 6e 64 20	n.AssertionError.is.raised,.and.
b9c0	74 68 65 20 64 69 66 66 0a 20 20 20 20 62 65 74 77 65 65 6e 20 74 68 65 20 73 74 72 69 6e 67 73	the.diff.....between.the.strings
b9e0	20 69 73 20 73 68 6f 77 6e 2e 0a 0a 20 20 20 20 50 61 72 61 6d 65 74 65 72 73 0a 20 20 20 20 2d	.is.shown.......Parameters.....-
ba00	2d 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 61 63 74 75 61 6c 20 3a 20 73 74 72 0a 20 20 20 20 20	---------.....actual.:.str......
ba20	20 20 20 54 68 65 20 73 74 72 69 6e 67 20 74 6f 20 74 65 73 74 20 66 6f 72 20 65 71 75 61 6c 69	...The.string.to.test.for.equali
ba40	74 79 20 61 67 61 69 6e 73 74 20 74 68 65 20 65 78 70 65 63 74 65 64 20 73 74 72 69 6e 67 2e 0a	ty.against.the.expected.string..
ba60	20 20 20 20 64 65 73 69 72 65 64 20 3a 20 73 74 72 0a 20 20 20 20 20 20 20 20 54 68 65 20 65 78	....desired.:.str.........The.ex
ba80	70 65 63 74 65 64 20 73 74 72 69 6e 67 2e 0a 0a 20 20 20 20 45 78 61 6d 70 6c 65 73 0a 20 20 20	pected.string.......Examples....
baa0	20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 3e 3e 3e 20 6e 70 2e 74 65 73 74 69 6e 67 2e 61 73 73	.--------.....>>>.np.testing.ass
bac0	65 72 74 5f 73 74 72 69 6e 67 5f 65 71 75 61 6c 28 27 61 62 63 27 2c 20 27 61 62 63 27 29 0a 20	ert_string_equal('abc',.'abc')..
bae0	20 20 20 3e 3e 3e 20 6e 70 2e 74 65 73 74 69 6e 67 2e 61 73 73 65 72 74 5f 73 74 72 69 6e 67 5f	...>>>.np.testing.assert_string_
bb00	65 71 75 61 6c 28 27 61 62 63 27 2c 20 27 61 62 63 64 27 29 0a 20 20 20 20 54 72 61 63 65 62 61	equal('abc',.'abcd').....Traceba
bb20	63 6b 20 28 6d 6f 73 74 20 72 65 63 65 6e 74 20 63 61 6c 6c 20 6c 61 73 74 29 3a 0a 20 20 20 20	ck.(most.recent.call.last):.....
bb40	20 20 46 69 6c 65 20 22 3c 73 74 64 69 6e 3e 22 2c 20 6c 69 6e 65 20 31 2c 20 69 6e 20 3c 6d 6f	..File."<stdin>",.line.1,.in.<mo
bb60	64 75 6c 65 3e 0a 20 20 20 20 2e 2e 2e 0a 20 20 20 20 41 73 73 65 72 74 69 6f 6e 45 72 72 6f 72	dule>.............AssertionError
bb80	3a 20 44 69 66 66 65 72 65 6e 63 65 73 20 69 6e 20 73 74 72 69 6e 67 73 3a 0a 20 20 20 20 2d 20	:.Differences.in.strings:.....-.
bba0	61 62 63 2b 20 61 62 63 64 3f 20 20 20 20 2b 0a 0a 20 20 20 20 54 72 02 00 00 00 4e 7a 02 20 20	abc+.abcd?....+......Tr....Nz...
bbc0	7a 02 2d 20 7a 02 3f 20 7a 02 2b 20 e9 02 00 00 00 7a 18 44 69 66 66 65 72 65 6e 63 65 73 20 69	z.-.z.?.z.+......z.Differences.i
bbe0	6e 20 73 74 72 69 6e 67 73 3a 0a 72 61 00 00 00 29 11 da 07 64 69 66 66 6c 69 62 72 ad 00 00 00	n.strings:.ra...)...difflibr....
bc00	72 a9 00 00 00 72 67 00 00 00 72 ae 00 00 00 72 80 00 00 00 72 c8 00 00 00 da 06 44 69 66 66 65	r....rg...r....r....r......Diffe
bc20	72 72 62 01 00 00 72 b1 00 00 00 da 03 70 6f 70 da 0a 73 74 61 72 74 73 77 69 74 68 72 9c 00 00	rrb...r......pop..startswithr...
bc40	00 da 06 69 6e 73 65 72 74 da 06 65 78 74 65 6e 64 72 b0 00 00 00 da 06 72 73 74 72 69 70 29 0b	...insert..extendr......rstrip).
bc60	72 d4 00 00 00 72 d5 00 00 00 72 6a 00 00 00 72 6c 01 00 00 da 04 64 69 66 66 da 09 64 69 66 66	r....r....rj...rl.....diff..diff
bc80	5f 6c 69 73 74 da 02 64 31 72 95 00 00 00 da 02 64 32 da 02 64 33 72 69 00 00 00 73 0b 00 00 00	_list..d1r......d2..d3ri...s....
bca0	20 20 20 20 20 20 20 20 20 20 20 72 4c 00 00 00 72 1a 00 00 00 72 1a 00 00 00 14 05 00 00 73 c4	...........rL...r....r........s.
bcc0	01 00 00 80 00 f0 36 00 19 1d d0 04 15 db 04 12 e4 0b 15 90 66 9c 63 d4 0b 22 dc 0e 1c 9c 54 a4	......6.............f.c.."....T.
bce0	24 a0 76 a3 2c d3 1d 2f d3 0e 30 d0 08 30 dc 0b 15 90 67 9c 73 d4 0b 23 dc 0e 1c 9c 54 a4 24 a0	$.v.,../..0..0....g.s..#....T.$.
bd00	77 a3 2d d3 1d 30 d3 0e 31 d0 08 31 d8 07 0e 90 26 d2 07 18 d8 08 0e e4 0b 0f 90 07 97 0e 91 0e	w.-..0..1..1....&...............
bd20	d3 10 20 d7 10 28 d1 10 28 a8 16 d7 29 3a d1 29 3a b8 34 d3 29 40 d8 10 17 d7 10 22 d1 10 22 a0	.....(..(...):.):.4.)@....."..".
bd40	34 d3 10 28 f3 03 01 11 2a f3 00 01 0c 2b 80 44 e0 10 12 80 49 da 0a 0e d8 0d 11 8f 58 89 58 90	4..(....*....+.D....I.......X.X.
bd60	61 8b 5b 88 02 d8 0b 0d 8f 3d 89 3d 98 14 d4 0b 1e d8 0c 14 d8 0b 0d 8f 3d 89 3d 98 14 d4 0b 1e	a.[......=.=............=.=.....
bd80	d8 11 13 90 04 88 41 d8 11 15 97 18 91 18 98 21 93 1b 88 42 d8 0f 11 8f 7d 89 7d 98 54 d4 0f 22	......A........!...B....}.}.T.."
bda0	d8 10 11 97 08 91 08 98 12 94 0c d8 15 19 97 58 91 58 98 61 93 5b 90 02 d8 13 15 97 3d 91 3d a0	...............X.X.a.[......=.=.
bdc0	14 d4 13 26 dc 16 24 a4 54 a8 22 a3 58 d3 16 2e d0 10 2e d8 0c 0d 8f 48 89 48 90 52 8c 4c d9 0f	...&..$.T.".X..........H.H.R.L..
bde0	13 d8 15 19 97 58 91 58 98 61 93 5b 90 02 d8 13 15 97 3d 91 3d a0 14 d4 13 26 d8 14 15 97 48 91	.....X.X.a.[......=.=....&....H.
be00	48 98 52 95 4c e0 14 18 97 4b 91 4b a0 01 a0 32 d4 14 26 d8 0f 11 90 21 90 22 88 76 98 12 98 41	H.R.L....K.K...2..&....!.".v...A
be20	98 42 98 16 d2 0f 1f d9 10 18 d8 0c 15 d7 0c 1c d1 0c 1c 98 51 d4 0c 1f d9 0c 14 dc 0e 1c 9c 54	.B..................Q..........T
be40	a0 22 9b 58 d3 0e 26 d0 08 26 d9 0b 14 d8 08 0e d8 0c 25 a0 62 a7 67 a1 67 a8 69 d3 26 38 d7 26	.".X..&..&........%.b.g.g.i.&8.&
be60	3f d1 26 3f d3 26 41 d0 25 42 d0 0a 43 80 43 d8 07 0d 90 17 d2 07 18 dc 0e 1c 98 53 d3 0e 21 d0	?.&?.&A.%B..C.C............S..!.
be80	08 21 f0 03 00 08 19 72 4b 00 00 00 63 02 00 00 00 00 00 00 00 00 00 00 00 06 00 00 00 03 00 00	.!.....rK...c...................
bea0	00 f3 0e 02 00 00 97 00 64 01 64 02 6c 00 7d 02 64 01 64 03 6c 01 6d 02 7d 03 01 00 7c 00 80 24	........d.d.l.}.d.d.l.m.}...|..$
bec0	74 07 00 00 00 00 00 00 00 00 6a 08 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 64 04	t.........j...................d.
bee0	ab 01 00 00 00 00 00 00 7d 04 7c 04 6a 0a 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00	........}.|.j...................
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e3a0	60 61 74 6f 6c 20 2b 20 72 74 6f 6c 20 2a 20 61 62 73 28 64 65 73 69 72 65 64 29 60 60 2e 0a 0a	`atol.+.rtol.*.abs(desired)``...
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e6c0	30 2e 30 0a 0a 20 20 20 20 52 61 69 73 65 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 41	0.0......Raises.....------.....A
e6e0	73 73 65 72 74 69 6f 6e 45 72 72 6f 72 0a 20 20 20 20 20 20 20 20 49 66 20 61 63 74 75 61 6c 20	ssertionError.........If.actual.
e700	61 6e 64 20 64 65 73 69 72 65 64 20 61 72 65 20 6e 6f 74 20 65 71 75 61 6c 20 75 70 20 74 6f 20	and.desired.are.not.equal.up.to.
e720	73 70 65 63 69 66 69 65 64 20 70 72 65 63 69 73 69 6f 6e 2e 0a 0a 20 20 20 20 53 65 65 20 41 6c	specified.precision.......See.Al
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e780	5f 6d 61 78 5f 75 6c 70 0a 0a 20 20 20 20 4e 6f 74 65 73 0a 20 20 20 20 2d 2d 2d 2d 2d 0a 20 20	_max_ulp......Notes.....-----...
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e880	74 68 65 20 60 73 74 72 69 63 74 60 20 70 61 72 61 6d 65 74 65 72 2e 0a 0a 20 20 20 20 45 78 61	the.`strict`.parameter.......Exa
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e8c0	31 65 2d 35 2c 20 31 65 2d 33 2c 20 31 65 2d 31 5d 0a 20 20 20 20 3e 3e 3e 20 79 20 3d 20 6e 70	1e-5,.1e-3,.1e-1].....>>>.y.=.np
e8e0	2e 61 72 63 63 6f 73 28 6e 70 2e 63 6f 73 28 78 29 29 0a 20 20 20 20 3e 3e 3e 20 6e 70 2e 74 65	.arccos(np.cos(x)).....>>>.np.te
e900	73 74 69 6e 67 2e 61 73 73 65 72 74 5f 61 6c 6c 63 6c 6f 73 65 28 78 2c 20 79 2c 20 72 74 6f 6c	sting.assert_allclose(x,.y,.rtol
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e9a0	65 63 6b 73 20 74 68 61 74 20 74 68 65 20 76 61 6c 75 65 20 6f 66 20 60 6e 75 6d 70 79 2e 73 69	ecks.that.the.value.of.`numpy.si
e9c0	6e 60 0a 20 20 20 20 69 73 20 6e 65 61 72 6c 79 20 7a 65 72 6f 20 61 74 20 69 6e 74 65 67 65 72	n`.....is.nearly.zero.at.integer
e9e0	20 6d 75 6c 74 69 70 6c 65 73 20 6f 66 20 cf 80 2e 0a 0a 20 20 20 20 3e 3e 3e 20 78 20 3d 20 6e	.multiples.of..........>>>.x.=.n
ea00	70 2e 61 72 61 6e 67 65 28 33 29 20 2a 20 6e 70 2e 70 69 0a 20 20 20 20 3e 3e 3e 20 6e 70 2e 74	p.arange(3).*.np.pi.....>>>.np.t
ea20	65 73 74 69 6e 67 2e 61 73 73 65 72 74 5f 61 6c 6c 63 6c 6f 73 65 28 6e 70 2e 73 69 6e 28 78 29	esting.assert_allclose(np.sin(x)
ea40	2c 20 30 2c 20 61 74 6f 6c 3d 31 65 2d 31 35 29 0a 0a 20 20 20 20 55 73 65 20 60 73 74 72 69 63	,.0,.atol=1e-15)......Use.`stric
ea60	74 60 20 74 6f 20 72 61 69 73 65 20 61 6e 20 60 60 41 73 73 65 72 74 69 6f 6e 45 72 72 6f 72 60	t`.to.raise.an.``AssertionError`
ea80	60 20 77 68 65 6e 20 63 6f 6d 70 61 72 69 6e 67 20 61 6e 20 61 72 72 61 79 0a 20 20 20 20 77 69	`.when.comparing.an.array.....wi
eaa0	74 68 20 6f 6e 65 20 6f 72 20 6d 6f 72 65 20 64 69 6d 65 6e 73 69 6f 6e 73 20 61 67 61 69 6e 73	th.one.or.more.dimensions.agains
eac0	74 20 61 20 73 63 61 6c 61 72 2e 0a 0a 20 20 20 20 3e 3e 3e 20 6e 70 2e 74 65 73 74 69 6e 67 2e	t.a.scalar.......>>>.np.testing.
eae0	61 73 73 65 72 74 5f 61 6c 6c 63 6c 6f 73 65 28 6e 70 2e 73 69 6e 28 78 29 2c 20 30 2c 20 61 74	assert_allclose(np.sin(x),.0,.at
eb00	6f 6c 3d 31 65 2d 31 35 2c 20 73 74 72 69 63 74 3d 54 72 75 65 29 0a 20 20 20 20 54 72 61 63 65	ol=1e-15,.strict=True).....Trace
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eb40	20 20 20 20 20 20 2e 2e 2e 0a 20 20 20 20 41 73 73 65 72 74 69 6f 6e 45 72 72 6f 72 3a 0a 20 20	..............AssertionError:...
eb60	20 20 4e 6f 74 20 65 71 75 61 6c 20 74 6f 20 74 6f 6c 65 72 61 6e 63 65 20 72 74 6f 6c 3d 31 65	..Not.equal.to.tolerance.rtol=1e
eb80	2d 30 37 2c 20 61 74 6f 6c 3d 31 65 2d 31 35 0a 20 20 20 20 3c 42 4c 41 4e 4b 4c 49 4e 45 3e 0a	-07,.atol=1e-15.....<BLANKLINE>.
eba0	20 20 20 20 28 73 68 61 70 65 73 20 28 33 2c 29 2c 20 28 29 20 6d 69 73 6d 61 74 63 68 29 0a 20	....(shapes.(3,),.().mismatch)..
ebc0	20 20 20 20 41 43 54 55 41 4c 3a 20 61 72 72 61 79 28 5b 20 30 2e 30 30 30 30 30 30 65 2b 30 30	....ACTUAL:.array([.0.000000e+00
ebe0	2c 20 20 31 2e 32 32 34 36 34 37 65 2d 31 36 2c 20 2d 32 2e 34 34 39 32 39 34 65 2d 31 36 5d 29	,..1.224647e-16,.-2.449294e-16])
ec00	0a 20 20 20 20 20 44 45 53 49 52 45 44 3a 20 61 72 72 61 79 28 30 29 0a 0a 20 20 20 20 54 68 65	......DESIRED:.array(0)......The
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ec40	20 74 68 61 74 20 74 68 65 20 61 72 72 61 79 20 64 61 74 61 20 74 79 70 65 73 20 6d 61 74 63 68	.that.the.array.data.types.match
ec60	3a 0a 0a 20 20 20 20 3e 3e 3e 20 79 20 3d 20 6e 70 2e 7a 65 72 6f 73 28 33 2c 20 64 74 79 70 65	:......>>>.y.=.np.zeros(3,.dtype
ec80	3d 6e 70 2e 66 6c 6f 61 74 33 32 29 0a 20 20 20 20 3e 3e 3e 20 6e 70 2e 74 65 73 74 69 6e 67 2e	=np.float32).....>>>.np.testing.
eca0	61 73 73 65 72 74 5f 61 6c 6c 63 6c 6f 73 65 28 6e 70 2e 73 69 6e 28 78 29 2c 20 79 2c 20 61 74	assert_allclose(np.sin(x),.y,.at
ecc0	6f 6c 3d 31 65 2d 31 35 2c 20 73 74 72 69 63 74 3d 54 72 75 65 29 0a 20 20 20 20 54 72 61 63 65	ol=1e-15,.strict=True).....Trace
ece0	62 61 63 6b 20 28 6d 6f 73 74 20 72 65 63 65 6e 74 20 63 61 6c 6c 20 6c 61 73 74 29 3a 0a 20 20	back.(most.recent.call.last):...
ed00	20 20 20 20 20 20 2e 2e 2e 0a 20 20 20 20 41 73 73 65 72 74 69 6f 6e 45 72 72 6f 72 3a 0a 20 20	..............AssertionError:...
ed20	20 20 4e 6f 74 20 65 71 75 61 6c 20 74 6f 20 74 6f 6c 65 72 61 6e 63 65 20 72 74 6f 6c 3d 31 65	..Not.equal.to.tolerance.rtol=1e
ed40	2d 30 37 2c 20 61 74 6f 6c 3d 31 65 2d 31 35 0a 20 20 20 20 3c 42 4c 41 4e 4b 4c 49 4e 45 3e 0a	-07,.atol=1e-15.....<BLANKLINE>.
ed60	20 20 20 20 28 64 74 79 70 65 73 20 66 6c 6f 61 74 36 34 2c 20 66 6c 6f 61 74 33 32 20 6d 69 73	....(dtypes.float64,.float32.mis
ed80	6d 61 74 63 68 29 0a 20 20 20 20 20 41 43 54 55 41 4c 3a 20 61 72 72 61 79 28 5b 20 30 2e 30 30	match)......ACTUAL:.array([.0.00
eda0	30 30 30 30 65 2b 30 30 2c 20 20 31 2e 32 32 34 36 34 37 65 2d 31 36 2c 20 2d 32 2e 34 34 39 32	0000e+00,..1.224647e-16,.-2.4492
edc0	39 34 65 2d 31 36 5d 29 0a 20 20 20 20 20 44 45 53 49 52 45 44 3a 20 61 72 72 61 79 28 5b 30 2e	94e-16])......DESIRED:.array([0.
ede0	2c 20 30 2e 2c 20 30 2e 5d 2c 20 64 74 79 70 65 3d 66 6c 6f 61 74 33 32 29 0a 0a 20 20 20 20 54	,.0.,.0.],.dtype=float32)......T
ee00	72 02 00 00 00 4e 63 02 00 00 00 00 00 00 00 00 00 00 00 07 00 00 00 13 00 00 00 f3 58 00 00 00	r....Nc.....................X...
ee20	95 04 97 00 89 04 6a 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 6a 02 00 00 00 00	......j...................j.....
ee40	00 00 00 00 00 00 00 00 00 00 00 00 00 00 6a 05 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00	..............j.................
ee60	00 00 7c 00 7c 01 89 05 89 02 89 03 ac 01 ab 05 00 00 00 00 00 00 53 00 29 02 4e 29 03 da 04 72	..|.|.................S.).N)...r
ee80	74 6f 6c da 04 61 74 6f 6c 72 3a 01 00 00 29 03 da 05 5f 63 6f 72 65 da 07 6e 75 6d 65 72 69 63	tol..atolr:...)..._core..numeric
eea0	da 07 69 73 63 6c 6f 73 65 29 06 72 0b 01 00 00 72 17 01 00 00 72 d5 01 00 00 72 3a 01 00 00 72	..isclose).r....r....r....r:...r
eec0	cd 00 00 00 72 d4 01 00 00 73 06 00 00 00 20 20 80 80 80 80 72 4c 00 00 00 72 62 01 00 00 7a 20	....r....s..........rL...rb...z.
eee0	61 73 73 65 72 74 5f 61 6c 6c 63 6c 6f 73 65 2e 3c 6c 6f 63 61 6c 73 3e 2e 63 6f 6d 70 61 72 65	assert_allclose.<locals>.compare
ef00	b0 06 00 00 73 30 00 00 00 f8 80 00 d8 0f 11 8f 78 89 78 d7 0f 1f d1 0f 1f d7 0f 27 d1 0f 27 a8	....s0..........x.x........'..'.
ef20	01 a8 31 b0 34 b8 64 d8 31 3a f0 03 00 10 28 f3 00 01 10 3c f0 00 01 09 3c 72 4b 00 00 00 7a 1c	..1.4.d.1:....(....<....<rK...z.
ef40	4e 6f 74 20 65 71 75 61 6c 20 74 6f 20 74 6f 6c 65 72 61 6e 63 65 20 72 74 6f 6c 3d da 01 67 7a	Not.equal.to.tolerance.rtol=..gz
ef60	07 2c 20 61 74 6f 6c 3d 29 05 72 b3 00 00 00 72 24 00 00 00 72 b4 00 00 00 72 3a 01 00 00 72 bc	.,.atol=).r....r$...r....r:...r.
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efa0	72 d5 00 00 00 72 d4 01 00 00 72 d5 01 00 00 72 3a 01 00 00 72 b3 00 00 00 72 24 00 00 00 72 bc	r....r....r....r:...r....r$...r.
efc0	00 00 00 72 6a 00 00 00 72 62 01 00 00 72 b4 00 00 00 72 cd 00 00 00 73 0c 00 00 00 20 20 60 60	...rj...rb...r....r....s......``
efe0	60 20 20 20 20 20 20 40 72 4c 00 00 00 72 2c 00 00 00 72 2c 00 00 00 4e 06 00 00 73 69 00 00 00	`......@rL...r,...r,...N...si...
f000	fb 80 00 f0 7e 02 00 19 1d d0 04 15 db 04 16 f7 04 02 05 3c f0 08 00 17 24 90 62 97 6d 91 6d a0	....~..............<....$.b.m.m.
f020	46 d3 16 2b a8 5d a8 52 af 5d a9 5d b8 37 d3 2d 43 88 47 80 46 d8 0f 2b a8 44 b0 11 a8 38 b0 37	F..+.].R.].].7.-C.G.F..+.D...8.7
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f060	39 d8 20 26 f6 05 02 05 28 72 4b 00 00 00 63 03 00 00 00 00 00 00 00 00 00 00 00 08 00 00 00 03	9..&....(rK...c.................
f080	00 00 00 f3 c8 01 00 00 97 00 64 01 7d 03 64 02 64 03 6c 00 7d 04 02 00 7c 04 6a 02 00 00 00 00	..........d.}.d.d.l.}...|.j.....
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f0c0	00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 01 ab 01 00 00 00 00 00 00 7d 06 7c 02	..................|.........}.|.
f0e0	02 00 7c 04 6a 04 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 02 00 7c 04 6a 06 00 00	..|.j.....................|.j...
f100	00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 05 7c 06 6b 44 00 00 7c 05 7c 06 ab 03 00 00	................|.|.kD..|.|.....
f120	00 00 00 00 ab 01 00 00 00 00 00 00 7a 05 00 00 7d 07 02 00 7c 04 6a 08 00 00 00 00 00 00 00 00	............z...}...|.j.........
f140	00 00 00 00 00 00 00 00 00 00 02 00 7c 04 6a 02 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00	............|.j.................
f160	00 00 7c 00 7c 01 7a 0a 00 00 ab 01 00 00 00 00 00 00 7c 07 6b 1a 00 00 ab 01 00 00 00 00 00 00	..|.|.z...........|.k...........
f180	73 66 02 00 7c 04 6a 0a 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 00 ab 01 00 00	sf..|.j...................|.....
f1a0	00 00 00 00 73 12 02 00 7c 04 6a 0a 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 01	....s...|.j...................|.
f1c0	ab 01 00 00 00 00 00 00 72 11 64 04 7c 02 9b 00 64 05 9d 03 7d 08 74 11 00 00 00 00 00 00 00 00	........r.d.|...d...}.t.........
f1e0	7c 08 ab 01 00 00 00 00 00 00 82 01 02 00 7c 04 6a 0c 00 00 00 00 00 00 00 00 00 00 00 00 00 00	|.............|.j...............
f200	00 00 00 00 74 0f 00 00 00 00 00 00 00 00 7c 00 7c 01 ab 02 00 00 00 00 00 00 ab 01 00 00 00 00	....t.........|.|...............
f220	00 00 7d 09 64 04 7c 02 9b 00 64 06 7c 09 64 07 9b 04 64 08 9d 05 7d 08 74 11 00 00 00 00 00 00	..}.d.|...d.|.d...d...}.t.......
f240	00 00 7c 08 ab 01 00 00 00 00 00 00 82 01 79 03 29 09 61 d9 04 00 00 0a 20 20 20 20 43 6f 6d 70	..|...........y.).a.........Comp
f260	61 72 65 20 74 77 6f 20 61 72 72 61 79 73 20 72 65 6c 61 74 69 76 65 6c 79 20 74 6f 20 74 68 65	are.two.arrays.relatively.to.the
f280	69 72 20 73 70 61 63 69 6e 67 2e 0a 0a 20 20 20 20 54 68 69 73 20 69 73 20 61 20 72 65 6c 61 74	ir.spacing.......This.is.a.relat
f2a0	69 76 65 6c 79 20 72 6f 62 75 73 74 20 6d 65 74 68 6f 64 20 74 6f 20 63 6f 6d 70 61 72 65 20 74	ively.robust.method.to.compare.t
f2c0	77 6f 20 61 72 72 61 79 73 20 77 68 6f 73 65 20 61 6d 70 6c 69 74 75 64 65 0a 20 20 20 20 69 73	wo.arrays.whose.amplitude.....is
f2e0	20 76 61 72 69 61 62 6c 65 2e 0a 0a 20 20 20 20 50 61 72 61 6d 65 74 65 72 73 0a 20 20 20 20 2d	.variable.......Parameters.....-
f300	2d 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 78 2c 20 79 20 3a 20 61 72 72 61 79 5f 6c 69 6b 65 0a	---------.....x,.y.:.array_like.
f320	20 20 20 20 20 20 20 20 49 6e 70 75 74 20 61 72 72 61 79 73 2e 0a 20 20 20 20 6e 75 6c 70 20 3a	........Input.arrays......nulp.:
f340	20 69 6e 74 2c 20 6f 70 74 69 6f 6e 61 6c 0a 20 20 20 20 20 20 20 20 54 68 65 20 6d 61 78 69 6d	.int,.optional.........The.maxim
f360	75 6d 20 6e 75 6d 62 65 72 20 6f 66 20 75 6e 69 74 20 69 6e 20 74 68 65 20 6c 61 73 74 20 70 6c	um.number.of.unit.in.the.last.pl
f380	61 63 65 20 66 6f 72 20 74 6f 6c 65 72 61 6e 63 65 20 28 73 65 65 20 4e 6f 74 65 73 29 2e 0a 20	ace.for.tolerance.(see.Notes)...
f3a0	20 20 20 20 20 20 20 44 65 66 61 75 6c 74 20 69 73 20 31 2e 0a 0a 20 20 20 20 52 65 74 75 72 6e	.......Default.is.1.......Return
f3c0	73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 4e 6f 6e 65 0a 0a 20 20 20 20 52 61 69 73	s.....-------.....None......Rais
f3e0	65 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 41 73 73 65 72 74 69 6f 6e 45 72 72 6f 72	es.....------.....AssertionError
f400	0a 20 20 20 20 20 20 20 20 49 66 20 74 68 65 20 73 70 61 63 69 6e 67 20 62 65 74 77 65 65 6e 20	.........If.the.spacing.between.
f420	60 78 60 20 61 6e 64 20 60 79 60 20 66 6f 72 20 6f 6e 65 20 6f 72 20 6d 6f 72 65 20 65 6c 65 6d	`x`.and.`y`.for.one.or.more.elem
f440	65 6e 74 73 20 69 73 20 6c 61 72 67 65 72 0a 20 20 20 20 20 20 20 20 74 68 61 6e 20 60 6e 75 6c	ents.is.larger.........than.`nul
f460	70 60 2e 0a 0a 20 20 20 20 53 65 65 20 41 6c 73 6f 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20	p`.......See.Also.....--------..
f480	20 20 20 61 73 73 65 72 74 5f 61 72 72 61 79 5f 6d 61 78 5f 75 6c 70 20 3a 20 43 68 65 63 6b 20	...assert_array_max_ulp.:.Check.
f4a0	74 68 61 74 20 61 6c 6c 20 69 74 65 6d 73 20 6f 66 20 61 72 72 61 79 73 20 64 69 66 66 65 72 20	that.all.items.of.arrays.differ.
f4c0	69 6e 20 61 74 20 6d 6f 73 74 0a 20 20 20 20 20 20 20 20 4e 20 55 6e 69 74 73 20 69 6e 20 74 68	in.at.most.........N.Units.in.th
f4e0	65 20 4c 61 73 74 20 50 6c 61 63 65 2e 0a 20 20 20 20 73 70 61 63 69 6e 67 20 3a 20 52 65 74 75	e.Last.Place......spacing.:.Retu
f500	72 6e 20 74 68 65 20 64 69 73 74 61 6e 63 65 20 62 65 74 77 65 65 6e 20 78 20 61 6e 64 20 74 68	rn.the.distance.between.x.and.th
f520	65 20 6e 65 61 72 65 73 74 20 61 64 6a 61 63 65 6e 74 20 6e 75 6d 62 65 72 2e 0a 0a 20 20 20 20	e.nearest.adjacent.number.......
f540	4e 6f 74 65 73 0a 20 20 20 20 2d 2d 2d 2d 2d 0a 20 20 20 20 41 6e 20 61 73 73 65 72 74 69 6f 6e	Notes.....-----.....An.assertion
f560	20 69 73 20 72 61 69 73 65 64 20 69 66 20 74 68 65 20 66 6f 6c 6c 6f 77 69 6e 67 20 63 6f 6e 64	.is.raised.if.the.following.cond
f580	69 74 69 6f 6e 20 69 73 20 6e 6f 74 20 6d 65 74 3a 3a 0a 0a 20 20 20 20 20 20 20 20 61 62 73 28	ition.is.not.met::..........abs(
f5a0	78 20 2d 20 79 29 20 3c 3d 20 6e 75 6c 70 20 2a 20 73 70 61 63 69 6e 67 28 6d 61 78 69 6d 75 6d	x.-.y).<=.nulp.*.spacing(maximum
f5c0	28 61 62 73 28 78 29 2c 20 61 62 73 28 79 29 29 29 0a 0a 20 20 20 20 45 78 61 6d 70 6c 65 73 0a	(abs(x),.abs(y)))......Examples.
f5e0	20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 3e 3e 3e 20 78 20 3d 20 6e 70 2e 61 72 72 61	....--------.....>>>.x.=.np.arra
f600	79 28 5b 31 2e 2c 20 31 65 2d 31 30 2c 20 31 65 2d 32 30 5d 29 0a 20 20 20 20 3e 3e 3e 20 65 70	y([1.,.1e-10,.1e-20]).....>>>.ep
f620	73 20 3d 20 6e 70 2e 66 69 6e 66 6f 28 78 2e 64 74 79 70 65 29 2e 65 70 73 0a 20 20 20 20 3e 3e	s.=.np.finfo(x.dtype).eps.....>>
f640	3e 20 6e 70 2e 74 65 73 74 69 6e 67 2e 61 73 73 65 72 74 5f 61 72 72 61 79 5f 61 6c 6d 6f 73 74	>.np.testing.assert_array_almost
f660	5f 65 71 75 61 6c 5f 6e 75 6c 70 28 78 2c 20 78 2a 65 70 73 2f 32 20 2b 20 78 29 0a 0a 20 20 20	_equal_nulp(x,.x*eps/2.+.x).....
f680	20 3e 3e 3e 20 6e 70 2e 74 65 73 74 69 6e 67 2e 61 73 73 65 72 74 5f 61 72 72 61 79 5f 61 6c 6d	.>>>.np.testing.assert_array_alm
f6a0	6f 73 74 5f 65 71 75 61 6c 5f 6e 75 6c 70 28 78 2c 20 78 2a 65 70 73 20 2b 20 78 29 0a 20 20 20	ost_equal_nulp(x,.x*eps.+.x)....
f6c0	20 54 72 61 63 65 62 61 63 6b 20 28 6d 6f 73 74 20 72 65 63 65 6e 74 20 63 61 6c 6c 20 6c 61 73	.Traceback.(most.recent.call.las
f6e0	74 29 3a 0a 20 20 20 20 20 20 2e 2e 2e 0a 20 20 20 20 41 73 73 65 72 74 69 6f 6e 45 72 72 6f 72	t):...............AssertionError
f700	3a 20 41 72 72 61 79 73 20 61 72 65 20 6e 6f 74 20 65 71 75 61 6c 20 74 6f 20 31 20 55 4c 50 20	:.Arrays.are.not.equal.to.1.ULP.
f720	28 6d 61 78 20 69 73 20 32 29 0a 0a 20 20 20 20 54 72 02 00 00 00 4e 7a 18 41 72 72 61 79 73 20	(max.is.2)......Tr....Nz.Arrays.
f740	61 72 65 20 6e 6f 74 20 65 71 75 61 6c 20 74 6f 20 7a 04 20 55 4c 50 7a 0d 20 55 4c 50 20 28 6d	are.not.equal.to.z..ULPz..ULP.(m
f760	61 78 20 69 73 20 72 d9 01 00 00 fa 01 29 29 09 72 4d 00 00 00 72 f0 00 00 00 da 07 73 70 61 63	ax.is.r......)).rM...r......spac
f780	69 6e 67 da 05 77 68 65 72 65 72 03 01 00 00 72 c0 00 00 00 72 06 01 00 00 da 09 6e 75 6c 70 5f	ing..wherer....r....r......nulp_
f7a0	64 69 66 66 72 67 00 00 00 29 0a 72 0b 01 00 00 72 17 01 00 00 da 04 6e 75 6c 70 72 6a 00 00 00	diffrg...).r....r......nulprj...
f7c0	72 cd 00 00 00 da 02 61 78 da 02 61 79 da 03 72 65 66 72 69 00 00 00 da 08 6d 61 78 5f 6e 75 6c	r......ax..ay..refri.....max_nul
f7e0	70 73 0a 00 00 00 20 20 20 20 20 20 20 20 20 20 72 4c 00 00 00 72 27 00 00 00 72 27 00 00 00 bb	ps..............rL...r'...r'....
f800	06 00 00 73 e9 00 00 00 80 00 f0 62 01 00 19 1d d0 04 15 db 04 16 d8 09 0f 88 12 8f 16 89 16 90	...s.......b....................
f820	01 8b 19 80 42 d8 09 0f 88 12 8f 16 89 16 90 01 8b 19 80 42 d8 0a 0e 90 1a 90 12 97 1a 91 1a 98	....B..............B............
f840	48 98 42 9f 48 99 48 a0 52 a8 22 a1 57 a8 62 b0 22 d3 1c 35 d3 11 36 d1 0a 36 80 43 d8 0b 11 88	H.B.H.H.R.".W.b."..5..6..6.C....
f860	32 8f 36 89 36 90 26 90 22 97 26 91 26 98 11 98 51 99 15 93 2d a0 33 d1 12 26 d4 0b 27 d8 0b 1a	2.6.6.&.".&.&...Q...-.3..&..'...
f880	88 32 8f 3f 89 3f 98 31 d4 0b 1d a0 1f a0 12 a7 1f a1 1f b0 11 d4 21 33 d8 14 2c a8 54 a8 46 b0	.2.?.?.1..............!3..,.T.F.
f8a0	24 d0 12 37 88 43 f4 08 00 0f 1d 98 53 d3 0e 21 d0 08 21 f0 05 00 18 1e 90 72 97 76 91 76 9c 69	$..7.C......S..!..!......r.v.v.i
f8c0	a8 01 a8 31 9b 6f d3 17 2e 88 48 d8 14 2c a8 54 a8 46 b0 2d c0 08 c8 11 b8 7c c8 31 d0 12 4d 88	...1.o....H..,.T.F.-.....|.1..M.
f8e0	43 dc 0e 1c 98 53 d3 0e 21 d0 08 21 f0 0d 00 0c 28 72 4b 00 00 00 63 04 00 00 00 00 00 00 00 00	C....S..!..!....(rK...c.........
f900	00 00 00 07 00 00 00 03 00 00 00 f3 96 00 00 00 97 00 64 01 7d 04 64 02 64 03 6c 00 7d 05 74 03	..................d.}.d.d.l.}.t.
f920	00 00 00 00 00 00 00 00 7c 00 7c 01 7c 03 ab 03 00 00 00 00 00 00 7d 06 02 00 7c 05 6a 04 00 00	........|.|.|.........}...|.j...
f940	00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 06 7c 02 6b 1a 00 00 ab 01 00 00 00 00 00 00	................|.|.k...........
f960	73 20 74 07 00 00 00 00 00 00 00 00 64 04 7c 02 02 00 7c 05 6a 08 00 00 00 00 00 00 00 00 00 00	s.t.........d.|...|.j...........
f980	00 00 00 00 00 00 00 00 7c 06 ab 01 00 00 00 00 00 00 66 02 7a 06 00 00 ab 01 00 00 00 00 00 00	........|.........f.z...........
f9a0	82 01 7c 06 53 00 29 05 61 69 04 00 00 0a 20 20 20 20 43 68 65 63 6b 20 74 68 61 74 20 61 6c 6c	..|.S.).ai........Check.that.all
f9c0	20 69 74 65 6d 73 20 6f 66 20 61 72 72 61 79 73 20 64 69 66 66 65 72 20 69 6e 20 61 74 20 6d 6f	.items.of.arrays.differ.in.at.mo
f9e0	73 74 20 4e 20 55 6e 69 74 73 20 69 6e 20 74 68 65 20 4c 61 73 74 20 50 6c 61 63 65 2e 0a 0a 20	st.N.Units.in.the.Last.Place....
fa00	20 20 20 50 61 72 61 6d 65 74 65 72 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20	...Parameters.....----------....
fa20	20 61 2c 20 62 20 3a 20 61 72 72 61 79 5f 6c 69 6b 65 0a 20 20 20 20 20 20 20 20 49 6e 70 75 74	.a,.b.:.array_like.........Input
fa40	20 61 72 72 61 79 73 20 74 6f 20 62 65 20 63 6f 6d 70 61 72 65 64 2e 0a 20 20 20 20 6d 61 78 75	.arrays.to.be.compared......maxu
fa60	6c 70 20 3a 20 69 6e 74 2c 20 6f 70 74 69 6f 6e 61 6c 0a 20 20 20 20 20 20 20 20 54 68 65 20 6d	lp.:.int,.optional.........The.m
fa80	61 78 69 6d 75 6d 20 6e 75 6d 62 65 72 20 6f 66 20 75 6e 69 74 73 20 69 6e 20 74 68 65 20 6c 61	aximum.number.of.units.in.the.la
faa0	73 74 20 70 6c 61 63 65 20 74 68 61 74 20 65 6c 65 6d 65 6e 74 73 20 6f 66 20 60 61 60 20 61 6e	st.place.that.elements.of.`a`.an
fac0	64 0a 20 20 20 20 20 20 20 20 60 62 60 20 63 61 6e 20 64 69 66 66 65 72 2e 20 44 65 66 61 75 6c	d.........`b`.can.differ..Defaul
fae0	74 20 69 73 20 31 2e 0a 20 20 20 20 64 74 79 70 65 20 3a 20 64 74 79 70 65 2c 20 6f 70 74 69 6f	t.is.1......dtype.:.dtype,.optio
fb00	6e 61 6c 0a 20 20 20 20 20 20 20 20 44 61 74 61 2d 74 79 70 65 20 74 6f 20 63 6f 6e 76 65 72 74	nal.........Data-type.to.convert
fb20	20 60 61 60 20 61 6e 64 20 60 62 60 20 74 6f 20 69 66 20 67 69 76 65 6e 2e 20 44 65 66 61 75 6c	.`a`.and.`b`.to.if.given..Defaul
fb40	74 20 69 73 20 4e 6f 6e 65 2e 0a 0a 20 20 20 20 52 65 74 75 72 6e 73 0a 20 20 20 20 2d 2d 2d 2d	t.is.None.......Returns.....----
fb60	2d 2d 2d 0a 20 20 20 20 72 65 74 20 3a 20 6e 64 61 72 72 61 79 0a 20 20 20 20 20 20 20 20 41 72	---.....ret.:.ndarray.........Ar
fb80	72 61 79 20 63 6f 6e 74 61 69 6e 69 6e 67 20 6e 75 6d 62 65 72 20 6f 66 20 72 65 70 72 65 73 65	ray.containing.number.of.represe
fba0	6e 74 61 62 6c 65 20 66 6c 6f 61 74 69 6e 67 20 70 6f 69 6e 74 20 6e 75 6d 62 65 72 73 20 62 65	ntable.floating.point.numbers.be
fbc0	74 77 65 65 6e 0a 20 20 20 20 20 20 20 20 69 74 65 6d 73 20 69 6e 20 60 61 60 20 61 6e 64 20 60	tween.........items.in.`a`.and.`
fbe0	62 60 2e 0a 0a 20 20 20 20 52 61 69 73 65 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 41	b`.......Raises.....------.....A
fc00	73 73 65 72 74 69 6f 6e 45 72 72 6f 72 0a 20 20 20 20 20 20 20 20 49 66 20 6f 6e 65 20 6f 72 20	ssertionError.........If.one.or.
fc20	6d 6f 72 65 20 65 6c 65 6d 65 6e 74 73 20 64 69 66 66 65 72 20 62 79 20 6d 6f 72 65 20 74 68 61	more.elements.differ.by.more.tha
fc40	6e 20 60 6d 61 78 75 6c 70 60 2e 0a 0a 20 20 20 20 4e 6f 74 65 73 0a 20 20 20 20 2d 2d 2d 2d 2d	n.`maxulp`.......Notes.....-----
fc60	0a 20 20 20 20 46 6f 72 20 63 6f 6d 70 75 74 69 6e 67 20 74 68 65 20 55 4c 50 20 64 69 66 66 65	.....For.computing.the.ULP.diffe
fc80	72 65 6e 63 65 2c 20 74 68 69 73 20 41 50 49 20 64 6f 65 73 20 6e 6f 74 20 64 69 66 66 65 72 65	rence,.this.API.does.not.differe
fca0	6e 74 69 61 74 65 20 62 65 74 77 65 65 6e 0a 20 20 20 20 76 61 72 69 6f 75 73 20 72 65 70 72 65	ntiate.between.....various.repre
fcc0	73 65 6e 74 61 74 69 6f 6e 73 20 6f 66 20 4e 41 4e 20 28 55 4c 50 20 64 69 66 66 65 72 65 6e 63	sentations.of.NAN.(ULP.differenc
fce0	65 20 62 65 74 77 65 65 6e 20 30 78 37 66 63 30 30 30 30 30 20 61 6e 64 20 30 78 66 66 63 30 30	e.between.0x7fc00000.and.0xffc00
fd00	30 30 30 0a 20 20 20 20 69 73 20 7a 65 72 6f 29 2e 0a 0a 20 20 20 20 53 65 65 20 41 6c 73 6f 0a	000.....is.zero).......See.Also.
fd20	20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 61 73 73 65 72 74 5f 61 72 72 61 79 5f 61 6c	....--------.....assert_array_al
fd40	6d 6f 73 74 5f 65 71 75 61 6c 5f 6e 75 6c 70 20 3a 20 43 6f 6d 70 61 72 65 20 74 77 6f 20 61 72	most_equal_nulp.:.Compare.two.ar
fd60	72 61 79 73 20 72 65 6c 61 74 69 76 65 6c 79 20 74 6f 20 74 68 65 69 72 0a 20 20 20 20 20 20 20	rays.relatively.to.their........
fd80	20 73 70 61 63 69 6e 67 2e 0a 0a 20 20 20 20 45 78 61 6d 70 6c 65 73 0a 20 20 20 20 2d 2d 2d 2d	.spacing.......Examples.....----
fda0	2d 2d 2d 2d 0a 20 20 20 20 3e 3e 3e 20 61 20 3d 20 6e 70 2e 6c 69 6e 73 70 61 63 65 28 30 2e 2c	----.....>>>.a.=.np.linspace(0.,
fdc0	20 31 2e 2c 20 31 30 30 29 0a 20 20 20 20 3e 3e 3e 20 72 65 73 20 3d 20 6e 70 2e 74 65 73 74 69	.1.,.100).....>>>.res.=.np.testi
fde0	6e 67 2e 61 73 73 65 72 74 5f 61 72 72 61 79 5f 6d 61 78 5f 75 6c 70 28 61 2c 20 6e 70 2e 61 72	ng.assert_array_max_ulp(a,.np.ar
fe00	63 73 69 6e 28 6e 70 2e 73 69 6e 28 61 29 29 29 0a 0a 20 20 20 20 54 72 02 00 00 00 4e 7a 43 41	csin(np.sin(a)))......Tr....NzCA
fe20	72 72 61 79 73 20 61 72 65 20 6e 6f 74 20 61 6c 6d 6f 73 74 20 65 71 75 61 6c 20 75 70 20 74 6f	rrays.are.not.almost.equal.up.to
fe40	20 25 67 20 55 4c 50 20 28 6d 61 78 20 64 69 66 66 65 72 65 6e 63 65 20 69 73 20 25 67 20 55 4c	.%g.ULP.(max.difference.is.%g.UL
fe60	50 29 29 05 72 4d 00 00 00 72 de 01 00 00 72 03 01 00 00 72 67 00 00 00 72 06 01 00 00 29 07 72	P)).rM...r....r....rg...r....).r
fe80	b7 00 00 00 72 cc 01 00 00 da 06 6d 61 78 75 6c 70 72 cf 00 00 00 72 6a 00 00 00 72 cd 00 00 00	....r......maxulpr....rj...r....
fea0	da 03 72 65 74 73 07 00 00 00 20 20 20 20 20 20 20 72 4c 00 00 00 72 29 00 00 00 72 29 00 00 00	..rets...........rL...r)...r)...
fec0	fa 06 00 00 73 5e 00 00 00 80 00 f0 54 01 00 19 1d d0 04 15 db 04 16 dc 0a 13 90 41 90 71 98 25	....s^......T..............A.q.%
fee0	d3 0a 20 80 43 d8 0b 11 88 32 8f 36 89 36 90 23 98 16 91 2d d4 0b 20 dc 0e 1c f0 00 01 1e 3e e0	....C....2.6.6.#...-..........>.
ff00	1e 24 a0 66 a0 62 a7 66 a1 66 a8 53 a3 6b d0 1d 32 f1 05 02 1e 33 f3 00 02 0f 34 f0 00 02 09 34	.$.f.b.f.f.S.k..2....3....4....4
ff20	f0 06 00 0c 0f 80 4a 72 4b 00 00 00 63 03 00 00 00 00 00 00 00 00 00 00 00 06 00 00 00 03 00 00	......JrK...c...................
ff40	00 f3 c4 02 00 00 87 07 97 00 64 01 64 02 6c 00 8a 07 7c 02 72 29 02 00 89 07 6a 02 00 00 00 00	..........d.d.l...|.r)....j.....
ff60	00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 00 7c 02 ac 03 ab 02 00 00 00 00 00 00 7d 00 02 00	..............|.|...........}...
ff80	89 07 6a 02 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 01 7c 02 ac 03 ab 02 00 00	..j...................|.|.......
ffa0	00 00 00 00 7d 01 6e 24 02 00 89 07 6a 02 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00	....}.n$....j...................
ffc0	7c 00 ab 01 00 00 00 00 00 00 7d 00 02 00 89 07 6a 02 00 00 00 00 00 00 00 00 00 00 00 00 00 00	|.........}.....j...............
ffe0	00 00 00 00 7c 01 ab 01 00 00 00 00 00 00 7d 01 02 00 89 07 6a 04 00 00 00 00 00 00 00 00 00 00	....|.........}.....j...........
10000	00 00 00 00 00 00 00 00 7c 00 7c 01 ab 02 00 00 00 00 00 00 7d 03 02 00 89 07 6a 06 00 00 00 00	........|.|.........}.....j.....
10020	00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 00 ab 01 00 00 00 00 00 00 73 12 02 00 89 07 6a 06	..............|.........s.....j.
10040	00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 01 ab 01 00 00 00 00 00 00 72 0b 74 09	..................|.........r.t.
10060	00 00 00 00 00 00 00 00 64 04 ab 01 00 00 00 00 00 00 82 01 02 00 89 07 6a 0a 00 00 00 00 00 00	........d...............j.......
10080	00 00 00 00 00 00 00 00 00 00 00 00 7c 00 67 01 7c 03 ac 03 ab 02 00 00 00 00 00 00 7d 00 02 00	............|.g.|...........}...
100a0	89 07 6a 0a 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 01 67 01 7c 03 ac 03 ab 02	..j...................|.g.|.....
100c0	00 00 00 00 00 00 7d 01 89 07 6a 0c 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 00	......}...j...................|.
100e0	02 00 89 07 6a 0e 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 00 ab 01 00 00 00 00	....j...................|.......
10100	00 00 3c 00 00 00 89 07 6a 0c 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 01 02 00	..<.....j...................|...
10120	89 07 6a 0e 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 01 ab 01 00 00 00 00 00 00	..j...................|.........
10140	3c 00 00 00 7c 00 6a 10 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 01 6a 10 00 00	<...|.j...................|.j...
10160	00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 6b 28 00 00 73 25 74 13 00 00 00 00 00 00 00 00	................k(..s%t.........
10180	64 05 7c 00 6a 10 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 9b 00 64 06 7c 01 6a 10	d.|.j.....................d.|.j.
101a0	00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 9b 00 9d 04 ab 01 00 00 00 00 00 00 82 01	................................
101c0	88 07 66 01 64 07 84 08 7d 04 74 15 00 00 00 00 00 00 00 00 7c 00 ab 01 00 00 00 00 00 00 7d 05	..f.d...}.t.........|.........}.
101e0	74 15 00 00 00 00 00 00 00 00 7c 01 ab 01 00 00 00 00 00 00 7d 06 02 00 7c 04 7c 05 7c 06 7c 03	t.........|.........}...|.|.|.|.
10200	ab 03 00 00 00 00 00 00 53 00 29 08 61 6e 03 00 00 46 6f 72 20 65 61 63 68 20 69 74 65 6d 20 69	........S.).an...For.each.item.i
10220	6e 20 78 20 61 6e 64 20 79 2c 20 72 65 74 75 72 6e 20 74 68 65 20 6e 75 6d 62 65 72 20 6f 66 20	n.x.and.y,.return.the.number.of.
10240	72 65 70 72 65 73 65 6e 74 61 62 6c 65 20 66 6c 6f 61 74 69 6e 67 0a 20 20 20 20 70 6f 69 6e 74	representable.floating.....point
10260	73 20 62 65 74 77 65 65 6e 20 74 68 65 6d 2e 0a 0a 20 20 20 20 50 61 72 61 6d 65 74 65 72 73 0a	s.between.them.......Parameters.
10280	20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 78 20 3a 20 61 72 72 61 79 5f 6c 69 6b	....----------.....x.:.array_lik
102a0	65 0a 20 20 20 20 20 20 20 20 66 69 72 73 74 20 69 6e 70 75 74 20 61 72 72 61 79 0a 20 20 20 20	e.........first.input.array.....
102c0	79 20 3a 20 61 72 72 61 79 5f 6c 69 6b 65 0a 20 20 20 20 20 20 20 20 73 65 63 6f 6e 64 20 69 6e	y.:.array_like.........second.in
102e0	70 75 74 20 61 72 72 61 79 0a 20 20 20 20 64 74 79 70 65 20 3a 20 64 74 79 70 65 2c 20 6f 70 74	put.array.....dtype.:.dtype,.opt
10300	69 6f 6e 61 6c 0a 20 20 20 20 20 20 20 20 44 61 74 61 2d 74 79 70 65 20 74 6f 20 63 6f 6e 76 65	ional.........Data-type.to.conve
10320	72 74 20 60 78 60 20 61 6e 64 20 60 79 60 20 74 6f 20 69 66 20 67 69 76 65 6e 2e 20 44 65 66 61	rt.`x`.and.`y`.to.if.given..Defa
10340	75 6c 74 20 69 73 20 4e 6f 6e 65 2e 0a 0a 20 20 20 20 52 65 74 75 72 6e 73 0a 20 20 20 20 2d 2d	ult.is.None.......Returns.....--
10360	2d 2d 2d 2d 2d 0a 20 20 20 20 6e 75 6c 70 20 3a 20 61 72 72 61 79 5f 6c 69 6b 65 0a 20 20 20 20	-----.....nulp.:.array_like.....
10380	20 20 20 20 6e 75 6d 62 65 72 20 6f 66 20 72 65 70 72 65 73 65 6e 74 61 62 6c 65 20 66 6c 6f 61	....number.of.representable.floa
103a0	74 69 6e 67 20 70 6f 69 6e 74 20 6e 75 6d 62 65 72 73 20 62 65 74 77 65 65 6e 20 65 61 63 68 20	ting.point.numbers.between.each.
103c0	69 74 65 6d 20 69 6e 20 78 0a 20 20 20 20 20 20 20 20 61 6e 64 20 79 2e 0a 0a 20 20 20 20 4e 6f	item.in.x.........and.y.......No
103e0	74 65 73 0a 20 20 20 20 2d 2d 2d 2d 2d 0a 20 20 20 20 46 6f 72 20 63 6f 6d 70 75 74 69 6e 67 20	tes.....-----.....For.computing.
10400	74 68 65 20 55 4c 50 20 64 69 66 66 65 72 65 6e 63 65 2c 20 74 68 69 73 20 41 50 49 20 64 6f 65	the.ULP.difference,.this.API.doe
10420	73 20 6e 6f 74 20 64 69 66 66 65 72 65 6e 74 69 61 74 65 20 62 65 74 77 65 65 6e 0a 20 20 20 20	s.not.differentiate.between.....
10440	76 61 72 69 6f 75 73 20 72 65 70 72 65 73 65 6e 74 61 74 69 6f 6e 73 20 6f 66 20 4e 41 4e 20 28	various.representations.of.NAN.(
10460	55 4c 50 20 64 69 66 66 65 72 65 6e 63 65 20 62 65 74 77 65 65 6e 20 30 78 37 66 63 30 30 30 30	ULP.difference.between.0x7fc0000
10480	30 20 61 6e 64 20 30 78 66 66 63 30 30 30 30 30 0a 20 20 20 20 69 73 20 7a 65 72 6f 29 2e 0a 0a	0.and.0xffc00000.....is.zero)...
104a0	20 20 20 20 45 78 61 6d 70 6c 65 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 23 20	....Examples.....--------.....#.
104c0	42 79 20 64 65 66 69 6e 69 74 69 6f 6e 2c 20 65 70 73 69 6c 6f 6e 20 69 73 20 74 68 65 20 73 6d	By.definition,.epsilon.is.the.sm
104e0	61 6c 6c 65 73 74 20 6e 75 6d 62 65 72 20 73 75 63 68 20 61 73 20 31 20 2b 20 65 70 73 20 21 3d	allest.number.such.as.1.+.eps.!=
10500	20 31 2c 20 73 6f 0a 20 20 20 20 23 20 74 68 65 72 65 20 73 68 6f 75 6c 64 20 62 65 20 65 78 61	.1,.so.....#.there.should.be.exa
10520	63 74 6c 79 20 6f 6e 65 20 55 4c 50 20 62 65 74 77 65 65 6e 20 31 20 61 6e 64 20 31 20 2b 20 65	ctly.one.ULP.between.1.and.1.+.e
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110a0	00 0a 20 20 20 20 46 61 69 6c 20 75 6e 6c 65 73 73 20 74 68 65 20 67 69 76 65 6e 20 63 61 6c 6c	......Fail.unless.the.given.call
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112a0	4e 75 6d 50 79 20 76 31 2e 31 31 2e 30 2e 0a 0a 20 20 20 20 50 61 72 61 6d 65 74 65 72 73 0a 20	NumPy.v1.11.0.......Parameters..
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11360	74 6f 20 74 65 73 74 0a 20 20 20 20 2a 61 72 67 73 20 3a 20 41 72 67 75 6d 65 6e 74 73 0a 20 20	to.test.....*args.:.Arguments...
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113a0	2a 2a 6b 77 61 72 67 73 20 3a 20 4b 77 61 72 67 73 0a 20 20 20 20 20 20 20 20 4b 65 79 77 6f 72	**kwargs.:.Kwargs.........Keywor
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11480	6e 28 22 50 6c 65 61 73 65 20 75 70 67 72 61 64 65 22 2c 20 44 65 70 72 65 63 61 74 69 6f 6e 57	n("Please.upgrade",.DeprecationW
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114c0	75 6d 0a 20 20 20 20 3e 3e 3e 20 77 69 74 68 20 6e 70 2e 74 65 73 74 69 6e 67 2e 61 73 73 65 72	um.....>>>.with.np.testing.asser
114e0	74 5f 77 61 72 6e 73 28 44 65 70 72 65 63 61 74 69 6f 6e 57 61 72 6e 69 6e 67 29 3a 0a 20 20 20	t_warns(DeprecationWarning):....
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11540	66 75 6e 63 0a 20 20 20 20 3e 3e 3e 20 72 65 74 20 3d 20 6e 70 2e 74 65 73 74 69 6e 67 2e 61 73	func.....>>>.ret.=.np.testing.as
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120c0	7a 00 00 00 89 0a 89 0b 64 0b 7a 0a 00 00 89 00 64 09 66 06 7a 06 00 00 66 04 96 01 97 01 01 00	z.......d.z.....d.f.z...f.......
120e0	7c 06 64 08 64 0c 1a 00 02 00 7c 08 ab 00 00 00 00 00 00 00 64 08 64 0c 1a 00 02 00 7c 09 ab 00	|.d.d.....|.........d.d.....|...
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16e00	00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 64 00 64 00 85 02 3d 00 74 05 00 00 00 00 00	.................d.d...=.t......
16e20	00 00 00 6a 12 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 02 ab 01 00 00 00 00 00	...j...................|........
16e40	00 01 00 74 05 00 00 00 00 00 00 00 00 6a 18 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00	...t.........j..................
16e60	00 ab 00 00 00 00 00 00 00 01 00 7c 04 72 45 7c 00 81 05 64 05 7c 00 9b 00 9d 02 6e 01 64 06 7d	...........|.rE|...d.|.....n.d.}
16e80	06 74 1b 00 00 00 00 00 00 00 00 64 07 6a 1d 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00	.t.........d.j..................
16ea0	00 7c 06 7c 04 74 1f 00 00 00 00 00 00 00 00 7c 05 ab 01 00 00 00 00 00 00 64 06 6a 21 00 00 00	.|.|.t.........|.........d.j!...
16ec0	00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 64 08 84 00 7c 05 44 00 ab 00 00 00 00 00 00 00 ab	...............d...|.D..........
16ee0	01 00 00 00 00 00 00 ab 04 00 00 00 00 00 00 ab 01 00 00 00 00 00 00 82 01 79 00 23 00 74 04 00	.........................y.#.t..
16f00	00 00 00 00 00 00 00 6a 16 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 64 00 64 00 85	.......j...................d.d..
16f20	02 3d 00 74 05 00 00 00 00 00 00 00 00 6a 12 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00	.=.t.........j..................
16f40	00 7c 02 ab 01 00 00 00 00 00 00 01 00 74 05 00 00 00 00 00 00 00 00 6a 18 00 00 00 00 00 00 00	.|...........t.........j........
16f60	00 00 00 00 00 00 00 00 00 00 00 ab 00 00 00 00 00 00 00 01 00 77 00 78 03 59 00 77 01 ad 03 77	.....................w.x.Y.w...w
16f80	01 29 09 4e 54 72 9a 00 00 00 72 02 00 00 00 7a 5d 55 6e 61 62 6c 65 20 74 6f 20 66 75 6c 6c 79	.).NTr....r....z]Unable.to.fully
16fa0	20 63 6f 6c 6c 65 63 74 20 67 61 72 62 61 67 65 20 2d 20 70 65 72 68 61 70 73 20 61 20 5f 5f 64	.collect.garbage.-.perhaps.a.__d
16fc0	65 6c 5f 5f 20 6d 65 74 68 6f 64 20 69 73 20 63 72 65 61 74 69 6e 67 20 6d 6f 72 65 20 72 65 66	el__.method.is.creating.more.ref
16fe0	65 72 65 6e 63 65 20 63 79 63 6c 65 73 3f 72 fb 01 00 00 72 61 00 00 00 7a 58 52 65 66 65 72 65	erence.cycles?r....ra...zXRefere
17000	6e 63 65 20 63 79 63 6c 65 73 20 77 65 72 65 20 66 6f 75 6e 64 7b 7d 3a 20 7b 7d 20 6f 62 6a 65	nce.cycles.were.found{}:.{}.obje
17020	63 74 73 20 77 65 72 65 20 63 6f 6c 6c 65 63 74 65 64 2c 20 6f 66 20 77 68 69 63 68 20 7b 7d 20	cts.were.collected,.of.which.{}.
17040	61 72 65 20 73 68 6f 77 6e 20 62 65 6c 6f 77 3a 7b 7d 63 01 00 00 00 00 00 00 00 00 00 00 00 09	are.shown.below:{}c.............
17060	00 00 00 33 00 00 00 f3 c0 00 00 00 4b 00 01 00 97 00 7c 00 5d 56 00 00 7d 01 64 00 6a 01 00 00	...3........K.....|.]V..}.d.j...
17080	00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 74 03 00 00 00 00 00 00 00 00 7c 01 ab 01 00 00	................t.........|.....
170a0	00 00 00 00 6a 04 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 74 07 00 00 00 00 00 00	....j...................t.......
170c0	00 00 7c 01 ab 01 00 00 00 00 00 00 74 09 00 00 00 00 00 00 00 00 6a 0a 00 00 00 00 00 00 00 00	..|.........t.........j.........
170e0	00 00 00 00 00 00 00 00 00 00 7c 01 ab 01 00 00 00 00 00 00 6a 0d 00 00 00 00 00 00 00 00 00 00	..........|.........j...........
17100	00 00 00 00 00 00 00 00 64 01 64 02 ab 02 00 00 00 00 00 00 ab 03 00 00 00 00 00 00 96 01 97 01	........d.d.....................
17120	01 00 8c 58 04 00 79 03 ad 03 77 01 29 04 7a 1f 0a 20 20 7b 7d 20 6f 62 6a 65 63 74 20 77 69 74	...X..y...w.).z....{}.object.wit
17140	68 20 69 64 3d 7b 7d 3a 0a 20 20 20 20 7b 7d 72 a3 00 00 00 7a 05 0a 20 20 20 20 4e 29 07 72 7b	h.id={}:.....{}r....z......N).r{
17160	00 00 00 72 80 00 00 00 72 46 00 00 00 da 02 69 64 72 e5 00 00 00 da 07 70 66 6f 72 6d 61 74 72	...r....rF.....idr......pformatr
17180	58 02 00 00 29 02 da 02 2e 30 72 15 02 00 00 73 02 00 00 00 20 20 72 4c 00 00 00 fa 09 3c 67 65	X...)....0r....s......rL.....<ge
171a0	6e 65 78 70 72 3e 7a 2f 5f 61 73 73 65 72 74 5f 6e 6f 5f 67 63 5f 63 79 63 6c 65 73 5f 63 6f 6e	nexpr>z/_assert_no_gc_cycles_con
171c0	74 65 78 74 2e 3c 6c 6f 63 61 6c 73 3e 2e 3c 67 65 6e 65 78 70 72 3e eb 09 00 00 73 52 00 00 00	text.<locals>.<genexpr>....sR...
171e0	e8 00 f8 80 00 f2 00 06 18 12 f0 0a 00 1b 1c f0 09 00 15 38 d7 14 3e d1 14 3e dc 18 1c 98 51 9b	...................8..>..>....Q.
17200	07 d7 18 28 d1 18 28 dc 18 1a 98 31 9b 05 dc 18 1e 9f 0e 99 0e a0 71 d3 18 29 d7 18 31 d1 18 31	...(..(....1..........q..)..1..1
17220	b0 24 b8 08 d3 18 41 f7 07 04 15 16 f1 03 06 18 12 f9 73 06 00 00 00 82 41 1c 41 1e 01 29 11 72	.$....A...........s.....A.A..).r
17240	33 00 00 00 72 26 00 00 00 72 c7 01 00 00 da 09 69 73 65 6e 61 62 6c 65 64 72 c9 01 00 00 da 09	3...r&...r......isenabledr......
17260	67 65 74 5f 64 65 62 75 67 72 ca 00 00 00 da 07 63 6f 6c 6c 65 63 74 72 04 02 00 00 da 09 73 65	get_debugr......collectr......se
17280	74 5f 64 65 62 75 67 da 0d 44 45 42 55 47 5f 53 41 56 45 41 4c 4c da 07 67 61 72 62 61 67 65 72	t_debug..DEBUG_SAVEALL..garbager
172a0	ca 01 00 00 72 67 00 00 00 72 7b 00 00 00 72 ab 00 00 00 72 b0 00 00 00 29 07 72 5e 00 00 00 72	....rg...r{...r....r....).r^...r
172c0	6a 00 00 00 da 08 67 63 5f 64 65 62 75 67 72 b6 00 00 00 da 13 6e 5f 6f 62 6a 65 63 74 73 5f 69	j.....gc_debugr......n_objects_i
172e0	6e 5f 63 79 63 6c 65 73 da 11 6f 62 6a 65 63 74 73 5f 69 6e 5f 63 79 63 6c 65 73 72 ff 01 00 00	n_cycles..objects_in_cyclesr....
17300	73 07 00 00 00 20 20 20 20 20 20 20 72 4c 00 00 00 da 1c 5f 61 73 73 65 72 74 5f 6e 6f 5f 67 63	s...........rL....._assert_no_gc
17320	5f 63 79 63 6c 65 73 5f 63 6f 6e 74 65 78 74 72 8c 02 00 00 c2 09 00 00 73 4d 01 00 00 e8 00 f8	_cycles_contextr........sM......
17340	80 00 e0 18 1c d0 04 15 f5 06 00 0c 18 db 08 0d d8 08 0e e4 04 0b 8c 42 8f 4c 89 4c 8b 4e d4 04	.......................B.L.L.N..
17360	1b dc 04 06 87 4a 81 4a 84 4c dc 0f 11 8f 7c 89 7c 8b 7e 80 48 f0 02 12 05 14 dc 11 16 90 73 93	.....J.J.L....|.|.~.H.........s.
17380	1a f2 00 06 09 36 88 41 dc 0f 11 8f 7a 89 7a 8b 7c 98 71 d3 0f 20 d9 10 15 f0 05 06 09 36 f4 08	.....6.A....z.z.|.q..........6..
173a0	00 13 1f f0 02 01 11 35 f3 03 02 13 36 f0 00 02 0d 36 f4 08 00 09 0b 8f 0c 89 0c 94 52 d7 15 25	.......5....6....6..........R..%
173c0	d1 15 25 d4 08 26 db 08 0d f4 06 00 1f 21 9f 6a 99 6a 9b 6c d0 08 1b dc 1c 1e 9f 4a 99 4a a1 71	..%..&.......!.j.j.l.......J.J.q
173e0	98 4d d0 08 19 e4 0c 0e 8f 4a 89 4a 92 71 88 4d dc 08 0a 8f 0c 89 0c 90 58 d4 08 1e dc 08 0a 8f	.M.......J.J.q.M........X.......
17400	09 89 09 8c 0b e1 07 1a d8 2e 32 d0 2e 3e 90 5e a0 44 a0 36 d1 13 2a c0 42 88 08 dc 0e 1c f0 02	..........2..>.^.D.6..*.B.......
17420	01 0d 2d e7 0d 13 89 56 d8 10 18 d8 10 23 dc 10 13 d0 14 25 d3 10 26 d8 10 12 97 07 91 07 f1 00	..-....V.....#.....%..&.........
17440	06 18 12 f0 0a 00 20 31 f4 0b 06 18 12 f3 00 06 11 12 f3 09 0b 0e 0e f3 07 0f 0f 0a f0 00 0f 09	.......1........................
17460	0a f0 05 00 08 1b f8 f4 09 00 0d 0f 8f 4a 89 4a 92 71 88 4d dc 08 0a 8f 0c 89 0c 90 58 d4 08 1e	.............J.J.q.M........X...
17480	dc 08 0a 8f 09 89 09 8d 0b fc 73 26 00 00 00 82 41 13 46 1d 01 c1 16 25 45 1c 00 c1 3c 41 1c 45	..........s&....A.F....%E...<A.E
174a0	1c 00 c3 18 42 04 46 1d 01 c5 1c 3e 46 1a 03 c6 1a 03 46 1d 01 63 00 00 00 00 00 00 00 00 00 00	....B.F....>F.....F..c..........
174c0	00 00 06 00 00 00 0f 00 00 00 f3 96 00 00 00 97 00 7c 00 73 0a 74 01 00 00 00 00 00 00 00 00 ab	.................|.s.t..........
174e0	00 00 00 00 00 00 00 53 00 7c 00 64 01 19 00 00 00 7d 02 7c 00 64 02 64 03 1a 00 7d 00 74 01 00	.......S.|.d.....}.|.d.d...}.t..
17500	00 00 00 00 00 00 00 7c 02 6a 02 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ac 04 ab	.......|.j......................
17520	01 00 00 00 00 00 00 35 00 01 00 02 00 7c 02 7c 00 69 00 7c 01 a4 01 8e 01 01 00 64 03 64 03 64	.......5.....|.|.i.|.......d.d.d
17540	03 ab 02 00 00 00 00 00 00 01 00 79 03 23 00 31 00 73 01 77 02 01 00 59 00 01 00 01 00 79 03 78	...........y.#.1.s.w...Y.....y.x
17560	03 59 00 77 01 29 05 61 16 02 00 00 0a 20 20 20 20 46 61 69 6c 20 69 66 20 74 68 65 20 67 69 76	.Y.w.).a.........Fail.if.the.giv
17580	65 6e 20 63 61 6c 6c 61 62 6c 65 20 70 72 6f 64 75 63 65 73 20 61 6e 79 20 72 65 66 65 72 65 6e	en.callable.produces.any.referen
175a0	63 65 20 63 79 63 6c 65 73 2e 0a 0a 20 20 20 20 49 66 20 63 61 6c 6c 65 64 20 77 69 74 68 20 61	ce.cycles.......If.called.with.a
175c0	6c 6c 20 61 72 67 75 6d 65 6e 74 73 20 6f 6d 69 74 74 65 64 2c 20 6d 61 79 20 62 65 20 75 73 65	ll.arguments.omitted,.may.be.use
175e0	64 20 61 73 20 61 20 63 6f 6e 74 65 78 74 20 6d 61 6e 61 67 65 72 3a 3a 0a 0a 20 20 20 20 20 20	d.as.a.context.manager::........
17600	20 20 77 69 74 68 20 61 73 73 65 72 74 5f 6e 6f 5f 67 63 5f 63 79 63 6c 65 73 28 29 3a 0a 20 20	..with.assert_no_gc_cycles():...
17620	20 20 20 20 20 20 20 20 20 20 64 6f 5f 73 6f 6d 65 74 68 69 6e 67 28 29 0a 0a 20 20 20 20 50 61	..........do_something()......Pa
17640	72 61 6d 65 74 65 72 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 66 75 6e 63	rameters.....----------.....func
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17680	20 74 6f 20 74 65 73 74 2e 0a 20 20 20 20 5c 2a 61 72 67 73 20 3a 20 41 72 67 75 6d 65 6e 74 73	.to.test......\*args.:.Arguments
176a0	0a 20 20 20 20 20 20 20 20 41 72 67 75 6d 65 6e 74 73 20 70 61 73 73 65 64 20 74 6f 20 60 66 75	.........Arguments.passed.to.`fu
176c0	6e 63 60 2e 0a 20 20 20 20 5c 2a 5c 2a 6b 77 61 72 67 73 20 3a 20 4b 77 61 72 67 73 0a 20 20 20	nc`......\*\*kwargs.:.Kwargs....
176e0	20 20 20 20 20 4b 65 79 77 6f 72 64 20 61 72 67 75 6d 65 6e 74 73 20 70 61 73 73 65 64 20 74 6f	.....Keyword.arguments.passed.to
17700	20 60 66 75 6e 63 60 2e 0a 0a 20 20 20 20 52 65 74 75 72 6e 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d	.`func`.......Returns.....------
17720	2d 0a 20 20 20 20 4e 6f 74 68 69 6e 67 2e 20 54 68 65 20 72 65 73 75 6c 74 20 69 73 20 64 65 6c	-.....Nothing..The.result.is.del
17740	69 62 65 72 61 74 65 6c 79 20 64 69 73 63 61 72 64 65 64 20 74 6f 20 65 6e 73 75 72 65 20 74 68	iberately.discarded.to.ensure.th
17760	61 74 20 61 6c 6c 20 63 79 63 6c 65 73 0a 20 20 20 20 61 72 65 20 66 6f 75 6e 64 2e 0a 0a 20 20	at.all.cycles.....are.found.....
17780	20 20 72 02 00 00 00 72 f6 00 00 00 4e 72 03 02 00 00 29 02 72 8c 02 00 00 72 46 00 00 00 72 0d	..r....r....Nr....).r....rF...r.
177a0	02 00 00 73 03 00 00 00 20 20 20 72 4c 00 00 00 72 37 00 00 00 72 37 00 00 00 f6 09 00 00 73 52	...s.......rL...r7...r7.......sR
177c0	00 00 00 80 00 f1 30 00 0c 10 dc 0f 2b d3 0f 2d d0 08 2d e0 0b 0f 90 01 89 37 80 44 d8 0b 0f 90	......0.....+..-..-......7.D....
177e0	01 90 02 88 38 80 44 dc 09 25 a8 34 af 3d a9 3d d4 09 39 f1 00 01 05 1e d9 08 0c 88 64 d0 08 1d	....8.D..%.4.=.=..9.........d...
17800	90 66 d2 08 1d f7 03 01 05 1e f7 00 01 05 1e f1 00 01 05 1e fa 73 09 00 00 00 ad 09 3f 03 bf 05	.f...................s......?...
17820	41 08 07 63 00 00 00 00 00 00 00 00 00 00 00 00 02 00 00 00 03 00 00 00 f3 da 00 00 00 97 00 74	A..c...........................t
17840	01 00 00 00 00 00 00 00 00 6a 02 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ab 00 00	.........j......................
17860	00 00 00 00 00 01 00 74 04 00 00 00 00 00 00 00 00 72 51 74 01 00 00 00 00 00 00 00 00 6a 02 00	.......t.........rQt.........j..
17880	00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ab 00 00 00 00 00 00 00 01 00 74 01 00 00 00	...........................t....
178a0	00 00 00 00 00 6a 02 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ab 00 00 00 00 00 00	.....j..........................
178c0	00 01 00 74 01 00 00 00 00 00 00 00 00 6a 02 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00	...t.........j..................
178e0	00 ab 00 00 00 00 00 00 00 01 00 74 01 00 00 00 00 00 00 00 00 6a 02 00 00 00 00 00 00 00 00 00	...........t.........j..........
17900	00 00 00 00 00 00 00 00 00 ab 00 00 00 00 00 00 00 01 00 79 01 79 01 29 02 61 31 01 00 00 0a 20	...................y.y.).a1.....
17920	20 20 20 42 72 65 61 6b 20 72 65 66 65 72 65 6e 63 65 20 63 79 63 6c 65 73 20 62 79 20 63 61 6c	...Break.reference.cycles.by.cal
17940	6c 69 6e 67 20 67 63 2e 63 6f 6c 6c 65 63 74 0a 20 20 20 20 4f 62 6a 65 63 74 73 20 63 61 6e 20	ling.gc.collect.....Objects.can.
17960	63 61 6c 6c 20 6f 74 68 65 72 20 6f 62 6a 65 63 74 73 27 20 6d 65 74 68 6f 64 73 20 28 66 6f 72	call.other.objects'.methods.(for
17980	20 69 6e 73 74 61 6e 63 65 2c 20 61 6e 6f 74 68 65 72 20 6f 62 6a 65 63 74 27 73 0a 20 20 20 20	.instance,.another.object's.....
179a0	20 5f 5f 64 65 6c 5f 5f 29 20 69 6e 73 69 64 65 20 74 68 65 69 72 20 6f 77 6e 20 5f 5f 64 65 6c	.__del__).inside.their.own.__del
179c0	5f 5f 2e 20 4f 6e 20 50 79 50 79 2c 20 74 68 65 20 69 6e 74 65 72 70 72 65 74 65 72 20 6f 6e 6c	__..On.PyPy,.the.interpreter.onl
179e0	79 20 72 75 6e 73 0a 20 20 20 20 62 65 74 77 65 65 6e 20 63 61 6c 6c 73 20 74 6f 20 67 63 2e 63	y.runs.....between.calls.to.gc.c
17a00	6f 6c 6c 65 63 74 2c 20 73 6f 20 6d 75 6c 74 69 70 6c 65 20 63 61 6c 6c 73 20 61 72 65 20 6e 65	ollect,.so.multiple.calls.are.ne
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17a40	6c 6c 20 63 79 63 6c 65 73 2e 0a 20 20 20 20 4e 29 03 72 c7 01 00 00 72 85 02 00 00 72 32 00 00	ll.cycles......N).r....r....r2..
17a60	00 72 4a 00 00 00 72 4b 00 00 00 72 4c 00 00 00 72 38 00 00 00 72 38 00 00 00 17 0a 00 00 73 39	.rJ...rK...rL...r8...r8.......s9
17a80	00 00 00 80 00 f4 12 00 05 07 87 4a 81 4a 84 4c dd 07 0e e4 08 0a 8f 0a 89 0a 8c 0c dc 08 0a 8f	...........J.J.L................
17aa0	0a 89 0a 8c 0c dc 08 0a 8f 0a 89 0a 8c 0c dc 08 0a 8f 0a 89 0a 8d 0c f0 0b 00 08 0f 72 4b 00 00	............................rK..
17ac0	00 63 01 00 00 00 00 00 00 00 00 00 00 00 02 00 00 00 03 00 00 00 f3 1e 00 00 00 87 00 87 02 97	.c..............................
17ae0	00 64 01 64 02 6c 00 8a 02 88 00 88 02 66 02 64 03 84 08 7d 01 7c 01 53 00 29 04 7a 3a 44 65 63	.d.d.l.......f.d...}.|.S.).z:Dec
17b00	6f 72 61 74 6f 72 20 74 6f 20 73 6b 69 70 20 61 20 74 65 73 74 20 69 66 20 6e 6f 74 20 65 6e 6f	orator.to.skip.a.test.if.not.eno
17b20	75 67 68 20 6d 65 6d 6f 72 79 20 69 73 20 61 76 61 69 6c 61 62 6c 65 72 02 00 00 00 4e 63 01 00	ugh.memory.is.availabler....Nc..
17b40	00 00 00 00 00 00 00 00 00 00 04 00 00 00 13 00 00 00 f3 34 00 00 00 95 02 87 00 97 00 74 01 00	...................4.........t..
17b60	00 00 00 00 00 00 00 89 00 ab 01 00 00 00 00 00 00 88 02 88 00 88 03 66 03 64 01 84 08 ab 00 00	.......................f.d......
17b80	00 00 00 00 00 7d 01 7c 01 53 00 29 02 4e 63 00 00 00 00 00 00 00 00 00 00 00 00 05 00 00 00 1f	.....}.|.S.).Nc.................
17ba0	00 00 00 f3 92 00 00 00 95 03 97 00 74 01 00 00 00 00 00 00 00 00 89 03 ab 01 00 00 00 00 00 00	............t...................
17bc0	7d 02 7c 02 81 11 89 05 6a 03 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 02 ab 01	}.|.....j...................|...
17be0	00 00 00 00 00 00 01 00 09 00 02 00 89 04 7c 00 69 00 7c 01 a4 01 8e 01 53 00 23 00 74 04 00 00	..............|.i.|.....S.#.t...
17c00	00 00 00 00 00 00 24 00 72 14 01 00 89 05 6a 07 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00	......$.r.....j.................
17c20	00 00 64 01 ab 01 00 00 00 00 00 00 01 00 59 00 79 00 77 00 78 03 59 00 77 01 29 02 4e 7a 12 4d	..d...........Y.y.w.x.Y.w.).Nz.M
17c40	65 6d 6f 72 79 45 72 72 6f 72 20 72 61 69 73 65 64 29 04 da 11 63 68 65 63 6b 5f 66 72 65 65 5f	emoryError.raised)...check_free_
17c60	6d 65 6d 6f 72 79 da 04 73 6b 69 70 da 0b 4d 65 6d 6f 72 79 45 72 72 6f 72 da 05 78 66 61 69 6c	memory..skip..MemoryError..xfail
17c80	29 06 72 b7 00 00 00 da 02 6b 77 72 69 00 00 00 da 0a 66 72 65 65 5f 62 79 74 65 73 72 18 01 00	).r......kwri.....free_bytesr...
17ca0	00 da 06 70 79 74 65 73 74 73 06 00 00 00 20 20 20 80 80 80 72 4c 00 00 00 da 07 77 72 61 70 70	...pytests..........rL.....wrapp
17cc0	65 72 7a 33 72 65 71 75 69 72 65 73 5f 6d 65 6d 6f 72 79 2e 3c 6c 6f 63 61 6c 73 3e 2e 64 65 63	erz3requires_memory.<locals>.dec
17ce0	6f 72 61 74 6f 72 2e 3c 6c 6f 63 61 6c 73 3e 2e 77 72 61 70 70 65 72 2e 0a 00 00 73 4d 00 00 00	orator.<locals>.wrapper....sM...
17d00	f8 80 00 e4 12 23 a0 4a d3 12 2f 88 43 d8 0f 12 88 7f d8 10 16 97 0b 91 0b 98 43 d4 10 20 f0 04	.....#.J../.C.............C.....
17d20	04 0d 33 d9 17 1b 98 51 90 7e a0 22 91 7e d0 10 25 f8 dc 13 1e f2 00 02 0d 33 e0 10 16 97 0c 91	..3....Q.~.".~..%........3......
17d40	0c d0 1d 31 d6 10 32 f0 05 02 0d 33 fa 73 0f 00 00 00 a1 07 29 00 a9 1a 41 06 03 c1 05 01 41 06	...1..2....3.s......)...A.....A.
17d60	03 72 7a 02 00 00 29 04 72 18 01 00 00 72 99 02 00 00 72 97 02 00 00 72 98 02 00 00 73 04 00 00	.rz...).r....r....r....r....s...
17d80	00 60 20 80 80 72 4c 00 00 00 72 b4 01 00 00 7a 22 72 65 71 75 69 72 65 73 5f 6d 65 6d 6f 72 79	.`...rL...r....z"requires_memory
17da0	2e 3c 6c 6f 63 61 6c 73 3e 2e 64 65 63 6f 72 61 74 6f 72 2d 0a 00 00 73 20 00 00 00 f9 80 00 dc	.<locals>.decorator-...s........
17dc0	09 0e 88 74 8b 1b f5 02 09 09 33 f3 03 00 0a 15 f0 02 09 09 33 f0 16 00 10 17 88 0e 72 4b 00 00	...t......3.........3.......rK..
17de0	00 29 01 72 98 02 00 00 29 03 72 97 02 00 00 72 b4 01 00 00 72 98 02 00 00 73 03 00 00 00 60 20	.).r....).r....r....r....s....`.
17e00	40 72 4c 00 00 00 da 0f 72 65 71 75 69 72 65 73 5f 6d 65 6d 6f 72 79 72 9a 02 00 00 29 0a 00 00	@rL.....requires_memoryr....)...
17e20	73 13 00 00 00 f9 80 00 e3 04 11 f5 04 0d 05 17 f0 1e 00 0c 15 d0 04 14 72 4b 00 00 00 63 01 00	s.......................rK...c..
17e40	00 00 00 00 00 00 00 00 00 00 07 00 00 00 03 00 00 00 f3 14 01 00 00 97 00 64 01 7d 01 74 00 00	.........................d.}.t..
17e60	00 00 00 00 00 00 00 6a 02 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 6a 05 00 00 00	.......j...................j....
17e80	00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 01 ab 01 00 00 00 00 00 00 7d 02 7c 02 81 18 09	...............|.........}.|....
17ea0	00 74 07 00 00 00 00 00 00 00 00 7c 02 ab 01 00 00 00 00 00 00 7d 03 7c 00 64 05 7a 0b 00 00 9b	.t.........|.........}.|.d.z....
17ec0	00 64 06 7c 02 9b 00 64 07 9d 04 7d 05 6e 23 74 0b 00 00 00 00 00 00 00 00 ab 00 00 00 00 00 00	.d.|...d...}.n#t................
17ee0	00 7d 03 7c 03 80 05 64 08 7d 05 64 09 7d 03 6e 12 7c 00 64 05 7a 0b 00 00 7d 06 7c 03 64 05 7a	.}.|...d.}.d.}.n.|.d.z...}.|.d.z
17f00	0b 00 00 7d 07 7c 06 9b 00 64 0a 7c 07 9b 00 64 0b 9d 04 7d 05 7c 03 7c 00 6b 02 00 00 72 02 7c	...}.|...d.|...d...}.|.|.k...r.|
17f20	05 53 00 64 02 53 00 23 00 74 08 00 00 00 00 00 00 00 00 24 00 72 16 7d 04 74 09 00 00 00 00 00	.S.d.S.#.t.........$.r.}.t......
17f40	00 00 00 64 03 7c 01 9b 00 64 04 7c 04 9b 00 9d 04 ab 01 00 00 00 00 00 00 82 01 64 02 7d 04 7e	...d.|...d.|...............d.}.~
17f60	04 77 01 77 00 78 03 59 00 77 01 29 0c 7a 8e 0a 20 20 20 20 43 68 65 63 6b 20 77 68 65 74 68 65	.w.w.x.Y.w.).z......Check.whethe
17f80	72 20 60 66 72 65 65 5f 62 79 74 65 73 60 20 61 6d 6f 75 6e 74 20 6f 66 20 6d 65 6d 6f 72 79 20	r.`free_bytes`.amount.of.memory.
17fa0	69 73 20 63 75 72 72 65 6e 74 6c 79 20 66 72 65 65 2e 0a 20 20 20 20 52 65 74 75 72 6e 73 3a 20	is.currently.free......Returns:.
17fc0	4e 6f 6e 65 20 69 66 20 65 6e 6f 75 67 68 20 6d 65 6d 6f 72 79 20 61 76 61 69 6c 61 62 6c 65 2c	None.if.enough.memory.available,
17fe0	20 6f 74 68 65 72 77 69 73 65 20 65 72 72 6f 72 20 6d 65 73 73 61 67 65 0a 20 20 20 20 da 11 4e	.otherwise.error.message.......N
18000	50 59 5f 41 56 41 49 4c 41 42 4c 45 5f 4d 45 4d 4e 7a 1d 49 6e 76 61 6c 69 64 20 65 6e 76 69 72	PY_AVAILABLE_MEMNz.Invalid.envir
18020	6f 6e 6d 65 6e 74 20 76 61 72 69 61 62 6c 65 20 72 a8 00 00 00 67 00 00 00 00 65 cd cd 41 7a 40	onment.variable.r....g....e..Az@
18040	20 47 42 20 6d 65 6d 6f 72 79 20 72 65 71 75 69 72 65 64 2c 20 62 75 74 20 65 6e 76 69 72 6f 6e	.GB.memory.required,.but.environ
18060	6d 65 6e 74 20 76 61 72 69 61 62 6c 65 20 4e 50 59 5f 41 56 41 49 4c 41 42 4c 45 5f 4d 45 4d 3d	ment.variable.NPY_AVAILABLE_MEM=
18080	7a 04 20 73 65 74 7a 7f 43 6f 75 6c 64 20 6e 6f 74 20 64 65 74 65 72 6d 69 6e 65 20 61 76 61 69	z..setz.Could.not.determine.avai
180a0	6c 61 62 6c 65 20 6d 65 6d 6f 72 79 3b 20 73 65 74 20 4e 50 59 5f 41 56 41 49 4c 41 42 4c 45 5f	lable.memory;.set.NPY_AVAILABLE_
180c0	4d 45 4d 20 65 6e 76 69 72 6f 6e 6d 65 6e 74 20 76 61 72 69 61 62 6c 65 20 28 65 2e 67 2e 20 4e	MEM.environment.variable.(e.g..N
180e0	50 59 5f 41 56 41 49 4c 41 42 4c 45 5f 4d 45 4d 3d 31 36 47 42 29 20 74 6f 20 72 75 6e 20 74 68	PY_AVAILABLE_MEM=16GB).to.run.th
18100	65 20 74 65 73 74 2e 72 a4 00 00 00 7a 19 20 47 42 20 6d 65 6d 6f 72 79 20 72 65 71 75 69 72 65	e.test.r....z..GB.memory.require
18120	64 2c 20 62 75 74 20 7a 0d 20 47 42 20 61 76 61 69 6c 61 62 6c 65 29 06 72 8c 00 00 00 da 07 65	d,.but.z..GB.available).r......e
18140	6e 76 69 72 6f 6e da 03 67 65 74 da 0b 5f 70 61 72 73 65 5f 73 69 7a 65 72 cc 00 00 00 da 12 5f	nviron..get.._parse_sizer......_
18160	67 65 74 5f 6d 65 6d 5f 61 76 61 69 6c 61 62 6c 65 29 08 72 97 02 00 00 da 07 65 6e 76 5f 76 61	get_mem_available).r......env_va
18180	72 da 09 65 6e 76 5f 76 61 6c 75 65 da 08 6d 65 6d 5f 66 72 65 65 72 ba 00 00 00 72 69 00 00 00	r..env_value..mem_freer....ri...
181a0	da 0d 66 72 65 65 5f 62 79 74 65 73 5f 67 62 da 0b 6d 65 6d 5f 66 72 65 65 5f 67 62 73 08 00 00	..free_bytes_gb..mem_free_gbs...
181c0	00 20 20 20 20 20 20 20 20 72 4c 00 00 00 72 92 02 00 00 72 92 02 00 00 3f 0a 00 00 73 d4 00 00	.........rL...r....r....?...s...
181e0	00 80 00 f0 0a 00 0f 22 80 47 dc 10 12 97 0a 91 0a 97 0e 91 0e 98 77 d3 10 27 80 49 d8 07 10 d0	.......".G............w..'.I....
18200	07 1c f0 02 03 09 4f 01 dc 17 22 a0 39 d3 17 2d 88 48 f0 08 00 13 1d 98 73 d1 12 22 d0 11 23 f0	......O...".9..-.H......s.."..#.
18220	00 01 24 24 d8 24 2d a0 3b a8 64 f0 03 01 10 34 89 03 f4 06 00 14 26 d3 13 27 88 08 e0 0b 13 d0	..$$.$-.;.d....4......&..'......
18240	0b 1b f0 02 02 14 1f 88 43 f0 06 00 18 1a 89 48 e0 1c 26 a8 13 d1 1c 2c 88 4d d8 1a 22 a0 53 99	........C......H..&....,.M..".S.
18260	2e 88 4b d8 15 22 90 4f d0 23 3c b8 5b b8 4d c8 1d d0 12 57 88 43 e0 12 1a 98 5a d2 12 27 88 33	..K..".O.#<.[.M....W.C....Z..'.3
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182a0	c8 03 c0 75 d0 1d 4d d3 12 4e d0 0c 4e fb f0 03 01 09 4f 01 fa 73 17 00 00 00 a5 0b 41 28 00 c1	...u..M..N..N.....O..s......A(..
182c0	28 09 42 07 03 c1 31 11 42 02 03 c2 02 05 42 07 03 63 01 00 00 00 00 00 00 00 00 00 00 00 0f 00	(.B...1.B.....B..c..............
182e0	00 00 03 00 00 00 f3 a8 01 00 00 97 00 64 01 64 01 64 02 64 03 64 04 64 05 64 02 64 03 64 04 64	.............d.d.d.d.d.d.d.d.d.d
18300	05 64 06 64 07 64 08 64 09 64 0a 9c 0e 7d 01 64 0b 6a 01 00 00 00 00 00 00 00 00 00 00 00 00 00	.d.d.d.d.d...}.d.j..............
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18340	00 00 00 ab 01 00 00 00 00 00 00 7d 02 74 05 00 00 00 00 00 00 00 00 6a 06 00 00 00 00 00 00 00	...........}.t.........j........
18360	00 00 00 00 00 00 00 00 00 00 00 64 0c 7c 02 9b 00 64 0d 9d 03 74 04 00 00 00 00 00 00 00 00 6a	...........d.|...d...t.........j
18380	08 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ab 02 00 00 00 00 00 00 7d 03 7c 03 6a	...........................}.|.j
183a0	0b 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 00 6a 0d 00 00 00 00 00 00 00 00 00	...................|.j..........
183c0	00 00 00 00 00 00 00 00 00 ab 00 00 00 00 00 00 00 ab 01 00 00 00 00 00 00 7d 04 7c 04 72 13 7c	.........................}.|.r.|
183e0	04 6a 0f 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 64 0e ab 01 00 00 00 00 00 00 7c	.j...................d.........|
18400	01 76 01 72 0f 74 11 00 00 00 00 00 00 00 00 64 0f 7c 00 9b 02 64 10 9d 03 ab 01 00 00 00 00 00	.v.r.t.........d.|...d..........
18420	00 82 01 74 13 00 00 00 00 00 00 00 00 74 15 00 00 00 00 00 00 00 00 7c 04 6a 0f 00 00 00 00 00	...t.........t.........|.j......
18440	00 00 00 00 00 00 00 00 00 00 00 00 00 64 01 ab 01 00 00 00 00 00 00 ab 01 00 00 00 00 00 00 7c	.............d.................|
18460	01 7c 04 6a 0f 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 64 0e ab 01 00 00 00 00 00	.|.j...................d........
18480	00 19 00 00 00 7a 05 00 00 ab 01 00 00 00 00 00 00 53 00 29 11 7a 33 43 6f 6e 76 65 72 74 20 6d	.....z...........S.).z3Convert.m
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184c0	29 20 74 6f 20 66 6c 6f 61 74 72 f6 00 00 00 69 e8 03 00 00 69 40 42 0f 00 69 00 ca 9a 3b 6c 03	).to.floatr....i....i@B..i...;l.
184e0	00 00 00 00 10 4a 29 a3 03 e9 00 04 00 00 69 00 00 10 00 69 00 00 00 40 6c 03 00 00 00 00 00 00	.....J).......i....i...@l.......
18500	00 00 04 29 0e 72 61 00 00 00 72 cc 01 00 00 72 d6 00 00 00 72 88 01 00 00 72 d9 01 00 00 72 f0	...).ra...r....r....r....r....r.
18520	01 00 00 da 02 6b 62 da 02 6d 62 da 02 67 62 da 02 74 62 da 03 6b 69 62 da 03 6d 69 62 da 03 67	.....kb..mb..gb..tb..kib..mib..g
18540	69 62 da 03 74 69 62 fa 01 7c 7a 16 5e 5c 73 2a 28 5c 64 2b 7c 5c 64 2b 5c 2e 5c 64 2b 29 5c 73	ib..tib..|z.^\s*(\d+|\d+\.\d+)\s
18560	2a 28 7a 05 29 5c 73 2a 24 72 6b 01 00 00 7a 06 76 61 6c 75 65 20 7a 11 20 6e 6f 74 20 61 20 76	*(z.)\s*$rk...z.value.z..not.a.v
18580	61 6c 69 64 20 73 69 7a 65 29 0b 72 b0 00 00 00 da 04 6b 65 79 73 72 aa 01 00 00 72 ab 01 00 00	alid.size).r......keysr....r....
185a0	72 5b 02 00 00 72 02 02 00 00 da 05 6c 6f 77 65 72 da 05 67 72 6f 75 70 72 cc 00 00 00 72 91 00	r[...r......lower..groupr....r..
185c0	00 00 72 f8 00 00 00 29 05 da 08 73 69 7a 65 5f 73 74 72 da 08 73 75 66 66 69 78 65 73 da 0d 70	..r....)...size_str..suffixes..p
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18620	15 98 41 d8 15 19 a0 07 a8 67 b8 47 d8 16 1a a0 27 b0 17 c0 07 d8 17 1b a0 47 b0 47 c0 47 f1 07	..A......g.G....'........G.G.G..
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186e0	72 4b 00 00 00 63 00 00 00 00 00 00 00 00 00 00 00 00 07 00 00 00 03 00 00 00 f3 b0 01 00 00 97	rK...c..........................
18700	00 09 00 64 01 64 02 6c 00 7d 00 7c 00 6a 03 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00	...d.d.l.}.|.j..................
18720	00 ab 00 00 00 00 00 00 00 6a 04 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 53 00 23	.........j...................S.#
18740	00 74 06 00 00 00 00 00 00 00 00 74 08 00 00 00 00 00 00 00 00 66 02 24 00 72 03 01 00 59 00 6e	.t.........t.........f.$.r...Y.n
18760	04 77 00 78 03 59 00 77 01 74 0a 00 00 00 00 00 00 00 00 6a 0c 00 00 00 00 00 00 00 00 00 00 00	.w.x.Y.w.t.........j............
18780	00 00 00 00 00 00 00 6a 0f 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 64 03 ab 01 00	.......j...................d....
187a0	00 00 00 00 00 72 83 69 00 7d 01 74 11 00 00 00 00 00 00 00 00 64 04 ab 01 00 00 00 00 00 00 35	.....r.i.}.t.........d.........5
187c0	00 7d 02 7c 02 44 00 5d 46 00 00 7d 03 7c 03 6a 13 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00	.}.|.D.]F..}.|.j................
187e0	00 00 00 ab 00 00 00 00 00 00 00 7d 04 74 15 00 00 00 00 00 00 00 00 7c 04 64 05 19 00 00 00 ab	...........}.t.........|.d......
18800	01 00 00 00 00 00 00 64 06 7a 05 00 00 7c 01 7c 04 64 01 19 00 00 00 6a 17 00 00 00 00 00 00 00	.......d.z...|.|.d.....j........
18820	00 00 00 00 00 00 00 00 00 00 00 64 07 ab 01 00 00 00 00 00 00 6a 19 00 00 00 00 00 00 00 00 00	...........d.........j..........
18840	00 00 00 00 00 00 00 00 00 ab 00 00 00 00 00 00 00 3c 00 00 00 8c 48 04 00 09 00 64 02 64 02 64	.................<....H....d.d.d
18860	02 ab 02 00 00 00 00 00 00 01 00 6e 0c 23 00 31 00 73 01 77 02 01 00 59 00 01 00 01 00 6e 03 78	...........n.#.1.s.w...Y.....n.x
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188a0	01 64 0a 19 00 00 00 7a 00 00 00 53 00 79 02 29 0b 7a 35 52 65 74 75 72 6e 20 61 76 61 69 6c 61	.d.....z...S.y.).z5Return.availa
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189c0	02 00 00 72 a0 02 00 00 6f 0a 00 00 73 e5 00 00 00 80 00 f0 04 04 05 0d db 08 15 d8 0f 15 d7 0f	...r....o...s...................
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18ae0	00 04 00 00 00 03 00 00 00 f3 52 00 00 00 87 00 97 00 74 01 00 00 00 00 00 00 00 00 74 02 00 00	..........R.......t.........t...
18b00	00 00 00 00 00 00 64 01 ab 02 00 00 00 00 00 00 73 02 89 00 53 00 74 05 00 00 00 00 00 00 00 00	......d.........s...S.t.........
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18c40	00 00 00 00 00 00 00 7d 02 09 00 74 01 00 00 00 00 00 00 00 00 6a 04 00 00 00 00 00 00 00 00 00	.......}...t.........j..........
18c60	00 00 00 00 00 00 00 00 00 64 00 ab 01 00 00 00 00 00 00 01 00 02 00 89 03 7c 00 69 00 7c 01 a4	.........d...............|.i.|..
18c80	01 8e 01 74 01 00 00 00 00 00 00 00 00 6a 04 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00	...t.........j..................
18ca0	00 7c 02 ab 01 00 00 00 00 00 00 01 00 53 00 23 00 74 01 00 00 00 00 00 00 00 00 6a 04 00 00 00	.|...........S.#.t.........j....
18cc0	00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 02 ab 01 00 00 00 00 00 00 01 00 77 00 78 03 59	...............|...........w.x.Y
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18e20	17 88 0e 72 4b 00 00 00 63 00 00 00 00 00 00 00 00 00 00 00 00 04 00 00 00 03 00 00 00 f3 7a 00	...rK...c.....................z.
18e40	00 00 97 00 09 00 74 01 00 00 00 00 00 00 00 00 6a 02 00 00 00 00 00 00 00 00 00 00 00 00 00 00	......t.........j...............
18e60	00 00 00 00 64 01 ab 01 00 00 00 00 00 00 6a 05 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00	....d.........j.................
18e80	00 00 64 02 ab 01 00 00 00 00 00 00 64 03 19 00 00 00 7d 00 7c 00 53 00 23 00 74 06 00 00 00 00	..d.........d.....}.|.S.#.t.....
18ea0	00 00 00 00 24 00 72 06 01 00 64 04 7d 00 59 00 7c 00 53 00 77 00 78 03 59 00 77 01 29 05 4e da	....$.r...d.}.Y.|.S.w.x.Y.w.).N.
18ec0	13 43 53 5f 47 4e 55 5f 4c 49 42 43 5f 56 45 52 53 49 4f 4e 72 8a 00 00 00 72 f6 00 00 00 fa 03	.CS_GNU_LIBC_VERSIONr....r......
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18f60	4a f8 f4 07 00 0c 15 f2 00 01 05 14 d8 0e 13 89 03 e0 0b 0e 80 4a f0 07 01 05 14 fa 73 0c 00 00	J....................J......s...
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18fc0	00 00 00 00 00 00 00 00 00 7c 00 6b 02 00 00 53 00 29 02 4e 72 ce 02 00 00 29 01 da 09 5f 67 6c	.........|.k...S.).Nr....)..._gl
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19000	a5 0a 00 00 73 14 00 00 00 80 00 9c 79 a8 45 d1 1f 31 d2 1f 43 b4 69 c0 21 b1 6d 80 00 72 4b 00	....s.......y.E..1..C.i.!.m..rK.
19020	00 00 63 06 00 00 00 00 00 00 00 00 00 00 00 0a 00 00 00 03 00 00 00 f3 fa 02 00 00 97 00 74 01	..c...........................t.
19040	00 00 00 00 00 00 00 00 7c 04 ab 01 00 00 00 00 00 00 44 00 5d fd 00 00 7d 06 74 02 00 00 00 00	........|.........D.]...}.t.....
19060	00 00 00 00 6a 04 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 6a 07 00 00 00 00 00 00	....j...................j.......
19080	00 00 00 00 00 00 00 00 00 00 00 00 7c 01 ac 01 ab 01 00 00 00 00 00 00 35 00 7d 07 7c 05 80 03	............|...........5.}.|...
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