summaryrefslogtreecommitdiff
path: root/numpy/random/tests
diff options
context:
space:
mode:
authorKevin Sheppard <kevin.k.sheppard@gmail.com>2019-05-24 10:41:58 +0100
committermattip <matti.picus@gmail.com>2019-05-27 22:58:35 +0300
commit58c0e72854c3f79d3d165d74f2dc721815a38b57 (patch)
tree3a8fff1f2c1a073248c81e53ba8d3a0367c00907 /numpy/random/tests
parent3db5a7736cf26db59817eb8939b042ae18c482fa (diff)
downloadnumpy-58c0e72854c3f79d3d165d74f2dc721815a38b57.tar.gz
Revert "MAINT: Implement API changes for randomgen-derived code"
This reverts commit 17e0070df93f4262908f884dca4b08cb7d0bba7f.
Diffstat (limited to 'numpy/random/tests')
-rw-r--r--numpy/random/tests/data/pcg32-testset-1.csv1001
-rw-r--r--numpy/random/tests/data/pcg32-testset-2.csv1001
-rw-r--r--numpy/random/tests/data/pcg64-testset-1.csv1001
-rw-r--r--numpy/random/tests/data/pcg64-testset-2.csv1001
-rw-r--r--numpy/random/tests/test_direct.py52
-rw-r--r--numpy/random/tests/test_smoke.py52
6 files changed, 4106 insertions, 2 deletions
diff --git a/numpy/random/tests/data/pcg32-testset-1.csv b/numpy/random/tests/data/pcg32-testset-1.csv
new file mode 100644
index 000000000..6bddc8d5c
--- /dev/null
+++ b/numpy/random/tests/data/pcg32-testset-1.csv
@@ -0,0 +1,1001 @@
+seed, 0xdeadbeaf
+0, 0xbeb77374
+1, 0x75cad014
+2, 0xabc6773e
+3, 0xe99a034e
+4, 0x1e3f5c6d
+5, 0x513d3c5b
+6, 0x4a378bad
+7, 0xba5b3488
+8, 0x21e96448
+9, 0x5197a3d3
+10, 0x84bbcc90
+11, 0x674fce76
+12, 0xd1dd9879
+13, 0x1625afd4
+14, 0x4bb5e330
+15, 0x3f4b8f74
+16, 0xf0a7c00b
+17, 0xecdb92d0
+18, 0xf069232c
+19, 0x56dbeaa2
+20, 0x70c62231
+21, 0x6c68e57e
+22, 0x3829213c
+23, 0x9b8bc5e6
+24, 0x45abd553
+25, 0xf5991ce7
+26, 0xb4aff20a
+27, 0x677a5785
+28, 0x108f180d
+29, 0x2b3f1001
+30, 0x838fdfcb
+31, 0x8ad3c2a0
+32, 0x596268fa
+33, 0xee6bcc56
+34, 0x46810af0
+35, 0x1648a587
+36, 0x7265a926
+37, 0xed0f3acc
+38, 0x72a1ac0
+39, 0xb3f7109f
+40, 0x6ddd75f2
+41, 0xa968127f
+42, 0x40df20fd
+43, 0xde835b80
+44, 0xe453cd68
+45, 0x26ad68eb
+46, 0x23a052d2
+47, 0x17881c5c
+48, 0x785d41b9
+49, 0x61b4530a
+50, 0x5ee92c84
+51, 0x4cad7358
+52, 0x843db584
+53, 0x3576368b
+54, 0x14db6b2b
+55, 0xb6e8b042
+56, 0x6323e866
+57, 0x9a709e25
+58, 0xae594bdc
+59, 0x4be9ec1b
+60, 0x77b4fd05
+61, 0x4421667
+62, 0x24bf98f7
+63, 0xfb202aed
+64, 0x2f01b05f
+65, 0xac766e69
+66, 0xc1572ce2
+67, 0xb26354d6
+68, 0x4db5f193
+69, 0x41a4609b
+70, 0x26bbb4cc
+71, 0x676b7438
+72, 0x13b2be7d
+73, 0x7df521c4
+74, 0x57f770f3
+75, 0x78a8a8
+76, 0x164d46c6
+77, 0xbb29da20
+78, 0x5c262bf9
+79, 0xfd305d0
+80, 0xb500d90b
+81, 0xbb7b4e37
+82, 0x5ba2bbfd
+83, 0xa9561043
+84, 0xe175c662
+85, 0x3a5c8eec
+86, 0xac5e2184
+87, 0x1e1c7de7
+88, 0x46be092a
+89, 0x8b82f5be
+90, 0xb1c1b591
+91, 0x6f06d957
+92, 0x1d26dc5c
+93, 0x158c57e3
+94, 0x6da1ebf8
+95, 0x74501e60
+96, 0x70587043
+97, 0xa19b90fe
+98, 0x7d327dff
+99, 0x22dc6b90
+100, 0xf48a9ae6
+101, 0x75eeb769
+102, 0x9cdc12cb
+103, 0x7fe2cdc6
+104, 0x4fba8066
+105, 0x1a7a0667
+106, 0xd9289d22
+107, 0x3a045bce
+108, 0x60e5f71f
+109, 0xd81b35dc
+110, 0xceae6194
+111, 0xa032a688
+112, 0x7157b327
+113, 0x61c74c80
+114, 0x2d519c39
+115, 0x5b1a352e
+116, 0x5ad266da
+117, 0x9118352b
+118, 0xdd20b6e1
+119, 0xc0d154fa
+120, 0x93bbb9c9
+121, 0x91170de2
+122, 0xa3af5e05
+123, 0x1b19ff2f
+124, 0xf814c3bf
+125, 0x8914a953
+126, 0x5278efb7
+127, 0x3c96d7bd
+128, 0xb5422a7
+129, 0x2aee2619
+130, 0x60c6a90c
+131, 0xfbec0e9c
+132, 0xef794075
+133, 0xda93d22e
+134, 0xb956d02a
+135, 0xd97cc49b
+136, 0x80737244
+137, 0x7c56a95
+138, 0xa5311355
+139, 0x7dcdd592
+140, 0x92add23e
+141, 0xb1ba1317
+142, 0x507e5330
+143, 0x2644b95a
+144, 0xa1afa519
+145, 0x596c65c0
+146, 0x6f47dd11
+147, 0xfd2fbada
+148, 0x98675d7c
+149, 0xb9e21413
+150, 0x8bae5eca
+151, 0xe1f50018
+152, 0x7dd08715
+153, 0x36a888e1
+154, 0x7fcd6364
+155, 0xb84c093
+156, 0x18e2d58f
+157, 0x19fd21ed
+158, 0x3c25e3a3
+159, 0x7a0d833b
+160, 0x47525b28
+161, 0xba88474
+162, 0xd108e7da
+163, 0x32b06660
+164, 0xbce027b3
+165, 0x96b31787
+166, 0x916ab263
+167, 0xa5fa088
+168, 0x3cb9cd59
+169, 0x7a97051f
+170, 0x104b6883
+171, 0x6e08c314
+172, 0x33a4c62c
+173, 0x14eb854
+174, 0x873f730a
+175, 0x8c3f7224
+176, 0x9a41beeb
+177, 0xe4e2ab0a
+178, 0xfa89ad0e
+179, 0x4aa62ac3
+180, 0xb75dc1bf
+181, 0x3f4c5131
+182, 0x3fef0f91
+183, 0xffa06655
+184, 0x417d7d38
+185, 0x1e7734df
+186, 0x25685235
+187, 0x33fe5b68
+188, 0x68923f72
+189, 0x5da45ff
+190, 0xb871df26
+191, 0xd3ffd8c6
+192, 0x1718d862
+193, 0xe127d844
+194, 0xadcdc48a
+195, 0x79ee30cb
+196, 0x931a6cba
+197, 0x9463c42d
+198, 0x9f8d2806
+199, 0xa3695a97
+200, 0xfc9587bc
+201, 0xb3943573
+202, 0x50ed8901
+203, 0x6891f33
+204, 0xb7a12dfb
+205, 0x1245cf5d
+206, 0xbc0f73a7
+207, 0x26cbfeb2
+208, 0x774d8e83
+209, 0xa19e9c1
+210, 0xc147a437
+211, 0xe034f2a3
+212, 0xd288b664
+213, 0xdcd0356d
+214, 0x2b695901
+215, 0x3bc31736
+216, 0x4a5b1998
+217, 0x18537410
+218, 0x11b40f35
+219, 0xf16f6f89
+220, 0xe844cffe
+221, 0xce026166
+222, 0x3770aaba
+223, 0xc62566ee
+224, 0x6db2d1f8
+225, 0xe4720b6d
+226, 0x68321a69
+227, 0x488539ac
+228, 0x5e18ab61
+229, 0xb58e598e
+230, 0x6f501a91
+231, 0xc4fd3e8d
+232, 0x9faa3631
+233, 0x184366b0
+234, 0xecf74d6a
+235, 0x3773d622
+236, 0x382ca536
+237, 0x93451381
+238, 0x9f148ed5
+239, 0x2b66f241
+240, 0xa6807c39
+241, 0xbb087446
+242, 0xa18ba432
+243, 0x8e7a6013
+244, 0xab30278e
+245, 0xbf457c78
+246, 0xb24814b1
+247, 0x710f99d5
+248, 0xbcb84762
+249, 0x4913a7e7
+250, 0x90a31a0c
+251, 0x6d4b1673
+252, 0x18873994
+253, 0x1efd517a
+254, 0x99b499d1
+255, 0x2d488776
+256, 0x1cded201
+257, 0xa53b02e4
+258, 0xcb20d0fd
+259, 0x72bfaae3
+260, 0x858c865b
+261, 0x2e2d3e96
+262, 0x8bc5b0b9
+263, 0x8980346a
+264, 0xa8e47fba
+265, 0x2a39fe16
+266, 0x9f34eeeb
+267, 0x7baebcc9
+268, 0xbc0b8d74
+269, 0x37373c8
+270, 0xe128cfc4
+271, 0x49cdb150
+272, 0x5965c726
+273, 0xfc326226
+274, 0x53a3e8e
+275, 0xa99d89f7
+276, 0x33ac111c
+277, 0x143fe678
+278, 0x96212281
+279, 0x6a83bffd
+280, 0x529852f7
+281, 0x97fef4
+282, 0x303ce151
+283, 0x4f8c7b83
+284, 0xd5ef9c82
+285, 0xede9d572
+286, 0xc03e2c38
+287, 0x89d7f886
+288, 0x21e998b0
+289, 0x58d505cf
+290, 0x5c42089
+291, 0x9a01dcab
+292, 0x83d8cc17
+293, 0x7d6aacf
+294, 0xa1cbdced
+295, 0x47365e25
+296, 0xbb61e976
+297, 0xfeafd0a6
+298, 0x760d82b4
+299, 0x9ffb351d
+300, 0x28e19ac0
+301, 0x891131c6
+302, 0xc1656522
+303, 0x4536d90
+304, 0x956b1b84
+305, 0xf9ff54f6
+306, 0xb0050d88
+307, 0x7d7fafa2
+308, 0x430e670b
+309, 0x18ad450d
+310, 0xd5a1d6b6
+311, 0x390a6da4
+312, 0xc70d557d
+313, 0xd8fadb5e
+314, 0xfb4b4cb6
+315, 0xce707f8b
+316, 0x4c18d350
+317, 0x8dc0d200
+318, 0x228d9e85
+319, 0xd6485ba3
+320, 0x37c4a70a
+321, 0x9d7cc5f5
+322, 0x889a9b9
+323, 0x41d2f942
+324, 0x4c13b3bd
+325, 0x70e58147
+326, 0x4a0e1270
+327, 0x3cdc1b73
+328, 0x7a4e56f3
+329, 0xd8350406
+330, 0x46068108
+331, 0xfc4da48
+332, 0xf6111245
+333, 0x40a15167
+334, 0x38a591ac
+335, 0x3e97e682
+336, 0x5c515d2d
+337, 0x45023a37
+338, 0xacb0ed6a
+339, 0x899f0ebb
+340, 0x2054df01
+341, 0x6d629607
+342, 0x79ced597
+343, 0xba0a3a12
+344, 0xde63b611
+345, 0x228cb776
+346, 0x61f10dba
+347, 0x9a1095d3
+348, 0xf08dcb3
+349, 0x88e58009
+350, 0x131880aa
+351, 0xc55002ee
+352, 0xcf556f47
+353, 0x17b6dd76
+354, 0x6110ba20
+355, 0x74a91935
+356, 0xe83cf9ed
+357, 0x3138e936
+358, 0x103bfb72
+359, 0x2084abe4
+360, 0xf3a05dd9
+361, 0x9213f3a4
+362, 0xe7674dd7
+363, 0xcd09d629
+364, 0x260461f2
+365, 0x411c2428
+366, 0xbb5f6f2e
+367, 0x6feb8c93
+368, 0x3cde3ece
+369, 0x7a424d2c
+370, 0x808a0948
+371, 0x653c3fdf
+372, 0x26f88849
+373, 0xf540b6ae
+374, 0x1f82e8ac
+375, 0x300f7e39
+376, 0xb6e62e7b
+377, 0x970441a1
+378, 0x91f2946c
+379, 0xaad281f
+380, 0x43be1dcf
+381, 0x95a1b4c8
+382, 0x2d956dea
+383, 0xc532ca29
+384, 0xc93f1fcf
+385, 0x70762aab
+386, 0x231a72ef
+387, 0xe5bd1b75
+388, 0xfa31468
+389, 0x77e1b7b5
+390, 0x19d80215
+391, 0xd45704b7
+392, 0x33472a0d
+393, 0x833a435e
+394, 0x2354a326
+395, 0x8af39828
+396, 0x603a7960
+397, 0x288c2d54
+398, 0x75bd7c23
+399, 0xe2dd42e1
+400, 0x9a87b486
+401, 0x32e9bcd1
+402, 0x8630f74f
+403, 0x160408ea
+404, 0xd2127c63
+405, 0xaf327f8e
+406, 0x8d879a61
+407, 0xc5c88f60
+408, 0x53a19fa1
+409, 0x706dacb4
+410, 0xd04ea0f
+411, 0x94806c1a
+412, 0x941cfe69
+413, 0x956a5562
+414, 0xee1f71c
+415, 0xe6ba12d
+416, 0x333e31f6
+417, 0x17aee12e
+418, 0x20ccfedb
+419, 0xd7bb7f92
+420, 0xba7d14f3
+421, 0xb935d4fb
+422, 0xbdb8f5e1
+423, 0xb24e7adc
+424, 0xc9abef71
+425, 0x3e3d8125
+426, 0x5fc0878b
+427, 0x5ba172d9
+428, 0xe28f648c
+429, 0x5137f3a7
+430, 0xb57273df
+431, 0xe68df236
+432, 0xbc29802b
+433, 0xb1419e66
+434, 0x69ecb739
+435, 0x490e8eb6
+436, 0x61e25a6c
+437, 0xc1fa0de6
+438, 0x2bf2fbf1
+439, 0x9487e8da
+440, 0xce5c5532
+441, 0x75859040
+442, 0x2606bdeb
+443, 0x1b77c072
+444, 0xe5fbeed1
+445, 0xea9e1ab3
+446, 0x55cf96ae
+447, 0x283ed27d
+448, 0xc94067a1
+449, 0x8687b3e5
+450, 0x4031b307
+451, 0xc5790e82
+452, 0x4031ee7f
+453, 0x952c4503
+454, 0x379ec606
+455, 0x7c35e19d
+456, 0x2d333769
+457, 0xbca36d54
+458, 0xcdc70741
+459, 0xa3ab56fb
+460, 0x187a2fd6
+461, 0xdd1f32f1
+462, 0xc007ac56
+463, 0x14c441c1
+464, 0xf290ed47
+465, 0xc833edac
+466, 0x13f0a8fe
+467, 0x63c10b6e
+468, 0x6af1be34
+469, 0x5bd4930e
+470, 0xfe56bfbb
+471, 0x1b412c8e
+472, 0xf0c7712a
+473, 0xf3a96226
+474, 0xbd0aaad8
+475, 0xbd00355e
+476, 0x8ba9eca1
+477, 0x81f136a0
+478, 0x7de3a327
+479, 0x7be298ea
+480, 0xe60e320a
+481, 0xaf4373b
+482, 0x6eacbf3
+483, 0x1291760f
+484, 0xd48ed89b
+485, 0x596603d4
+486, 0x53abc8
+487, 0x82123b2f
+488, 0x1276dc8
+489, 0xfeb474bb
+490, 0x4013da51
+491, 0x111cb9d6
+492, 0x5726df82
+493, 0x45806861
+494, 0x2580801a
+495, 0x1326049e
+496, 0xb9474bf9
+497, 0x6c5d85ed
+498, 0x9c4a9352
+499, 0x9eb915ed
+500, 0x914505
+501, 0xd14c5b9a
+502, 0x57ef8ffd
+503, 0x480d8719
+504, 0xb18d7fce
+505, 0xfd29e178
+506, 0x2679f6c9
+507, 0xd94a086e
+508, 0x6e46f559
+509, 0xb7c3a2e3
+510, 0x793a4c3b
+511, 0x4e5252f9
+512, 0x1bdb53a4
+513, 0xbed5794
+514, 0x31a3ebc7
+515, 0xa6eb54e1
+516, 0xc6ae5d92
+517, 0x392acfc8
+518, 0xb283fb8f
+519, 0x80b15ffe
+520, 0x763b49a8
+521, 0x3febc1d3
+522, 0x60f2b20
+523, 0xd93aeba9
+524, 0xeddf06bb
+525, 0x13992ab3
+526, 0x4521bcf6
+527, 0x5ad82a14
+528, 0xf2bfc79c
+529, 0xf664b9b
+530, 0xeb9540a2
+531, 0x5641dc50
+532, 0x9282d9c4
+533, 0x5d2443a4
+534, 0x407b5011
+535, 0x84a415d7
+536, 0x5db90eae
+537, 0xd2947d4c
+538, 0x8bd8856d
+539, 0xbc05a99b
+540, 0x1c2e0f5
+541, 0xb94d03a2
+542, 0xb8ed5ac1
+543, 0x199943d9
+544, 0x12482e5c
+545, 0x20aa7c9f
+546, 0x8733e45c
+547, 0x277b4f44
+548, 0x673d5a73
+549, 0xabc0aad9
+550, 0xbed6cd98
+551, 0x2943c24b
+552, 0x5237d6f9
+553, 0x1cb1a392
+554, 0xc7b69454
+555, 0x4f792707
+556, 0xa32ef400
+557, 0x7a5b6b72
+558, 0xa8683acc
+559, 0x418d0491
+560, 0x56e2470e
+561, 0xbe385495
+562, 0xe7944341
+563, 0x438abaab
+564, 0x82ad2c2
+565, 0x7afc306b
+566, 0xfcb88957
+567, 0x530414bd
+568, 0x2e3c7d41
+569, 0x633f7573
+570, 0xeffeefb2
+571, 0xf6de11f9
+572, 0x337710f2
+573, 0x88bf46dc
+574, 0x6fdaf5dc
+575, 0x34229d26
+576, 0x46b0aba0
+577, 0x78e40a29
+578, 0x7f9623cd
+579, 0x6cfe8779
+580, 0x1d4af99
+581, 0x78f97244
+582, 0xa198d714
+583, 0x9124883e
+584, 0x1cf88a12
+585, 0x69fe0966
+586, 0x78484a68
+587, 0xf9d8718b
+588, 0xcbf3ba5b
+589, 0xf67fb149
+590, 0xc95977c1
+591, 0x474f57f5
+592, 0x11bb9ec1
+593, 0xe28f21be
+594, 0x8ca6e21b
+595, 0x2609defc
+596, 0x989b6f6b
+597, 0x1c87383e
+598, 0xacd78f57
+599, 0x8c46cfcb
+600, 0xc37cce08
+601, 0x327d196a
+602, 0xf63c3572
+603, 0xc56780b5
+604, 0x9ac37d16
+605, 0xe692a39c
+606, 0x563938a3
+607, 0x1e80e32f
+608, 0x745652af
+609, 0xe425c9a8
+610, 0x11c71e82
+611, 0x9c721f6d
+612, 0xef89b973
+613, 0x494c7e80
+614, 0xadc29895
+615, 0xc7ee35ad
+616, 0x19beeb0c
+617, 0x9c25ae3f
+618, 0x27bf930f
+619, 0x223970a0
+620, 0x7cdb17ca
+621, 0xa49054f
+622, 0xf8321dcb
+623, 0x3f96a9eb
+624, 0x4468072a
+625, 0xfd7d727
+626, 0xee0af4f1
+627, 0xe6585512
+628, 0x56a6d8a1
+629, 0x40586642
+630, 0xb46bdaa0
+631, 0xe053a140
+632, 0x4de1953d
+633, 0xb6cbc718
+634, 0x2ed92c19
+635, 0x9da2840
+636, 0x6ab418b1
+637, 0x179f64cf
+638, 0x7c281c0
+639, 0x7015b62a
+640, 0x8d31e38e
+641, 0xa6de57ca
+642, 0xe509c4e1
+643, 0xa010162c
+644, 0xf71abd42
+645, 0x3d24ac8b
+646, 0xc2deb72f
+647, 0xd81570ba
+648, 0x17fc7d15
+649, 0xf17997b6
+650, 0xfa2ec5b5
+651, 0xbf7e189b
+652, 0xb3d9e761
+653, 0xe1194bd1
+654, 0x8d5280dd
+655, 0xdea2d148
+656, 0x6d85e66c
+657, 0x37f5fb07
+658, 0x65c1dd1
+659, 0xf52c04f8
+660, 0x4460d846
+661, 0x1729f55f
+662, 0xe03a699d
+663, 0x9f05ff9f
+664, 0x31abe986
+665, 0x64899f61
+666, 0x52fba7
+667, 0x2833ce74
+668, 0xa34d0e57
+669, 0x7203d492
+670, 0x1a63d91e
+671, 0x463781b7
+672, 0xf9842e7b
+673, 0x809276ad
+674, 0x88237b9d
+675, 0xaa648b06
+676, 0x9cf916bd
+677, 0x3b3068e4
+678, 0x20d6ae7d
+679, 0x7855dafd
+680, 0x9ebd14ed
+681, 0xc5934a1c
+682, 0xb3c421a1
+683, 0xa2b709a2
+684, 0x91fa8b34
+685, 0x9009a54
+686, 0xb2c4215f
+687, 0x7b294eb1
+688, 0x1802911e
+689, 0xa2067de5
+690, 0x5ebd85e9
+691, 0xc4f8e698
+692, 0xd143d368
+693, 0x2ca2b6fb
+694, 0xb5d27ebc
+695, 0x410146ca
+696, 0x9d6948fe
+697, 0xfafd0af5
+698, 0x290e9c5f
+699, 0x2ff06292
+700, 0x417903d5
+701, 0xc51af07c
+702, 0xd2bbaf6b
+703, 0xfa3720f1
+704, 0x4a6eb52d
+705, 0xed86ad3c
+706, 0x72a8676e
+707, 0xc3c2bbed
+708, 0x62b6a951
+709, 0xe08f9534
+710, 0xe2686ea5
+711, 0x3dbbf99b
+712, 0xfec5319f
+713, 0xef9c67eb
+714, 0x9d69d19b
+715, 0xc732ed2
+716, 0xc6e829bd
+717, 0xe712e882
+718, 0xd24594ca
+719, 0x102b8426
+720, 0xa5145730
+721, 0x62fecd71
+722, 0xe6439ca2
+723, 0x58819419
+724, 0xef722791
+725, 0x5ef6ab17
+726, 0x85ce3714
+727, 0xd4e18303
+728, 0xf91eb9c2
+729, 0x86bae692
+730, 0x6d81c21c
+731, 0xd9985982
+732, 0xfdd55f22
+733, 0x72ecd91a
+734, 0x4b1cee6
+735, 0xefa672ec
+736, 0x3f18114f
+737, 0xacae5e62
+738, 0x68369afd
+739, 0xff5e6612
+740, 0x3760af8c
+741, 0xd8c878bf
+742, 0x3945fe59
+743, 0x2cf7f99a
+744, 0x2cc59bb4
+745, 0xbba95cd6
+746, 0x6511688d
+747, 0xcf326178
+748, 0xf850cc68
+749, 0x4bd2540e
+750, 0xa02cf5e5
+751, 0x5546fcb5
+752, 0xe2b289fd
+753, 0x960c6ba
+754, 0x3a2c9d74
+755, 0x2def7a8f
+756, 0x54e57d43
+757, 0xf953c277
+758, 0xd9b414b1
+759, 0x19a25920
+760, 0xaf2691a1
+761, 0x81e88159
+762, 0x49a3eab
+763, 0x276a797d
+764, 0x98337885
+765, 0x37055fd0
+766, 0x6927effc
+767, 0xb6de7fc0
+768, 0x9e920f9a
+769, 0xd2dc9145
+770, 0xe2861109
+771, 0xe42e2c1e
+772, 0x836fe968
+773, 0x23452a15
+774, 0xd49f0e2b
+775, 0x2998f647
+776, 0x94f8c803
+777, 0xf8be479e
+778, 0xfd44079f
+779, 0x685ab9c1
+780, 0xea8eeab3
+781, 0x580ff5d8
+782, 0x88ad0666
+783, 0x19df5d86
+784, 0xe4862012
+785, 0x3ad25460
+786, 0x677449ce
+787, 0x1c7e0b9a
+788, 0x287a98d0
+789, 0xed39d094
+790, 0x40501707
+791, 0xb99073a4
+792, 0x31847bd4
+793, 0x91e5b7
+794, 0x46815e56
+795, 0xc823384c
+796, 0xdb6fb24
+797, 0xabe50dd8
+798, 0x2a33797b
+799, 0x4fb617ec
+800, 0x811a36df
+801, 0xb6b7a25f
+802, 0x8962cd0a
+803, 0xc40818fe
+804, 0x5dbe4e57
+805, 0x591f6c61
+806, 0x22aa4809
+807, 0xc0e4a72
+808, 0xa8a0e2e7
+809, 0xf91d553a
+810, 0x77674da7
+811, 0x196657d6
+812, 0x5ae38c0f
+813, 0x8bcf1ed2
+814, 0x9e0a2c8f
+815, 0xf94e5215
+816, 0x11299b2b
+817, 0xc499eca3
+818, 0x25e58d1b
+819, 0xdd722954
+820, 0x816f4c21
+821, 0x2504fd9b
+822, 0x722a597a
+823, 0x92f80aab
+824, 0xe2d7e54d
+825, 0xefb26dba
+826, 0x9ebf8863
+827, 0xd297ec21
+828, 0xa0ebfbb5
+829, 0xec609873
+830, 0xd079b3d1
+831, 0x920f722d
+832, 0xfd58146
+833, 0x5fbb5784
+834, 0x30187f5d
+835, 0x887f4ec6
+836, 0x6839a2ed
+837, 0x72bccd98
+838, 0x7565903e
+839, 0x8d3afaef
+840, 0xfb713a03
+841, 0x34216b35
+842, 0xbe0da7e9
+843, 0x4b11764e
+844, 0x6666922a
+845, 0x3f2dc90d
+846, 0xeca8fb8d
+847, 0x91579404
+848, 0x8d413df7
+849, 0x2a0f8307
+850, 0x39d5a495
+851, 0x79ba5e62
+852, 0xbb06fd0f
+853, 0x47ba4208
+854, 0x4a2efb9c
+855, 0xee3a07f0
+856, 0x291a73e0
+857, 0xe42a46c5
+858, 0x203455b2
+859, 0x40545253
+860, 0xa618bb0a
+861, 0xd4792a15
+862, 0xd6e62559
+863, 0x8149e2f0
+864, 0x5f6499a9
+865, 0xa63fc585
+866, 0xe33e1c1f
+867, 0x36ecb45b
+868, 0x267883ca
+869, 0x905d98fb
+870, 0xfac3512c
+871, 0x374d0a0e
+872, 0x9920f3e0
+873, 0xfb961c9f
+874, 0x70f2d752
+875, 0x69c44d12
+876, 0xcb6075d2
+877, 0xaf802ac8
+878, 0x2c4b792b
+879, 0xa2203217
+880, 0xc2c15619
+881, 0xb13af213
+882, 0x759b165c
+883, 0x411ecdf2
+884, 0x158e5fba
+885, 0x70874450
+886, 0x226a484f
+887, 0x87b95ecf
+888, 0x45cef22f
+889, 0xfaf186bd
+890, 0x3544972a
+891, 0xb4a2f73
+892, 0x5f5d10de
+893, 0xf3d05e29
+894, 0x7616ba85
+895, 0x4d2e198
+896, 0x1f240293
+897, 0x317c2286
+898, 0x3bd97e7b
+899, 0xd7e39d6f
+900, 0x142ee43c
+901, 0x688ada72
+902, 0xad8deac8
+903, 0xf7cc8d5e
+904, 0xa84600f5
+905, 0xda6b1b3
+906, 0x5bad09de
+907, 0x6f4276c7
+908, 0xa789933f
+909, 0xede4329a
+910, 0xa31f2df5
+911, 0x869c0c3c
+912, 0x6658f5b
+913, 0xdb451b7c
+914, 0x16ec0b18
+915, 0x2e35872c
+916, 0xf7bf3c44
+917, 0xda59c872
+918, 0x1ab63c0c
+919, 0x9a361a82
+920, 0xd2e1afcc
+921, 0x5c41ac55
+922, 0xd1d761db
+923, 0x3639bb85
+924, 0x7a418cfb
+925, 0xf0b06b8f
+926, 0xa2ef4d47
+927, 0x4fac4d1b
+928, 0x47e42283
+929, 0x6ee6a7df
+930, 0xfe786975
+931, 0x4475b665
+932, 0xd881e311
+933, 0x6b02224
+934, 0xcba19b84
+935, 0x4efa35f6
+936, 0x3873a72d
+937, 0x984d7964
+938, 0xe23cda62
+939, 0xea9949d2
+940, 0x243b83b1
+941, 0x48d1bcc4
+942, 0xe35b6a23
+943, 0x125288f1
+944, 0x72fdd401
+945, 0xa2af6873
+946, 0x7c211096
+947, 0xa00a13dd
+948, 0x7b4ce5d6
+949, 0x1e4be120
+950, 0xc771cc00
+951, 0x343ae31
+952, 0xe8e0be50
+953, 0xd9095a3f
+954, 0x616b7c17
+955, 0xa96e1580
+956, 0x60501426
+957, 0xeaac50b
+958, 0x130c33b5
+959, 0xba30925b
+960, 0xf942c440
+961, 0xc52e8e20
+962, 0x5f460318
+963, 0x94e1dadd
+964, 0xdfa4f20e
+965, 0xc9bbd26a
+966, 0x75322ecb
+967, 0x3dc3ff18
+968, 0xfa896826
+969, 0xe4ad213c
+970, 0x7a0f97c3
+971, 0xd7b7b08f
+972, 0x6ebcab4e
+973, 0x1a37d816
+974, 0x16299fee
+975, 0x89d94a3a
+976, 0x11c2f073
+977, 0x4ef27a32
+978, 0xaaf42781
+979, 0x9862c844
+980, 0xaa672e94
+981, 0xba4f2690
+982, 0x1f767d21
+983, 0x157e1a5e
+984, 0x5b6de343
+985, 0xc494501e
+986, 0xe97b507b
+987, 0x98cae4c8
+988, 0xc4a6b036
+989, 0x746f8686
+990, 0xe761c86
+991, 0xefdaaa15
+992, 0xb907b816
+993, 0xe9d05992
+994, 0xed2e1b0e
+995, 0xe129d3ee
+996, 0xb41bb95f
+997, 0xaec36181
+998, 0xdcdcf5f0
+999, 0xf175572a
diff --git a/numpy/random/tests/data/pcg32-testset-2.csv b/numpy/random/tests/data/pcg32-testset-2.csv
new file mode 100644
index 000000000..2d4c8aed1
--- /dev/null
+++ b/numpy/random/tests/data/pcg32-testset-2.csv
@@ -0,0 +1,1001 @@
+seed, 0x0
+0, 0xe4c14788
+1, 0x379c6516
+2, 0x5c4ab3bb
+3, 0x601d23e0
+4, 0x1c382b8c
+5, 0xd1faab16
+6, 0x67680a2d
+7, 0x92014a6e
+8, 0x628ae389
+9, 0xa794034d
+10, 0x5cc38cd9
+11, 0xfc913a3b
+12, 0x81c851dc
+13, 0x90c820e4
+14, 0x60dfa703
+15, 0xd613ae14
+16, 0x38ea1699
+17, 0x51f04d1b
+18, 0xc4ef01a1
+19, 0x321eec02
+20, 0x4c37a737
+21, 0x6bfd1aa8
+22, 0x71a28325
+23, 0x4656d6e9
+24, 0x17509653
+25, 0x830bd521
+26, 0x6d35e3aa
+27, 0x4ab85020
+28, 0x21c1da2c
+29, 0x6a6057a2
+30, 0xf3a90dc1
+31, 0xa1cbdcd9
+32, 0xf70b61bf
+33, 0x3b2b09a8
+34, 0xbc2ef54d
+35, 0xce07f38f
+36, 0xb51bc60b
+37, 0x729efb83
+38, 0x7e4a5f66
+39, 0xdd824ead
+40, 0x9be85945
+41, 0x57f8779c
+42, 0xdb449e87
+43, 0xc0be253f
+44, 0x18b4267e
+45, 0xff78821
+46, 0xb53e3425
+47, 0x4550b21b
+48, 0xefe89a4c
+49, 0x74c130b9
+50, 0x1656a3a0
+51, 0x194da2a6
+52, 0x1a6cdb1d
+53, 0x7c1fd58e
+54, 0x3162d1e9
+55, 0x3e2f2c7d
+56, 0xb0ab9b5c
+57, 0x79156d4d
+58, 0x97b85150
+59, 0x967a02ce
+60, 0x1e64548d
+61, 0x4196d24a
+62, 0xd047eef5
+63, 0x8451cc3c
+64, 0x7227eb94
+65, 0xb1191064
+66, 0x82e162d0
+67, 0xb473f07d
+68, 0x92ea0426
+69, 0xbf2a25fa
+70, 0x9935be52
+71, 0x28baec93
+72, 0xa29368b5
+73, 0xe3d6d97d
+74, 0x85ecf1d4
+75, 0x482e4bc8
+76, 0xe4f22219
+77, 0x7531047
+78, 0x3c41ef1f
+79, 0x19db5112
+80, 0xc1534caf
+81, 0x6c45710a
+82, 0xb323c369
+83, 0x2dac53c6
+84, 0xd5dc48b4
+85, 0x1dc6d7a1
+86, 0x3ae2bc10
+87, 0x6a7635e8
+88, 0xdeee7b7f
+89, 0xcb705cd3
+90, 0xba11e537
+91, 0xb64a4936
+92, 0xff4b245e
+93, 0x39cb1219
+94, 0x64833e10
+95, 0x76b0f975
+96, 0x333d7c7d
+97, 0x88ccfb17
+98, 0xad78dace
+99, 0xd82fb71
+100, 0x1595d411
+101, 0x47f9d57a
+102, 0xd4dad6cb
+103, 0x78bf16bd
+104, 0x71b053d2
+105, 0xa4bb076e
+106, 0xd7c57664
+107, 0x3fbcbf8f
+108, 0xc816befc
+109, 0x6df46890
+110, 0xd16f271f
+111, 0xeeeb1571
+112, 0x58222e89
+113, 0xa55e81d3
+114, 0xafbe7622
+115, 0x938475a8
+116, 0xd8740af2
+117, 0xf937dbd7
+118, 0x7d3940fa
+119, 0x694c55f2
+120, 0x2261fb68
+121, 0x6ce39e94
+122, 0xab43634
+123, 0xd92ff7c4
+124, 0xe8db22d
+125, 0x52e250b1
+126, 0xaf0f7029
+127, 0xc23dd3a
+128, 0xd66dc2b9
+129, 0xea7f01f3
+130, 0x4df54b3f
+131, 0xf1eff09c
+132, 0x2813663e
+133, 0x21ae8115
+134, 0xb00d790d
+135, 0x11e6adbb
+136, 0x61005f4c
+137, 0x3de17bf0
+138, 0x7b2050b9
+139, 0xe20dd275
+140, 0xafa0bdcc
+141, 0x9c6d4c6c
+142, 0xe938606
+143, 0x8eecdd8f
+144, 0xea9a90a9
+145, 0x99cbb123
+146, 0x16fccad1
+147, 0x7e81fdd9
+148, 0x116e6abd
+149, 0xdeb9ff4e
+150, 0xc589f525
+151, 0x57d701a9
+152, 0xcf05e950
+153, 0x533a2839
+154, 0x12d592e7
+155, 0xae61f43f
+156, 0x419ae221
+157, 0x81126e0a
+158, 0xc3988c97
+159, 0xb3262eaa
+160, 0x3baddf9e
+161, 0xf19d8a16
+162, 0x2a8b130f
+163, 0xe4c9ccea
+164, 0xf5ae2ea
+165, 0x75aaa98d
+166, 0xdd45ce49
+167, 0x98e0d4f6
+168, 0xb1ec10a1
+169, 0xc9592952
+170, 0x23bb1f45
+171, 0xd0827b45
+172, 0x7a79b800
+173, 0x9d1b8348
+174, 0xe2958863
+175, 0x5143e17e
+176, 0x44110af9
+177, 0x49d76858
+178, 0xdba4688e
+179, 0x4e4d61dd
+180, 0x729b81cc
+181, 0xf3576e03
+182, 0x9b028e9d
+183, 0x68d8d869
+184, 0xda15e018
+185, 0x5384abb2
+186, 0x1027ed5e
+187, 0xaf5401f1
+188, 0x31411375
+189, 0xc75d87be
+190, 0xad73f5fd
+191, 0xadb3add7
+192, 0x4d5452ee
+193, 0xdef42029
+194, 0x89d58a78
+195, 0x464d6b4a
+196, 0xd01f533a
+197, 0xb9533dd4
+198, 0x55c5d023
+199, 0x3dcf8fef
+200, 0x198395ca
+201, 0x7cdca51c
+202, 0x6f4074f
+203, 0xb9f79995
+204, 0xbbe3d9a5
+205, 0x520d417e
+206, 0x9a8df0bd
+207, 0xe390f486
+208, 0x5b578b3f
+209, 0xb4cdf767
+210, 0x12d45034
+211, 0xe661e293
+212, 0x70cd3e91
+213, 0xdbc7f190
+214, 0x49829849
+215, 0x12017fbe
+216, 0x1e35bf48
+217, 0x1effc3c7
+218, 0xe1f574cb
+219, 0xf613ab7d
+220, 0xd09d16fa
+221, 0xa58bcf5a
+222, 0xac39afdc
+223, 0xd611d1ab
+224, 0x36edd3b2
+225, 0xd9ea5d98
+226, 0xf6f2fce4
+227, 0x42cb31ce
+228, 0xdd1f6530
+229, 0x3e43a7d0
+230, 0x175ec7fc
+231, 0x8077af4b
+232, 0x37cbcc22
+233, 0x26a89f
+234, 0x998c930e
+235, 0xb84e5f21
+236, 0x83817130
+237, 0x2ad05d66
+238, 0x48f3b861
+239, 0xd69f626
+240, 0x1d09f12
+241, 0xf207e7f0
+242, 0xcc709acc
+243, 0x1b2881d7
+244, 0x7e18cc6c
+245, 0xbfd9589c
+246, 0xce0d301e
+247, 0xc8668b4b
+248, 0x584482bd
+249, 0x722e14ae
+250, 0xd79dfcff
+251, 0xcc7e9c21
+252, 0xd081f540
+253, 0x3b49f7fa
+254, 0xf23efb2a
+255, 0xfd7fe8f8
+256, 0x9abcbf25
+257, 0x5b713674
+258, 0x1300e351
+259, 0xe884f0ad
+260, 0x3c290461
+261, 0x4f64c1a1
+262, 0x17c55223
+263, 0xd5953a5f
+264, 0xd85e042e
+265, 0x75dfc597
+266, 0x379edfb
+267, 0x75ebddc9
+268, 0xc19b98e1
+269, 0x1dd1b751
+270, 0xc5760a60
+271, 0x5f6e2f17
+272, 0x29e8610e
+273, 0xb2edd7db
+274, 0x9233eeca
+275, 0xbc02b187
+276, 0xc997bb5b
+277, 0x88ad3a98
+278, 0x3d1167ad
+279, 0xcea54c9c
+280, 0x7ea493eb
+281, 0x586e3aa8
+282, 0xe2e027c7
+283, 0xae50ef9e
+284, 0xd32e0c38
+285, 0xeba0edf6
+286, 0x980ad22a
+287, 0x3b14e644
+288, 0xd7bfbff8
+289, 0xe0af1647
+290, 0x292d72dd
+291, 0xb8c421bb
+292, 0x114d690e
+293, 0x85a86bd
+294, 0x39f2b5e2
+295, 0x7c9c6b43
+296, 0xca387767
+297, 0x84f24ecf
+298, 0x2aec5804
+299, 0x27d0f2
+300, 0xcd7bb6a9
+301, 0xe925969f
+302, 0xc6454099
+303, 0xf7435a9d
+304, 0xf7bc998f
+305, 0xfa81f361
+306, 0xcba07d00
+307, 0x3e8a8a14
+308, 0xf0e7f785
+309, 0x25aecff
+310, 0xe1a90226
+311, 0x4af1339d
+312, 0x983f4fb9
+313, 0xbaec847f
+314, 0x4e504dbb
+315, 0xe7d0be86
+316, 0x73cb80ef
+317, 0x336db698
+318, 0x8bf7de05
+319, 0x36e4e6ba
+320, 0x47a8239b
+321, 0x2a98e1d0
+322, 0x64a6c087
+323, 0x4a8591cb
+324, 0x642d5d67
+325, 0x9f4b84b2
+326, 0x6bdf1176
+327, 0x7e2b1639
+328, 0xc90453f5
+329, 0xe72d0b96
+330, 0x5f0e1d0c
+331, 0x156af798
+332, 0x6124d8e8
+333, 0xaa2f2ad7
+334, 0x145b30b7
+335, 0xd6582106
+336, 0x203abbad
+337, 0x929d8d43
+338, 0x14d5b6dc
+339, 0xef0f4eb2
+340, 0x8ff54463
+341, 0x588113a
+342, 0x1bc43ba6
+343, 0x44f44097
+344, 0xb84cfdc6
+345, 0x3ee638af
+346, 0xdd169321
+347, 0xaaac5f56
+348, 0xbb022bc2
+349, 0xf9ef8bde
+350, 0x2829b2fb
+351, 0x563368fa
+352, 0x82ce66ae
+353, 0x6d820e38
+354, 0xb87a080e
+355, 0x756469af
+356, 0x78086990
+357, 0xa220e762
+358, 0x14ba6bdb
+359, 0xfa775c1b
+360, 0x65fa7396
+361, 0xbae24370
+362, 0x8e42ddb8
+363, 0x1f46b8ac
+364, 0x3c9236c5
+365, 0xd3a2184c
+366, 0x308ba74
+367, 0x5638eb84
+368, 0x64076fe6
+369, 0x37fe334f
+370, 0x8de24732
+371, 0xf0d0b02b
+372, 0x18492b71
+373, 0x848f38ac
+374, 0x9b46dc75
+375, 0xf5d3c06a
+376, 0x203afe47
+377, 0x19857724
+378, 0x38033528
+379, 0xf7fa640c
+380, 0xf1cb86e8
+381, 0x1fcd5b99
+382, 0xb07f1023
+383, 0x3bb9ab75
+384, 0x57f54e78
+385, 0xf5b51d4b
+386, 0xe94eba44
+387, 0xa5a39292
+388, 0x50803af
+389, 0x34ea9cc5
+390, 0xabf621ca
+391, 0xb275f802
+392, 0xf46dffd6
+393, 0xd33e27d1
+394, 0xca9a56e
+395, 0x6eda85a4
+396, 0x639b78ba
+397, 0x799d1980
+398, 0xf3c09bf1
+399, 0x6d4cdbe
+400, 0x112dae8d
+401, 0xd97414b1
+402, 0x9499df3d
+403, 0xa58ece6c
+404, 0xe56bf91b
+405, 0x3bdbfd9
+406, 0x91aae1fd
+407, 0xec1fce54
+408, 0x60e0eced
+409, 0x278d5b22
+410, 0xdee29da2
+411, 0xf1f55d27
+412, 0xd532ab83
+413, 0xb0fe9589
+414, 0x88fcc255
+415, 0xf524359b
+416, 0x7270a00b
+417, 0x42489eaf
+418, 0xc020d6bb
+419, 0xf9ed0f78
+420, 0x4bc5cdec
+421, 0x55061393
+422, 0x6b84a5a4
+423, 0x826c0471
+424, 0x9e69e30d
+425, 0x9dfd9b15
+426, 0xf4014c40
+427, 0xcd04ef4d
+428, 0x7376c02c
+429, 0xb15a9e3c
+430, 0xf76c1fa9
+431, 0xcd51bdd8
+432, 0x99f2859e
+433, 0xb62c6a4d
+434, 0x52239d8b
+435, 0x27fa2869
+436, 0x6dba918c
+437, 0x9891e444
+438, 0x71e29f5
+439, 0xa9cd3ac9
+440, 0xf6ec3b80
+441, 0x8c8d3226
+442, 0x7c528725
+443, 0xd543932b
+444, 0xf76b3e02
+445, 0xeccaf183
+446, 0x8f757854
+447, 0x785edb62
+448, 0x54397da0
+449, 0xe1fe0557
+450, 0x7a79d418
+451, 0xd2740507
+452, 0xc3561bc7
+453, 0xef7c3f18
+454, 0xecf8effe
+455, 0xc7a073ad
+456, 0xeb5ea9fd
+457, 0x33dade18
+458, 0x89d0e41c
+459, 0x7720d298
+460, 0xe912f029
+461, 0x7794462
+462, 0xa436dcf6
+463, 0x55cbb318
+464, 0x7b4a78e0
+465, 0xa8ce0afb
+466, 0x7e18bb28
+467, 0x92c4f8f6
+468, 0x6828052c
+469, 0xbf619f8
+470, 0x272d1d15
+471, 0xb34e2e52
+472, 0x52158f7f
+473, 0x682fb062
+474, 0x52e80435
+475, 0x787e0fb3
+476, 0xe331da39
+477, 0xfad42e58
+478, 0x1bdb3f90
+479, 0xe313ab2
+480, 0xe61af9bb
+481, 0x46f03903
+482, 0x926b3d33
+483, 0x2b23ce3b
+484, 0xed04d4af
+485, 0x34c49faf
+486, 0x142f503c
+487, 0x47cf6a21
+488, 0x5352250c
+489, 0xf5942210
+490, 0xca5950ae
+491, 0xc5302422
+492, 0x41a5e9b1
+493, 0x30076390
+494, 0x8951d0e4
+495, 0xebe74e22
+496, 0xfcb7dbf8
+497, 0xd55076e7
+498, 0x88a1165b
+499, 0x1a89b5a3
+500, 0xda2c3e2e
+501, 0xdc1d606d
+502, 0xfda0315c
+503, 0x5f5610dd
+504, 0x3eba316c
+505, 0x72cae07b
+506, 0x5336095
+507, 0x6a110322
+508, 0x46cb153b
+509, 0xa2b11116
+510, 0xe2543988
+511, 0x51f53bae
+512, 0x3b10466d
+513, 0x189ddd56
+514, 0x1fd355b6
+515, 0x1230e8d3
+516, 0x2050d313
+517, 0x2fbb5c16
+518, 0x64b03f4f
+519, 0xbd6cdc1a
+520, 0x9d423316
+521, 0xc71a702f
+522, 0xf2254f39
+523, 0xd953728b
+524, 0xef3c8bb5
+525, 0x685a2fab
+526, 0xcea73dff
+527, 0x4a7fa029
+528, 0xa27e8058
+529, 0x561a1413
+530, 0x570fc5bc
+531, 0x917e93ee
+532, 0x15fdbb15
+533, 0xabee295e
+534, 0xc40f5307
+535, 0xba18b087
+536, 0x6ea6e339
+537, 0x7e282248
+538, 0x875062c2
+539, 0xd1520c30
+540, 0xb4cef1a5
+541, 0x55812dd1
+542, 0x9c67743c
+543, 0x22fd5992
+544, 0x1dacbfa
+545, 0x5b35eab1
+546, 0xfa8c9316
+547, 0x490bc71c
+548, 0xe5129bfb
+549, 0xe7acb79f
+550, 0x87667765
+551, 0x945be067
+552, 0x8acf5c32
+553, 0x466e0ee
+554, 0x8fa89be0
+555, 0x4eb4afcc
+556, 0x3302055b
+557, 0x8f2e3ab9
+558, 0xc5bc175e
+559, 0x903a3e85
+560, 0x4055dd04
+561, 0x37873bac
+562, 0x2965a951
+563, 0x2206c56a
+564, 0xf34dc2db
+565, 0x34e43ba2
+566, 0xb61caa44
+567, 0xfd3eb260
+568, 0x9dcdc817
+569, 0x7019df83
+570, 0x6fcd9bea
+571, 0x270cba0a
+572, 0xd6cc3241
+573, 0x6345c906
+574, 0xd213fb94
+575, 0x6195e5b5
+576, 0x804abab7
+577, 0xb4cace45
+578, 0xded19bbc
+579, 0x617db00c
+580, 0xafb933d6
+581, 0x8192cae8
+582, 0x45ffd8af
+583, 0x13ae0868
+584, 0x840f4541
+585, 0x12cd1a05
+586, 0xbb5b7d6d
+587, 0x3907ab3
+588, 0xd77a1582
+589, 0x4e741292
+590, 0x28c60865
+591, 0xbaad11e2
+592, 0xa9d3e364
+593, 0x88a197cb
+594, 0xe90f021f
+595, 0x2056017a
+596, 0xeb0a2fd9
+597, 0x1d3435aa
+598, 0xdaa0b802
+599, 0x8121bf09
+600, 0x95a88f55
+601, 0xa8b9c257
+602, 0xb0ab4914
+603, 0xf360b741
+604, 0x5563d4ab
+605, 0xad33cf0e
+606, 0x397d315a
+607, 0x6893767f
+608, 0x79dd5b31
+609, 0xa9ea6777
+610, 0xcf48c06
+611, 0xb4cceafc
+612, 0xf53cab50
+613, 0x72426c8
+614, 0xd128aa5a
+615, 0x511eec88
+616, 0x668ab20a
+617, 0xb9b53dbe
+618, 0x3b03a0fb
+619, 0x8f416a98
+620, 0xaa15b7f6
+621, 0xc7767aba
+622, 0xa64d3342
+623, 0x42cf1388
+624, 0xfc3ee7c0
+625, 0x892a2902
+626, 0xdb054bf6
+627, 0x4973223f
+628, 0xb9f74682
+629, 0x72f2ece
+630, 0xddf94382
+631, 0x67581d86
+632, 0x9cb9cd6f
+633, 0xed74731a
+634, 0xcca05451
+635, 0x3b21fdc0
+636, 0x9e18e52b
+637, 0xa40bb287
+638, 0x8bb05e07
+639, 0xa33555fe
+640, 0x4c819ed
+641, 0x5373903e
+642, 0x611403c2
+643, 0x133e25fb
+644, 0x9c7a44e4
+645, 0x67197b8d
+646, 0xfa910436
+647, 0xa86a825d
+648, 0xfc9b24c1
+649, 0x464a718e
+650, 0x7421bc26
+651, 0x3c3186b7
+652, 0xf7304619
+653, 0x7ac7be81
+654, 0xae6adcc4
+655, 0xca96bf8c
+656, 0x49711d50
+657, 0x74c51f0
+658, 0x275804c0
+659, 0x228098c5
+660, 0x73a31b94
+661, 0x7f01db79
+662, 0xb36209c8
+663, 0x6ccf8677
+664, 0x70dbcce0
+665, 0xa533d8cd
+666, 0xd0b0f097
+667, 0xd9a3b784
+668, 0x80a929fc
+669, 0x9708f29a
+670, 0x95e1e56f
+671, 0xd07a0b45
+672, 0x566acdb6
+673, 0x92663054
+674, 0x3667dc9a
+675, 0x80f850ff
+676, 0x549dd640
+677, 0xc3ff18ca
+678, 0x8c70d392
+679, 0xf5547e3b
+680, 0x8dbee1d7
+681, 0x51fe33b8
+682, 0xb1ea480b
+683, 0x6646f6d0
+684, 0x4a8e7de9
+685, 0xcb053e32
+686, 0x6311aee8
+687, 0xcc2a411b
+688, 0x5330e60b
+689, 0x4680e825
+690, 0x96bdd8a2
+691, 0x8cf4268a
+692, 0x8445c833
+693, 0xc237eef1
+694, 0x459670e8
+695, 0xedf26624
+696, 0x5713340f
+697, 0x5a3e87a3
+698, 0xa24a7c2d
+699, 0xfa9fdceb
+700, 0x746fd14e
+701, 0xc6aef3e5
+702, 0x3d957e9b
+703, 0xc1926f7a
+704, 0xee717768
+705, 0x101fe323
+706, 0xec0d63ab
+707, 0x8b8e6f42
+708, 0x8c3d2286
+709, 0xb573dd68
+710, 0x53b68ec0
+711, 0x696525cf
+712, 0xdab65d8e
+713, 0xd2c6ed42
+714, 0xa1fc10f6
+715, 0x1554666
+716, 0x6ed42947
+717, 0x87f7e62
+718, 0xaf34733b
+719, 0xc55baa8b
+720, 0xcbff66f
+721, 0x2516c228
+722, 0xec6980fb
+723, 0x4f53d66c
+724, 0x1be17a32
+725, 0xdcfb31df
+726, 0x4b17d04f
+727, 0x81e1f54b
+728, 0x749eae52
+729, 0x3811c4d5
+730, 0x5d11e6a1
+731, 0x535d5d6c
+732, 0xbb74cd20
+733, 0xd1b18b71
+734, 0xfbf7221a
+735, 0x817c4279
+736, 0xcef30b85
+737, 0x41dee06c
+738, 0x9d340a3a
+739, 0x691f0449
+740, 0x363a515d
+741, 0x73a1af6c
+742, 0x25718271
+743, 0xb4a52d50
+744, 0x1e392f40
+745, 0x3c811345
+746, 0xc9aa8565
+747, 0x357c24e0
+748, 0x19ad7230
+749, 0xed250e20
+750, 0x4acc4824
+751, 0x825d53a
+752, 0xcf2f515f
+753, 0xb7973ff4
+754, 0xb03ce53f
+755, 0x1afad500
+756, 0x39f64ee8
+757, 0x60bea483
+758, 0xedf16817
+759, 0x88beff73
+760, 0x4909868
+761, 0x879a96da
+762, 0x52d4ac6b
+763, 0x46fabe65
+764, 0x88fa5751
+765, 0x71df4521
+766, 0xfc6eb286
+767, 0xf83e78ad
+768, 0x885e5aca
+769, 0x77e63e4a
+770, 0x2bdf5c02
+771, 0x2528323c
+772, 0x5b5d1ce9
+773, 0xf795be8c
+774, 0x5e113b2b
+775, 0xa993c7aa
+776, 0xe5f8560a
+777, 0x77e1e8d
+778, 0x5e9db88a
+779, 0xdac4e96b
+780, 0x9126b945
+781, 0x15bf293a
+782, 0x1dc9a8f4
+783, 0x909b48b1
+784, 0xb50ce29e
+785, 0x21671c87
+786, 0xcda80dec
+787, 0xf5aff1a9
+788, 0xd70cdb2e
+789, 0xd293139a
+790, 0xcbf4f51d
+791, 0xb23c6d7a
+792, 0x1a06aa33
+793, 0x21880210
+794, 0x92679678
+795, 0x8d5bb26b
+796, 0x23304100
+797, 0x8f5d1df4
+798, 0x143b39ff
+799, 0x29e97d16
+800, 0xbfad952f
+801, 0x257ca1d8
+802, 0x32ad2f8f
+803, 0x84d320c3
+804, 0xcc4c59a
+805, 0xbb5ae046
+806, 0x3d5fcf1d
+807, 0xa0130b0
+808, 0xad86e9de
+809, 0x1e422521
+810, 0x6b56a617
+811, 0xbe64d9fc
+812, 0xfff31ed0
+813, 0xd1ad616e
+814, 0x13486a20
+815, 0x1754613b
+816, 0x52c7b9da
+817, 0xc05d75aa
+818, 0xd719cd98
+819, 0x61890574
+820, 0xc4711a8b
+821, 0x9afd5635
+822, 0x4dabed21
+823, 0x94f173
+824, 0xb8b6e708
+825, 0x1d590111
+826, 0x60315dfd
+827, 0x7fb8ae79
+828, 0xc69f4f2b
+829, 0xcaf1c898
+830, 0x861a0c8b
+831, 0x6ed14eaa
+832, 0xc77da58
+833, 0x8fd4f29a
+834, 0xa38187fb
+835, 0x6ed1ee88
+836, 0xf1a9f55a
+837, 0x74368cc8
+838, 0xf327e944
+839, 0x97a578af
+840, 0x8a5345e5
+841, 0x63ee0a30
+842, 0xa7e4919b
+843, 0x51e26930
+844, 0x38dbe017
+845, 0xedace3a9
+846, 0x9cda2ad4
+847, 0x96b1119
+848, 0xff56282a
+849, 0x71773edf
+850, 0xe41fb69c
+851, 0xe7bce539
+852, 0x221ffeed
+853, 0x35d3f67f
+854, 0x7e089168
+855, 0x6fd47823
+856, 0x43bfb28d
+857, 0x9ce49e62
+858, 0xde32120
+859, 0x6eacfe4e
+860, 0x116c6128
+861, 0x5f975284
+862, 0xc547361c
+863, 0xf48e8251
+864, 0x2ac8a3bd
+865, 0x9a0fce5b
+866, 0x1764e3d9
+867, 0xa31e6954
+868, 0xb9dca055
+869, 0x1cd35c79
+870, 0x1b502882
+871, 0xf973ab10
+872, 0x8b585146
+873, 0x841fd3f8
+874, 0x4999200f
+875, 0x7ad10c4b
+876, 0xcf1695bd
+877, 0x26c58bc3
+878, 0xdc1f8310
+879, 0x546e1e86
+880, 0x2e39fec8
+881, 0x8c65e2ed
+882, 0x6469bac
+883, 0xbc4af1ff
+884, 0xa1669010
+885, 0x41dabd80
+886, 0x5797e218
+887, 0x9bed24c1
+888, 0xa7552347
+889, 0x4e214099
+890, 0x34d4f986
+891, 0x316cc527
+892, 0xde30c21c
+893, 0x4f273c1e
+894, 0xc3dd9324
+895, 0xe61fda1c
+896, 0x1d0f8076
+897, 0x5570867e
+898, 0x289d6062
+899, 0x465b8b26
+900, 0xb72307de
+901, 0xe78c8647
+902, 0xfee9723e
+903, 0xa1534c9b
+904, 0x4d652645
+905, 0xe623b6c2
+906, 0x454cfc8
+907, 0xc5a7fcaf
+908, 0x1de804d9
+909, 0xa2501de7
+910, 0xe036c091
+911, 0xa4a55d1d
+912, 0x50409892
+913, 0x58fd2731
+914, 0xb6fd3618
+915, 0xa0180bd2
+916, 0xd9bb2fe8
+917, 0x7c8e7a2c
+918, 0xd90906fc
+919, 0xf8721260
+920, 0x451b372d
+921, 0xeeb1c70
+922, 0xc1a18778
+923, 0xd466244a
+924, 0x88e4b84a
+925, 0x4fc3af63
+926, 0xcf4387e4
+927, 0xb8872734
+928, 0x276eadef
+929, 0xd2c164a1
+930, 0xd3c812d9
+931, 0x5a94f176
+932, 0xfba6f632
+933, 0xf7aeba97
+934, 0x9207585f
+935, 0x70a41d67
+936, 0xa0b70910
+937, 0xd579fc6b
+938, 0xf06a8fca
+939, 0x471fd406
+940, 0xb15a0491
+941, 0x2f340f7a
+942, 0x3df02de3
+943, 0x6022f8d6
+944, 0xa15b11c2
+945, 0x45715dd6
+946, 0xf293d85e
+947, 0x7a2100d
+948, 0x7dff786e
+949, 0x52c6a183
+950, 0x5fbce2db
+951, 0xbc29ec65
+952, 0x3dd14b27
+953, 0x1bedecd1
+954, 0xbfcba31c
+955, 0xb911a26d
+956, 0x6b6de680
+957, 0x36e8769
+958, 0x908de4a0
+959, 0xe1abee1f
+960, 0x83acd7f8
+961, 0x5008c1eb
+962, 0xd8bc7a2b
+963, 0x6f639c56
+964, 0xe1f2634b
+965, 0x267222ec
+966, 0x48fa416c
+967, 0xfa01e3cb
+968, 0x2d28a700
+969, 0x58dcdc97
+970, 0x685ac2e7
+971, 0x9318840b
+972, 0x99247a55
+973, 0x8d749b83
+974, 0x403f8415
+975, 0x373eb9c6
+976, 0xb840b6a2
+977, 0x9bb7bfc4
+978, 0xd5800634
+979, 0x3ef4a02d
+980, 0x2ffa791f
+981, 0x8a671150
+982, 0x40fdfc5e
+983, 0xfa4bd35e
+984, 0xf4ca1642
+985, 0x17fb231a
+986, 0x42a3e57c
+987, 0x58cf119d
+988, 0x32f19c67
+989, 0xf3e2e153
+990, 0x66fce6fb
+991, 0x9d61059b
+992, 0x1628eafb
+993, 0x9a6cf683
+994, 0x5ff5df3a
+995, 0x206fb3c9
+996, 0x1914913c
+997, 0x58c002ad
+998, 0xd099145f
+999, 0x155aab4b
diff --git a/numpy/random/tests/data/pcg64-testset-1.csv b/numpy/random/tests/data/pcg64-testset-1.csv
new file mode 100644
index 000000000..da6d77d40
--- /dev/null
+++ b/numpy/random/tests/data/pcg64-testset-1.csv
@@ -0,0 +1,1001 @@
+seed, 0xdeadbeaf
+0, 0xb174ddf3fe597da6
+1, 0xfc217240c1e61e6f
+2, 0x20279da26fec9cbf
+3, 0xa5f4ee34651f4e1e
+4, 0xb254d7901c68b9db
+5, 0x6bf2a64e4052c36f
+6, 0xbec4c7418c0f61b6
+7, 0xb03e595a4ef2b2bd
+8, 0xc8e051957ccb74c6
+9, 0xf5082df7473c6f62
+10, 0xb72aa3dc22752a38
+11, 0x7a941561514bd680
+12, 0x90a95f42834f347b
+13, 0x88e17b9d59def797
+14, 0x18f19c86bfe60368
+15, 0x667f89277be8d1d8
+16, 0x63305475e7aeff27
+17, 0xd7e4d5c09fb0fb4c
+18, 0x7dd6deab03a8c26a
+19, 0x42bbcb746e2d4b26
+20, 0xe91f2ac4fa90689c
+21, 0x2f83458da0af3125
+22, 0x49a43537a00fae89
+23, 0xef02111d1ebc16eb
+24, 0x32b3b3019875f3e7
+25, 0x89eb15c48cd02774
+26, 0xa9f1b37865752731
+27, 0xe0eff9dadc47fb3
+28, 0xae859b1c54cc90c2
+29, 0x7b7c5e04d5015dec
+30, 0x38faeff5ce3266ff
+31, 0xd2ddd0d19fbc24ee
+32, 0xe0d4f692829a31a9
+33, 0x30a6aa3f408e71c2
+34, 0x298362be21de6d44
+35, 0xb7efab759e691149
+36, 0x2ae1f84bba093d4c
+37, 0xf6ab55f78f8b9258
+38, 0x2275d0af583cec95
+39, 0x18cfe066b183ac3c
+40, 0xcc0a546d54064cf5
+41, 0x5de027ea3c25c225
+42, 0xdaf31ef489fe71e1
+43, 0xa7a2b1a72a4360e7
+44, 0x678a55d7a0506791
+45, 0x36facd8799ad2b78
+46, 0x32fec94506dca70e
+47, 0x34e890d8539871f8
+48, 0xec48b5362b0d7818
+49, 0xe2e58921cf8228d3
+50, 0xd163588ec22730a4
+51, 0x17e2322b6be47d25
+52, 0xe1544989a0c6d24f
+53, 0xa3a10fb279cdc347
+54, 0xad4ee318a5853900
+55, 0xc96a185feef4a85d
+56, 0x82ec5b3aed6636fb
+57, 0x2aac2ef8f25426d7
+58, 0xa81e3114165e0d08
+59, 0xc1d8128f83969da5
+60, 0x157505508eaf50f1
+61, 0x77c175067c9c199c
+62, 0x973052089bd7af0
+63, 0x3cd70041e32c1921
+64, 0x7783719f13a254a0
+65, 0x2216485ff502d9ff
+66, 0x7dae695d2c7f3b79
+67, 0x809ce710156fea36
+68, 0xb90ac31262460e4e
+69, 0xc1afe8019306e7d7
+70, 0x6c57638edba4ca0a
+71, 0xbe6133f6ab1e9aeb
+72, 0x8f5699ff0bcf341d
+73, 0x69d0218df036bcbc
+74, 0xf0976fd79735d47d
+75, 0x82b36a795e5cc74b
+76, 0x263c30766b985686
+77, 0xf7426f94511d5ba0
+78, 0x8b04f9573050ed9e
+79, 0x7280d4ec202e8359
+80, 0xa8235fbd1324f172
+81, 0x6dbd5d500a809a8c
+82, 0x26c53c69292bca1d
+83, 0xe348f657b20305ec
+84, 0x562f0e2fbb375421
+85, 0xdf2be07bebfbe447
+86, 0x4275044640683760
+87, 0xad5d68bfe4ab4858
+88, 0x3c0e57df5b3306f0
+89, 0xc9d87622ac847565
+90, 0x83d04fd9e102c311
+91, 0x71996b9c65aaf5c0
+92, 0xe3df32742d6fc446
+93, 0x58d3a6573a39d0cb
+94, 0x74dfa090e96d289d
+95, 0x7856f45e5416c1ea
+96, 0x80a18e88b3e4dff8
+97, 0x60565bbcb04f56ac
+98, 0x9f4cf5ec45fae3a6
+99, 0x885d2909fe34e3f0
+100, 0x7a1db9118f60dee0
+101, 0xc4c17dc810746c7e
+102, 0x8b954b14effe83b1
+103, 0x4f89fb0940999c86
+104, 0xc62e634bceca1c97
+105, 0x7e06e87dffd1619f
+106, 0xd1ccbce841371671
+107, 0xe7f99698c66df1b3
+108, 0x5302c2f0e4e1f4e0
+109, 0xa57d11d3d7ee652e
+110, 0x8abe0ed0e5508407
+111, 0x6780588af9f6c2ff
+112, 0x8603a9fc73b6a4cd
+113, 0x169c13a0b7a166b9
+114, 0x868969fb53578598
+115, 0x6089e0eacbe69039
+116, 0xf82482d424397dc2
+117, 0x11475d20896fc890
+118, 0x7983933df29e2aa0
+119, 0x4889c4780cd8e9cc
+120, 0x53ebb258f3ea266b
+121, 0x121896059b256fd1
+122, 0x2f9934516b2f8090
+123, 0xbabb9fa1d1efa60c
+124, 0xfb0b1370ea044797
+125, 0x782ab293b597bc8e
+126, 0x297fc0b3977271f5
+127, 0xa573e4d0674d02fc
+128, 0xc7e8ddb6efe8a2db
+129, 0xaae8a024e62f6e32
+130, 0x3217a47698c9e439
+131, 0xd7015db847a3de0b
+132, 0xbc0b4368776e10a7
+133, 0x69d9ef0178679bfb
+134, 0x28fd8f0936b66fab
+135, 0x45b1c4d4aa9b5aca
+136, 0x28feade39cd3ac00
+137, 0xa7e6515c534520f1
+138, 0x735703b5f4bfd54e
+139, 0x798271ae0c91b8d8
+140, 0xf858458f9efa8d2
+141, 0x6a41f5845422a9e
+142, 0x7fb0bba5f097aab0
+143, 0xbfaea58fe090e745
+144, 0x84770504bfb15b35
+145, 0x67ae11aa368049b8
+146, 0x846c5e493ee15e4a
+147, 0xbbcf3baf029f056c
+148, 0xd30c23bde142a356
+149, 0x32cd403edb746a8d
+150, 0x40161ab00c636730
+151, 0x3a882c3c60d3e19a
+152, 0xca8faab24d826529
+153, 0x241a687288551d04
+154, 0xbbc607fb9b48ac00
+155, 0xa844329d0c2d475a
+156, 0x8fa4aa1d7296b9e4
+157, 0x82c7dc1f588ce2fc
+158, 0xcbdaa663041e078c
+159, 0xec108d219b2b147a
+160, 0xcab01864270b334
+161, 0x6d3d08545041621b
+162, 0x2aae054b8e5648f
+163, 0x1bf5a72fa70e7eab
+164, 0x2dddb2050af45a3a
+165, 0x2b910b7078021a75
+166, 0xf7160201ede45f4e
+167, 0xfaf75ae996f079bb
+168, 0x407984a9451e659c
+169, 0xbdf9c0a9ea078ac0
+170, 0x1e7717b8345acbb6
+171, 0x25cc2df4c0c8dc4a
+172, 0xfda1715b573850db
+173, 0x50e5cedad99e2651
+174, 0x9a67673ed73cfc0
+175, 0x802ec4fc9e946805
+176, 0x677cd320e641999f
+177, 0xbfeb1b6053fe4f78
+178, 0x220cfc90bd31541
+179, 0xe4fdfae10ae6c86f
+180, 0x76c568fd869af80d
+181, 0xd17dc57109200bb1
+182, 0xeb96ba01c95382be
+183, 0x6a9c7ebea5b5f7ac
+184, 0xc1680450532fb8cd
+185, 0x26b0829f68888094
+186, 0x98335aa1612d7c70
+187, 0xad8662125bf32ae3
+188, 0x15f18a9025ae26e8
+189, 0x5d065dba0d17c9fc
+190, 0xf68e1d59f10ff109
+191, 0xcfbd97901a79f8b0
+192, 0x3e72a9fd1d95f143
+193, 0xe7ee82c1bb740dfd
+194, 0x3a0f4ae5db22527b
+195, 0xf4d025080ed4ea92
+196, 0x6924a99549b4657
+197, 0xcb83b51552208e2f
+198, 0x9f306634214b44e9
+199, 0x4fb3307b0e1a7535
+200, 0x73d202d4225c5394
+201, 0xd5a2fa42f8cc8c5c
+202, 0x7b3b3e3f7b948d3c
+203, 0xa2dbc4d30d8c148e
+204, 0xd1bfc1f05a8f2c5d
+205, 0x2b00a4efa2f19262
+206, 0x9d4a05bb18647f48
+207, 0xff21fbaf0b46d13f
+208, 0x126f9c5f2132af20
+209, 0xd4b7629b0d9a6b89
+210, 0x2d61949fb3126ecc
+211, 0x30d61648763db1ce
+212, 0x9c5234d15120bf17
+213, 0x2eb0eccb6cc14c8a
+214, 0xcf18eff5ca2af8a4
+215, 0xab5fe599ea68c377
+216, 0xe47a0bb8436af89
+217, 0xd3728a566187c400
+218, 0xb8b54592b62f633e
+219, 0xe02b958f9c13a180
+220, 0x9e5f5cc85283f24a
+221, 0xbd1ab869878744a
+222, 0xb93fd6297a29c8dc
+223, 0xf22f06ee61dc2413
+224, 0xc93fe440766cbd8e
+225, 0x7459d9b19375a51c
+226, 0xd4ec87c57baa4127
+227, 0x1514d0226dc0409e
+228, 0xc6b0d7e1bd56b190
+229, 0xc0c61c73c9dbffee
+230, 0x2f1154afb48a93e2
+231, 0xd2ca05901bae0117
+232, 0x6263f647273694a0
+233, 0x94a98bf80488205b
+234, 0xcb0d63747735bead
+235, 0x9cbd4e1659932c5b
+236, 0x1807e01931b5ade0
+237, 0x1d9f7721d3067854
+238, 0xb25dbde4ec77e547
+239, 0x4b186592a39adcd6
+240, 0xe8ad5514de72a98f
+241, 0x2deac1cb096a09b4
+242, 0x6952f4b82a2c87
+243, 0xaa1590223ed83ffe
+244, 0x9baf13d08f572e12
+245, 0x83ec1bca1e724d88
+246, 0x5c61bf2222b4907
+247, 0xd950ff64ad7b956e
+248, 0x36bf5e992bf1f211
+249, 0x75ad67249d7a6c35
+250, 0xeb12dcef5c2bfe7d
+251, 0xc508da925157e39d
+252, 0x91cbd7491ea7f70e
+253, 0xf10c018ec0b0e55
+254, 0xeeffb21fef1e87f1
+255, 0xe31692b834d067dd
+256, 0xd69bbafdeb5c0d15
+257, 0x41358dadb9260eb1
+258, 0x5fa3c67d353cd6b2
+259, 0xdbb743cac20b2eda
+260, 0xe7877ba98b2bfe4
+261, 0xf14d679436fd2dcf
+262, 0xa313e39059d62afe
+263, 0x7eaa134c761a6183
+264, 0x7719af9ad1fecaec
+265, 0x533f921a4702d433
+266, 0xe072f9665ec3a3c8
+267, 0xba89560ab4ba08fa
+268, 0xe94f0aa266e56d53
+269, 0x774b84bcb152afc
+270, 0x787c9517e589748d
+271, 0x3831a5303adfd362
+272, 0x19cb20184a4264f8
+273, 0x9bc5e99e1773700e
+274, 0xed323bf38642f651
+275, 0x860868c0eba789f2
+276, 0x8c1602ffd9a5621a
+277, 0xe298d8fc74e146ce
+278, 0x3181a2083c76037f
+279, 0x27942fd6842079c0
+280, 0x38fe8c0406516df
+281, 0xd211a4a42857bec3
+282, 0x56002508b351879d
+283, 0x2472ed93614c7e99
+284, 0xbcafdaadc0f77b7c
+285, 0x86becbd3e5303107
+286, 0x930251d84de72320
+287, 0xea79aa2964954052
+288, 0x6dbc5e63b50b1724
+289, 0xb098535ed4bc7372
+290, 0x6490d6d8541fb656
+291, 0xc738f6ccb4b7076b
+292, 0xd69ee4fd6ce63026
+293, 0xfa98e9d78a628338
+294, 0x9c30b63a70d607b6
+295, 0x8d544b5d224a25d9
+296, 0xa051f7fe38445228
+297, 0xf6931861338a00f5
+298, 0xecd71cd64b0b5dcd
+299, 0xdbc818e7126193b
+300, 0x3aaaa032aad8199a
+301, 0x6fd68a3818e0c439
+302, 0xc82a651ba9ede8c9
+303, 0xe6d958e267017187
+304, 0x73a9eab64de651ae
+305, 0x5a6757f7f222bb3c
+306, 0xe62e7cca6bd17a32
+307, 0xc4f6c31f528dd387
+308, 0xdecd8b663c995773
+309, 0x69a21dedcbfef9c7
+310, 0xb33f8ac00f17b6b2
+311, 0xe32b3c962d613ba3
+312, 0xa9c317d026600d41
+313, 0x901d971c49671213
+314, 0x46c3f3d35db8808b
+315, 0x1336297232af9791
+316, 0xed88d9242e11edb3
+317, 0xc70c48843f54af0
+318, 0x611062a0461deedf
+319, 0x7e3183514f127f20
+320, 0x7b549d10bace1c47
+321, 0x6db523d19d0a7af3
+322, 0xf6e677e5222a21a4
+323, 0x28e5188ba7055c32
+324, 0xbe7b41d2ce539c4f
+325, 0x5c085a18c3b7bbe0
+326, 0x209cf345b3c3b06c
+327, 0x79ca5407dd486857
+328, 0x8e07ac4c65338ccd
+329, 0x56dd5372249cadad
+330, 0x27e0b07863fa27ff
+331, 0x78dec95d299a8699
+332, 0xbd5d71253b73d456
+333, 0xbf83b6cedd205e9
+334, 0xee2352ee69aa68e
+335, 0x4b14f253d684cfbc
+336, 0x12ffa5d5f8a34bec
+337, 0x2e38346fbc793f67
+338, 0x2ab5862872b4850b
+339, 0xcbc8aec1e2bb6760
+340, 0xd79ef783845cc329
+341, 0xdbdcde91e1685704
+342, 0x29880643aa1095e4
+343, 0xcd5ccc1fe9a616af
+344, 0xc7b6cdc4a43c132c
+345, 0x7b08597fdec7fc9c
+346, 0xa01ab3827e120a16
+347, 0x89ce37de99ca7748
+348, 0xb4644823ea6b90d5
+349, 0xdbe189861c409209
+350, 0xbfeb614759981b60
+351, 0x48c2c3a6d2419755
+352, 0x1aa1df0e99b3417e
+353, 0xb9f061bf98c0da28
+354, 0x8bce2755a0b5b8ae
+355, 0xc9bb2ff33d60b3e7
+356, 0x6abcbb1ea0d3a575
+357, 0x983a3c16a0e5d6f8
+358, 0xa122e616797ccdbe
+359, 0x751dfe60252a01d0
+360, 0x8d1bcbbde84f6a11
+361, 0xb6bc4f2942ba0e57
+362, 0xb298977a4bb20e12
+363, 0xcf658188dd931722
+364, 0x39735757b19c90a3
+365, 0xc2fcf1df99f1b7c4
+366, 0xd42c50f6a912aaea
+367, 0x95d0cb8a953965c4
+368, 0x75c7d03289269f25
+369, 0xd8d96184031fb36b
+370, 0xb3b34b5ba8bac75
+371, 0xcfbf16d241e46f8c
+372, 0xec465e59019b6f6f
+373, 0x4051ce0bc2562a63
+374, 0x859f05ce7b75da05
+375, 0xf2661ef2e3c733ef
+376, 0x8067f432dd5af0c4
+377, 0x6e8542a346911713
+378, 0xfcda2ac6aa45ca20
+379, 0x571f23fdacb25fe2
+380, 0x2546f5badf7adb8b
+381, 0x929ebe6fbd330e2b
+382, 0x9d41d6ded9facbeb
+383, 0x4cf9d9da6c125106
+384, 0x495d5708443faa36
+385, 0xb0023a41a6057e59
+386, 0x37fa1cd9ce66b20a
+387, 0x96a376fca4aff5a8
+388, 0xc22469c4a3e1ea85
+389, 0x5ab79b721966249b
+390, 0x2124be452f7d4ca4
+391, 0xe71bb882b954ca11
+392, 0x322bdcaf9c7b0efa
+393, 0x4c99c8753878439f
+394, 0x3ffd6caec9f9ac49
+395, 0xfba842dd40a3c72e
+396, 0xfd93517d31681d77
+397, 0x44c139a74249a128
+398, 0x828a145610684c8
+399, 0xb53696f802522b6
+400, 0xa2da2199474d079a
+401, 0x739e508fbbdeb714
+402, 0xe75c4734a7c95f94
+403, 0x5c22c226f2bd8487
+404, 0x7108fa6b99b0d72e
+405, 0x3c60b40f6e4bebde
+406, 0x395150555d56dd18
+407, 0x13246a6e4d795fe3
+408, 0x27dca990fb678027
+409, 0xc5a92c32724a7373
+410, 0x30fed89f4171a817
+411, 0xf7f7810edea2e7eb
+412, 0x46e930eef5351212
+413, 0xe1331cd8a678dc66
+414, 0xd4cc0a5f96a72457
+415, 0x2559f8d286b1da16
+416, 0x73831b2f6e4a4ba
+417, 0xd929ccf267504761
+418, 0x8a7a1b357f8bbc38
+419, 0xd5e0d3e200d0d633
+420, 0xc2cc05cc3ac5abb
+421, 0x75b8f78a06ca465b
+422, 0xeaf1d6aa9c0baef3
+423, 0xa6c9bc3dbe45e62e
+424, 0xb1496074b4c338d7
+425, 0xc18ebb892108cec
+426, 0xf6cbbf4cd0f8f9ba
+427, 0xd73759407ecbdcf6
+428, 0x54dc0805c85a3b0c
+429, 0x4ba3936d6be048f3
+430, 0xa3fbea19803cf35
+431, 0x78b1d3a837d4bed
+432, 0x6ed09ac2c177453b
+433, 0x16134c4e8b30f6ba
+434, 0x94718ce4868f01a3
+435, 0x612fa336da82e66d
+436, 0x5d8833c9483b235d
+437, 0xf5c72d4883bed9a2
+438, 0x2a6e27d1ed337134
+439, 0xfba250d6b9cc0d2b
+440, 0x432f8734b61e4366
+441, 0x45e8becd5ccb4f32
+442, 0xffc7d68cb343170a
+443, 0x247cb9a6b29b1a35
+444, 0x89876df3681dc65
+445, 0xd1e646c49aac769b
+446, 0x4c3cd721635602d0
+447, 0x5139344709c749fc
+448, 0xc5130d981e1a6b14
+449, 0xff269bea082608cb
+450, 0xf45a5d57a6d4c6a6
+451, 0xc4c9f3e5398db827
+452, 0x2b3a0eacd42665b4
+453, 0x94d847d848a8e65d
+454, 0x1a8aff186e1d75d2
+455, 0x6ad986366c54a242
+456, 0xbd832c0607523e7e
+457, 0x973064c20c31842d
+458, 0x34d0513e6d602f80
+459, 0x91b3c812f83392ed
+460, 0x4c49ba38b6a4cf90
+461, 0x82e3370e1c5ad5d4
+462, 0xa29a01fa53250a13
+463, 0xbe8ed1e615a1ee6a
+464, 0x17fb15941a9fe6b4
+465, 0x84aea1c0138fb970
+466, 0xab065efb4558003d
+467, 0x3345b340257a2551
+468, 0xfd2ebda1048c0dcd
+469, 0x2aa72fce0cb23982
+470, 0x9952f9363830ff6d
+471, 0xdb240e279cb7f901
+472, 0xb4a1e7b54206aca4
+473, 0xe13bdbb980623f25
+474, 0xd989f009368f8a9a
+475, 0x7084b7695149660d
+476, 0x55b92a3f139c7f1
+477, 0xdb43c75c633debd0
+478, 0x94e362574c70b9a8
+479, 0x218a1a06d9223f9b
+480, 0x82f3c3808f86bb95
+481, 0x63e9de6cee4b77b2
+482, 0x3bc5effa36bb166
+483, 0x8369cbe5fa0ecab
+484, 0x2a5808b4d7bc8572
+485, 0x6856e29700de99f5
+486, 0x107e86fcfd4a48d9
+487, 0x15c9ee6528c1c223
+488, 0xbf7318d4206c5e75
+489, 0x15d7a6aa9343c9e8
+490, 0x93419fe0ee3bd5df
+491, 0x916c7f75ededdd53
+492, 0xe89d6230690f74f1
+493, 0xf92f96834e0eb27
+494, 0xed5adc06c305adc9
+495, 0xf656fe40e7ecb4d7
+496, 0x32a2d3eda46114b6
+497, 0xb3f17867d23c75e2
+498, 0x2a2cc838c4d89c33
+499, 0x413df7052f8866e7
+500, 0x373bd93e91bbed18
+501, 0x78c8e5aa1e1e2dda
+502, 0x6bd362f6be6d572b
+503, 0xba1926efd387aeb5
+504, 0x3b826b77ae3e53fd
+505, 0x383cf5a66fb6723c
+506, 0xf5a4e1dded64d931
+507, 0x76d9843a304729d3
+508, 0x205b8753b6d309f0
+509, 0xd2a68ef67d8e7758
+510, 0x60d517f325411c0c
+511, 0x37a3bb4950cf08d5
+512, 0xea3d4f95542ffe2d
+513, 0xa88708db07fb1d34
+514, 0xd96555e1194f7ee0
+515, 0xdd046e642b59fa51
+516, 0x18ff34e73582d46b
+517, 0x7ed73af03535c5fe
+518, 0x8ffd64801d2c5187
+519, 0x7134902903c9cfe2
+520, 0x74fa0b238ad1e1ec
+521, 0xa220ff0032395fd5
+522, 0x4ed0a7a2d9c3a064
+523, 0xb02cb878b4c9a04d
+524, 0x8437cebea5ae2bec
+525, 0xabcc162a0027aefa
+526, 0xc8e86ab8f5c09011
+527, 0xc28dfaf764ec07d4
+528, 0xb19127d64ae5db18
+529, 0x857cb1b00ac7fbc7
+530, 0x173a441c4b494aad
+531, 0x255af1a4d50952c3
+532, 0x87ff01c7d0139add
+533, 0x489b15e4c97cfcde
+534, 0xd4abbccecfb67239
+535, 0xa1a2912ad34ac4fb
+536, 0x94b7f12e10bf720
+537, 0xdb8840c295333634
+538, 0x5a29aab5b359f2c0
+539, 0x630352d282b695bd
+540, 0x399f00854d3fbdf3
+541, 0x19e917e0eb8bf070
+542, 0xa464b4dc93d1fe7d
+543, 0xf152d3cdecbd7647
+544, 0x517907b570a6b082
+545, 0xfeb06f4bd978e7bc
+546, 0xa22859ad14c0f183
+547, 0x33c11e90be9721e3
+548, 0x8394f642b5a40d7d
+549, 0x9525633e7e60ab73
+550, 0xf97401c9b4b96001
+551, 0x3d78ce1ecf900029
+552, 0xa85791d9754a2765
+553, 0x16e77aadd9a30946
+554, 0xc91d4defe72f39f2
+555, 0x2fb67bd91edc4b51
+556, 0x95d635e95b468fa7
+557, 0x28b81869d1739e29
+558, 0x5b098fa22cb1747f
+559, 0x6544b8704bd2400a
+560, 0x91a64f9ec6e93245
+561, 0x2b46ba92268db263
+562, 0xbb52d7758efd5416
+563, 0x7032adc08e6d39da
+564, 0xe9d3bbefdb61feb6
+565, 0x2d603389c757996b
+566, 0x5871ed32ce17d042
+567, 0x31d622a6b8438f70
+568, 0xc71af17db6bf7aed
+569, 0xe419e3c6fbe86530
+570, 0x648471d670f18dcd
+571, 0xd13f9e25078599ed
+572, 0xdaf86e56826d07a3
+573, 0x3c9374e4420a8580
+574, 0xcd75b12ad6d8d9fe
+575, 0x2d4530f6e2b93ca3
+576, 0x303bb663ad4ca963
+577, 0xf8caecede4436b61
+578, 0x315a8124669a907f
+579, 0x1c18d130a4b93836
+580, 0x9e0b83663631562a
+581, 0x400059c1ce071c7f
+582, 0xb27f7f67e7cbd970
+583, 0x6b446e8c4866f3d0
+584, 0x4ab1755d2734121c
+585, 0xb9fc8e017d89edf2
+586, 0x3a9aa7f50355c0c9
+587, 0x899fece06a169b2e
+588, 0x19d7d7088db0b27d
+589, 0xe4f8862ca8f6b87e
+590, 0xceaf0d6ab4ba624d
+591, 0x318965c56f79886d
+592, 0xb1840d9bb60b720e
+593, 0x387427e7549150ca
+594, 0x9be3edb621a5d2ef
+595, 0x9758993cca6a481
+596, 0x3733c5cd48a1590c
+597, 0x9bbe26951c666fb1
+598, 0x74c7e89fefb4ba59
+599, 0x6aa490a23907053f
+600, 0xa62febef1e8d7300
+601, 0xdbfb07bbba2fd4cd
+602, 0x11ee9e4bbd4f358
+603, 0x6b40912657c7f02f
+604, 0x8d56c1a9216714bb
+605, 0x7fcd86985949c2f9
+606, 0x706bb172d5677f2c
+607, 0xfb657efea1331957
+608, 0x6e3032f72a3fe367
+609, 0x509fb8c5b618a18e
+610, 0x3599e957259222e7
+611, 0xaafc78bea53c9102
+612, 0x404addaf7ac55279
+613, 0x97db28b3b0a2dddc
+614, 0xd3f5b151a9f5aefb
+615, 0x1a6534a9be80a19a
+616, 0x78f989eb80e055b7
+617, 0xe0200fe015112dce
+618, 0xfbe67decef6204dd
+619, 0x662fef92c8e00970
+620, 0x9a7838962250f5d7
+621, 0xac0eabb1621567b3
+622, 0x1874cf715cdc5daa
+623, 0xd3281a25a82ceecc
+624, 0xd8ac0e497b11156c
+625, 0x3c8bf98f8210af89
+626, 0x971973ff9d428a3f
+627, 0x1af47276bc157e63
+628, 0x671cd5e661ed0a05
+629, 0x71b8ffba9b976a0
+630, 0x8763f1fa85c5f5d5
+631, 0x61f3c56f3441aad4
+632, 0x86482f5e90362e3c
+633, 0x8e9d9aceba401c48
+634, 0x51d916579d19d42b
+635, 0x67bdfa28310ad3c7
+636, 0xb9ab819d6a00add8
+637, 0xaa12cb0ed2d507bf
+638, 0xc636190dfc7f6d43
+639, 0xf3f1e6c104c5e782
+640, 0xaed0be2f07ad4313
+641, 0x1d782d74661278bf
+642, 0x58e6501bc7e61fa2
+643, 0x8ca4ad0e02d7fb42
+644, 0x8afc9e9fe83d4b78
+645, 0x72cb69cf4abf0b1d
+646, 0x7601a7b3500d474d
+647, 0x97fee7da53b533b0
+648, 0xd6ab646f53c0e19a
+649, 0x6480f60992f2fcc0
+650, 0x64ec7590c60a4c00
+651, 0x3ccab37f11acbe91
+652, 0x9ddd546f201299fd
+653, 0x9a0dc59d0b545d96
+654, 0x8c5f366bd21664f5
+655, 0xc0af97b445bfc5ee
+656, 0x29762536dc00c3fc
+657, 0xfc30927fd8f1c257
+658, 0xac9aadfced7d59fb
+659, 0x8d039f87658a29cd
+660, 0x13a3d73580eacf6f
+661, 0x80b80e0adcc11ac5
+662, 0x1e53c21e639f9d08
+663, 0x8a73352dc442bca7
+664, 0xec7cb2fe0e6b0100
+665, 0xfa5e63f403ac3f33
+666, 0x493d9a0018185f8c
+667, 0x1b1d1f41c6cf5cb4
+668, 0x95b4caca3e2500a7
+669, 0x4e759e6f89f62f91
+670, 0xd0a76a3198d7c05f
+671, 0x86eee6259cab63b5
+672, 0x1daab21067011b59
+673, 0xd02d9236ebc91b38
+674, 0x693e17ac2b70e1b7
+675, 0xceb5899aa14d0f86
+676, 0x59ffc317faf17ab2
+677, 0xce94f02892a0fa30
+678, 0xf7c9d6f9e753737c
+679, 0x87258cf7ff6a29b5
+680, 0xb39fc8ea8aa52a0e
+681, 0xadd4b4e73af1103f
+682, 0x511f423730b25a4e
+683, 0x7f673288e53502b2
+684, 0x9aa499e3b6295919
+685, 0x83841ad95e6a7a6
+686, 0x6e549a2457a850c
+687, 0x4763220b923113c3
+688, 0x99737bb550aa5049
+689, 0x89eb31b3f707c4
+690, 0xdad5331dda8a58d3
+691, 0x5f1681518d5a21b8
+692, 0x258a0b9b24110918
+693, 0x8854bb025009fa21
+694, 0x7ac331fd885642af
+695, 0xe520f0e9bedf0bf6
+696, 0xc9419e8801aa2afb
+697, 0x356fdc0fc3702b37
+698, 0x6d6a25f39fbc9524
+699, 0x930f65c4dbf8ae94
+700, 0xa73d7bbf8c19c4b3
+701, 0xe473f700513139fa
+702, 0xfef8f0e84c521bae
+703, 0x88525351995576a7
+704, 0xa156b646ab95f272
+705, 0x1a46ff3b9ae7e723
+706, 0xf6d82b8bd9f2a80
+707, 0x837b8127d8f39ebf
+708, 0x1f8e120ea11fc9bb
+709, 0xbd0918421430f8c9
+710, 0x4ef121a688d130c7
+711, 0x3fef66f1cf180b77
+712, 0xa92070bdc6a0100
+713, 0x2444dcbb4853c174
+714, 0xe46b7d6234504df8
+715, 0xe5ac8fd968a5d1fd
+716, 0x988828d885f04f30
+717, 0x9730c37b69f3d963
+718, 0xdb9a0d16bf0a2aab
+719, 0xe75d00b3681941b9
+720, 0x518421d62db82da0
+721, 0x4da04c94268c1dae
+722, 0xdcf2635a55b7da9e
+723, 0xb679d8206c55a04c
+724, 0x1fbf58865fec1e83
+725, 0x53ca7cc07c0e5785
+726, 0xd18eee3f5b57c813
+727, 0x9fc8d328e41d1299
+728, 0xb2231521e026e15
+729, 0x1a7e2a8df269acde
+730, 0xe5f547b160b0a6de
+731, 0xab01e7130bd70c14
+732, 0x82a051680f661a75
+733, 0x479da77dd9686ca2
+734, 0x1417cc197738b272
+735, 0xb65b5ced585a8186
+736, 0x40b5a74813e7a05b
+737, 0x55481e0f404fc2c5
+738, 0xef1ca09a2640c44a
+739, 0xa0f1d37ee2db47cf
+740, 0xcabb0c8e551f0587
+741, 0x84227dd83ad941ef
+742, 0x7b47691b6e8327d
+743, 0x4fe615394f53d6d2
+744, 0x60bca7e568f65c80
+745, 0x8676b74f2d5600f4
+746, 0x70f256171f1eb9b1
+747, 0x6b1d25099f80e1fd
+748, 0xd8e77e8a67ff3338
+749, 0x3ec375feb7727aca
+750, 0x26b9ad4afd4be26b
+751, 0x849e6f9bc5ec636
+752, 0xa34e3fad187c089f
+753, 0xe369ba87f04ecc37
+754, 0x83c6e1c3985cab4e
+755, 0x6ffc032379a15336
+756, 0x654645504b159afc
+757, 0xabc97562087edfad
+758, 0x4633765a9f068fe5
+759, 0xa226c586394d348b
+760, 0x7034d9fd40133a22
+761, 0x89e1d142a1a20097
+762, 0x7a3e1387a5ecdf70
+763, 0xf0ae75084f0a1bc4
+764, 0xdcf97778ae782977
+765, 0x87996a44dbac128d
+766, 0x94b102ac15479072
+767, 0x9d670a01e10c48a0
+768, 0x8f977a03176d0cb1
+769, 0x8522bdbed25653c
+770, 0x8f2b64a9cd6b5483
+771, 0x86b2beaa71c92fbc
+772, 0x40f896707639f820
+773, 0x40e7df1535fc03ad
+774, 0x1d34c491e13debde
+775, 0x862d5ad393292476
+776, 0xd33ee4efdd4b14d9
+777, 0x63ce5c7643b85ecd
+778, 0xd28a7fe0700fd15
+779, 0x8c3536390f9b7b55
+780, 0xfaf87a9036dd0265
+781, 0x187e261c23b454a5
+782, 0x95362150f08e5f86
+783, 0x6588c21939d9521d
+784, 0xc7cee242280b7526
+785, 0xc1b8f83462038485
+786, 0x68c2f342724de8d6
+787, 0x35c283dbca3c62fd
+788, 0x556c441e9fdc5cee
+789, 0x898ba42c4ad3f5ba
+790, 0xc654a072fe9ce540
+791, 0xcc2da7cabdc658d4
+792, 0x518b6badf9c1ba7
+793, 0xd43b259427de48cd
+794, 0xfe7e74d4415bea8a
+795, 0xdee4cacb454d92c
+796, 0xdfb09dde6d6c3000
+797, 0x5c0d4ce2c7a8d426
+798, 0x29ccf2d288f4de4a
+799, 0x4106e7f40d2597ad
+800, 0x3bc376950bccf69
+801, 0x65b74e149d1066e3
+802, 0x751d008e4f823e5e
+803, 0x4a3b9a34d8ece205
+804, 0x372e79ed6d9461fc
+805, 0x78e08cab6244f8d2
+806, 0x7d273315b6d9250b
+807, 0x26c401cb05f556b2
+808, 0x3324d95fbc93408d
+809, 0x14fb55fb83ab0a8a
+810, 0x7ea7efcddd0a747f
+811, 0x150a110bd5cb1b57
+812, 0x1122b31f5d20ad23
+813, 0xbd996a43507da1
+814, 0x6d11fad057e5a75a
+815, 0x22a4d3223d77684b
+816, 0x349973b5dda3d3e8
+817, 0xe4dab5aec267e32d
+818, 0x371cbd61bbb7858c
+819, 0x7e49182abfc0fc68
+820, 0x937722b126a7d173
+821, 0x29604490ccbe6611
+822, 0x6c8b230bdcc8dfaa
+823, 0xb1c267c94d4550ee
+824, 0x80d1fa6e33cde91f
+825, 0xe205a132f35af0a7
+826, 0xe4e8e50899fea5c8
+827, 0x3a6517d09206dfef
+828, 0xeff4e4f8efd0a4ba
+829, 0xd8df88c992b3df74
+830, 0x5b0df3c40071c0ac
+831, 0xd44a062781f833f0
+832, 0xef35653edcb68251
+833, 0x21f879df2bd3cfe0
+834, 0xdb5e837565891932
+835, 0x6da15316efae41e7
+836, 0xd33cdc0d05f8dd6d
+837, 0x3c6588502a24be1c
+838, 0x3d25da26bee94818
+839, 0x79979979960d383d
+840, 0x8a20663424f816ec
+841, 0x74c587d5824ee15
+842, 0x145f90c6b342c489
+843, 0xe2c2d15b8de95387
+844, 0xd9deaecc24e84ede
+845, 0xce52add2f5c3ea3
+846, 0xd1da2db8cca0014d
+847, 0xcbeed544f8791232
+848, 0xb55b421de003edf0
+849, 0xde102a5a87a9a5da
+850, 0xd74fc9d34c964bd3
+851, 0xda7e1e271d197070
+852, 0x1167b33a6bad0d13
+853, 0xd35c886fd0e28798
+854, 0xfb3334085bbcef67
+855, 0x88f4957ddc912f99
+856, 0x7c1b0e356835cffa
+857, 0x8c737bc009bf5a1c
+858, 0x44edc242bfd88b0f
+859, 0x391f8b5db15f8b01
+860, 0xd44794c8a4245701
+861, 0xefa90e38ba4a2f6e
+862, 0x597f65c886e697b4
+863, 0x28972f6be3ca8677
+864, 0x18a487b5e89a9dbb
+865, 0xffb15ebcb8a15fb1
+866, 0xa1f64108b7feeab0
+867, 0x36fc88b440612004
+868, 0x72a723294ba9af87
+869, 0x1a38da0ff8f187d7
+870, 0x529d7f6cd18f664a
+871, 0x6a5941953b4732c7
+872, 0xe91243bd8fb27a03
+873, 0xb80c55de03262828
+874, 0xacb9183e5b28a8d0
+875, 0x4c4ca12eb3d5d2e5
+876, 0x758635a20eb18211
+877, 0x211e03e90d6bd001
+878, 0xe36e20fbf0f271b5
+879, 0x4daecb676fc64ebd
+880, 0x8f1e82c4dd582eb7
+881, 0x6e3c35a21bca1b8f
+882, 0xf3c2a69420f159e8
+883, 0x2cda4d630caba89f
+884, 0x4c93f3f96360d308
+885, 0x4192046fb5e9d801
+886, 0x349f2b172f49599c
+887, 0x7bbff8dd8b480e6c
+888, 0x83b33fafc4388bf
+889, 0x9a5440f806d9d1b
+890, 0x8d6b62101dcfe51f
+891, 0xbc7dd6987af227ca
+892, 0x4338e67e0d6ba6a0
+893, 0x4a23deabbb5fc3ce
+894, 0x9f8edc91e6356eb8
+895, 0xf6b723dd2dd5f80b
+896, 0x35c558dd3443021d
+897, 0xa559dd33c2cf594d
+898, 0xa50ceeced7a82783
+899, 0x21107b581db4ee9f
+900, 0x13e8dd9302e8c97d
+901, 0xbd8491f437e57ad6
+902, 0x72f4c2a57c06f35f
+903, 0x518fbb95071d8d7d
+904, 0xcdbbe8d47f9b13e9
+905, 0xe8152b0f387251cd
+906, 0x411070a4f345676
+907, 0xc589c285b962389
+908, 0x8b0eb9e285844319
+909, 0xe2b007f446a21b38
+910, 0x868ffafb958a6c40
+911, 0x19ccccd559408de0
+912, 0xa7666f366db0ae71
+913, 0xd78c5f137da6dbc2
+914, 0xeeecc913fdb9af03
+915, 0x7a5afb2f3d54a396
+916, 0x64fadf73d7ba200b
+917, 0xaa1b82c6b4b346aa
+918, 0x9a312d9482244a60
+919, 0xadb3c0a30f68d0f4
+920, 0x21eee75a717008c1
+921, 0xcda2779023f54837
+922, 0xea3c577c6d7783e2
+923, 0xdaae89efcd431a13
+924, 0x9a6102d2dafaded8
+925, 0xd29443448e01734e
+926, 0x6b968e58c3d5bcd0
+927, 0x13949d0c5c0f9d19
+928, 0x7053eef909932489
+929, 0x49fb97e33c279171
+930, 0xc955e4854e254d03
+931, 0x3300cb752a7834fd
+932, 0x8319585b09da0928
+933, 0xd35c64e4ce23a294
+934, 0x9a41d980ba1774dd
+935, 0xff570729be1f3f02
+936, 0x3f68ae1c3e690a41
+937, 0x6f58a3e861159e42
+938, 0x111d9975e94f0004
+939, 0x276d3ea0ff1ca6c
+940, 0x4209cb1f5ca1c594
+941, 0x71699dc4c58f1bcf
+942, 0xe0288bffc5a27a2e
+943, 0x6c0962c36163c4f5
+944, 0x3a8ad088b4fd204f
+945, 0xb945dc7721092d36
+946, 0x315f4c1738bdf365
+947, 0xe07ddd7121cafb70
+948, 0x626fadaee66f331e
+949, 0x6fe3f71dd5e7ebe1
+950, 0xe3cfb6b53bd8713c
+951, 0x30f5b732f7070968
+952, 0xce2f941f93b957f2
+953, 0x116897bad7f55bca
+954, 0xb9d2c4a98826c3ff
+955, 0x9672c28485d1c95c
+956, 0xd0656535c3df1e44
+957, 0x15294f18a999528d
+958, 0x82a98977ad1e933a
+959, 0xddd17b6eeced5f84
+960, 0x9901a04270fa2d5c
+961, 0xcd2a8d3ab69a0c62
+962, 0x706bf86127a4597b
+963, 0xe614aa96ed708afb
+964, 0x7f6361ae8f59987
+965, 0x6a355657b59c4874
+966, 0x5211dca87f30cdd
+967, 0xa21cbbc602f58ee4
+968, 0x68dff176c9b02a7b
+969, 0x68f89bb7bca83c5a
+970, 0x229cb884febc7e56
+971, 0xce4f300cf6b70884
+972, 0x6ad3f343c76c5e0c
+973, 0xb059a099f121222e
+974, 0x9e990641d81a63b8
+975, 0x5564e79afe160ecb
+976, 0x2a9fa9c590511dcb
+977, 0xca36751ba40931da
+978, 0x23a332a9fe1104aa
+979, 0xdfe116c321547662
+980, 0xf484bfbe18f2c1cf
+981, 0xf8f2b4adf2d1ad4
+982, 0x4308800511929ba
+983, 0xe2773c41e0082a51
+984, 0x6b74adc21bac6b3a
+985, 0x1faa6a3704bd1b66
+986, 0x89e3e641298e87cd
+987, 0xcb2f118548abcdc3
+988, 0x690e34dfb4153ab9
+989, 0x103d668edb5f7e88
+990, 0xb29d9f22b3b1d4a4
+991, 0xc4ce3be9022b314d
+992, 0x1cb3d5af1306da15
+993, 0x8236da372d964cce
+994, 0x79188ac299f06c2b
+995, 0x953dfd978aad2545
+996, 0x6058e1066e7285cd
+997, 0xf47307b50589e391
+998, 0x2923873ecd9c4d32
+999, 0x4c44d61328ac5e4a
diff --git a/numpy/random/tests/data/pcg64-testset-2.csv b/numpy/random/tests/data/pcg64-testset-2.csv
new file mode 100644
index 000000000..779761d0f
--- /dev/null
+++ b/numpy/random/tests/data/pcg64-testset-2.csv
@@ -0,0 +1,1001 @@
+seed, 0x0
+0, 0xd4feb4e5a4bcfe09
+1, 0xe85a7fe071b026e6
+2, 0x3a5b9037fe928c11
+3, 0x7b044380d100f216
+4, 0x1c7850a6b6d83e6a
+5, 0x240b82fcc04f0926
+6, 0x7e43df85bf9fba26
+7, 0x43adf3380b1fe129
+8, 0x3f0fb307287219c
+9, 0x781f4b84f42a2df
+10, 0x36dac886f4232c6f
+11, 0xa32006a96a8d46b
+12, 0xa56e609a788ce098
+13, 0x75711678fa371144
+14, 0xbcdd4619fa063896
+15, 0x5cb5c9a1594f1a04
+16, 0x799e6cc7d09bf3fd
+17, 0xda1a4b52f72a8c6f
+18, 0x374b6f698c864e48
+19, 0x96a3e4d45b8d252d
+20, 0x5fc89e7cbf7735e4
+21, 0xe0cfe37beef7efe6
+22, 0xc3467c95f4649808
+23, 0x95cbda6a3275f18a
+24, 0x3a4dc1e59bdb4172
+25, 0x47f8755023ac78b5
+26, 0xef8e166bf07dfa95
+27, 0x40065cf0fa99882d
+28, 0xbaa083ad70102eb6
+29, 0x7c88e9d1a72a8dc
+30, 0x1484e44aa83e901e
+31, 0xf0f8df78086fdeba
+32, 0x5114e38e0cff505d
+33, 0x7e04bb9a2828c944
+34, 0xb88c0de9e2af5658
+35, 0xecba992ca7e9178d
+36, 0x8b40b65347cfeffb
+37, 0xfce9281a9381a55f
+38, 0xfde34f9f228fc03f
+39, 0x8c46656aa79eba9d
+40, 0x1ed0d3f416073189
+41, 0xd7adcc20a26d48d1
+42, 0x2429dcfa355eddba
+43, 0xec100f2285aaad68
+44, 0x91a83984506e1ef4
+45, 0x4c10c0f973e3cba5
+46, 0x45d0d0ad9ab6890e
+47, 0xa52b22d88ddb6090
+48, 0x63f7e7549bf80c43
+49, 0xfb03f87e5ea7137d
+50, 0x822f96594246a4aa
+51, 0x42242b1335cd3424
+52, 0xf78652fc51ec76ac
+53, 0x24db7314bda69cc5
+54, 0xcce4cf66737c8427
+55, 0xffd70eeca33ed90f
+56, 0xc154aff2caddd546
+57, 0x59d47a8ccd59e1bb
+58, 0xabf793045ca561f8
+59, 0x3f1486708729b21d
+60, 0x76ed98409f3f9abe
+61, 0x3f0bb2cd7cedd012
+62, 0x448f78da1713ac85
+63, 0xddbae7151c1578b2
+64, 0xcf94237ec0973cd7
+65, 0x76a0657cedebac81
+66, 0x2b13b564bed7a3b3
+67, 0x47a6fc0f4604c781
+68, 0x22acf016523ae80f
+69, 0xf728771b939c13a2
+70, 0xab4aee3986c80ec8
+71, 0x61d8c8c918b3fe52
+72, 0x7a40380c747f9044
+73, 0xfaf974af2e96a882
+74, 0xb8bd56d90c69d42c
+75, 0x7cea307dda515497
+76, 0x56d0858a27ded2a3
+77, 0x8717ea17698706b7
+78, 0x6b34d0c0587e8867
+79, 0x387a8142ee80d29a
+80, 0xbba414cee59e3194
+81, 0x6d2fe8bec0e51a8
+82, 0x11d5dc961ba15ec5
+83, 0x7af1ae07932b2fb8
+84, 0xb13ea6b28d63b57e
+85, 0x7e89a6f060cf59c5
+86, 0xad1f662c4daa4764
+87, 0x929a054dec3e229f
+88, 0xf7f41c2a34920f09
+89, 0xf0eac1b75822b72b
+90, 0x24f311773d90d399
+91, 0x9c2147da3d098c17
+92, 0xa62963f5bb0f8b9e
+93, 0x97f650195285e480
+94, 0x602433fd24fe4125
+95, 0x6f17d6e3b5fd704c
+96, 0x3ad6f2cf0ffd6a04
+97, 0x73a6d93edf693e03
+98, 0x467d4e6fecdfdb20
+99, 0x6aadbba2b2f8a2f8
+100, 0xc865bae9d8713526
+101, 0xa94d7c6b462e5acc
+102, 0xdcbb47fdacd4d865
+103, 0x80aa6a71fd60cb40
+104, 0xf27ad62910288223
+105, 0x88f93784d309825c
+106, 0xf7f9a500b821c886
+107, 0x6cd6e37a5dca4830
+108, 0x57694853b9c75561
+109, 0x9c7ef1aa6b8f2c1
+110, 0x12046439309d6e40
+111, 0xee3d652c43bd35b9
+112, 0x3838110676b26d7a
+113, 0x9efd697137fa24c9
+114, 0x1eeaa149a7edd5be
+115, 0x17eb32cd212e374a
+116, 0x73dd5b7d7fd3b280
+117, 0x788e514de9649f29
+118, 0x6e2fb96fbf87fe8b
+119, 0xc736a34c7ea74137
+120, 0xa4d48bb7df0e3c51
+121, 0x25b66ee78063d37f
+122, 0x9058e087b9696e7
+123, 0xa2e6397ebdd3d935
+124, 0x394a16ba856e6899
+125, 0xe4aad4f1bc61d046
+126, 0x5e4904686af5c43
+127, 0x4e58956c61a1880a
+128, 0x7328c827d6236eff
+129, 0x29463809b511cf73
+130, 0xceb2c403cef62247
+131, 0x9ccc00f358aa8346
+132, 0x6fdc1c42421ba33
+133, 0x1111d660460f5300
+134, 0x97a4f922e55a9226
+135, 0xbc2a217152bfbc63
+136, 0x3617700c68d104d9
+137, 0x8eecc63c4a929622
+138, 0xc69cf9d8f8b45df3
+139, 0xa2a8ca8262f8921b
+140, 0x4339edf9e292f9e0
+141, 0xfe385e2e7f6e1a1a
+142, 0x5f30d1b803abc1d9
+143, 0xf123207050238c3c
+144, 0x79e3401200b54b1a
+145, 0x858d7ce163d4de92
+146, 0x5803a44cd013b965
+147, 0x17c65b0b01800940
+148, 0xc50b38bb58dcb3c7
+149, 0xe476e9925898603
+150, 0x3972fb0fa748a3a5
+151, 0x93da971efb1036f7
+152, 0x658bab8ef6082bf2
+153, 0xf664abd0de92444f
+154, 0xa2145e8039e61d87
+155, 0x28af5560cb0ee0ac
+156, 0xc1e43e6a30cefef6
+157, 0x74f61d623cc6965e
+158, 0x3ee0139a07b6c130
+159, 0x214992e8a6134c54
+160, 0xaa83b771c9421231
+161, 0x15487762c93cf5c6
+162, 0xa3d37b883fffdfe8
+163, 0xe398d2bd15c1c511
+164, 0x3154f894aedd5938
+165, 0xc7ed5190721ec2b5
+166, 0xca02cf8dcfef83b4
+167, 0xa22c6a2e5460e0f3
+168, 0x2d72e4d264875109
+169, 0xf282e30c8b945616
+170, 0xa1a286624feece2e
+171, 0x6f773be8548d3fe
+172, 0x8c6dc6f48c83c30f
+173, 0x13dc5926122501a1
+174, 0x5537f3d25d126e0d
+175, 0xdb654b8409365aa5
+176, 0x55d8f727e066e818
+177, 0x534841122140f9a3
+178, 0x4e4ecc7b2ce8efa0
+179, 0x3655d535028e4044
+180, 0x6c2ad71379f15365
+181, 0xd1f1238395ce193c
+182, 0x4ecd9ccc56595a72
+183, 0x3304220c15b60f7a
+184, 0x3726fecf394006bf
+185, 0x4523e03e39a92ac1
+186, 0x191c97036c0e20a8
+187, 0xbfbcf849ecc37cd5
+188, 0x3c6090d256b1c780
+189, 0xf7e94dd0d3e02fd8
+190, 0x83034fb1c17bb99f
+191, 0xa7be8e0eb37c9260
+192, 0x177d2c560b0b55af
+193, 0x55da4c839514e82e
+194, 0xc9b393b79b0e7617
+195, 0xe9658403d3a140
+196, 0xc86401b988be38e7
+197, 0xe82baf54ee5df9e1
+198, 0x3a562e6572a853a4
+199, 0xcb83facbed1cb364
+200, 0x4db406f08ea62242
+201, 0x9cc816f5376ab97a
+202, 0xe65a32f96a78b09
+203, 0x59e7b42c496e2c2f
+204, 0x7e3e59a4546b6b33
+205, 0xc51a371516d5adc4
+206, 0x19ba384285a523ca
+207, 0x5b998f71002a0912
+208, 0x81ee2f95f53dbce1
+209, 0x966a0c0bbf15492e
+210, 0x80f88202ff2d29c2
+211, 0xf827f45274e32733
+212, 0x66a2611b73547490
+213, 0x1b2c3c3ae80997d0
+214, 0x264a86e09c63e4c9
+215, 0x35d4bf9c9d0d89a2
+216, 0x6051e319babb305f
+217, 0xdf0d08608262be49
+218, 0xbe7aa9a7697278c2
+219, 0xac531985f79fca17
+220, 0x7ce7de0d95ba34d
+221, 0x9a03956d30de1ee0
+222, 0x8106a5873e7950b0
+223, 0x804c06b1fab989fc
+224, 0x20d5fe19357e95dd
+225, 0xf3e89c08d1841c79
+226, 0xfc93b079bdb323cb
+227, 0x8f6eb1dea40eda88
+228, 0x6e7f6b657f6d971e
+229, 0xf2b15bb03a49e9bf
+230, 0xcf7fed1aff1786b
+231, 0xe53366adc5bafe42
+232, 0x89b853ed67fc2387
+233, 0xd13dadf3828f1df7
+234, 0x2f884ffbb83075b9
+235, 0x8efd2baea4771d71
+236, 0x7872e80c946c6bce
+237, 0xcc487bc4ea869070
+238, 0x820609347e4fdd75
+239, 0xe939e3c63701a997
+240, 0xf70ed361e42164e9
+241, 0xa9f29046fce9ba8d
+242, 0x61edfa750175e868
+243, 0xb7d2424653bde389
+244, 0xdadd225205e74ef4
+245, 0xecfb9a633ee3c774
+246, 0xcbc69459f0634f30
+247, 0xdbcd82538e0785e2
+248, 0x2b272f59ad36e01c
+249, 0x601a38897a57cc68
+250, 0xfa012b9e5722d8be
+251, 0x5bce8d48277d7338
+252, 0xd1b6ca2b93483dc2
+253, 0x8b94eceb88f55be9
+254, 0x93403aea5df5da18
+255, 0x57b6fcaf351c16b8
+256, 0x70f5e54095404bd8
+257, 0x9124d47160362770
+258, 0x987ed72af8aa305d
+259, 0x71e3a8d5156f82c7
+260, 0xf788e966e86f7004
+261, 0xcf0cd5911c4bb0e1
+262, 0x3340b119d3e2f28f
+263, 0x9952106be6e3bf95
+264, 0x99a6213e19fe9d1a
+265, 0x4f0d3811a8a5d481
+266, 0x62d732ee5f975dd2
+267, 0x3abc8340ab323ebd
+268, 0x15da761a2518c843
+269, 0xb453de7d4d15b261
+270, 0x4adc2d7cc2cc0049
+271, 0xcc9b7fa135c7dba4
+272, 0xa14857a738db2b52
+273, 0xce036b49e28c19c7
+274, 0xaee7e9fde421bd4c
+275, 0x15dd298915099a9e
+276, 0xa3fa6550b639b66b
+277, 0x5f27c59b035a6532
+278, 0x2eef2e6292288715
+279, 0xabd211c514e3699e
+280, 0x6d7bf9b33f8b09e5
+281, 0x91ff83561361c170
+282, 0x8f8e309797a91e4f
+283, 0x2b11ef1cedf1036b
+284, 0x6fc36ed305d27972
+285, 0x7e294e03a91eb01f
+286, 0xbe16009d8b2f38a4
+287, 0x2bf69c7b54e60cea
+288, 0x860079a07fade829
+289, 0x8f0ce6ae4c90d38a
+290, 0xab10e5f8ab4835fc
+291, 0x49ed43ddd4ca0a76
+292, 0x201eaa53b6df058c
+293, 0x2d9a4fdb16f6c1c
+294, 0xd3406193e1dd0760
+295, 0xad38857b542ddb6a
+296, 0x52ec1e450363aad8
+297, 0x6e65469594331886
+298, 0x4b027ce344dd6660
+299, 0xbc801654b4a1ccad
+300, 0x155be4bc51328b2c
+301, 0xa9a1965f9b2b5bdb
+302, 0x386b8dc34de0889
+303, 0xd60ee4b1b9cbb057
+304, 0x6c1e60b6914c4876
+305, 0xd07bf84dc30bf653
+306, 0x362d5b19b3f4f7e9
+307, 0xd145b8fef9a6a3d2
+308, 0x5c401126b505dd09
+309, 0x8f5d1d4446f9cb4c
+310, 0x725618359f1a3e38
+311, 0xaedad9cf455de2e5
+312, 0x7f7e4e549b4bde1b
+313, 0x35002b8e995f815
+314, 0x9aecaf8f393cade0
+315, 0xf346a49595886d86
+316, 0x459d5a9e92e9c149
+317, 0x60885682c3d6ff0d
+318, 0x90f5e985e08bfc3d
+319, 0xbf413a432e1a1b81
+320, 0x789503524aa48aa9
+321, 0x7880e5bb484bd49e
+322, 0x7426535c324b7176
+323, 0x190ad37f84acba3
+324, 0xbd52510631d4f5d7
+325, 0x98f794ad565c986d
+326, 0xa0ea374e66c0bf56
+327, 0xd683fe7102145335
+328, 0x9b3dac61db2f2930
+329, 0x470d31e3096c2450
+330, 0x1f445f8292f6f3dd
+331, 0x1687ff432def56a7
+332, 0x887d4e6617525278
+333, 0xcd81ce8cc70b13ff
+334, 0xaadbc4c3525c18e1
+335, 0x96d81490c362b621
+336, 0x128b95092e36796c
+337, 0xffeffbed0980cdb7
+338, 0x3bcef6c52b36d07a
+339, 0x400879c888eeabe2
+340, 0x373c9978059787d
+341, 0x35979fef9e20050a
+342, 0xf4581367f3fc43b
+343, 0xcec7b91352ed0186
+344, 0xa7b06e92b765203
+345, 0x6713f0b11fb9f296
+346, 0x95c53b86deafbd95
+347, 0x3694844a5eca42df
+348, 0xd0f334ea2c650574
+349, 0x5ae6771044110ddf
+350, 0x9f61d9087e7d36e5
+351, 0x28f04e48625e3e5e
+352, 0x6164d6b5445cf130
+353, 0xa36b5c2de27084be
+354, 0xa099a43d5c5f21bb
+355, 0x706edfb05fbe8b9e
+356, 0x7aacffffc81ebc3b
+357, 0x6f49121baebd0e6a
+358, 0x41fda7ba6df8f4cb
+359, 0x1bea4b596dbac5ac
+360, 0x71dd0261d65b02c6
+361, 0xad7f50624c15e9c9
+362, 0xf7c4eeb84d4866b6
+363, 0xa5e23dd382f48bdb
+364, 0xe6ffdf875d534bfa
+365, 0x40104d8444f75a7c
+366, 0x8218a42f24a88364
+367, 0x9d3f9382759cae86
+368, 0x101d7adffbd9ebde
+369, 0xf9fe3578d6b739dd
+370, 0xd23c47039e882eb2
+371, 0x37fc4fff590191b3
+372, 0x2a672fc8cd3e0cf7
+373, 0x995b8faabb4332c7
+374, 0xabc6117aa665a743
+375, 0x3fc49d11869352ea
+376, 0x4ccc3cfa9540797f
+377, 0x111c57f059fa3ef4
+378, 0x44a737bac79496bd
+379, 0x37924823edfe0774
+380, 0xa4d8ee07ab241d02
+381, 0xbb0bf46c50f349ac
+382, 0x4db0a8506e22199c
+383, 0x93239f377c85ba51
+384, 0x56f51e3970e409f5
+385, 0xe82d51ebc177609e
+386, 0xec866d8b473eaeb
+387, 0x42f8018bb955abed
+388, 0xf58ba8a916b04fa1
+389, 0xf12d2f0cb0a41cff
+390, 0x8102b5f91923cc2a
+391, 0x91d95fcb9cb1346d
+392, 0x819ccf0d122537ac
+393, 0x34646b1c3f9a8527
+394, 0x4a3a7df812ff79cb
+395, 0xc3d0b50ed434ad24
+396, 0x3e6cd372b453b5f0
+397, 0x39101f6226c43c8c
+398, 0xff41e5b6b7ff540c
+399, 0x1e8d77bc3f12e0f4
+400, 0x748d0860be568eee
+401, 0x5baac1f743bfeff3
+402, 0x8bdbd895b2eed2d8
+403, 0x5d3a01fa82bd88d4
+404, 0x577271d2de3e06f4
+405, 0xd4fccaeb0db61acb
+406, 0xa088377ed2b1d841
+407, 0x6f2e9e1566f37b5b
+408, 0xb8d85eef688c049a
+409, 0x6b7c06c55078761
+410, 0x223cd94cad1e0c32
+411, 0xbf27c193ae5881e3
+412, 0x5b784893a36d57dc
+413, 0xdc9fa53968c262dd
+414, 0xd7e820c76855fb61
+415, 0x72260eb94f096e2a
+416, 0x49144b5732ca1b94
+417, 0xba8d85a47582d428
+418, 0x558abe242dc84de2
+419, 0xc27b1d54557b9de5
+420, 0x80c1f06559385330
+421, 0x4a5c1d4252675c73
+422, 0x225e3a9f7b2da067
+423, 0x9ac95bac9d2234a1
+424, 0x696e500589e0e490
+425, 0xd0fe548d81c82185
+426, 0x68d8b783037b4743
+427, 0xbe1664f1a8d814f
+428, 0x2304308b691ca712
+429, 0x68e680af6b7189c5
+430, 0x13abe6c989949072
+431, 0x4c209f5029a59d0b
+432, 0x63361139df6fea7a
+433, 0xf07c52d8272cbdb
+434, 0x665023146f27fa7
+435, 0x7cb535c55ad7ad0e
+436, 0x76e366c7317eb1b0
+437, 0xa7d9b80b51585e9b
+438, 0x85f0bd60122198b9
+439, 0x34bc89d7e7827fd5
+440, 0xdfa1167988c85807
+441, 0xe78f45588bfdba02
+442, 0x172a023eba7357b2
+443, 0x7bc4c79e06ea755b
+444, 0x8aace6120b766b95
+445, 0x17b43a5a81b0db26
+446, 0xbc2b95819d959ff6
+447, 0x1b8841f2fe9c4622
+448, 0xc094a747ec30d67a
+449, 0xf5b93ec01484b937
+450, 0x659bbe8bdfd43f01
+451, 0x9d96c22bcf9c64c9
+452, 0xcf7df324fba052ec
+453, 0x5e4acd4f9e048e0b
+454, 0xe3a0e7e9869c5dd2
+455, 0x4eb444727e1c346e
+456, 0x7f6cda1ca7b3eb67
+457, 0x72fccac63ca649e9
+458, 0x711bfbf79a093651
+459, 0x5d48599fae7fd6a3
+460, 0xcc640119a296b34e
+461, 0x39acfb198b2b439
+462, 0xde759b50e2db66f9
+463, 0xe83bf8363827e06
+464, 0x484d50365017de87
+465, 0x4c3b5dbacd68394b
+466, 0xbbe47788c079218c
+467, 0xd44099290c25fe62
+468, 0x3b7d1bd6f91f3857
+469, 0xe7366a677d2b7eb3
+470, 0xfaa770590b197910
+471, 0x610b7a2fe8c4e80e
+472, 0x13451e1bf520a796
+473, 0x7e3d18c47e821077
+474, 0x8fd3a77c86eb9804
+475, 0xf24be740c87eadab
+476, 0xd5a52e6d0b58345
+477, 0xae386b5ca037a8d
+478, 0xb59fd16baf160f26
+479, 0xd4a05b473f6e0a8a
+480, 0x47ede6678c2c6420
+481, 0x8851ed397da6f850
+482, 0x1de775cdb392d89b
+483, 0x74e6c8ec9513ea38
+484, 0x30ae39e04187a984
+485, 0x614cfd09d043d601
+486, 0x3e0173138f562ee1
+487, 0x822d415a26bdba96
+488, 0x432f6dec77edd9a8
+489, 0x47a3a179627546b8
+490, 0x845dd7ffb1fe6d78
+491, 0x9778d5782de13a48
+492, 0x760198319b3cacce
+493, 0x420ee262d07dd7c
+494, 0x847c7424c365df20
+495, 0x56b3b590fb83ba16
+496, 0x7cd2410390a3e797
+497, 0xbb0c21b47aab8857
+498, 0x2743883e70a36a18
+499, 0xff8b29cdc75ebb7
+500, 0xe1e04a0f0379686f
+501, 0xcfdf3083b792f281
+502, 0x27392ca026b55e88
+503, 0xeeb195994fd56abb
+504, 0x7cf210041345882c
+505, 0x3ddca2b8951fea4e
+506, 0x21c89d88a3833996
+507, 0xe7128bccc4b25c9b
+508, 0xe39b0fb96a4c05ae
+509, 0xedf5326550594554
+510, 0x4aa45fe66b575558
+511, 0x2799fc8d3b06f777
+512, 0x2824863087187501
+513, 0xa15fa00818118906
+514, 0x559fc9e9344a310
+515, 0x1682745f8d571671
+516, 0x80b54f29f47a28d0
+517, 0x38e28103ffd9f771
+518, 0xedb5f440dab80945
+519, 0xdb0b8d04cece6091
+520, 0x1f60a7cae5ae8412
+521, 0x6719c0405e92b31d
+522, 0x56752def7d642302
+523, 0xa5b0900f93c352dd
+524, 0x5b82baf53be8983d
+525, 0x7726202ccee5cbb6
+526, 0x1641c84c7f87a765
+527, 0x835ae1a82be4265e
+528, 0x5f9ccee69c1d9da
+529, 0x3e2a2228e21039b7
+530, 0xa45873582866d005
+531, 0x7fbeffc99401e59e
+532, 0xcf66a6a974057890
+533, 0xd53704a96af96fd
+534, 0x1a8b5e3460704b64
+535, 0x6939b27bb32ba451
+536, 0x3c39293e637a0115
+537, 0x335a6e6b779b8c4e
+538, 0x75235d767dfd3d00
+539, 0xbdf0b36936b17c90
+540, 0x982dc5e4915a3a3a
+541, 0x74657ac256407f55
+542, 0x603a724457b796b6
+543, 0xf178694f7a3f98bd
+544, 0xe712de12db2aba47
+545, 0x1ca272d99a3355d8
+546, 0x93e7054d3e8dafc7
+547, 0xa29597810eff04c1
+548, 0xade242c0ae4bcea3
+549, 0xbcd226e2bd9d0e64
+550, 0x2e02e5736f889a
+551, 0x3622dc09f5fdd576
+552, 0x6e66bd2a10d78705
+553, 0x71d8f19110d5b4d0
+554, 0xacae934ab3d759f0
+555, 0x68d670d5f9272132
+556, 0x571fb09d082e7da7
+557, 0x154540c51b7d8b33
+558, 0x1e2f3710c0b6890
+559, 0xaf26a826ef444b30
+560, 0x9fc9fdbd9342be72
+561, 0x9b33b306d22a35e0
+562, 0xb6d5895f56d4197b
+563, 0x92fef06c1353b2e3
+564, 0x804e3eb42e65b938
+565, 0x73d5cd4bb7270902
+566, 0x274b8ac4925da8fd
+567, 0xa9a57999f5df2e2f
+568, 0xa6000be059e088b
+569, 0x57de4fc48c9e9e84
+570, 0x16727392e94ee9bf
+571, 0x53c9032f62848c4d
+572, 0x8a8ddd8fcf0676dd
+573, 0x1436de7c1735087
+574, 0xfa93b7d1425e8667
+575, 0xec34ca5f3f84bb2f
+576, 0x489ed44d0880c4c8
+577, 0xb3b6051de7a6f740
+578, 0x2f303cb0f4040f11
+579, 0x302c42a6adbcbcb2
+580, 0x28ed7b87695cd600
+581, 0xee78d3b782a2fcd0
+582, 0xc47a2441a1082032
+583, 0xec9965704a044f33
+584, 0xcb1563e968460dc
+585, 0xfecbb4fa2b544f93
+586, 0x3f3d7437a6d29a3d
+587, 0xe4bfaccd729414ca
+588, 0xb741ed954572d172
+589, 0xf34b49bf10ae47b6
+590, 0x1fbd1f068f1b796d
+591, 0xc1d556e64345b226
+592, 0x85bbfa50a899c7be
+593, 0x5310045dcf0fea8
+594, 0xbc6f6fb7f00e5960
+595, 0xf8bdf4074f2b5f5e
+596, 0x2a5817aa122dc97f
+597, 0x6d5ef86d6b8ad0ce
+598, 0x96e7ccc235abb79e
+599, 0x8d531c4cea492f66
+600, 0xfc124a123b4ce02a
+601, 0xc6087ffd9130c2ca
+602, 0x3a724c46f0f06175
+603, 0x59980713cfe4fe92
+604, 0xecde418e64a11bd
+605, 0x5c9b333a0f0337cc
+606, 0xcf014d508fc8e83a
+607, 0x83998bb2aa4e16ba
+608, 0xde8f5167ac0a40d9
+609, 0xe93b1846914c0dc7
+610, 0x668831ca8fd50c25
+611, 0xec764b87e402c28e
+612, 0xd0e1303e56f6b268
+613, 0xa6b9f3c4872dbcd5
+614, 0x12a89c116ad924f0
+615, 0x23857c375ae928c8
+616, 0x29b117f63f2e8c1b
+617, 0x64ff6cce272aa46d
+618, 0xd40fb15b38d59f70
+619, 0x6e5a6257c4cc0c66
+620, 0x7b54845e6e119a4e
+621, 0x9d88bf3dd9fa0f0e
+622, 0xb6687fd4980a5d43
+623, 0x4f2e3fef88b640b8
+624, 0xf07ac2f7e2df40fa
+625, 0x24059bd0ecb6c6a9
+626, 0x6204a47cbd57453d
+627, 0x8477fd1a13ea9678
+628, 0x4555083f5eada49f
+629, 0x352443e5d984691c
+630, 0x3e904f796a9c5ffa
+631, 0x11e182bc43754609
+632, 0x608cdbe03699a5d4
+633, 0x2619146efbf59f0
+634, 0x9b852370063940ee
+635, 0xa1d8e7e91e42a52b
+636, 0x19179affce38fa3c
+637, 0xf68ff1ccce70380c
+638, 0x12103cb41741ab38
+639, 0xdca7902fa6d960b2
+640, 0xad46a2fc70025445
+641, 0xac92f0b2d150d716
+642, 0x5de115babb43326e
+643, 0xf335366fd69e4bcd
+644, 0xe9aecd1f88889cd
+645, 0xbce60087987b51d1
+646, 0xcfd395a167103939
+647, 0x2fdcb12826ac806c
+648, 0xbd5129970869ccd6
+649, 0x5e922b68030c2698
+650, 0x7ada02a56d17779a
+651, 0x7a1254c652b99ccc
+652, 0x8be78733623db772
+653, 0xc22439789b68f0a8
+654, 0xee51ad4ab1a9a6ed
+655, 0x44b15fa27694d9be
+656, 0xc5b93e6c57805153
+657, 0xcf03df495c283a89
+658, 0x5c2a41954bb44bb
+659, 0x9e651cb8c650dd
+660, 0x73a20ee82570d4a8
+661, 0x5f805cab085e971f
+662, 0x5354410872a8f587
+663, 0x1b50ef4e9519338d
+664, 0xdeb873412301a1ce
+665, 0x3a286bb2f5f8db39
+666, 0xad117a0d4dc7f82e
+667, 0xdd880d581169d989
+668, 0x8356be106382a704
+669, 0x7c684ad93e996ff3
+670, 0x6b2d09e61ac02c11
+671, 0x99ad8c074fe046dc
+672, 0x4a9b4f0e7c4ffa24
+673, 0x38afdcb5893b466
+674, 0x7ad58ef97c3d35c
+675, 0xdd7c17c0d67ab69
+676, 0x61c77caf27938c86
+677, 0x978fc491080c0cee
+678, 0x4c1750f8684c1ca4
+679, 0x86b4c683d5fe657e
+680, 0x720e2bd8ec76cffc
+681, 0x73ca52b4a7dd3b85
+682, 0xeb10a691e12ea3ca
+683, 0x90355e369297b259
+684, 0x6c6bc16f639678ca
+685, 0xd989f4c724f8fba7
+686, 0xbb1ba7e2ca1c4391
+687, 0x81e4194500a0d267
+688, 0xbb25489c1dcbf93f
+689, 0x74d26b75e9f57fd
+690, 0x59c085fa99b6493d
+691, 0x3359805b0fc3fef9
+692, 0x60ef0f3a85e60650
+693, 0xf1a3692c8591e8d6
+694, 0xd7c8d2e7f3d3546e
+695, 0xe8fc8518c11ca881
+696, 0x3380ef12114d1818
+697, 0x87203c98ff21fcaf
+698, 0xbc37f8e034002ef8
+699, 0x891b7c3f55d02300
+700, 0x814eec8ff8956f0a
+701, 0xa370639852acceae
+702, 0x6c566310b6b00f15
+703, 0xd69fe78b9c8a05a6
+704, 0xb7b0df518738419e
+705, 0x2a0c1185b29ed965
+706, 0x636c841214c0a8cf
+707, 0xbf56297859e9bb72
+708, 0x2b5b9d432d6d008f
+709, 0x1ea586cf0f86f542
+710, 0x23a2a1af76cbc988
+711, 0x6c72c799b6ed93f3
+712, 0x2266785315f3bb13
+713, 0xb68cd6e87b94065a
+714, 0x5d395704514bb808
+715, 0x334bde59d526ee4
+716, 0xc5a6d87f96f055fa
+717, 0xd47001378b4dcf08
+718, 0x7305818a39057557
+719, 0x8f72c128eac6d32
+720, 0x4957ed799339bbdc
+721, 0xeb47d505f61dd5fa
+722, 0x8ce8817cd6acc93a
+723, 0x84ef66e511a52f35
+724, 0xbf5aa34bbaef7e1f
+725, 0xadaa5ba2a5ee660e
+726, 0x6eec8ac924058eea
+727, 0x8af63be4d1a1b202
+728, 0x88eccf85fd9fce32
+729, 0xf19a1122f394af05
+730, 0x8dcd15d1c14f5077
+731, 0x6c0f2e6135e36545
+732, 0xe58f89bec4d929c8
+733, 0x4eea88221d983ef9
+734, 0x51ae3956d53e1a80
+735, 0x40d8a172bf713bb6
+736, 0x3e33536e43ad4fa2
+737, 0xeff9938a179138fa
+738, 0x3e372bff1f51df8b
+739, 0x59b86a407817c86c
+740, 0x947164c2c57f9bd8
+741, 0xd8e67bb799d84475
+742, 0x4d9ed254d8189595
+743, 0xa021d8d181328996
+744, 0xc703e402f8e4688b
+745, 0xd1eb104c970dd5fe
+746, 0xd5bf4683b9337f8e
+747, 0x98f405a2d998f06
+748, 0x59c734ddd208e85c
+749, 0xbd167be2d43fde24
+750, 0x70602daab163fbe2
+751, 0xeb2f2b37cbfe13e7
+752, 0x28baa8f3fc4c4666
+753, 0xe212ffe352ea5ce6
+754, 0x538b93d2285eda3a
+755, 0x3a9482ac69a39e1b
+756, 0x3a98983ed4367767
+757, 0x1dc851c69e35d601
+758, 0xac7f83e4b02e9bb8
+759, 0xa939f99c5615ef7b
+760, 0x439437f129076339
+761, 0x79a251bb1d50ce25
+762, 0xaa7b6ff8f13a7424
+763, 0x1b244bd86404327b
+764, 0xc84d99185ab2a7d6
+765, 0xf6dcde975493c40b
+766, 0xdee46f4346cf6af
+767, 0x739b75df1fe18712
+768, 0x3d05cb298311f3e9
+769, 0x1fba9d9c10dc7780
+770, 0x31637fc416267053
+771, 0x46694e36246b8be2
+772, 0x8c67095ae6eaf1e4
+773, 0xebe2a68c27963dca
+774, 0x532d344b14306cf2
+775, 0x6a847c8f3ae2ac92
+776, 0x8034bcb5a50cbd6a
+777, 0x7544766784261059
+778, 0xe641799652df63ca
+779, 0xd8cacad7099c07de
+780, 0x429e62da116e4876
+781, 0x4442c8b57a5b7ef5
+782, 0xa7ea9c348cbeebaa
+783, 0xce1a34f57bb2a7fa
+784, 0xbb29ef457c9509cc
+785, 0x1ba1030b19a32c1c
+786, 0x412d1eb07cee79b8
+787, 0x3627dd37c6b36848
+788, 0x45432b319f26a2a9
+789, 0xb9a12e188cee2a29
+790, 0xeee69e0f1b1efd66
+791, 0xd4ccd61bc3fb8837
+792, 0x1b600476917cbf62
+793, 0x522950ddce26c142
+794, 0x956d8a5dbe9aa431
+795, 0x31cfba73bb524b7d
+796, 0xc3b709a56885a6ac
+797, 0x7341d4e32fffcdf8
+798, 0x5ed87c5315e4775
+799, 0x60fa512183e3dad5
+800, 0x4df6df14e9c2935f
+801, 0xdec2dc983ab42a9
+802, 0x28265e213fd6de41
+803, 0x2f85d825454add06
+804, 0xf18119191ac41aa
+805, 0xf870e36e83f4face
+806, 0x2a4b213d973d83c8
+807, 0x2c7094cde18ba8ec
+808, 0xb5998e0a1914446b
+809, 0xefcb960ff010503a
+810, 0xa8d928b99104aef5
+811, 0xe7a6893116e383a8
+812, 0x552dbe180a51b6c9
+813, 0x16b73f3832c9990c
+814, 0xfefee9504783e187
+815, 0xc12d3aa0c1f8608b
+816, 0xd5232106c7adea7e
+817, 0xb207e82667fb71ed
+818, 0xe93c50ef54a791cf
+819, 0x3099900fdf7b1750
+820, 0xaa2a46c352132ad0
+821, 0xf2414daa174335e4
+822, 0x33080f98c42bbad2
+823, 0x9df24fe0b5b13394
+824, 0x840eedf2eec5fdb6
+825, 0x3715e262efbc907d
+826, 0xa70a8cccfbe8a11f
+827, 0x4a57a6f16ea4c9f3
+828, 0xe03dbe2f1493e9e1
+829, 0xbd92759a7becd4e4
+830, 0x21a3d87c3766887e
+831, 0x6414f570caa74ef1
+832, 0x4e27490fc3fc0234
+833, 0xd4c40310c6ab2eba
+834, 0xfbe8acd168ffd62d
+835, 0x30b19992f1975ac8
+836, 0xaf93d22a8561f631
+837, 0x4574ebab81bed3b1
+838, 0x5390c6026e3940c7
+839, 0x7a5154d076a8b504
+840, 0x9676f2495f742943
+841, 0x8cfdb9e11bdb4502
+842, 0x36af5c8754d9ca17
+843, 0x61477e76367296ee
+844, 0xd6f5f40f66acc700
+845, 0xe62c2462e96af1b8
+846, 0x18029746ac09ef3e
+847, 0x871bbe15da7e0176
+848, 0x2443e806f54d179
+849, 0x9103af1634f9d0ac
+850, 0xe6e5358eaa0efa2b
+851, 0xdff4859198244a67
+852, 0x6e48c357be6042b
+853, 0x6bb9e8aeb24d656a
+854, 0x1b89fbb05f8438cb
+855, 0xe0cea835b4db045d
+856, 0x4eafe5c195e29d47
+857, 0xd2f0a452be9163f0
+858, 0xa7ae1d0eee928fe6
+859, 0x42c7a26c82a062c4
+860, 0xa8e93bcd89c5704e
+861, 0x73784be379f09c34
+862, 0x91f8e599342d013f
+863, 0x79c20bc462215ccc
+864, 0x6ee77bc91b3753a6
+865, 0xd2c116d1eb2650d0
+866, 0x388f9767cfe30ebe
+867, 0xdde5d5966815e7ae
+868, 0x459b838c87ca1dec
+869, 0xdf96cdb2bc916a60
+870, 0x215c4195b935d5ca
+871, 0x56c9f516528598e5
+872, 0x1d8492a9923640f3
+873, 0x97830ac45234686f
+874, 0x67f75117a7c952bb
+875, 0xf1939dc69391e65d
+876, 0xfc44bb1162cb2868
+877, 0x92b33d9df8fc6925
+878, 0x6c4496920de0d558
+879, 0xa4616bb101e924aa
+880, 0xa0afc9701ad83cdb
+881, 0x62d555323b0494d2
+882, 0xf18b31447a2dfdc3
+883, 0xb2ece318c128d4f3
+884, 0x29efea45a76b9b8f
+885, 0xae05362b365d9cd2
+886, 0x5c4d374ce6aefb44
+887, 0xb9cdc65eec94136e
+888, 0xf0212f42e3d4f5dc
+889, 0xcde7c5085f95d8d8
+890, 0x9cc3799673a644e8
+891, 0xf878d89199bead01
+892, 0xab684fb9666abf61
+893, 0x3070d399b7a07d3d
+894, 0x6d8c51673eeeef73
+895, 0x9bf4062ff5471832
+896, 0x92774cd03c511d00
+897, 0xc1aad7c6980df547
+898, 0x3291e3a234d50cc0
+899, 0x75645079bbe9d34a
+900, 0x7f28bab9eba28fae
+901, 0xa84415684ed6d765
+902, 0x56d9d67653cd172
+903, 0xa7bfed939db93e91
+904, 0x92940e5162d50470
+905, 0xcd6bf601e08f07a9
+906, 0x2ea9104d785e35cb
+907, 0xd771ddd541649214
+908, 0x352554afbf9258d
+909, 0x9d855486b77c5bc3
+910, 0xdb03cd71e906e1df
+911, 0x7c2621690aabc265
+912, 0x1dd4ac7369a04640
+913, 0x57796cbc93d4d854
+914, 0x42a373d152eca785
+915, 0xbe7389edb8b144d3
+916, 0x8b6245bf01d2e4df
+917, 0xacd1f9fcca317652
+918, 0x84545ac79a3eb960
+919, 0x2d2f28e6a8459db3
+920, 0x42b3a2e26ddeccdd
+921, 0xe858272777abcef6
+922, 0xd9b5be7340dec08d
+923, 0xe991af3579ac4fb6
+924, 0x7c30699b349fa6c1
+925, 0xbb842be14f7b5b9a
+926, 0x1d31e1ca791a1cf0
+927, 0xf2bd448ebb878bc0
+928, 0x26a6adf6709863cb
+929, 0xb11aa978539e3a34
+930, 0xce554a11bbbedd1d
+931, 0x553d3c012682a47b
+932, 0xb3c90ed36715903
+933, 0xda3c5c706e39e395
+934, 0x4e7f66006d583c2a
+935, 0x6424190e9d28ca3a
+936, 0x9916685e7384f3bf
+937, 0x1285e17347eb806d
+938, 0x877f10baf13e6659
+939, 0x222700ed5086438d
+940, 0xd2473d08396634b8
+941, 0xb6b68f3bc883a77d
+942, 0x168a489b0b7f5f63
+943, 0xee34dcf1f93ad3fa
+944, 0xd25ef824f614f65a
+945, 0xe30981905354f477
+946, 0x9463ef623c5eb3f8
+947, 0x46657408ea66980d
+948, 0xa2e58d51d6e8e7f9
+949, 0xd80d7df3007e9845
+950, 0xd90fa96f4fc0f7aa
+951, 0xd2a6059d171bbb33
+952, 0xb8bacb8f11c65c2d
+953, 0x401de84b6a8b1ac
+954, 0xf8b6eed644c802d9
+955, 0x30c927749fdd8e6
+956, 0x17c2f4f9c4524e16
+957, 0xa9c677daae4acc7e
+958, 0x82c78d9c6b10446f
+959, 0x5e544188277da629
+960, 0x7c6e1bd3b861dcd7
+961, 0xd4b00871a7f67d0d
+962, 0x6b66ee142821e6d5
+963, 0x176d5e39f3b22474
+964, 0x58ea746f62acf933
+965, 0xc61fabd9961c3a51
+966, 0xb27ce0f87b416e3d
+967, 0xd3c82b525b000e70
+968, 0x99578704fb3ff4e4
+969, 0x747da52468875493
+970, 0x5c5bfab7a474465b
+971, 0xd82276bdb30e3dbd
+972, 0x1d758772eebffe2
+973, 0xfed9d1e3ca887a6e
+974, 0x23dd5f7b3ff9472b
+975, 0xae2e842b51c9c598
+976, 0xe851bc45531123d7
+977, 0x1a18d2777151c29
+978, 0x9e82f3be14b12a48
+979, 0xdf9fdb3abc3e72cf
+980, 0xdbea56e918ccb176
+981, 0x47abbd896eb0ca1a
+982, 0xe850ee3cef9334dd
+983, 0x3d69fe95275e7f2e
+984, 0x4fcb936c048d8812
+985, 0xc98f0f6bb9865a99
+986, 0xc951cdb73514709
+987, 0x3ca839c27ca26de9
+988, 0x1478848a311f9cc5
+989, 0x35d2244064967478
+990, 0xe71df2d9732ffdc0
+991, 0xa12417d7b7b9e0ce
+992, 0xa1bb6da3f284f77c
+993, 0xf551e1c3171575eb
+994, 0x16083ac8a062747d
+995, 0x866d6c3a630fd4da
+996, 0x8a972ff46b3c5c4c
+997, 0x70af3b475e4a3d5d
+998, 0x2c143fd5c01d9cf5
+999, 0x68089ffadc8ea2b9
diff --git a/numpy/random/tests/test_direct.py b/numpy/random/tests/test_direct.py
index 7c6091254..794a895b8 100644
--- a/numpy/random/tests/test_direct.py
+++ b/numpy/random/tests/test_direct.py
@@ -8,7 +8,7 @@ from numpy.testing import (assert_equal, assert_allclose, assert_array_equal,
import pytest
from numpy.random import (Generator, MT19937, DSFMT, ThreeFry,
- Philox, Xoshiro256, Xoshiro512, RandomState)
+ PCG32, PCG64, Philox, Xoshiro256, Xoshiro512, RandomState)
from numpy.random.common import interface
try:
@@ -386,6 +386,56 @@ class TestPhilox(Base):
assert_state_equal(bit_generator.state, keyed.state)
+
+class TestPCG64(Base):
+ @classmethod
+ def setup_class(cls):
+ cls.bit_generator = PCG64
+ cls.bits = 64
+ cls.dtype = np.uint64
+ cls.data1 = cls._read_csv(join(pwd, './data/pcg64-testset-1.csv'))
+ cls.data2 = cls._read_csv(join(pwd, './data/pcg64-testset-2.csv'))
+ cls.seed_error_type = TypeError
+ cls.invalid_seed_types = [(np.array([1, 2]),), (3.2,),
+ (None, np.zeros(1))]
+ cls.invalid_seed_values = [(-1,), (2 ** 129 + 1,), (None, -1),
+ (None, 2 ** 129 + 1)]
+
+ def test_seed_float_array(self):
+ rs = Generator(self.bit_generator(*self.data1['seed']))
+ assert_raises(self.seed_error_type, rs.bit_generator.seed,
+ np.array([np.pi]))
+ assert_raises(self.seed_error_type, rs.bit_generator.seed,
+ np.array([-np.pi]))
+ assert_raises(self.seed_error_type, rs.bit_generator.seed,
+ np.array([np.pi, -np.pi]))
+ assert_raises(self.seed_error_type, rs.bit_generator.seed,
+ np.array([0, np.pi]))
+ assert_raises(self.seed_error_type, rs.bit_generator.seed, [np.pi])
+ assert_raises(self.seed_error_type, rs.bit_generator.seed, [0, np.pi])
+
+ def test_seed_out_of_range_array(self):
+ rs = Generator(self.bit_generator(*self.data1['seed']))
+ assert_raises(self.seed_error_type, rs.bit_generator.seed,
+ [2 ** (2 * self.bits + 1)])
+ assert_raises(self.seed_error_type, rs.bit_generator.seed, [-1])
+
+
+class TestPCG32(TestPCG64):
+ @classmethod
+ def setup_class(cls):
+ cls.bit_generator = PCG32
+ cls.bits = 32
+ cls.dtype = np.uint32
+ cls.data1 = cls._read_csv(join(pwd, './data/pcg32-testset-1.csv'))
+ cls.data2 = cls._read_csv(join(pwd, './data/pcg32-testset-2.csv'))
+ cls.seed_error_type = TypeError
+ cls.invalid_seed_types = [(np.array([1, 2]),), (3.2,),
+ (None, np.zeros(1))]
+ cls.invalid_seed_values = [(-1,), (2 ** 129 + 1,), (None, -1),
+ (None, 2 ** 129 + 1)]
+
+
class TestMT19937(Base):
@classmethod
def setup_class(cls):
diff --git a/numpy/random/tests/test_smoke.py b/numpy/random/tests/test_smoke.py
index d5a0c38a5..a53956193 100644
--- a/numpy/random/tests/test_smoke.py
+++ b/numpy/random/tests/test_smoke.py
@@ -9,7 +9,7 @@ import pytest
from numpy.testing import (assert_almost_equal, assert_equal, assert_,
assert_array_equal, suppress_warnings)
from numpy.random import (Generator, MT19937, DSFMT, ThreeFry,
- Philox, Xoshiro256, Xoshiro512, entropy)
+ PCG32, PCG64, Philox, Xoshiro256, Xoshiro512, entropy)
@pytest.fixture(scope='module',
@@ -841,3 +841,53 @@ class TestEntropy(object):
time.sleep(0.1)
e2 = entropy.random_entropy(source='fallback')
assert_((e1 != e2))
+
+
+class TestPCG64(RNG):
+ @classmethod
+ def setup_class(cls):
+ cls.bit_generator = PCG64
+ cls.advance = 2 ** 96 + 2 ** 48 + 2 ** 21 + 2 ** 16 + 2 ** 5 + 1
+ cls.seed = [2 ** 96 + 2 ** 48 + 2 ** 21 + 2 ** 16 + 2 ** 5 + 1,
+ 2 ** 21 + 2 ** 16 + 2 ** 5 + 1]
+ cls.rg = Generator(cls.bit_generator(*cls.seed))
+ cls.initial_state = cls.rg.bit_generator.state
+ cls.seed_vector_bits = None
+ cls._extra_setup()
+
+ def test_seed_array_error(self):
+ # GH #82 for error type changes
+ if self.seed_vector_bits == 32:
+ out_of_bounds = 2 ** 32
+ else:
+ out_of_bounds = 2 ** 64
+
+ seed = -1
+ with pytest.raises(ValueError):
+ self.rg.bit_generator.seed(seed)
+
+ error_type = ValueError if self.seed_vector_bits else TypeError
+ seed = np.array([-1], dtype=np.int32)
+ with pytest.raises(error_type):
+ self.rg.bit_generator.seed(seed)
+
+ seed = np.array([1, 2, 3, -5], dtype=np.int32)
+ with pytest.raises(error_type):
+ self.rg.bit_generator.seed(seed)
+
+ seed = np.array([1, 2, 3, out_of_bounds])
+ with pytest.raises(error_type):
+ self.rg.bit_generator.seed(seed)
+
+
+class TestPCG32(TestPCG64):
+ @classmethod
+ def setup_class(cls):
+ cls.bit_generator = PCG32
+ cls.advance = 2 ** 48 + 2 ** 21 + 2 ** 16 + 2 ** 5 + 1
+ cls.seed = [2 ** 48 + 2 ** 21 + 2 ** 16 + 2 ** 5 + 1,
+ 2 ** 21 + 2 ** 16 + 2 ** 5 + 1]
+ cls.rg = Generator(cls.bit_generator(*cls.seed))
+ cls.initial_state = cls.rg.bit_generator.state
+ cls.seed_vector_bits = None
+ cls._extra_setup()