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6313 | -rw-r--r--···0·root·········(0)·root·········(0)···252303·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/whatsnew/v0.15.0.html | 6313 | -rw-r--r--···0·root·········(0)·root·········(0)···252303·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/whatsnew/v0.15.0.html |
6314 | -rw-r--r--···0·root·········(0)·root·········(0)····68280·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/whatsnew/v0.15.1.html | 6314 | -rw-r--r--···0·root·········(0)·root·········(0)····68280·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/whatsnew/v0.15.1.html |
6315 | -rw-r--r--···0·root·········(0)·root·········(0)····75115·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/whatsnew/v0.15.2.html | 6315 | -rw-r--r--···0·root·········(0)·root·········(0)····75115·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/whatsnew/v0.15.2.html |
6316 | -rw-r--r--···0·root·········(0)·root·········(0)···145199·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/whatsnew/v0.16.0.html | 6316 | -rw-r--r--···0·root·········(0)·root·········(0)···145199·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/whatsnew/v0.16.0.html |
Offset 21797, 21 lines modified | Offset 21797, 23 lines modified | ||
21797 | ········"036047":·2214, | 21797 | ········"036047":·2214, |
21798 | ········"036104":·2207, | 21798 | ········"036104":·2207, |
21799 | ········"036142":·[2220,·2231], | 21799 | ········"036142":·[2220,·2231], |
21800 | ········"0362":·2202, | 21800 | ········"0362":·2202, |
21801 | ········"0362196":·2202, | 21801 | ········"0362196":·2202, |
21802 | ········"036235":·2205, | 21802 | ········"036235":·2205, |
21803 | ········"036660":·2199, | 21803 | ········"036660":·2199, |
21804 | ········"036687":·2228, | ||
21804 | ········"036854":·2199, | 21805 | ········"036854":·2199, |
21805 | ········"037181":·2191, | 21806 | ········"037181":·2191, |
21806 | ········"037528":·2235, | 21807 | ········"037528":·2235, |
21807 | ········"037651":·2207, | 21808 | ········"037651":·2207, |
21808 | ········"037772":·2214, | 21809 | ········"037772":·2214, |
21809 | ········"037882":·[2184,·2214], | 21810 | ········"037882":·[2184,·2214], |
21810 | ········"038":·[1447,·2200,·2232], | 21811 | ········"038":·[1447,·2200,·2232], |
21812 | ········"038018":·2228, | ||
21811 | ········"038031":·2207, | 21813 | ········"038031":·2207, |
21812 | ········"038402":·2197, | 21814 | ········"038402":·2197, |
21813 | ········"038981":·2207, | 21815 | ········"038981":·2207, |
21814 | ········"039061":·2207, | 21816 | ········"039061":·2207, |
21815 | ········"039147":·2207, | 21817 | ········"039147":·2207, |
21816 | ········"039266":·2215, | 21818 | ········"039266":·2215, |
21817 | ········"039268":·[15,·2185,·2186,·2191,·2197,·2199,·2202,·2204,·2215,·2216,·2218,·2219,·2235,·2241,·2264], | 21819 | ········"039268":·[15,·2185,·2186,·2191,·2197,·2199,·2202,·2204,·2215,·2216,·2218,·2219,·2235,·2241,·2264], |
Offset 21970, 27 lines modified | Offset 21972, 27 lines modified | ||
21970 | ········"05t00":·2261, | 21972 | ········"05t00":·2261, |
21971 | ········"06":·[26,·27,·29,·30,·31,·207,·213,·218,·230,·273,·292,·294,·332,·363,·526,·534,·536,·637,·644,·646,·688,·781,·788,·793,·804,·900,·969,·993,·1075,·1344,·1441,·1442,·1449,·1450,·1452,·1489,·1497,·1500,·1506,·1524,·1598,·1677,·2184,·2186,·2195,·2197,·2199,·2201,·2204,·2205,·2207,·2209,·2210,·2212,·2214,·2215,·2216,·2217,·2218,·2219,·2222,·2226,·2230,·2231,·2232,·2235,·2246,·2249,·2261,·2264,·2271,·2298,·2302], | 21973 | ········"06":·[26,·27,·29,·30,·31,·207,·213,·218,·230,·273,·292,·294,·332,·363,·526,·534,·536,·637,·644,·646,·688,·781,·788,·793,·804,·900,·969,·993,·1075,·1344,·1441,·1442,·1449,·1450,·1452,·1489,·1497,·1500,·1506,·1524,·1598,·1677,·2184,·2186,·2195,·2197,·2199,·2201,·2204,·2205,·2207,·2209,·2210,·2212,·2214,·2215,·2216,·2217,·2218,·2219,·2222,·2226,·2230,·2231,·2232,·2235,·2246,·2249,·2261,·2264,·2271,·2298,·2302], |
21972 | ········"060015":·2207, | 21974 | ········"060015":·2207, |
21973 | ········"060074":·2185, | 21975 | ········"060074":·2185, |
21974 | ········"060603":·2207, | 21976 | ········"060603":·2207, |
21975 | ········"060654":·2207, | 21977 | ········"060654":·2207, |
21976 | ········"060777":·2207, | 21978 | ········"060777":·2207, |
21977 | ········"061":·2193, | ||
21978 | ········"061019":·2199, | 21979 | ········"061019":·2199, |
21979 | ········"061068":·2210, | 21980 | ········"061068":·2210, |
21980 | ········"061233":·2207, | 21981 | ········"061233":·2207, |
21981 | ········"061438":·2199, | 21982 | ········"061438":·2199, |
21982 | ········"061645":·2193, | 21983 | ········"061645":·2193, |
21983 | ········"061810":·2204, | 21984 | ········"061810":·2204, |
21984 | ········"061876":·[182,·760], | 21985 | ········"061876":·[182,·760], |
21985 | ········"061932":·2186, | 21986 | ········"061932":·2186, |
21986 | ········"062191":·2230, | 21987 | ········"062191":·2230, |
21987 | ········"062320":·2207, | 21988 | ········"062320":·2207, |
21988 | ········"062433":·2199, | 21989 | ········"062433":·2199, |
21989 | ········"062993":·2197, | 21990 | ········"062993":·2197, |
21991 | ········"063":·2193, | ||
21990 | ········"0630":·2246, | 21992 | ········"0630":·2246, |
21991 | ········"063038":·2199, | 21993 | ········"063038":·2199, |
21992 | ········"063123":·2210, | 21994 | ········"063123":·2210, |
21993 | ········"0633":·2204, | 21995 | ········"0633":·2204, |
21994 | ········"063327":·[2185,·2197], | 21996 | ········"063327":·[2185,·2197], |
21995 | ········"063328":·2235, | 21997 | ········"063328":·2235, |
21996 | ········"063367":·2216, | 21998 | ········"063367":·2216, |
Offset 22162, 15 lines modified | Offset 22164, 15 lines modified | ||
22162 | ········"089227":·2207, | 22164 | ········"089227":·2207, |
22163 | ········"089329":·[2184,·2195,·2214], | 22165 | ········"089329":·[2184,·2195,·2214], |
22164 | ········"089354":·2235, | 22166 | ········"089354":·2235, |
22165 | ········"089589":·2207, | 22167 | ········"089589":·2207, |
22166 | ········"089641":·2207, | 22168 | ········"089641":·2207, |
22167 | ········"089759":·2186, | 22169 | ········"089759":·2186, |
22168 | ········"08t00":·2261, | 22170 | ········"08t00":·2261, |
22169 | ········"09":·[29,·80,·84,·88,·107,·127,·157,·213,·218,·276,·277,·278,·322,·330,·331,·345,·562,·592,·595,·600,·629,·637,·677,·685,·686,·703,·732,·788,·793,·902,·903,·904,·987,·1008,·1075,·1164,·1221,·1344,·1452,·1489,·1501,·1506,·1524,·1578,·1598,·1657,·1677,·1699,·1720,·1741,·1758,·1839,·1876,·1894,·1912,·1964,·2018,·2184,·2185,·2186,·2191,·2195,·2197,·2199,·2201,·2204,·2205,·2207,·2209,·2210,·2212,·2213,·2218,·2220,·2221,·2222,·2226,·2228,·2230,·2231,·2232,·2233,·2235,·2238,·2249,·2250,·2261,·2271], | 22171 | ········"09":·[29,·80,·84,·88,·107,·127,·157,·213,·218,·276,·277,·278,·322,·330,·331,·345,·562,·592,·595,·600,·629,·637,·677,·685,·686,·703,·732,·788,·793,·902,·903,·904,·987,·1008,·1075,·1164,·1221,·1344,·1452,·1489,·1501,·1506,·1524,·1578,·1598,·1657,·1677,·1699,·1720,·1741,·1758,·1839,·1876,·1894,·1912,·1964,·2018,·2184,·2185,·2186,·2191,·2193,·2195,·2197,·2199,·2201,·2204,·2205,·2207,·2209,·2210,·2212,·2213,·2218,·2220,·2221,·2222,·2226,·2228,·2230,·2231,·2232,·2233,·2235,·2238,·2249,·2250,·2261,·2271], |
22170 | ········"0900":·[956,·1013], | 22172 | ········"0900":·[956,·1013], |
22171 | ········"090118":·2219, | 22173 | ········"090118":·2219, |
22172 | ········"090255":·2197, | 22174 | ········"090255":·2197, |
22173 | ········"090310":·2207, | 22175 | ········"090310":·2207, |
22174 | ········"090711":·2207, | 22176 | ········"090711":·2207, |
22175 | ········"091":·[2186,·2227], | 22177 | ········"091":·[2186,·2227], |
22176 | ········"091000":·2207, | 22178 | ········"091000":·2207, |
Offset 22252, 20 lines modified | Offset 22254, 20 lines modified | ||
22252 | ········"0n":·[1489,·2298], | 22254 | ········"0n":·[1489,·2298], |
22253 | ········"0px":·2207, | 22255 | ········"0px":·2207, |
22254 | ········"0rc0":·13, | 22256 | ········"0rc0":·13, |
22255 | ········"0th":·[26,·249,·882,·1202,·2185,·2197,·2199,·2235], | 22257 | ········"0th":·[26,·249,·882,·1202,·2185,·2197,·2199,·2235], |
22256 | ········"0x00":·2294, | 22258 | ········"0x00":·2294, |
22257 | ········"0x40":·2294, | 22259 | ········"0x40":·2294, |
22258 | ········"0x7efd0c0b0690":·3, | 22260 | ········"0x7efd0c0b0690":·3, |
22259 | ········"0xffff | 22261 | ········"0xffff0fd3a190":·2230, |
22260 | ········"0xffff | 22262 | ········"0xffff3eff77e0":·2210, |
22261 | ········"0xffff4 | 22263 | ········"0xffff4492ed50":·2199, |
22262 | ········"0xffff | 22264 | ········"0xffff4e7bf100":·2197, |
22263 | ········"0xffff5 | 22265 | ········"0xffff51a15040":·2195, |
22264 | ········"0xffff | 22266 | ········"0xffff5acb6cf0":·2246, |
22265 | 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|
22266 | ········"10":·[2,·3,·5,·6,·9,·10,·15,·16,·17,·18,·19,·21,·22,·24,·25,·26,·27,·28,·29,·30,·31,·32,·68,·69,·74,·80,·83,·84,·85,·88,·91,·94,·97,·98,·102,·105,·109,·111,·113,·119,·120,·121,·129,·133,·137,·138,·139,·140,·142,·144,·160,·163,·171,·173,·187,·188,·189,·190,·192,·193,·199,·202,·203,·204,·206,·207,·212,·213,·215,·216,·217,·220,·221,·222,·223,·228,·230,·234,·244,·258,·265,·268,·275,·276,·278,·284,·286,·288,·289,·293,·295,·296,·298,·300,·302,·316,·317,·318,·322,·323,·324,·329,·330,·331,·345,·395,·423,·427,·440,·445,·509,·514,·516,·534,·536,·544,·546,·551,·554,·556,·560,·562,·568,·569,·570,·571,·572,·577,·583,·592,·594,·595,·596,·600,·620,·621,·627,·635,·639,·641,·645,·647,·648,·649,·650,·652,·670,·671,·673,·677,·678,·679,·681,·684,·685,·686,·695,·696,·708,·713,·714,·738,·741,·763,·764,·765,·766,·768,·781,·787,·788,·798,·804,·808,·836,·837,·838,·839,·840,·841,·842,·843,·844,·849,·852,·863,·868,·874,·889,·895,·902,·904,·912,·923,·940,·942,·943,·944,·948,·957,·959,·960,·970,·982,·984,·995,·997,·1001,·1003,·1004,·1005,·1011,·1016,·1020,·1021,·1069,·1071,·1072,·1075,·1109,·1154,·1158,·1162,·1163,·1173,·1174,·1175,·1180,·1185,·1189,·1195,·1200,·1205,·1219,·1220,·1230,·1239,·1246,·1250,·1256,·1261,·1264,·1267,·1284,·1288,·1291,·1292,·1294,·1297,·1298,·1299,·1306,·1308,·1319,·1324,·1343,·1344,·1345,·1350,·1367,·1387,·1391,·1403,·1411,·1416,·1418,·1420,·1421,·1440,·1447,·1451,·1452,·1458,·1462,·1467,·1473,·1478,·1479,·1482,·1485,·1488,·1490,·1491,·1498,·1598,·1657,·1677,·1699,·1720,·1741,·1758,·1894,·1912,·2018,·2185,·2186,·2188,·2190,·2191,·2192,·2193,·2194,·2195,·2196,·2197,·2198,·2199,·2200,·2201,·2202,·2203,·2204,·2205,·2206,·2207,·2208,·2209,·2210,·2211,·2212,·2216,·2217,·2218,·2219,·2220,·2221,·2222,·2223,·2224,·2225,·2226,·2227,·2228,·2229,·2230,·2231,·2232,·2234,·2235,·2238,·2240,·2241,·2246,·2249,·2254,·2257,·2260,·2261,·2264,·2265,·2271,·2277,·2283,·2289,·2290,·2294,·2298,·2302,·2307,·2308], | 22268 | ········"10":·[2,·3,·5,·6,·9,·10,·15,·16,·17,·18,·19,·21,·22,·24,·25,·26,·27,·28,·29,·30,·31,·32,·68,·69,·74,·80,·83,·84,·85,·88,·91,·94,·97,·98,·102,·105,·109,·111,·113,·119,·120,·121,·129,·133,·137,·138,·139,·140,·142,·144,·160,·163,·171,·173,·187,·188,·189,·190,·192,·193,·199,·202,·203,·204,·206,·207,·212,·213,·215,·216,·217,·220,·221,·222,·223,·228,·230,·234,·244,·258,·265,·268,·275,·276,·278,·284,·286,·288,·289,·293,·295,·296,·298,·300,·302,·316,·317,·318,·322,·323,·324,·329,·330,·331,·345,·395,·423,·427,·440,·445,·509,·514,·516,·534,·536,·544,·546,·551,·554,·556,·560,·562,·568,·569,·570,·571,·572,·577,·583,·592,·594,·595,·596,·600,·620,·621,·627,·635,·639,·641,·645,·647,·648,·649,·650,·652,·670,·671,·673,·677,·678,·679,·681,·684,·685,·686,·695,·696,·708,·713,·714,·738,·741,·763,·764,·765,·766,·768,·781,·787,·788,·798,·804,·808,·836,·837,·838,·839,·840,·841,·842,·843,·844,·849,·852,·863,·868,·874,·889,·895,·902,·904,·912,·923,·940,·942,·943,·944,·948,·957,·959,·960,·970,·982,·984,·995,·997,·1001,·1003,·1004,·1005,·1011,·1016,·1020,·1021,·1069,·1071,·1072,·1075,·1109,·1154,·1158,·1162,·1163,·1173,·1174,·1175,·1180,·1185,·1189,·1195,·1200,·1205,·1219,·1220,·1230,·1239,·1246,·1250,·1256,·1261,·1264,·1267,·1284,·1288,·1291,·1292,·1294,·1297,·1298,·1299,·1306,·1308,·1319,·1324,·1343,·1344,·1345,·1350,·1367,·1387,·1391,·1403,·1411,·1416,·1418,·1420,·1421,·1440,·1447,·1451,·1452,·1458,·1462,·1467,·1473,·1478,·1479,·1482,·1485,·1488,·1490,·1491,·1498,·1598,·1657,·1677,·1699,·1720,·1741,·1758,·1894,·1912,·2018,·2185,·2186,·2188,·2190,·2191,·2192,·2193,·2194,·2195,·2196,·2197,·2198,·2199,·2200,·2201,·2202,·2203,·2204,·2205,·2206,·2207,·2208,·2209,·2210,·2211,·2212,·2216,·2217,·2218,·2219,·2220,·2221,·2222,·2223,·2224,·2225,·2226,·2227,·2228,·2229,·2230,·2231,·2232,·2234,·2235,·2238,·2240,·2241,·2246,·2249,·2254,·2257,·2260,·2261,·2264,·2265,·2271,·2277,·2283,·2289,·2290,·2294,·2298,·2302,·2307,·2308], |
22267 | ········"100":·[3,·15,·17,·22,·30,·68,·97,·98,·111,·118,·132,·135,·141,·142,·145,·159,·161,·175,·182,·192,·202,·207,·212,·213,·233,·273,·303,·345,·359,·360,·427,·577,·587,·588,·620,·621,·655,·709,·717,·760,·781,·787,·788,·900,·1345,·1391,·1398,·1447,·1457,·1472,·1473,·1488,·1490,·2184,·2185,·2186,·2188,·2190,·2191,·2193,·2194,·2195,·2197,·2199,·2200,·2201,·2202,·2204,·2207,·2208,·2209,·2210,·2211,·2212,·2218,·2220,·2222,·2223,·2225,·2226,·2230,·2231,·2232,·2235,·2241,·2242,·2246,·2249,·2302,·2307], | 22269 | ········"100":·[3,·15,·17,·22,·30,·68,·97,·98,·111,·118,·132,·135,·141,·142,·145,·159,·161,·175,·182,·192,·202,·207,·212,·213,·233,·273,·303,·345,·359,·360,·427,·577,·587,·588,·620,·621,·655,·709,·717,·760,·781,·787,·788,·900,·1345,·1391,·1398,·1447,·1457,·1472,·1473,·1488,·1490,·2184,·2185,·2186,·2188,·2190,·2191,·2193,·2194,·2195,·2197,·2199,·2200,·2201,·2202,·2204,·2207,·2208,·2209,·2210,·2211,·2212,·2218,·2220,·2222,·2223,·2225,·2226,·2230,·2231,·2232,·2235,·2241,·2242,·2246,·2249,·2302,·2307], |
22268 | ········"1000":·[9,·10,·15,·24,·25,·28,·29,·32,·102,·141,·183,·191,·193,·194,·427,·717,·761,·767,·768,·769,·874,·1154,·1158,·1456,·1465,·1467,·1876,·1964,·2184,·2185,·2186,·2188,·2193,·2195,·2199,·2205,·2206,·2207,·2210,·2211,·2220,·2223,·2229,·2230,·2235,·2238,·2246,·2249,·2261,·2294], | 22270 | ········"1000":·[9,·10,·15,·24,·25,·28,·29,·32,·102,·141,·183,·191,·193,·194,·427,·717,·761,·767,·768,·769,·874,·1154,·1158,·1456,·1465,·1467,·1876,·1964,·2184,·2185,·2186,·2188,·2193,·2195,·2199,·2205,·2206,·2207,·2210,·2211,·2220,·2223,·2229,·2230,·2235,·2238,·2246,·2249,·2261,·2294], |
22269 | ········"10000":·[192,·1485,·2185,·2201,·2206,·2210,·2220,·2228,·2266], | 22271 | ········"10000":·[192,·1485,·2185,·2201,·2206,·2210,·2220,·2228,·2266], |
22270 | ········"100000":·[1354,·1372,·2199,·2201,·2210], | 22272 | ········"100000":·[1354,·1372,·2199,·2201,·2210], |
22271 | ········"1000000":·[144,·2199,·2228], | 22273 | ········"1000000":·[144,·2199,·2228], |
Offset 23057, 15 lines modified | Offset 23059, 15 lines modified | ||
23057 | ········"11974":·2230, | 23059 | ········"11974":·2230, |
23058 | ········"11981":·2232, | 23060 | ········"11981":·2232, |
23059 | ········"11986":·2230, | 23061 | ········"11986":·2230, |
23060 | ········"11990":·2230, | 23062 | ········"11990":·2230, |
23061 | ········"11995":·2230, | 23063 | ········"11995":·2230, |
23062 | ········"11h":·2210, | 23064 | ········"11h":·2210, |
23063 | ········"12":·[15,·17,·18,·19,·22,·24,·25,·26,·28,·29,·30,·31,·32,·69,·72,·73,·77,·78,·84,·88,·102,·107,·109,·111,·113,·129,·133,·134,·160,·162,·171,·173,·183,·187,·188,·189,·190,·193,·199,·202,·204,·206,·207,·208,·213,·215,·216,·217,·220,·221,·222,·244,·253,·259,·265,·275,·288,·292,·294,·296,·303,·308,·309,·313,·316,·318,·332,·333,·345,·362,·363,·420,·423,·509,·513,·514,·515,·516,·522,·524,·526,·530,·532,·535,·541,·557,·575,·586,·595,·600,·629,·635,·639,·644,·646,·652,·655,·660,·661,·666,·670,·673,·688,·689,·708,·738,·761,·763,·764,·765,·766,·768,·781,·782,·788,·799,·873,·886,·890,·893,·895,·923,·926,·940,·943,·948,·953,·976,·980,·987,·1017,·1075,·1154,·1158,·1162,·1164,·1169,·1189,·1192,·1195,·1205,·1219,·1221,·1226,·1250,·1253,·1256,·1267,·1274,·1276,·1290,·1292,·1336,·1344,·1392,·1431,·1433,·1452,·1482,·1487,·1497,·1498,·1560,·1578,·1598,·1620,·1637,·1657,·1677,·1699,·1720,·1758,·1793,·1815,·1839,·1876,·1894,·1912,·1930,·1964,·2018,·2127,·2145,·2184,·2185,·2186,·2188,·2190,·2191,·2192,·2193,·2194,·2195,·2197,·2198,·2199,·2200,·2201,·2202,·2203,·2204,·2205,·2206,·2207,·2208,·2209,·2210,·2211,·2212,·2214,·2215,·2216,·2218,·2219,·2220,·2221,·2222,·2223,·2225,·2226,·2228,·2229,·2230,·2231,·2232,·2235,·2238,·2240,·2241,·2246,·2249,·2257,·2261,·2264,·2265,·2271,·2277,·2283,·2289,·2294,·2298,·2302,·2307], | 23065 | ········"12":·[15,·17,·18,·19,·22,·24,·25,·26,·28,·29,·30,·31,·32,·69,·72,·73,·77,·78,·84,·88,·102,·107,·109,·111,·113,·129,·133,·134,·160,·162,·171,·173,·183,·187,·188,·189,·190,·193,·199,·202,·204,·206,·207,·208,·213,·215,·216,·217,·220,·221,·222,·244,·253,·259,·265,·275,·288,·292,·294,·296,·303,·308,·309,·313,·316,·318,·332,·333,·345,·362,·363,·420,·423,·509,·513,·514,·515,·516,·522,·524,·526,·530,·532,·535,·541,·557,·575,·586,·595,·600,·629,·635,·639,·644,·646,·652,·655,·660,·661,·666,·670,·673,·688,·689,·708,·738,·761,·763,·764,·765,·766,·768,·781,·782,·788,·799,·873,·886,·890,·893,·895,·923,·926,·940,·943,·948,·953,·976,·980,·987,·1017,·1075,·1154,·1158,·1162,·1164,·1169,·1189,·1192,·1195,·1205,·1219,·1221,·1226,·1250,·1253,·1256,·1267,·1274,·1276,·1290,·1292,·1336,·1344,·1392,·1431,·1433,·1452,·1482,·1487,·1497,·1498,·1560,·1578,·1598,·1620,·1637,·1657,·1677,·1699,·1720,·1758,·1793,·1815,·1839,·1876,·1894,·1912,·1930,·1964,·2018,·2127,·2145,·2184,·2185,·2186,·2188,·2190,·2191,·2192,·2193,·2194,·2195,·2197,·2198,·2199,·2200,·2201,·2202,·2203,·2204,·2205,·2206,·2207,·2208,·2209,·2210,·2211,·2212,·2214,·2215,·2216,·2218,·2219,·2220,·2221,·2222,·2223,·2225,·2226,·2228,·2229,·2230,·2231,·2232,·2235,·2238,·2240,·2241,·2246,·2249,·2257,·2261,·2264,·2265,·2271,·2277,·2283,·2289,·2294,·2298,·2302,·2307], |
23064 | ········"120":·[15,·78,·162,·273,·359,·360,·587,·588,·900,·930,·2184,·2185,·2186,·2188,·2191,·219 | 23066 | ········"120":·[15,·78,·162,·273,·359,·360,·587,·588,·900,·930,·2184,·2185,·2186,·2188,·2191,·2195,·2197,·2199,·2200,·2201,·2204,·2208,·2209,·2210,·2211,·2220,·2230,·2232], |
23065 | ········"12000":·[2185,·2220], | 23067 | ········"12000":·[2185,·2220], |
23066 | ········"12004":·2265, | 23068 | ········"12004":·2265, |
23067 | ········"120055":·2228, | 23069 | ········"120055":·2228, |
23068 | ········"12011":·[176,·179], | 23070 | ········"12011":·[176,·179], |
23069 | ········"12014":·2230, | 23071 | ········"12014":·2230, |
23070 | ········"12017":·2230, | 23072 | ········"12017":·2230, |
23071 | ········"12019":·2230, | 23073 | ········"12019":·2230, |
Offset 24272, 15 lines modified | Offset 24274, 15 lines modified | ||
24272 | ········"15370":·2235, | 24274 | ········"15370":·2235, |
24273 | ········"15376":·2235, | 24275 | ········"15376":·2235, |
24274 | ········"15379":·2235, | 24276 | ········"15379":·2235, |
24275 | ········"1538":·2262, | 24277 | ········"1538":·2262, |
24276 | ········"15388":·2238, | 24278 | ········"15388":·2238, |
24277 | ········"15390":·2238, | 24279 | ········"15390":·2238, |
24278 | ········"153931":·2184, | 24280 | ········"153931":·2184, |
24279 | ········"154":·[2185,·2186,·2188,·2195,·2197,·2199,·2201,·2207,·2210,·2211 | 24281 | ········"154":·[2185,·2186,·2188,·2195,·2197,·2199,·2201,·2207,·2210,·2211], |
24280 | ········"15400":·2236, | 24282 | ········"15400":·2236, |
24281 | ········"154018":·2199, | 24283 | ········"154018":·2199, |
24282 | ········"15403":·2235, | 24284 | ········"15403":·2235, |
24283 | ········"15404":·2235, | 24285 | ········"15404":·2235, |
24284 | ········"15414":·2235, | 24286 | ········"15414":·2235, |
24285 | ········"15420":·2235, | 24287 | ········"15420":·2235, |
24286 | ········"15421":·2235, | 24288 | ········"15421":·2235, |
Offset 24589, 15 lines modified | Offset 24591, 15 lines modified | ||
24589 | ········"16468":·2241, | 24591 | ········"16468":·2241, |
24590 | ········"16469":·2283, | 24592 | ········"16469":·2283, |
24591 | ········"16471":·2238, | 24593 | ········"16471":·2238, |
24592 | ········"16472":·2236, | 24594 | ········"16472":·2236, |
24593 | ········"16488":·2249, | 24595 | ········"16488":·2249, |
Max diff block lines reached; 23109/41598 bytes (55.55%) of diff not shown. |
Offset 1847, 25 lines modified | Offset 1847, 25 lines modified | ||
1847 | <span·class="gp">In·[141]:·</span><span·class="n">indexer</span>·<span·class="o">=</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">arange</span><span·class="p">(</span><span·class="mi">10000</span><span·class="p">)</span> | 1847 | <span·class="gp">In·[141]:·</span><span·class="n">indexer</span>·<span·class="o">=</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">arange</span><span·class="p">(</span><span·class="mi">10000</span><span·class="p">)</span> |
1848 | <span·class="gp">In·[142]:·</span><span·class="n">random</span><span·class="o">.</span><span·class="n">shuffle</span><span·class="p">(</span><span·class="n">indexer</span><span·class="p">)</span> | 1848 | <span·class="gp">In·[142]:·</span><span·class="n">random</span><span·class="o">.</span><span·class="n">shuffle</span><span·class="p">(</span><span·class="n">indexer</span><span·class="p">)</span> |
1849 | <span·class="gp">In·[143]:·</span><span·class="o">%</span><span·class="k">timeit</span>·arr[indexer] | 1849 | <span·class="gp">In·[143]:·</span><span·class="o">%</span><span·class="k">timeit</span>·arr[indexer] |
1850 | <span·class="gp">···.....:·</span><span·class="o">%</span><span·class="k">timeit</span>·arr.take(indexer,·axis=0) | 1850 | <span·class="gp">···.....:·</span><span·class="o">%</span><span·class="k">timeit</span>·arr.take(indexer,·axis=0) |
1851 | <span·class="gp">···.....:·</span> | 1851 | <span·class="gp">···.....:·</span> |
1852 | <span·class="go"> | 1852 | <span·class="go">195·us·+-·358·ns·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)</span> |
1853 | <span·class="go"> | 1853 | <span·class="go">77.4·us·+-·87·ns·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)</span> |
1854 | </pre></div> | 1854 | </pre></div> |
1855 | </div> | 1855 | </div> |
1856 | <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[144]:·</span><span·class="n">ser</span>·<span·class="o">=</span>·<span·class="n">pd</span><span·class="o">.</span><span·class="n">Series</span><span·class="p">(</span><span·class="n">arr</span><span·class="p">[:,</span>·<span·class="mi">0</span><span·class="p">])</span> | 1856 | <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[144]:·</span><span·class="n">ser</span>·<span·class="o">=</span>·<span·class="n">pd</span><span·class="o">.</span><span·class="n">Series</span><span·class="p">(</span><span·class="n">arr</span><span·class="p">[:,</span>·<span·class="mi">0</span><span·class="p">])</span> |
1857 | <span·class="gp">In·[145]:·</span><span·class="o">%</span><span·class="k">timeit</span>·ser.iloc[indexer] | 1857 | <span·class="gp">In·[145]:·</span><span·class="o">%</span><span·class="k">timeit</span>·ser.iloc[indexer] |
1858 | <span·class="gp">···.....:·</span><span·class="o">%</span><span·class="k">timeit</span>·ser.take(indexer) | 1858 | <span·class="gp">···.....:·</span><span·class="o">%</span><span·class="k">timeit</span>·ser.take(indexer) |
1859 | <span·class="gp">···.....:·</span> | 1859 | <span·class="gp">···.....:·</span> |
1860 | <span·class="go">1 | 1860 | <span·class="go">156·us·+-·2.35·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)</span> |
1861 | <span·class="go">1 | 1861 | <span·class="go">130·us·+-·5·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)</span> |
1862 | </pre></div> | 1862 | </pre></div> |
1863 | </div> | 1863 | </div> |
1864 | </section> | 1864 | </section> |
1865 | <section·id="index-types"> | 1865 | <section·id="index-types"> |
1866 | <span·id="advanced-index-types"></span><h2>Index·types<a·class="headerlink"·href="#index-types"·title="Link·to·this·heading">#</a></h2> | 1866 | <span·id="advanced-index-types"></span><h2>Index·types<a·class="headerlink"·href="#index-types"·title="Link·to·this·heading">#</a></h2> |
1867 | <p>We·have·discussed·<code·class="docutils·literal·notranslate"><span·class="pre">MultiIndex</span></code>·in·the·previous·sections·pretty·extensively. | 1867 | <p>We·have·discussed·<code·class="docutils·literal·notranslate"><span·class="pre">MultiIndex</span></code>·in·the·previous·sections·pretty·extensively. |
1868 | Documentation·about·<code·class="docutils·literal·notranslate"><span·class="pre">DatetimeIndex</span></code>·and·<code·class="docutils·literal·notranslate"><span·class="pre">PeriodIndex</span></code>·are·shown·<a·class="reference·internal"·href="timeseries.html#timeseries-overview"><span·class="std·std-ref">here</span></a>, | 1868 | Documentation·about·<code·class="docutils·literal·notranslate"><span·class="pre">DatetimeIndex</span></code>·and·<code·class="docutils·literal·notranslate"><span·class="pre">PeriodIndex</span></code>·are·shown·<a·class="reference·internal"·href="timeseries.html#timeseries-overview"><span·class="std·std-ref">here</span></a>, |
Offset 1245, 23 lines modified | Offset 1245, 23 lines modified | ||
1245 | In·[141]:·indexer·=·np.arange(10000) | 1245 | In·[141]:·indexer·=·np.arange(10000) |
1246 | In·[142]:·random.shuffle(indexer) | 1246 | In·[142]:·random.shuffle(indexer) |
1247 | In·[143]:·%timeit·arr[indexer] | 1247 | In·[143]:·%timeit·arr[indexer] |
1248 | ···.....:·%timeit·arr.take(indexer,·axis=0) | 1248 | ···.....:·%timeit·arr.take(indexer,·axis=0) |
1249 | ···.....: | 1249 | ···.....: |
1250 | 1250 | 195·us·+-·358·ns·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each) | |
1251 | 1251 | 77.4·us·+-·87·ns·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each) | |
1252 | In·[144]:·ser·=·pd.Series(arr[:,·0]) | 1252 | In·[144]:·ser·=·pd.Series(arr[:,·0]) |
1253 | In·[145]:·%timeit·ser.iloc[indexer] | 1253 | In·[145]:·%timeit·ser.iloc[indexer] |
1254 | ···.....:·%timeit·ser.take(indexer) | 1254 | ···.....:·%timeit·ser.take(indexer) |
1255 | ···.....: | 1255 | ···.....: |
1256 | 1 | 1256 | 156·us·+-·2.35·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each) |
1257 | 1 | 1257 | 130·us·+-·5·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each) |
1258 | *\x8**\x8**\x8**\x8**\x8*·I\x8In\x8nd\x8de\x8ex\x8x·t\x8ty\x8yp\x8pe\x8es\x8s_\x8#\x8#·*\x8**\x8**\x8**\x8**\x8* | 1258 | *\x8**\x8**\x8**\x8**\x8*·I\x8In\x8nd\x8de\x8ex\x8x·t\x8ty\x8yp\x8pe\x8es\x8s_\x8#\x8#·*\x8**\x8**\x8**\x8**\x8* |
1259 | We·have·discussed·MultiIndex·in·the·previous·sections·pretty·extensively. | 1259 | We·have·discussed·MultiIndex·in·the·previous·sections·pretty·extensively. |
1260 | Documentation·about·DatetimeIndex·and·PeriodIndex·are·shown·_\x8h_\x8e_\x8r_\x8e,·and | 1260 | Documentation·about·DatetimeIndex·and·PeriodIndex·are·shown·_\x8h_\x8e_\x8r_\x8e,·and |
1261 | documentation·about·TimedeltaIndex·is·found·_\x8h_\x8e_\x8r_\x8e. | 1261 | documentation·about·TimedeltaIndex·is·found·_\x8h_\x8e_\x8r_\x8e. |
1262 | In·the·following·sub-sections·we·will·highlight·some·other·index·types. | 1262 | In·the·following·sub-sections·we·will·highlight·some·other·index·types. |
1263 | *\x8**\x8**\x8**\x8*·C\x8Ca\x8at\x8te\x8eg\x8go\x8or\x8ri\x8ic\x8ca\x8al\x8lI\x8In\x8nd\x8de\x8ex\x8x_\x8#\x8#·*\x8**\x8**\x8**\x8* | 1263 | *\x8**\x8**\x8**\x8*·C\x8Ca\x8at\x8te\x8eg\x8go\x8or\x8ri\x8ic\x8ca\x8al\x8lI\x8In\x8nd\x8de\x8ex\x8x_\x8#\x8#·*\x8**\x8**\x8**\x8* |
1264 | _\x8C_\x8a_\x8t_\x8e_\x8g_\x8o_\x8r_\x8i_\x8c_\x8a_\x8l_\x8I_\x8n_\x8d_\x8e_\x8x·is·a·type·of·index·that·is·useful·for·supporting·indexing·with | 1264 | _\x8C_\x8a_\x8t_\x8e_\x8g_\x8o_\x8r_\x8i_\x8c_\x8a_\x8l_\x8I_\x8n_\x8d_\x8e_\x8x·is·a·type·of·index·that·is·useful·for·supporting·indexing·with |
Offset 592, 29 lines modified | Offset 592, 29 lines modified | ||
592 | <span·class="gp">···...:·</span>········<span·class="n">s</span>·<span·class="o">+=</span>·<span·class="n">f</span><span·class="p">(</span><span·class="n">a</span>·<span·class="o">+</span>·<span·class="n">i</span>·<span·class="o">*</span>·<span·class="n">dx</span><span·class="p">)</span> | 592 | <span·class="gp">···...:·</span>········<span·class="n">s</span>·<span·class="o">+=</span>·<span·class="n">f</span><span·class="p">(</span><span·class="n">a</span>·<span·class="o">+</span>·<span·class="n">i</span>·<span·class="o">*</span>·<span·class="n">dx</span><span·class="p">)</span> |
593 | <span·class="gp">···...:·</span>····<span·class="k">return</span>·<span·class="n">s</span>·<span·class="o">*</span>·<span·class="n">dx</span> | 593 | <span·class="gp">···...:·</span>····<span·class="k">return</span>·<span·class="n">s</span>·<span·class="o">*</span>·<span·class="n">dx</span> |
594 | <span·class="gp">···...:·</span> | 594 | <span·class="gp">···...:·</span> |
595 | </pre></div> | 595 | </pre></div> |
596 | </div> | 596 | </div> |
597 | <p>We·achieve·our·result·by·using·<a·class="reference·internal"·href="../reference/api/pandas.DataFrame.apply.html#pandas.DataFrame.apply"·title="pandas.DataFrame.apply"><code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">DataFrame.apply()</span></code></a>·(row-wise):</p> | 597 | <p>We·achieve·our·result·by·using·<a·class="reference·internal"·href="../reference/api/pandas.DataFrame.apply.html#pandas.DataFrame.apply"·title="pandas.DataFrame.apply"><code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">DataFrame.apply()</span></code></a>·(row-wise):</p> |
598 | <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[5]:·</span><span·class="o">%</span><span·class="k">timeit</span>·df.apply(lambda·x:·integrate_f(x["a"],·x["b"],·x["N"]),·axis=1) | 598 | <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[5]:·</span><span·class="o">%</span><span·class="k">timeit</span>·df.apply(lambda·x:·integrate_f(x["a"],·x["b"],·x["N"]),·axis=1) |
599 | <span·class="go">74. | 599 | <span·class="go">74.6·ms·+-·6.88·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·10·loops·each)</span> |
600 | </pre></div> | 600 | </pre></div> |
601 | </div> | 601 | </div> |
602 | <p>Let’s·take·a·look·and·see·where·the·time·is·spent·during·this·operation | 602 | <p>Let’s·take·a·look·and·see·where·the·time·is·spent·during·this·operation |
603 | using·the·<a·class="reference·external"·href="https://ipython.readthedocs.io/en/stable/interactive/magics.html#magic-prun">prun·ipython·magic·function</a>:</p> | 603 | using·the·<a·class="reference·external"·href="https://ipython.readthedocs.io/en/stable/interactive/magics.html#magic-prun">prun·ipython·magic·function</a>:</p> |
604 | <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="go">#·most·time·consuming·4·calls</span> | 604 | <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="go">#·most·time·consuming·4·calls</span> |
605 | <span·class="gp">In·[6]:·</span><span·class="o">%</span><span·class="k">prun</span>·-l·4·df.apply(lambda·x:·integrate_f(x["a"],·x["b"],·x["N"]),·axis=1)··#·noqa·E999 | 605 | <span·class="gp">In·[6]:·</span><span·class="o">%</span><span·class="k">prun</span>·-l·4·df.apply(lambda·x:·integrate_f(x["a"],·x["b"],·x["N"]),·axis=1)··#·noqa·E999 |
606 | <span·class="go">·········605946·function·calls·(605928·primitive·calls)·in·0.22 | 606 | <span·class="go">·········605946·function·calls·(605928·primitive·calls)·in·0.222·seconds</span> |
607 | <span·class="go">···Ordered·by:·internal·time</span> | 607 | <span·class="go">···Ordered·by:·internal·time</span> |
608 | <span·class="go">···List·reduced·from·159·to·4·due·to·restriction·<4></span> | 608 | <span·class="go">···List·reduced·from·159·to·4·due·to·restriction·<4></span> |
609 | <span·class="go">···ncalls··tottime··percall··cumtime··percall·filename:lineno(function)</span> | 609 | <span·class="go">···ncalls··tottime··percall··cumtime··percall·filename:lineno(function)</span> |
610 | <span·class="go">·····1000····0.134····0.000····0.19 | 610 | <span·class="go">·····1000····0.134····0.000····0.197····0.000·<ipython-input-4-c2a74e076cf0>:1(integrate_f)</span> |
611 | <span·class="go">···552423····0.06 | 611 | <span·class="go">···552423····0.063····0.000····0.063····0.000·<ipython-input-3-c138bdd570e3>:1(f)</span> |
612 | <span·class="go">·····3000····0.004····0.000····0.017····0.000·series.py:1095(__getitem__)</span> | 612 | <span·class="go">·····3000····0.004····0.000····0.017····0.000·series.py:1095(__getitem__)</span> |
613 | <span·class="go">·····3000····0.003····0.000····0.007····0.000·series.py:1220(_get_value)</span> | 613 | <span·class="go">·····3000····0.003····0.000····0.007····0.000·series.py:1220(_get_value)</span> |
614 | </pre></div> | 614 | </pre></div> |
615 | </div> | 615 | </div> |
616 | <p>By·far·the·majority·of·time·is·spend·inside·either·<code·class="docutils·literal·notranslate"><span·class="pre">integrate_f</span></code>·or·<code·class="docutils·literal·notranslate"><span·class="pre">f</span></code>, | 616 | <p>By·far·the·majority·of·time·is·spend·inside·either·<code·class="docutils·literal·notranslate"><span·class="pre">integrate_f</span></code>·or·<code·class="docutils·literal·notranslate"><span·class="pre">f</span></code>, |
617 | hence·we’ll·concentrate·our·efforts·cythonizing·these·two·functions.</p> | 617 | hence·we’ll·concentrate·our·efforts·cythonizing·these·two·functions.</p> |
618 | </section> | 618 | </section> |
Offset 634, 15 lines modified | Offset 634, 15 lines modified | ||
634 | <span·class="gp">···...:·</span>····for·i·in·range(N): | 634 | <span·class="gp">···...:·</span>····for·i·in·range(N): |
635 | <span·class="gp">···...:·</span>········s·+=·f_plain(a·+·i·*·dx) | 635 | <span·class="gp">···...:·</span>········s·+=·f_plain(a·+·i·*·dx) |
636 | <span·class="gp">···...:·</span>····return·s·*·dx | 636 | <span·class="gp">···...:·</span>····return·s·*·dx |
637 | <span·class="gp">···...:·</span> | 637 | <span·class="gp">···...:·</span> |
638 | </pre></div> | 638 | </pre></div> |
639 | </div> | 639 | </div> |
640 | <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[9]:·</span><span·class="o">%</span><span·class="k">timeit</span>·df.apply(lambda·x:·integrate_f_plain(x["a"],·x["b"],·x["N"]),·axis=1) | 640 | <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[9]:·</span><span·class="o">%</span><span·class="k">timeit</span>·df.apply(lambda·x:·integrate_f_plain(x["a"],·x["b"],·x["N"]),·axis=1) |
641 | <span·class="go"> | 641 | <span·class="go">74.7·ms·+-·21.1·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10·loops·each)</span> |
642 | </pre></div> | 642 | </pre></div> |
643 | </div> | 643 | </div> |
644 | <p>This·has·improved·the·performance·compared·to·the·pure·Python·approach·by·one-third.</p> | 644 | <p>This·has·improved·the·performance·compared·to·the·pure·Python·approach·by·one-third.</p> |
645 | </section> | 645 | </section> |
646 | <section·id="declaring-c-types"> | 646 | <section·id="declaring-c-types"> |
647 | <span·id="enhancingperf-type"></span><h3>Declaring·C·types<a·class="headerlink"·href="#declaring-c-types"·title="Link·to·this·heading">#</a></h3> | 647 | <span·id="enhancingperf-type"></span><h3>Declaring·C·types<a·class="headerlink"·href="#declaring-c-types"·title="Link·to·this·heading">#</a></h3> |
648 | <p>We·can·annotate·the·function·variables·and·return·types·as·well·as·use·<code·class="docutils·literal·notranslate"><span·class="pre">cdef</span></code> | 648 | <p>We·can·annotate·the·function·variables·and·return·types·as·well·as·use·<code·class="docutils·literal·notranslate"><span·class="pre">cdef</span></code> |
Offset 658, 15 lines modified | Offset 658, 15 lines modified | ||
658 | <span·class="gp">···....:·</span>····for·i·in·range(N): | 658 | <span·class="gp">···....:·</span>····for·i·in·range(N): |
659 | <span·class="gp">···....:·</span>········s·+=·f_typed(a·+·i·*·dx) | 659 | <span·class="gp">···....:·</span>········s·+=·f_typed(a·+·i·*·dx) |
660 | <span·class="gp">···....:·</span>····return·s·*·dx | 660 | <span·class="gp">···....:·</span>····return·s·*·dx |
661 | <span·class="gp">···....:·</span> | 661 | <span·class="gp">···....:·</span> |
662 | </pre></div> | 662 | </pre></div> |
663 | </div> | 663 | </div> |
664 | <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[11]:·</span><span·class="o">%</span><span·class="k">timeit</span>·df.apply(lambda·x:·integrate_f_typed(x["a"],·x["b"],·x["N"]),·axis=1) | 664 | <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[11]:·</span><span·class="o">%</span><span·class="k">timeit</span>·df.apply(lambda·x:·integrate_f_typed(x["a"],·x["b"],·x["N"]),·axis=1) |
665 | <span·class="go"> | 665 | <span·class="go">8.36·ms·+-·16.4·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)</span> |
666 | </pre></div> | 666 | </pre></div> |
667 | </div> | 667 | </div> |
668 | <p>Annotating·the·functions·with·C·types·yields·an·over·ten·times·performance·improvement·compared·to | 668 | <p>Annotating·the·functions·with·C·types·yields·an·over·ten·times·performance·improvement·compared·to |
669 | the·original·Python·implementation.</p> | 669 | the·original·Python·implementation.</p> |
670 | </section> | 670 | </section> |
671 | <section·id="using-ndarray"> | 671 | <section·id="using-ndarray"> |
672 | <span·id="enhancingperf-ndarray"></span><h3>Using·ndarray<a·class="headerlink"·href="#using-ndarray"·title="Link·to·this·heading">#</a></h3> | 672 | <span·id="enhancingperf-ndarray"></span><h3>Using·ndarray<a·class="headerlink"·href="#using-ndarray"·title="Link·to·this·heading">#</a></h3> |
Offset 678, 16 lines modified | Offset 678, 16 lines modified | ||
678 | <span·class="go">···Ordered·by:·internal·time</span> | 678 | <span·class="go">···Ordered·by:·internal·time</span> |
679 | <span·class="go">···List·reduced·from·157·to·4·due·to·restriction·<4></span> | 679 | <span·class="go">···List·reduced·from·157·to·4·due·to·restriction·<4></span> |
680 | <span·class="go">···ncalls··tottime··percall··cumtime··percall·filename:lineno(function)</span> | 680 | <span·class="go">···ncalls··tottime··percall··cumtime··percall·filename:lineno(function)</span> |
681 | <span·class="go">·····3000····0.004····0.000····0.016····0.000·series.py:1095(__getitem__)</span> | 681 | <span·class="go">·····3000····0.004····0.000····0.016····0.000·series.py:1095(__getitem__)</span> |
682 | <span·class="go">·····3000····0.003····0.000····0.007····0.000·series.py:1220(_get_value)</span> | 682 | <span·class="go">·····3000····0.003····0.000····0.007····0.000·series.py:1220(_get_value)</span> |
683 | <span·class="go">·····3000····0.002····0.000····0.003····0.000·base.py:3777(get_loc)</span> | ||
684 | <span·class="go">····16098····0.002····0.000····0.003····0.000·{built-in·method·builtins.isinstance}</span> | 683 | <span·class="go">····16098····0.002····0.000····0.003····0.000·{built-in·method·builtins.isinstance}</span> |
684 | <span·class="go">·····3000····0.002····0.000····0.003····0.000·base.py:3777(get_loc)</span> | ||
685 | </pre></div> | 685 | </pre></div> |
686 | </div> | 686 | </div> |
687 | <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[13]:·</span><span·class="o">%%</span><span·class="k">cython</span> | 687 | <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[13]:·</span><span·class="o">%%</span><span·class="k">cython</span> |
688 | <span·class="gp">···....:·</span>cimport·numpy·as·np | 688 | <span·class="gp">···....:·</span>cimport·numpy·as·np |
689 | <span·class="gp">···....:·</span>import·numpy·as·np | 689 | <span·class="gp">···....:·</span>import·numpy·as·np |
690 | <span·class="gp">···....:·</span>cdef·double·f_typed(double·x)·except?·-2: | 690 | <span·class="gp">···....:·</span>cdef·double·f_typed(double·x)·except?·-2: |
691 | <span·class="gp">···....:·</span>····return·x·*·(x·-·1) | 691 | <span·class="gp">···....:·</span>····return·x·*·(x·-·1) |
Offset 722, 15 lines modified | Offset 722, 15 lines modified | ||
722 | </div> | 722 | </div> |
723 | <p>This·implementation·creates·an·array·of·zeros·and·inserts·the·result | 723 | <p>This·implementation·creates·an·array·of·zeros·and·inserts·the·result |
724 | of·<code·class="docutils·literal·notranslate"><span·class="pre">integrate_f_typed</span></code>·applied·over·each·row.·Looping·over·an·<code·class="docutils·literal·notranslate"><span·class="pre">ndarray</span></code>·is·faster | 724 | of·<code·class="docutils·literal·notranslate"><span·class="pre">integrate_f_typed</span></code>·applied·over·each·row.·Looping·over·an·<code·class="docutils·literal·notranslate"><span·class="pre">ndarray</span></code>·is·faster |
725 | in·Cython·than·looping·over·a·<a·class="reference·internal"·href="../reference/api/pandas.Series.html#pandas.Series"·title="pandas.Series"><code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">Series</span></code></a>·object.</p> | 725 | in·Cython·than·looping·over·a·<a·class="reference·internal"·href="../reference/api/pandas.Series.html#pandas.Series"·title="pandas.Series"><code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">Series</span></code></a>·object.</p> |
726 | <p>Since·<code·class="docutils·literal·notranslate"><span·class="pre">apply_integrate_f</span></code>·is·typed·to·accept·an·<code·class="docutils·literal·notranslate"><span·class="pre">np.ndarray</span></code>,·<a·class="reference·internal"·href="../reference/api/pandas.Series.to_numpy.html#pandas.Series.to_numpy"·title="pandas.Series.to_numpy"><code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">Series.to_numpy()</span></code></a> | 726 | <p>Since·<code·class="docutils·literal·notranslate"><span·class="pre">apply_integrate_f</span></code>·is·typed·to·accept·an·<code·class="docutils·literal·notranslate"><span·class="pre">np.ndarray</span></code>,·<a·class="reference·internal"·href="../reference/api/pandas.Series.to_numpy.html#pandas.Series.to_numpy"·title="pandas.Series.to_numpy"><code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">Series.to_numpy()</span></code></a> |
727 | calls·are·needed·to·utilize·this·function.</p> | 727 | calls·are·needed·to·utilize·this·function.</p> |
728 | <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[14]:·</span><span·class="o">%</span><span·class="k">timeit</span>·apply_integrate_f(df["a"].to_numpy(),·df["b"].to_numpy(),·df["N"].to_numpy()) | 728 | <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[14]:·</span><span·class="o">%</span><span·class="k">timeit</span>·apply_integrate_f(df["a"].to_numpy(),·df["b"].to_numpy(),·df["N"].to_numpy()) |
729 | <span·class="go">1.1 | 729 | <span·class="go">1.15·ms·+-·347·ns·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·loops·each)</span> |
730 | </pre></div> | 730 | </pre></div> |
731 | </div> | 731 | </div> |
732 | <p>Performance·has·improved·from·the·prior·implementation·by·almost·ten·times.</p> | 732 | <p>Performance·has·improved·from·the·prior·implementation·by·almost·ten·times.</p> |
733 | </section> | 733 | </section> |
734 | <section·id="disabling-compiler-directives"> | 734 | <section·id="disabling-compiler-directives"> |
735 | <span·id="enhancingperf-boundswrap"></span><h3>Disabling·compiler·directives<a·class="headerlink"·href="#disabling-compiler-directives"·title="Link·to·this·heading">#</a></h3> | 735 | <span·id="enhancingperf-boundswrap"></span><h3>Disabling·compiler·directives<a·class="headerlink"·href="#disabling-compiler-directives"·title="Link·to·this·heading">#</a></h3> |
736 | <p>The·majority·of·the·time·is·now·spent·in·<code·class="docutils·literal·notranslate"><span·class="pre">apply_integrate_f</span></code>.·Disabling·Cython’s·<code·class="docutils·literal·notranslate"><span·class="pre">boundscheck</span></code> | 736 | <p>The·majority·of·the·time·is·now·spent·in·<code·class="docutils·literal·notranslate"><span·class="pre">apply_integrate_f</span></code>.·Disabling·Cython’s·<code·class="docutils·literal·notranslate"><span·class="pre">boundscheck</span></code> |
Offset 782, 15 lines modified | Offset 782, 15 lines modified | ||
782 | <span·class="go">·················from·/build/reproducible-path/pandas-2.2.3+dfsg/buildtmp/.cache/ipython/cython/_cython_magic_b00abb3164401a98fefff54d942b7c1d6995eb64.c:1251:</span> | 782 | <span·class="go">·················from·/build/reproducible-path/pandas-2.2.3+dfsg/buildtmp/.cache/ipython/cython/_cython_magic_b00abb3164401a98fefff54d942b7c1d6995eb64.c:1251:</span> |
783 | <span·class="go">/usr/lib/aarch64-linux-gnu/python3-numpy/numpy/_core/include/numpy/npy_1_7_deprecated_api.h:17:2:·warning:·#warning·"Using·deprecated·NumPy·API,·disable·it·with·"·"#define·NPY_NO_DEPRECATED_API·NPY_1_7_API_VERSION"·[-Wcpp]</span> | 783 | <span·class="go">/usr/lib/aarch64-linux-gnu/python3-numpy/numpy/_core/include/numpy/npy_1_7_deprecated_api.h:17:2:·warning:·#warning·"Using·deprecated·NumPy·API,·disable·it·with·"·"#define·NPY_NO_DEPRECATED_API·NPY_1_7_API_VERSION"·[-Wcpp]</span> |
784 | <span·class="go">···17·|·#warning·"Using·deprecated·NumPy·API,·disable·it·with·"·\</span> | 784 | <span·class="go">···17·|·#warning·"Using·deprecated·NumPy·API,·disable·it·with·"·\</span> |
785 | <span·class="go">······|··^~~~~~~</span> | 785 | <span·class="go">······|··^~~~~~~</span> |
786 | </pre></div> | 786 | </pre></div> |
787 | </div> | 787 | </div> |
788 | <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[17]:·</span><span·class="o">%</span><span·class="k">timeit</span>·apply_integrate_f_wrap(df["a"].to_numpy(),·df["b"].to_numpy(),·df["N"].to_numpy()) | 788 | <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[17]:·</span><span·class="o">%</span><span·class="k">timeit</span>·apply_integrate_f_wrap(df["a"].to_numpy(),·df["b"].to_numpy(),·df["N"].to_numpy()) |
789 | <span·class="go">813·us·+-· | 789 | <span·class="go">813·us·+-·202·ns·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·loops·each)</span> |
790 | </pre></div> | 790 | </pre></div> |
791 | </div> | 791 | </div> |
792 | <p>However,·a·loop·indexer·<code·class="docutils·literal·notranslate"><span·class="pre">i</span></code>·accessing·an·invalid·location·in·an·array·would·cause·a·segfault·because·memory·access·isn’t·checked. | 792 | <p>However,·a·loop·indexer·<code·class="docutils·literal·notranslate"><span·class="pre">i</span></code>·accessing·an·invalid·location·in·an·array·would·cause·a·segfault·because·memory·access·isn’t·checked. |
793 | For·more·about·<code·class="docutils·literal·notranslate"><span·class="pre">boundscheck</span></code>·and·<code·class="docutils·literal·notranslate"><span·class="pre">wraparound</span></code>,·see·the·Cython·docs·on | 793 | For·more·about·<code·class="docutils·literal·notranslate"><span·class="pre">boundscheck</span></code>·and·<code·class="docutils·literal·notranslate"><span·class="pre">wraparound</span></code>,·see·the·Cython·docs·on |
794 | <a·class="reference·external"·href="https://cython.readthedocs.io/en/latest/src/userguide/source_files_and_compilation.html#compiler-directives">compiler·directives</a>.</p> | 794 | <a·class="reference·external"·href="https://cython.readthedocs.io/en/latest/src/userguide/source_files_and_compilation.html#compiler-directives">compiler·directives</a>.</p> |
795 | </section> | 795 | </section> |
796 | </section> | 796 | </section> |
Offset 1148, 19 lines modified | Offset 1148, 19 lines modified | ||
1148 | compared·to·standard·Python·syntax·for·large·<a·class="reference·internal"·href="../reference/api/pandas.DataFrame.html#pandas.DataFrame"·title="pandas.DataFrame"><code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">DataFrame</span></code></a>.·This·engine·requires·the | 1148 | compared·to·standard·Python·syntax·for·large·<a·class="reference·internal"·href="../reference/api/pandas.DataFrame.html#pandas.DataFrame"·title="pandas.DataFrame"><code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">DataFrame</span></code></a>.·This·engine·requires·the |
1149 | optional·dependency·<code·class="docutils·literal·notranslate"><span·class="pre">numexpr</span></code>·to·be·installed.</p> | 1149 | optional·dependency·<code·class="docutils·literal·notranslate"><span·class="pre">numexpr</span></code>·to·be·installed.</p> |
1150 | <p>The·<code·class="docutils·literal·notranslate"><span·class="pre">'python'</span></code>·engine·is·generally·<em>not</em>·useful·except·for·testing | 1150 | <p>The·<code·class="docutils·literal·notranslate"><span·class="pre">'python'</span></code>·engine·is·generally·<em>not</em>·useful·except·for·testing |
1151 | other·evaluation·engines·against·it.·You·will·achieve·<strong>no</strong>·performance | 1151 | other·evaluation·engines·against·it.·You·will·achieve·<strong>no</strong>·performance |
1152 | benefits·using·<a·class="reference·internal"·href="../reference/api/pandas.eval.html#pandas.eval"·title="pandas.eval"><code·class="xref·py·py-func·docutils·literal·notranslate"><span·class="pre">eval()</span></code></a>·with·<code·class="docutils·literal·notranslate"><span·class="pre">engine='python'</span></code>·and·may | 1152 | benefits·using·<a·class="reference·internal"·href="../reference/api/pandas.eval.html#pandas.eval"·title="pandas.eval"><code·class="xref·py·py-func·docutils·literal·notranslate"><span·class="pre">eval()</span></code></a>·with·<code·class="docutils·literal·notranslate"><span·class="pre">engine='python'</span></code>·and·may |
1153 | incur·a·performance·hit.</p> | 1153 | incur·a·performance·hit.</p> |
1154 | <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[40]:·</span><span·class="o">%</span><span·class="k">timeit</span>·df1·+·df2·+·df3·+·df4 | 1154 | <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[40]:·</span><span·class="o">%</span><span·class="k">timeit</span>·df1·+·df2·+·df3·+·df4 |
1155 | <span·class="go">8. | 1155 | <span·class="go">8.24·ms·+-·174·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)</span> |
1156 | </pre></div> | 1156 | </pre></div> |
1157 | </div> | 1157 | </div> |
1158 | <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[41]:·</span><span·class="o">%</span><span·class="k">timeit</span>·pd.eval("df1·+·df2·+·df3·+·df4",·engine="python") | 1158 | <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[41]:·</span><span·class="o">%</span><span·class="k">timeit</span>·pd.eval("df1·+·df2·+·df3·+·df4",·engine="python") |
1159 | <span·class="go">1 | 1159 | <span·class="go">10.6·ms·+-·214·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)</span> |
1160 | </pre></div> | 1160 | </pre></div> |
1161 | </div> | 1161 | </div> |
1162 | </section> | 1162 | </section> |
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110 | ···...:·····dx·=·(b·-·a)·/·N | 110 | ···...:·····dx·=·(b·-·a)·/·N |
111 | ···...:·····for·i·in·range(N): | 111 | ···...:·····for·i·in·range(N): |
112 | ···...:·········s·+=·f(a·+·i·*·dx) | 112 | ···...:·········s·+=·f(a·+·i·*·dx) |
113 | ···...:·····return·s·*·dx | 113 | ···...:·····return·s·*·dx |
114 | ···...: | 114 | ···...: |
115 | We·achieve·our·result·by·using·_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e_\x8._\x8a_\x8p_\x8p_\x8l_\x8y_\x8(_\x8)·(row-wise): | 115 | We·achieve·our·result·by·using·_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e_\x8._\x8a_\x8p_\x8p_\x8l_\x8y_\x8(_\x8)·(row-wise): |
116 | In·[5]:·%timeit·df.apply(lambda·x:·integrate_f(x["a"],·x["b"],·x["N"]),·axis=1) | 116 | In·[5]:·%timeit·df.apply(lambda·x:·integrate_f(x["a"],·x["b"],·x["N"]),·axis=1) |
117 | 74. | 117 | 74.6·ms·+-·6.88·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·10·loops·each) |
118 | Let’s·take·a·look·and·see·where·the·time·is·spent·during·this·operation·using | 118 | Let’s·take·a·look·and·see·where·the·time·is·spent·during·this·operation·using |
119 | the·_\x8p_\x8r_\x8u_\x8n_\x8·_\x8i_\x8p_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8m_\x8a_\x8g_\x8i_\x8c_\x8·_\x8f_\x8u_\x8n_\x8c_\x8t_\x8i_\x8o_\x8n: | 119 | the·_\x8p_\x8r_\x8u_\x8n_\x8·_\x8i_\x8p_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8m_\x8a_\x8g_\x8i_\x8c_\x8·_\x8f_\x8u_\x8n_\x8c_\x8t_\x8i_\x8o_\x8n: |
120 | #·most·time·consuming·4·calls | 120 | #·most·time·consuming·4·calls |
121 | In·[6]:·%prun·-l·4·df.apply(lambda·x:·integrate_f(x["a"],·x["b"],·x["N"]), | 121 | In·[6]:·%prun·-l·4·df.apply(lambda·x:·integrate_f(x["a"],·x["b"],·x["N"]), |
122 | axis=1)··#·noqa·E999 | 122 | axis=1)··#·noqa·E999 |
123 | ·········605946·function·calls·(605928·primitive·calls)·in·0.22 | 123 | ·········605946·function·calls·(605928·primitive·calls)·in·0.222·seconds |
124 | ···Ordered·by:·internal·time | 124 | ···Ordered·by:·internal·time |
125 | ···List·reduced·from·159·to·4·due·to·restriction·<4> | 125 | ···List·reduced·from·159·to·4·due·to·restriction·<4> |
126 | ···ncalls··tottime··percall··cumtime··percall·filename:lineno(function) | 126 | ···ncalls··tottime··percall··cumtime··percall·filename:lineno(function) |
127 | ·····1000····0.134····0.000····0.19 | 127 | ·····1000····0.134····0.000····0.197····0.000·<ipython-input-4-c2a74e076cf0>:1 |
128 | (integrate_f) | 128 | (integrate_f) |
129 | ···552423····0.06 | 129 | ···552423····0.063····0.000····0.063····0.000·<ipython-input-3-c138bdd570e3>:1 |
130 | (f) | 130 | (f) |
131 | ·····3000····0.004····0.000····0.017····0.000·series.py:1095(__getitem__) | 131 | ·····3000····0.004····0.000····0.017····0.000·series.py:1095(__getitem__) |
132 | ·····3000····0.003····0.000····0.007····0.000·series.py:1220(_get_value) | 132 | ·····3000····0.003····0.000····0.007····0.000·series.py:1220(_get_value) |
133 | By·far·the·majority·of·time·is·spend·inside·either·integrate_f·or·f,·hence | 133 | By·far·the·majority·of·time·is·spend·inside·either·integrate_f·or·f,·hence |
134 | we’ll·concentrate·our·efforts·cythonizing·these·two·functions. | 134 | we’ll·concentrate·our·efforts·cythonizing·these·two·functions. |
135 | *\x8**\x8**\x8**\x8*·P\x8Pl\x8la\x8ai\x8in\x8n·C\x8Cy\x8yt\x8th\x8ho\x8on\x8n_\x8#\x8#·*\x8**\x8**\x8**\x8* | 135 | *\x8**\x8**\x8**\x8*·P\x8Pl\x8la\x8ai\x8in\x8n·C\x8Cy\x8yt\x8th\x8ho\x8on\x8n_\x8#\x8#·*\x8**\x8**\x8**\x8* |
136 | First·we’re·going·to·need·to·import·the·Cython·magic·function·to·IPython: | 136 | First·we’re·going·to·need·to·import·the·Cython·magic·function·to·IPython: |
Offset 146, 15 lines modified | Offset 146, 15 lines modified | ||
146 | ···...:·····dx·=·(b·-·a)·/·N | 146 | ···...:·····dx·=·(b·-·a)·/·N |
147 | ···...:·····for·i·in·range(N): | 147 | ···...:·····for·i·in·range(N): |
148 | ···...:·········s·+=·f_plain(a·+·i·*·dx) | 148 | ···...:·········s·+=·f_plain(a·+·i·*·dx) |
149 | ···...:·····return·s·*·dx | 149 | ···...:·····return·s·*·dx |
150 | ···...: | 150 | ···...: |
151 | In·[9]:·%timeit·df.apply(lambda·x:·integrate_f_plain(x["a"],·x["b"],·x["N"]), | 151 | In·[9]:·%timeit·df.apply(lambda·x:·integrate_f_plain(x["a"],·x["b"],·x["N"]), |
152 | axis=1) | 152 | axis=1) |
153 | 153 | 74.7·ms·+-·21.1·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10·loops·each) | |
154 | This·has·improved·the·performance·compared·to·the·pure·Python·approach·by·one- | 154 | This·has·improved·the·performance·compared·to·the·pure·Python·approach·by·one- |
155 | third. | 155 | third. |
156 | *\x8**\x8**\x8**\x8*·D\x8De\x8ec\x8cl\x8la\x8ar\x8ri\x8in\x8ng\x8g·C\x8C·t\x8ty\x8yp\x8pe\x8es\x8s_\x8#\x8#·*\x8**\x8**\x8**\x8* | 156 | *\x8**\x8**\x8**\x8*·D\x8De\x8ec\x8cl\x8la\x8ar\x8ri\x8in\x8ng\x8g·C\x8C·t\x8ty\x8yp\x8pe\x8es\x8s_\x8#\x8#·*\x8**\x8**\x8**\x8* |
157 | We·can·annotate·the·function·variables·and·return·types·as·well·as·use·cdef·and | 157 | We·can·annotate·the·function·variables·and·return·types·as·well·as·use·cdef·and |
158 | cpdef·to·improve·performance: | 158 | cpdef·to·improve·performance: |
159 | In·[10]:·%%cython | 159 | In·[10]:·%%cython |
160 | ···....:·cdef·double·f_typed(double·x)·except?·-2: | 160 | ···....:·cdef·double·f_typed(double·x)·except?·-2: |
Offset 166, 15 lines modified | Offset 166, 15 lines modified | ||
166 | ···....:·····dx·=·(b·-·a)·/·N | 166 | ···....:·····dx·=·(b·-·a)·/·N |
167 | ···....:·····for·i·in·range(N): | 167 | ···....:·····for·i·in·range(N): |
168 | ···....:·········s·+=·f_typed(a·+·i·*·dx) | 168 | ···....:·········s·+=·f_typed(a·+·i·*·dx) |
169 | ···....:·····return·s·*·dx | 169 | ···....:·····return·s·*·dx |
170 | ···....: | 170 | ···....: |
171 | In·[11]:·%timeit·df.apply(lambda·x:·integrate_f_typed(x["a"],·x["b"],·x["N"]), | 171 | In·[11]:·%timeit·df.apply(lambda·x:·integrate_f_typed(x["a"],·x["b"],·x["N"]), |
172 | axis=1) | 172 | axis=1) |
173 | 173 | 8.36·ms·+-·16.4·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each) | |
174 | Annotating·the·functions·with·C·types·yields·an·over·ten·times·performance | 174 | Annotating·the·functions·with·C·types·yields·an·over·ten·times·performance |
175 | improvement·compared·to·the·original·Python·implementation. | 175 | improvement·compared·to·the·original·Python·implementation. |
176 | *\x8**\x8**\x8**\x8*·U\x8Us\x8si\x8in\x8ng\x8g·n\x8nd\x8da\x8ar\x8rr\x8ra\x8ay\x8y_\x8#\x8#·*\x8**\x8**\x8**\x8* | 176 | *\x8**\x8**\x8**\x8*·U\x8Us\x8si\x8in\x8ng\x8g·n\x8nd\x8da\x8ar\x8rr\x8ra\x8ay\x8y_\x8#\x8#·*\x8**\x8**\x8**\x8* |
177 | When·re-profiling,·time·is·spent·creating·a·_\x8S_\x8e_\x8r_\x8i_\x8e_\x8s·from·each·row,·and·calling | 177 | When·re-profiling,·time·is·spent·creating·a·_\x8S_\x8e_\x8r_\x8i_\x8e_\x8s·from·each·row,·and·calling |
178 | __getitem__·from·both·the·index·and·the·series·(three·times·for·each·row). | 178 | __getitem__·from·both·the·index·and·the·series·(three·times·for·each·row). |
179 | These·Python·function·calls·are·expensive·and·can·be·improved·by·passing·an | 179 | These·Python·function·calls·are·expensive·and·can·be·improved·by·passing·an |
180 | np.ndarray. | 180 | np.ndarray. |
Offset 184, 17 lines modified | Offset 184, 17 lines modified | ||
184 | ···Ordered·by:·internal·time | 184 | ···Ordered·by:·internal·time |
185 | ···List·reduced·from·157·to·4·due·to·restriction·<4> | 185 | ···List·reduced·from·157·to·4·due·to·restriction·<4> |
186 | ···ncalls··tottime··percall··cumtime··percall·filename:lineno(function) | 186 | ···ncalls··tottime··percall··cumtime··percall·filename:lineno(function) |
187 | ·····3000····0.004····0.000····0.016····0.000·series.py:1095(__getitem__) | 187 | ·····3000····0.004····0.000····0.016····0.000·series.py:1095(__getitem__) |
188 | ·····3000····0.003····0.000····0.007····0.000·series.py:1220(_get_value) | 188 | ·····3000····0.003····0.000····0.007····0.000·series.py:1220(_get_value) |
189 | ·····3000····0.002····0.000····0.003····0.000·base.py:3777(get_loc) | ||
190 | ····16098····0.002····0.000····0.003····0.000·{built-in·method | 189 | ····16098····0.002····0.000····0.003····0.000·{built-in·method |
191 | builtins.isinstance} | 190 | builtins.isinstance} |
191 | ·····3000····0.002····0.000····0.003····0.000·base.py:3777(get_loc) | ||
192 | In·[13]:·%%cython | 192 | In·[13]:·%%cython |
193 | ···....:·cimport·numpy·as·np | 193 | ···....:·cimport·numpy·as·np |
194 | ···....:·import·numpy·as·np | 194 | ···....:·import·numpy·as·np |
195 | ···....:·cdef·double·f_typed(double·x)·except?·-2: | 195 | ···....:·cdef·double·f_typed(double·x)·except?·-2: |
196 | ···....:·····return·x·*·(x·-·1) | 196 | ···....:·····return·x·*·(x·-·1) |
197 | ···....:·cpdef·double·integrate_f_typed(double·a,·double·b,·int·N): | 197 | ···....:·cpdef·double·integrate_f_typed(double·a,·double·b,·int·N): |
198 | ···....:·····cdef·int·i | 198 | ···....:·····cdef·int·i |
Offset 235, 15 lines modified | Offset 235, 15 lines modified | ||
235 | This·implementation·creates·an·array·of·zeros·and·inserts·the·result·of | 235 | This·implementation·creates·an·array·of·zeros·and·inserts·the·result·of |
236 | integrate_f_typed·applied·over·each·row.·Looping·over·an·ndarray·is·faster·in | 236 | integrate_f_typed·applied·over·each·row.·Looping·over·an·ndarray·is·faster·in |
237 | Cython·than·looping·over·a·_\x8S_\x8e_\x8r_\x8i_\x8e_\x8s·object. | 237 | Cython·than·looping·over·a·_\x8S_\x8e_\x8r_\x8i_\x8e_\x8s·object. |
238 | Since·apply_integrate_f·is·typed·to·accept·an·np.ndarray,·_\x8S_\x8e_\x8r_\x8i_\x8e_\x8s_\x8._\x8t_\x8o_\x8__\x8n_\x8u_\x8m_\x8p_\x8y_\x8(_\x8) | 238 | Since·apply_integrate_f·is·typed·to·accept·an·np.ndarray,·_\x8S_\x8e_\x8r_\x8i_\x8e_\x8s_\x8._\x8t_\x8o_\x8__\x8n_\x8u_\x8m_\x8p_\x8y_\x8(_\x8) |
239 | calls·are·needed·to·utilize·this·function. | 239 | calls·are·needed·to·utilize·this·function. |
240 | In·[14]:·%timeit·apply_integrate_f(df["a"].to_numpy(),·df["b"].to_numpy(),·df | 240 | In·[14]:·%timeit·apply_integrate_f(df["a"].to_numpy(),·df["b"].to_numpy(),·df |
241 | ["N"].to_numpy()) | 241 | ["N"].to_numpy()) |
242 | 1.1 | 242 | 1.15·ms·+-·347·ns·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·loops·each) |
243 | Performance·has·improved·from·the·prior·implementation·by·almost·ten·times. | 243 | Performance·has·improved·from·the·prior·implementation·by·almost·ten·times. |
244 | *\x8**\x8**\x8**\x8*·D\x8Di\x8is\x8sa\x8ab\x8bl\x8li\x8in\x8ng\x8g·c\x8co\x8om\x8mp\x8pi\x8il\x8le\x8er\x8r·d\x8di\x8ir\x8re\x8ec\x8ct\x8ti\x8iv\x8ve\x8es\x8s_\x8#\x8#·*\x8**\x8**\x8**\x8* | 244 | *\x8**\x8**\x8**\x8*·D\x8Di\x8is\x8sa\x8ab\x8bl\x8li\x8in\x8ng\x8g·c\x8co\x8om\x8mp\x8pi\x8il\x8le\x8er\x8r·d\x8di\x8ir\x8re\x8ec\x8ct\x8ti\x8iv\x8ve\x8es\x8s_\x8#\x8#·*\x8**\x8**\x8**\x8* |
245 | The·majority·of·the·time·is·now·spent·in·apply_integrate_f.·Disabling·Cython’s | 245 | The·majority·of·the·time·is·now·spent·in·apply_integrate_f.·Disabling·Cython’s |
246 | boundscheck·and·wraparound·checks·can·yield·more·performance. | 246 | boundscheck·and·wraparound·checks·can·yield·more·performance. |
247 | In·[15]:·%prun·-l·4·apply_integrate_f(df["a"].to_numpy(),·df["b"].to_numpy(), | 247 | In·[15]:·%prun·-l·4·apply_integrate_f(df["a"].to_numpy(),·df["b"].to_numpy(), |
248 | df["N"].to_numpy()) | 248 | df["N"].to_numpy()) |
249 | ·········78·function·calls·in·0.001·seconds | 249 | ·········78·function·calls·in·0.001·seconds |
Offset 298, 15 lines modified | Offset 298, 15 lines modified | ||
298 | /usr/lib/aarch64-linux-gnu/python3-numpy/numpy/_core/include/numpy/ | 298 | /usr/lib/aarch64-linux-gnu/python3-numpy/numpy/_core/include/numpy/ |
299 | npy_1_7_deprecated_api.h:17:2:·warning:·#warning·"Using·deprecated·NumPy·API, | 299 | npy_1_7_deprecated_api.h:17:2:·warning:·#warning·"Using·deprecated·NumPy·API, |
300 | disable·it·with·"·"#define·NPY_NO_DEPRECATED_API·NPY_1_7_API_VERSION"·[-Wcpp] | 300 | disable·it·with·"·"#define·NPY_NO_DEPRECATED_API·NPY_1_7_API_VERSION"·[-Wcpp] |
301 | ···17·|·#warning·"Using·deprecated·NumPy·API,·disable·it·with·"·\ | 301 | ···17·|·#warning·"Using·deprecated·NumPy·API,·disable·it·with·"·\ |
302 | ······|··^~~~~~~ | 302 | ······|··^~~~~~~ |
303 | In·[17]:·%timeit·apply_integrate_f_wrap(df["a"].to_numpy(),·df["b"].to_numpy(), | 303 | In·[17]:·%timeit·apply_integrate_f_wrap(df["a"].to_numpy(),·df["b"].to_numpy(), |
304 | df["N"].to_numpy()) | 304 | df["N"].to_numpy()) |
305 | 813·us·+-· | 305 | 813·us·+-·202·ns·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·loops·each) |
306 | However,·a·loop·indexer·i·accessing·an·invalid·location·in·an·array·would·cause | 306 | However,·a·loop·indexer·i·accessing·an·invalid·location·in·an·array·would·cause |
307 | a·segfault·because·memory·access·isn’t·checked.·For·more·about·boundscheck·and | 307 | a·segfault·because·memory·access·isn’t·checked.·For·more·about·boundscheck·and |
308 | wraparound,·see·the·Cython·docs·on·_\x8c_\x8o_\x8m_\x8p_\x8i_\x8l_\x8e_\x8r_\x8·_\x8d_\x8i_\x8r_\x8e_\x8c_\x8t_\x8i_\x8v_\x8e_\x8s. | 308 | wraparound,·see·the·Cython·docs·on·_\x8c_\x8o_\x8m_\x8p_\x8i_\x8l_\x8e_\x8r_\x8·_\x8d_\x8i_\x8r_\x8e_\x8c_\x8t_\x8i_\x8v_\x8e_\x8s. |
309 | *\x8**\x8**\x8**\x8**\x8*·N\x8Nu\x8um\x8mb\x8ba\x8a·(\x8(J\x8JI\x8IT\x8T·c\x8co\x8om\x8mp\x8pi\x8il\x8la\x8at\x8ti\x8io\x8on\x8n)\x8)_\x8#\x8#·*\x8**\x8**\x8**\x8**\x8* | 309 | *\x8**\x8**\x8**\x8**\x8*·N\x8Nu\x8um\x8mb\x8ba\x8a·(\x8(J\x8JI\x8IT\x8T·c\x8co\x8om\x8mp\x8pi\x8il\x8la\x8at\x8ti\x8io\x8on\x8n)\x8)_\x8#\x8#·*\x8**\x8**\x8**\x8**\x8* |
310 | An·alternative·to·statically·compiling·Cython·code·is·to·use·a·dynamic·just-in- | 310 | An·alternative·to·statically·compiling·Cython·code·is·to·use·a·dynamic·just-in- |
311 | time·(JIT)·compiler·with·_\x8N_\x8u_\x8m_\x8b_\x8a. | 311 | time·(JIT)·compiler·with·_\x8N_\x8u_\x8m_\x8b_\x8a. |
312 | Numba·allows·you·to·write·a·pure·Python·function·which·can·be·JIT·compiled·to | 312 | Numba·allows·you·to·write·a·pure·Python·function·which·can·be·JIT·compiled·to |
Offset 609, 17 lines modified | Offset 609, 17 lines modified | ||
609 | The·'numexpr'·engine·is·the·more·performant·engine·that·can·yield·performance | 609 | The·'numexpr'·engine·is·the·more·performant·engine·that·can·yield·performance |
610 | improvements·compared·to·standard·Python·syntax·for·large·_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e.·This | 610 | improvements·compared·to·standard·Python·syntax·for·large·_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e.·This |
611 | engine·requires·the·optional·dependency·numexpr·to·be·installed. | 611 | engine·requires·the·optional·dependency·numexpr·to·be·installed. |
612 | The·'python'·engine·is·generally·n\x8no\x8ot\x8t·useful·except·for·testing·other·evaluation | 612 | The·'python'·engine·is·generally·n\x8no\x8ot\x8t·useful·except·for·testing·other·evaluation |
613 | engines·against·it.·You·will·achieve·n\x8no\x8o·performance·benefits·using·_\x8e_\x8v_\x8a_\x8l_\x8(_\x8)·with | 613 | engines·against·it.·You·will·achieve·n\x8no\x8o·performance·benefits·using·_\x8e_\x8v_\x8a_\x8l_\x8(_\x8)·with |
614 | engine='python'·and·may·incur·a·performance·hit. | 614 | engine='python'·and·may·incur·a·performance·hit. |
615 | In·[40]:·%timeit·df1·+·df2·+·df3·+·df4 | 615 | In·[40]:·%timeit·df1·+·df2·+·df3·+·df4 |
616 | 8. | 616 | 8.24·ms·+-·174·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each) |
617 | In·[41]:·%timeit·pd.eval("df1·+·df2·+·df3·+·df4",·engine="python") | 617 | In·[41]:·%timeit·pd.eval("df1·+·df2·+·df3·+·df4",·engine="python") |
618 | 1 | 618 | 10.6·ms·+-·214·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each) |
619 | *\x8**\x8**\x8**\x8*·T\x8Th\x8he\x8e·_\x8D\x8D_\x8a\x8a_\x8t\x8t_\x8a\x8a_\x8F\x8F_\x8r\x8r_\x8a\x8a_\x8m\x8m_\x8e\x8e_\x8.\x8._\x8e\x8e_\x8v\x8v_\x8a\x8a_\x8l\x8l_\x8(\x8(_\x8)\x8)·m\x8me\x8et\x8th\x8ho\x8od\x8d_\x8#\x8#·*\x8**\x8**\x8**\x8* | 619 | *\x8**\x8**\x8**\x8*·T\x8Th\x8he\x8e·_\x8D\x8D_\x8a\x8a_\x8t\x8t_\x8a\x8a_\x8F\x8F_\x8r\x8r_\x8a\x8a_\x8m\x8m_\x8e\x8e_\x8.\x8._\x8e\x8e_\x8v\x8v_\x8a\x8a_\x8l\x8l_\x8(\x8(_\x8)\x8)·m\x8me\x8et\x8th\x8ho\x8od\x8d_\x8#\x8#·*\x8**\x8**\x8**\x8* |
620 | In·addition·to·the·top·level·_\x8p_\x8a_\x8n_\x8d_\x8a_\x8s_\x8._\x8e_\x8v_\x8a_\x8l_\x8(_\x8)·function·you·can·also·evaluate·an | 620 | In·addition·to·the·top·level·_\x8p_\x8a_\x8n_\x8d_\x8a_\x8s_\x8._\x8e_\x8v_\x8a_\x8l_\x8(_\x8)·function·you·can·also·evaluate·an |
621 | expression·in·the·“context”·of·a·_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e. | 621 | expression·in·the·“context”·of·a·_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e. |
622 | In·[42]:·df·=·pd.DataFrame(np.random.randn(5,·2),·columns=["a",·"b"]) | 622 | In·[42]:·df·=·pd.DataFrame(np.random.randn(5,·2),·columns=["a",·"b"]) |
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1086 | <span·class="gp">···....:·</span><span·class="n">files</span>·<span·class="o">=</span>·<span·class="n">pathlib</span><span·class="o">.</span><span·class="n">Path</span><span·class="p">(</span><span·class="s2">"data/timeseries/"</span><span·class="p">)</span><span·class="o">.</span><span·class="n">glob</span><span·class="p">(</span><span·class="s2">"ts*.parquet"</span><span·class="p">)</span> | 1086 | <span·class="gp">···....:·</span><span·class="n">files</span>·<span·class="o">=</span>·<span·class="n">pathlib</span><span·class="o">.</span><span·class="n">Path</span><span·class="p">(</span><span·class="s2">"data/timeseries/"</span><span·class="p">)</span><span·class="o">.</span><span·class="n">glob</span><span·class="p">(</span><span·class="s2">"ts*.parquet"</span><span·class="p">)</span> |
1087 | <span·class="gp">···....:·</span><span·class="n">counts</span>·<span·class="o">=</span>·<span·class="n">pd</span><span·class="o">.</span><span·class="n">Series</span><span·class="p">(</span><span·class="n">dtype</span><span·class="o">=</span><span·class="nb">int</span><span·class="p">)</span> | 1087 | <span·class="gp">···....:·</span><span·class="n">counts</span>·<span·class="o">=</span>·<span·class="n">pd</span><span·class="o">.</span><span·class="n">Series</span><span·class="p">(</span><span·class="n">dtype</span><span·class="o">=</span><span·class="nb">int</span><span·class="p">)</span> |
1088 | <span·class="gp">···....:·</span><span·class="k">for</span>·<span·class="n">path</span>·<span·class="ow">in</span>·<span·class="n">files</span><span·class="p">:</span> | 1088 | <span·class="gp">···....:·</span><span·class="k">for</span>·<span·class="n">path</span>·<span·class="ow">in</span>·<span·class="n">files</span><span·class="p">:</span> |
1089 | <span·class="gp">···....:·</span>····<span·class="n">df</span>·<span·class="o">=</span>·<span·class="n">pd</span><span·class="o">.</span><span·class="n">read_parquet</span><span·class="p">(</span><span·class="n">path</span><span·class="p">)</span> | 1089 | <span·class="gp">···....:·</span>····<span·class="n">df</span>·<span·class="o">=</span>·<span·class="n">pd</span><span·class="o">.</span><span·class="n">read_parquet</span><span·class="p">(</span><span·class="n">path</span><span·class="p">)</span> |
1090 | <span·class="gp">···....:·</span>····<span·class="n">counts</span>·<span·class="o">=</span>·<span·class="n">counts</span><span·class="o">.</span><span·class="n">add</span><span·class="p">(</span><span·class="n">df</span><span·class="p">[</span><span·class="s2">"name"</span><span·class="p">]</span><span·class="o">.</span><span·class="n">value_counts</span><span·class="p">(),</span>·<span·class="n">fill_value</span><span·class="o">=</span><span·class="mi">0</span><span·class="p">)</span> | 1090 | <span·class="gp">···....:·</span>····<span·class="n">counts</span>·<span·class="o">=</span>·<span·class="n">counts</span><span·class="o">.</span><span·class="n">add</span><span·class="p">(</span><span·class="n">df</span><span·class="p">[</span><span·class="s2">"name"</span><span·class="p">]</span><span·class="o">.</span><span·class="n">value_counts</span><span·class="p">(),</span>·<span·class="n">fill_value</span><span·class="o">=</span><span·class="mi">0</span><span·class="p">)</span> |
1091 | <span·class="gp">···....:·</span><span·class="n">counts</span><span·class="o">.</span><span·class="n">astype</span><span·class="p">(</span><span·class="nb">int</span><span·class="p">)</span> | 1091 | <span·class="gp">···....:·</span><span·class="n">counts</span><span·class="o">.</span><span·class="n">astype</span><span·class="p">(</span><span·class="nb">int</span><span·class="p">)</span> |
1092 | <span·class="gp">···....:·</span> | 1092 | <span·class="gp">···....:·</span> |
1093 | <span·class="go">CPU·times:·user· | 1093 | <span·class="go">CPU·times:·user·387·us,·sys:·165·us,·total:·552·us</span> |
1094 | <span·class="go">Wall·time:· | 1094 | <span·class="go">Wall·time:·559·us</span> |
1095 | <span·class="gh">Out[32]:·</span><span·class="go">Series([],·dtype:·int64)</span> | 1095 | <span·class="gh">Out[32]:·</span><span·class="go">Series([],·dtype:·int64)</span> |
1096 | </pre></div> | 1096 | </pre></div> |
1097 | </div> | 1097 | </div> |
1098 | <p>Some·readers,·like·<a·class="reference·internal"·href="../reference/api/pandas.read_csv.html#pandas.read_csv"·title="pandas.read_csv"><code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">pandas.read_csv()</span></code></a>,·offer·parameters·to·control·the | 1098 | <p>Some·readers,·like·<a·class="reference·internal"·href="../reference/api/pandas.read_csv.html#pandas.read_csv"·title="pandas.read_csv"><code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">pandas.read_csv()</span></code></a>,·offer·parameters·to·control·the |
1099 | <code·class="docutils·literal·notranslate"><span·class="pre">chunksize</span></code>·when·reading·a·single·file.</p> | 1099 | <code·class="docutils·literal·notranslate"><span·class="pre">chunksize</span></code>·when·reading·a·single·file.</p> |
1100 | <p>Manually·chunking·is·an·OK·option·for·workflows·that·don’t | 1100 | <p>Manually·chunking·is·an·OK·option·for·workflows·that·don’t |
1101 | require·too·sophisticated·of·operations.·Some·operations,·like·<a·class="reference·internal"·href="../reference/api/pandas.DataFrame.groupby.html#pandas.DataFrame.groupby"·title="pandas.DataFrame.groupby"><code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">pandas.DataFrame.groupby()</span></code></a>,·are | 1101 | require·too·sophisticated·of·operations.·Some·operations,·like·<a·class="reference·internal"·href="../reference/api/pandas.DataFrame.groupby.html#pandas.DataFrame.groupby"·title="pandas.DataFrame.groupby"><code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">pandas.DataFrame.groupby()</span></code></a>,·are |
Offset 644, 16 lines modified | Offset 644, 16 lines modified | ||
644 | ···....:·files·=·pathlib.Path("data/timeseries/").glob("ts*.parquet") | 644 | ···....:·files·=·pathlib.Path("data/timeseries/").glob("ts*.parquet") |
645 | ···....:·counts·=·pd.Series(dtype=int) | 645 | ···....:·counts·=·pd.Series(dtype=int) |
646 | ···....:·for·path·in·files: | 646 | ···....:·for·path·in·files: |
647 | ···....:·····df·=·pd.read_parquet(path) | 647 | ···....:·····df·=·pd.read_parquet(path) |
648 | ···....:·····counts·=·counts.add(df["name"].value_counts(),·fill_value=0) | 648 | ···....:·····counts·=·counts.add(df["name"].value_counts(),·fill_value=0) |
649 | ···....:·counts.astype(int) | 649 | ···....:·counts.astype(int) |
650 | ···....: | 650 | ···....: |
651 | CPU·times:·user· | 651 | CPU·times:·user·387·us,·sys:·165·us,·total:·552·us |
652 | Wall·time:· | 652 | Wall·time:·559·us |
653 | Out[32]:·Series([],·dtype:·int64) | 653 | Out[32]:·Series([],·dtype:·int64) |
654 | Some·readers,·like·_\x8p_\x8a_\x8n_\x8d_\x8a_\x8s_\x8._\x8r_\x8e_\x8a_\x8d_\x8__\x8c_\x8s_\x8v_\x8(_\x8),·offer·parameters·to·control·the·chunksize | 654 | Some·readers,·like·_\x8p_\x8a_\x8n_\x8d_\x8a_\x8s_\x8._\x8r_\x8e_\x8a_\x8d_\x8__\x8c_\x8s_\x8v_\x8(_\x8),·offer·parameters·to·control·the·chunksize |
655 | when·reading·a·single·file. | 655 | when·reading·a·single·file. |
656 | Manually·chunking·is·an·OK·option·for·workflows·that·don’t·require·too | 656 | Manually·chunking·is·an·OK·option·for·workflows·that·don’t·require·too |
657 | sophisticated·of·operations.·Some·operations,·like·_\x8p_\x8a_\x8n_\x8d_\x8a_\x8s_\x8._\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e_\x8._\x8g_\x8r_\x8o_\x8u_\x8p_\x8b_\x8y_\x8(_\x8), | 657 | sophisticated·of·operations.·Some·operations,·like·_\x8p_\x8a_\x8n_\x8d_\x8a_\x8s_\x8._\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e_\x8._\x8g_\x8r_\x8o_\x8u_\x8p_\x8b_\x8y_\x8(_\x8), |
658 | are·much·harder·to·do·chunkwise.·In·these·cases,·you·may·be·better·switching·to | 658 | are·much·harder·to·do·chunkwise.·In·these·cases,·you·may·be·better·switching·to |
659 | a·different·library·that·implements·these·out-of-core·algorithms·for·you. | 659 | a·different·library·that·implements·these·out-of-core·algorithms·for·you. |
Offset 39, 18 lines modified | Offset 39, 18 lines modified | ||
39 | ············] | 39 | ············] |
40 | ········}, | 40 | ········}, |
41 | ········{ | 41 | ········{ |
42 | ············"cell_type":·"code", | 42 | ············"cell_type":·"code", |
43 | ············"execution_count":·1, | 43 | ············"execution_count":·1, |
44 | ············"metadata":·{ | 44 | ············"metadata":·{ |
45 | ················"execution":·{ | 45 | ················"execution":·{ |
46 | ····················"iopub.execute_input":·"202 | 46 | ····················"iopub.execute_input":·"2026-09-02T22:38:54.291553Z", |
47 | ····················"iopub.status.busy":·"202 | 47 | ····················"iopub.status.busy":·"2026-09-02T22:38:54.291090Z", |
48 | ····················"iopub.status.idle":·"202 | 48 | ····················"iopub.status.idle":·"2026-09-02T22:38:54.692878Z", |
49 | ····················"shell.execute_reply":·"202 | 49 | ····················"shell.execute_reply":·"2026-09-02T22:38:54.691991Z" |
50 | ················}, | 50 | ················}, |
51 | ················"nbsphinx":·"hidden" | 51 | ················"nbsphinx":·"hidden" |
52 | ············}, | 52 | ············}, |
53 | ············"outputs":·[], | 53 | ············"outputs":·[], |
54 | ············"source":·[ | 54 | ············"source":·[ |
55 | ················"import·matplotlib.pyplot\n", | 55 | ················"import·matplotlib.pyplot\n", |
56 | ················"#·We·have·this·here·to·trigger·matplotlib's·font·cache·stuff.\n", | 56 | ················"#·We·have·this·here·to·trigger·matplotlib's·font·cache·stuff.\n", |
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77 | ············] | 77 | ············] |
78 | ········}, | 78 | ········}, |
79 | ········{ | 79 | ········{ |
80 | ············"cell_type":·"code", | 80 | ············"cell_type":·"code", |
81 | ············"execution_count":·2, | 81 | ············"execution_count":·2, |
82 | ············"metadata":·{ | 82 | ············"metadata":·{ |
83 | ················"execution":·{ | 83 | ················"execution":·{ |
84 | ····················"iopub.execute_input":·"202 | 84 | ····················"iopub.execute_input":·"2026-09-02T22:38:54.696482Z", |
85 | ····················"iopub.status.busy":·"202 | 85 | ····················"iopub.status.busy":·"2026-09-02T22:38:54.696150Z", |
86 | ····················"iopub.status.idle":·"202 | 86 | ····················"iopub.status.idle":·"2026-09-02T22:38:54.987703Z", |
87 | ····················"shell.execute_reply":·"202 | 87 | ····················"shell.execute_reply":·"2026-09-02T22:38:54.986793Z" |
88 | ················} | 88 | ················} |
89 | ············}, | 89 | ············}, |
90 | ············"outputs":·[], | 90 | ············"outputs":·[], |
91 | ············"source":·[ | 91 | ············"source":·[ |
92 | ················"import·pandas·as·pd\n", | 92 | ················"import·pandas·as·pd\n", |
93 | ················"import·numpy·as·np\n", | 93 | ················"import·numpy·as·np\n", |
94 | ················"import·matplotlib·as·mpl\n" | 94 | ················"import·matplotlib·as·mpl\n" |
95 | ············] | 95 | ············] |
96 | ········}, | 96 | ········}, |
97 | ········{ | 97 | ········{ |
98 | ············"cell_type":·"code", | 98 | ············"cell_type":·"code", |
99 | ············"execution_count":·3, | 99 | ············"execution_count":·3, |
100 | ············"metadata":·{ | 100 | ············"metadata":·{ |
101 | ················"execution":·{ | 101 | ················"execution":·{ |
102 | ····················"iopub.execute_input":·"202 | 102 | ····················"iopub.execute_input":·"2026-09-02T22:38:54.991191Z", |
103 | ····················"iopub.status.busy":·"202 | 103 | ····················"iopub.status.busy":·"2026-09-02T22:38:54.990852Z", |
104 | ····················"iopub.status.idle":·"2025-07-31T15:21:04.516858Z", | ||
105 | ····················" | 104 | ····················"iopub.status.idle":·"2026-09-02T22:38:55.039381Z", |
105 | ····················"shell.execute_reply":·"2026-09-02T22:38:55.038474Z" | ||
106 | ················}, | 106 | ················}, |
107 | ················"nbsphinx":·"hidden" | 107 | ················"nbsphinx":·"hidden" |
108 | ············}, | 108 | ············}, |
109 | ············"outputs":·[], | 109 | ············"outputs":·[], |
110 | ············"source":·[ | 110 | ············"source":·[ |
111 | ················"#·For·reproducibility·-·this·doesn't·respect·uuid_len·or·positionally-passed·uuid·but·the·places·here·that·use·that·coincidentally·bypass·this·anyway\n", | 111 | ················"#·For·reproducibility·-·this·doesn't·respect·uuid_len·or·positionally-passed·uuid·but·the·places·here·that·use·that·coincidentally·bypass·this·anyway\n", |
112 | ················"from·pandas.io.formats.style·import·Styler\n", | 112 | ················"from·pandas.io.formats.style·import·Styler\n", |
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123 | ············] | 123 | ············] |
124 | ········}, | 124 | ········}, |
125 | ········{ | 125 | ········{ |
126 | ············"cell_type":·"code", | 126 | ············"cell_type":·"code", |
127 | ············"execution_count":·4, | 127 | ············"execution_count":·4, |
128 | ············"metadata":·{ | 128 | ············"metadata":·{ |
129 | ················"execution":·{ | 129 | ················"execution":·{ |
130 | ····················"iopub.execute_input":·"202 | 130 | ····················"iopub.execute_input":·"2026-09-02T22:38:55.042737Z", |
131 | ····················"iopub.status.busy":·"202 | 131 | ····················"iopub.status.busy":·"2026-09-02T22:38:55.042401Z", |
132 | ····················"iopub.status.idle":·"202 | 132 | ····················"iopub.status.idle":·"2026-09-02T22:38:55.052688Z", |
133 | ····················"shell.execute_reply":·"202 | 133 | ····················"shell.execute_reply":·"2026-09-02T22:38:55.051801Z" |
134 | ················} | 134 | ················} |
135 | ············}, | 135 | ············}, |
136 | ············"outputs":·[ | 136 | ············"outputs":·[ |
137 | ················{ | 137 | ················{ |
138 | ····················"data":·{ | 138 | ····················"data":·{ |
139 | ························"text/html":·[ | 139 | ························"text/html":·[ |
140 | ····························"<style·type=\"text/css\">\n", | 140 | ····························"<style·type=\"text/css\">\n", |
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193 | ············] | 193 | ············] |
194 | ········}, | 194 | ········}, |
195 | ········{ | 195 | ········{ |
196 | ············"cell_type":·"code", | 196 | ············"cell_type":·"code", |
197 | ············"execution_count":·5, | 197 | ············"execution_count":·5, |
198 | ············"metadata":·{ | 198 | ············"metadata":·{ |
199 | ················"execution":·{ | 199 | ················"execution":·{ |
200 | ····················"iopub.execute_input":·"202 | 200 | ····················"iopub.execute_input":·"2026-09-02T22:38:55.124482Z", |
201 | ····················"iopub.status.busy":·"202 | 201 | ····················"iopub.status.busy":·"2026-09-02T22:38:55.124224Z", |
202 | ····················"iopub.status.idle":·"202 | 202 | ····················"iopub.status.idle":·"2026-09-02T22:38:55.137586Z", |
203 | ····················"shell.execute_reply":·"202 | 203 | ····················"shell.execute_reply":·"2026-09-02T22:38:55.136510Z" |
204 | ················} | 204 | ················} |
205 | ············}, | 205 | ············}, |
206 | ············"outputs":·[ | 206 | ············"outputs":·[ |
207 | ················{ | 207 | ················{ |
208 | ····················"data":·{ | 208 | ····················"data":·{ |
209 | ························"text/html":·[ | 209 | ························"text/html":·[ |
210 | ····························"<div>\n", | 210 | ····························"<div>\n", |
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327 | ············] | 327 | ············] |
328 | ········}, | 328 | ········}, |
329 | ········{ | 329 | ········{ |
330 | ············"cell_type":·"code", | 330 | ············"cell_type":·"code", |
331 | ············"execution_count":·6, | 331 | ············"execution_count":·6, |
332 | ············"metadata":·{ | 332 | ············"metadata":·{ |
333 | ················"execution":·{ | 333 | ················"execution":·{ |
334 | ····················"iopub.execute_input":·"202 | 334 | ····················"iopub.execute_input":·"2026-09-02T22:38:55.141114Z", |
335 | ····················"iopub.status.busy":·"202 | 335 | ····················"iopub.status.busy":·"2026-09-02T22:38:55.140769Z", |
336 | ····················"iopub.status.idle":·"202 | 336 | ····················"iopub.status.idle":·"2026-09-02T22:38:55.157026Z", |
337 | ····················"shell.execute_reply":·"202 | 337 | ····················"shell.execute_reply":·"2026-09-02T22:38:55.155886Z" |
338 | ················} | 338 | ················} |
339 | ············}, | 339 | ············}, |
340 | ············"outputs":·[ | 340 | ············"outputs":·[ |
341 | ················{ | 341 | ················{ |
342 | ····················"data":·{ | 342 | ····················"data":·{ |
343 | ························"text/html":·[ | 343 | ························"text/html":·[ |
344 | ····························"<style·type=\"text/css\">\n", | 344 | ····························"<style·type=\"text/css\">\n", |
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448 | ············] | 448 | ············] |
449 | ········}, | 449 | ········}, |
450 | ········{ | 450 | ········{ |
451 | ············"cell_type":·"code", | 451 | ············"cell_type":·"code", |
452 | ············"execution_count":·7, | 452 | ············"execution_count":·7, |
453 | ············"metadata":·{ | 453 | ············"metadata":·{ |
454 | ················"execution":·{ | 454 | ················"execution":·{ |
455 | ····················"iopub.execute_input":·"202 | 455 | ····················"iopub.execute_input":·"2026-09-02T22:38:55.160665Z", |
456 | ····················"iopub.status.busy":·"202 | 456 | ····················"iopub.status.busy":·"2026-09-02T22:38:55.160278Z", |
457 | ····················"iopub.status.idle":·"202 | 457 | ····················"iopub.status.idle":·"2026-09-02T22:38:55.172225Z", |
458 | ····················"shell.execute_reply":·"202 | 458 | ····················"shell.execute_reply":·"2026-09-02T22:38:55.171176Z" |
459 | ················} | 459 | ················} |
460 | ············}, | 460 | ············}, |
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Offset 1613, 20 lines modified | Offset 1613, 20 lines modified | ||
1613 | <span·class="gp">In·[94]:·</span><span·class="n">df1</span><span·class="p">,</span>·<span·class="n">df2</span><span·class="p">,</span>·<span·class="n">df3</span><span·class="p">,</span>·<span·class="n">df4</span>·<span·class="o">=</span>·<span·class="p">[</span><span·class="n">pd</span><span·class="o">.</span><span·class="n">DataFrame</span><span·class="p">(</span><span·class="n">np</span><span·class="o">.</span><span·class="n">random</span><span·class="o">.</span><span·class="n">randn</span><span·class="p">(</span><span·class="n">nrows</span><span·class="p">,</span>·<span·class="n">ncols</span><span·class="p">))</span> | 1613 | <span·class="gp">In·[94]:·</span><span·class="n">df1</span><span·class="p">,</span>·<span·class="n">df2</span><span·class="p">,</span>·<span·class="n">df3</span><span·class="p">,</span>·<span·class="n">df4</span>·<span·class="o">=</span>·<span·class="p">[</span><span·class="n">pd</span><span·class="o">.</span><span·class="n">DataFrame</span><span·class="p">(</span><span·class="n">np</span><span·class="o">.</span><span·class="n">random</span><span·class="o">.</span><span·class="n">randn</span><span·class="p">(</span><span·class="n">nrows</span><span·class="p">,</span>·<span·class="n">ncols</span><span·class="p">))</span> |
1614 | <span·class="gp">···....:·</span>······················<span·class="k">for</span>·<span·class="n">_</span>·<span·class="ow">in</span>·<span·class="nb">range</span><span·class="p">(</span><span·class="mi">4</span><span·class="p">)]</span> | 1614 | <span·class="gp">···....:·</span>······················<span·class="k">for</span>·<span·class="n">_</span>·<span·class="ow">in</span>·<span·class="nb">range</span><span·class="p">(</span><span·class="mi">4</span><span·class="p">)]</span> |
1615 | <span·class="gp">···....:·</span> | 1615 | <span·class="gp">···....:·</span> |
1616 | </pre></div> | 1616 | </pre></div> |
1617 | </div> | 1617 | </div> |
1618 | <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="go">#·eval·with·NumExpr·backend</span> | 1618 | <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="go">#·eval·with·NumExpr·backend</span> |
1619 | <span·class="gp">In·[95]:·</span><span·class="o">%</span><span·class="k">timeit</span>·pd.eval('df1·+·df2·+·df3·+·df4') | 1619 | <span·class="gp">In·[95]:·</span><span·class="o">%</span><span·class="k">timeit</span>·pd.eval('df1·+·df2·+·df3·+·df4') |
1620 | <span·class="go"> | 1620 | <span·class="go">6.58·ms·+-·191·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)</span> |
1621 | </pre></div> | 1621 | </pre></div> |
1622 | </div> | 1622 | </div> |
1623 | <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="go">#·pure·Python·evaluation</span> | 1623 | <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="go">#·pure·Python·evaluation</span> |
1624 | <span·class="gp">In·[96]:·</span><span·class="o">%</span><span·class="k">timeit</span>·df1·+·df2·+·df3·+·df4 | 1624 | <span·class="gp">In·[96]:·</span><span·class="o">%</span><span·class="k">timeit</span>·df1·+·df2·+·df3·+·df4 |
1625 | <span·class="go"> | 1625 | <span·class="go">3.89·ms·+-·81.3·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)</span> |
1626 | </pre></div> | 1626 | </pre></div> |
1627 | </div> | 1627 | </div> |
1628 | <p>For·more·details,·see·the·<a·class="reference·internal"·href="../user_guide/enhancingperf.html#enhancingperf-eval"><span·class="std·std-ref">the·docs</span></a></p> | 1628 | <p>For·more·details,·see·the·<a·class="reference·internal"·href="../user_guide/enhancingperf.html#enhancingperf-eval"><span·class="std·std-ref">the·docs</span></a></p> |
1629 | </li> | 1629 | </li> |
1630 | <li><p>Similar·to·<code·class="docutils·literal·notranslate"><span·class="pre">pandas.eval</span></code>,·<a·class="reference·internal"·href="../reference/api/pandas.DataFrame.html#pandas.DataFrame"·title="pandas.DataFrame"><code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">DataFrame</span></code></a>·has·a·new | 1630 | <li><p>Similar·to·<code·class="docutils·literal·notranslate"><span·class="pre">pandas.eval</span></code>,·<a·class="reference·internal"·href="../reference/api/pandas.DataFrame.html#pandas.DataFrame"·title="pandas.DataFrame"><code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">DataFrame</span></code></a>·has·a·new |
1631 | <code·class="docutils·literal·notranslate"><span·class="pre">DataFrame.eval</span></code>·method·that·evaluates·an·expression·in·the·context·of | 1631 | <code·class="docutils·literal·notranslate"><span·class="pre">DataFrame.eval</span></code>·method·that·evaluates·an·expression·in·the·context·of |
1632 | the·<code·class="docutils·literal·notranslate"><span·class="pre">DataFrame</span></code>.·For·example,</p> | 1632 | the·<code·class="docutils·literal·notranslate"><span·class="pre">DataFrame</span></code>.·For·example,</p> |
Offset 965, 18 lines modified | Offset 965, 18 lines modified | ||
965 | ······In·[94]:·df1,·df2,·df3,·df4·=·[pd.DataFrame(np.random.randn(nrows, | 965 | ······In·[94]:·df1,·df2,·df3,·df4·=·[pd.DataFrame(np.random.randn(nrows, |
966 | ······ncols)) | 966 | ······ncols)) |
967 | ·········....:·······················for·_·in·range(4)] | 967 | ·········....:·······················for·_·in·range(4)] |
968 | ·········....: | 968 | ·········....: |
969 | ······#·eval·with·NumExpr·backend | 969 | ······#·eval·with·NumExpr·backend |
970 | ······In·[95]:·%timeit·pd.eval('df1·+·df2·+·df3·+·df4') | 970 | ······In·[95]:·%timeit·pd.eval('df1·+·df2·+·df3·+·df4') |
971 | ······ | 971 | ······6.58·ms·+-·191·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each) |
972 | ······#·pure·Python·evaluation | 972 | ······#·pure·Python·evaluation |
973 | ······In·[96]:·%timeit·df1·+·df2·+·df3·+·df4 | 973 | ······In·[96]:·%timeit·df1·+·df2·+·df3·+·df4 |
974 | ······ | 974 | ······3.89·ms·+-·81.3·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each) |
975 | ······For·more·details,·see·the·_\x8t_\x8h_\x8e_\x8·_\x8d_\x8o_\x8c_\x8s | 975 | ······For·more·details,·see·the·_\x8t_\x8h_\x8e_\x8·_\x8d_\x8o_\x8c_\x8s |
976 | ····*·Similar·to·pandas.eval,·_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e·has·a·new·DataFrame.eval·method·that | 976 | ····*·Similar·to·pandas.eval,·_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e·has·a·new·DataFrame.eval·method·that |
977 | ······evaluates·an·expression·in·the·context·of·the·DataFrame.·For·example, | 977 | ······evaluates·an·expression·in·the·context·of·the·DataFrame.·For·example, |
978 | ······In·[97]:·df·=·pd.DataFrame(np.random.randn(10,·2),·columns=['a',·'b']) | 978 | ······In·[97]:·df·=·pd.DataFrame(np.random.randn(10,·2),·columns=['a',·'b']) |
979 | ······In·[98]:·df.eval('a·+·b') | 979 | ······In·[98]:·df.eval('a·+·b') |
980 | ······Out[98]: | 980 | ······Out[98]: |
Offset 1458, 18 lines modified | Offset 1458, 18 lines modified | ||
1458 | </div> | 1458 | </div> |
1459 | <div·class="admonition·note"> | 1459 | <div·class="admonition·note"> |
1460 | <p·class="admonition-title">Note</p> | 1460 | <p·class="admonition-title">Note</p> |
1461 | <p>If·you·want·to·perform·calculations·based·on·today’s·date,·use·<code·class="docutils·literal·notranslate"><span·class="pre">Timestamp.now()</span></code>·and·<code·class="docutils·literal·notranslate"><span·class="pre">pandas.tseries.offsets</span></code>.</p> | 1461 | <p>If·you·want·to·perform·calculations·based·on·today’s·date,·use·<code·class="docutils·literal·notranslate"><span·class="pre">Timestamp.now()</span></code>·and·<code·class="docutils·literal·notranslate"><span·class="pre">pandas.tseries.offsets</span></code>.</p> |
1462 | <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[65]:·</span><span·class="kn">import</span>·<span·class="nn">pandas.tseries.offsets</span>·<span·class="k">as</span>·<span·class="nn">offsets</span> | 1462 | <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[65]:·</span><span·class="kn">import</span>·<span·class="nn">pandas.tseries.offsets</span>·<span·class="k">as</span>·<span·class="nn">offsets</span> |
1463 | <span·class="gp">In·[66]:·</span><span·class="n">pd</span><span·class="o">.</span><span·class="n">Timestamp</span><span·class="o">.</span><span·class="n">now</span><span·class="p">()</span> | 1463 | <span·class="gp">In·[66]:·</span><span·class="n">pd</span><span·class="o">.</span><span·class="n">Timestamp</span><span·class="o">.</span><span·class="n">now</span><span·class="p">()</span> |
1464 | <span·class="gh">Out[66]:·</span><span·class="go">Timestamp('202 | 1464 | <span·class="gh">Out[66]:·</span><span·class="go">Timestamp('2026-09-03·12:39:38.036687')</span> |
1465 | <span·class="gp">In·[67]:·</span><span·class="n">pd</span><span·class="o">.</span><span·class="n">Timestamp</span><span·class="o">.</span><span·class="n">now</span><span·class="p">()</span>·<span·class="o">+</span>·<span·class="n">offsets</span><span·class="o">.</span><span·class="n">DateOffset</span><span·class="p">(</span><span·class="n">years</span><span·class="o">=</span><span·class="mi">1</span><span·class="p">)</span> | 1465 | <span·class="gp">In·[67]:·</span><span·class="n">pd</span><span·class="o">.</span><span·class="n">Timestamp</span><span·class="o">.</span><span·class="n">now</span><span·class="p">()</span>·<span·class="o">+</span>·<span·class="n">offsets</span><span·class="o">.</span><span·class="n">DateOffset</span><span·class="p">(</span><span·class="n">years</span><span·class="o">=</span><span·class="mi">1</span><span·class="p">)</span> |
1466 | <span·class="gh">Out[67]:·</span><span·class="go">Timestamp('202 | 1466 | <span·class="gh">Out[67]:·</span><span·class="go">Timestamp('2027-09-03·12:39:38.038018')</span> |
1467 | </pre></div> | 1467 | </pre></div> |
1468 | </div> | 1468 | </div> |
1469 | </div> | 1469 | </div> |
1470 | </section> | 1470 | </section> |
1471 | </section> | 1471 | </section> |
1472 | <section·id="changes-to-index-comparisons"> | 1472 | <section·id="changes-to-index-comparisons"> |
1473 | <h3>Changes·to·Index·comparisons<a·class="headerlink"·href="#changes-to-index-comparisons"·title="Link·to·this·heading">#</a></h3> | 1473 | <h3>Changes·to·Index·comparisons<a·class="headerlink"·href="#changes-to-index-comparisons"·title="Link·to·this·heading">#</a></h3> |
Offset 814, 18 lines modified | Offset 814, 18 lines modified | ||
814 | freq=None) | 814 | freq=None) |
815 | Note | 815 | Note |
816 | If·you·want·to·perform·calculations·based·on·today’s·date,·use·Timestamp.now() | 816 | If·you·want·to·perform·calculations·based·on·today’s·date,·use·Timestamp.now() |
817 | and·pandas.tseries.offsets. | 817 | and·pandas.tseries.offsets. |
818 | In·[65]:·import·pandas.tseries.offsets·as·offsets | 818 | In·[65]:·import·pandas.tseries.offsets·as·offsets |
819 | In·[66]:·pd.Timestamp.now() | 819 | In·[66]:·pd.Timestamp.now() |
820 | Out[66]:·Timestamp('202 | 820 | Out[66]:·Timestamp('2026-09-03·12:39:38.036687') |
821 | In·[67]:·pd.Timestamp.now()·+·offsets.DateOffset(years=1) | 821 | In·[67]:·pd.Timestamp.now()·+·offsets.DateOffset(years=1) |
822 | Out[67]:·Timestamp('202 | 822 | Out[67]:·Timestamp('2027-09-03·12:39:38.038018') |
823 | *\x8**\x8**\x8**\x8*·C\x8Ch\x8ha\x8an\x8ng\x8ge\x8es\x8s·t\x8to\x8o·I\x8In\x8nd\x8de\x8ex\x8x·c\x8co\x8om\x8mp\x8pa\x8ar\x8ri\x8is\x8so\x8on\x8ns\x8s_\x8#\x8#·*\x8**\x8**\x8**\x8* | 823 | *\x8**\x8**\x8**\x8*·C\x8Ch\x8ha\x8an\x8ng\x8ge\x8es\x8s·t\x8to\x8o·I\x8In\x8nd\x8de\x8ex\x8x·c\x8co\x8om\x8mp\x8pa\x8ar\x8ri\x8is\x8so\x8on\x8ns\x8s_\x8#\x8#·*\x8**\x8**\x8**\x8* |
824 | Operator·equal·on·Index·should·behavior·similarly·to·Series·(_\x8G_\x8H_\x8·_\x89_\x89_\x84_\x87,·_\x8G_\x8H_\x8·_\x81_\x80_\x86_\x83_\x87) | 824 | Operator·equal·on·Index·should·behavior·similarly·to·Series·(_\x8G_\x8H_\x8·_\x89_\x89_\x84_\x87,·_\x8G_\x8H_\x8·_\x81_\x80_\x86_\x83_\x87) |
825 | Starting·in·v0.17.0,·comparing·Index·objects·of·different·lengths·will·raise·a | 825 | Starting·in·v0.17.0,·comparing·Index·objects·of·different·lengths·will·raise·a |
826 | ValueError.·This·is·to·be·consistent·with·the·behavior·of·Series. | 826 | ValueError.·This·is·to·be·consistent·with·the·behavior·of·Series. |
827 | Previous·behavior: | 827 | Previous·behavior: |
828 | In·[2]:·pd.Index([1,·2,·3])·==·pd.Index([1,·4,·5]) | 828 | In·[2]:·pd.Index([1,·2,·3])·==·pd.Index([1,·4,·5]) |
829 | Out[2]:·array([·True,·False,·False],·dtype=bool) | 829 | Out[2]:·array([·True,·False,·False],·dtype=bool) |
Offset 820, 18 lines modified | Offset 820, 18 lines modified | ||
820 | a·new·ndarray·of·period·objects·each·time.</p> | 820 | a·new·ndarray·of·period·objects·each·time.</p> |
821 | <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[18]:·</span><span·class="n">idx</span><span·class="o">.</span><span·class="n">values</span> | 821 | <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[18]:·</span><span·class="n">idx</span><span·class="o">.</span><span·class="n">values</span> |
822 | <span·class="gh">Out[18]:·</span> | 822 | <span·class="gh">Out[18]:·</span> |
823 | <span·class="go">array([Period('2000-01-01',·'D'),·Period('2000-01-02',·'D'),</span> | 823 | <span·class="go">array([Period('2000-01-01',·'D'),·Period('2000-01-02',·'D'),</span> |
824 | <span·class="go">·······Period('2000-01-03',·'D'),·Period('2000-01-04',·'D')],·dtype=object)</span> | 824 | <span·class="go">·······Period('2000-01-03',·'D'),·Period('2000-01-04',·'D')],·dtype=object)</span> |
825 | <span·class="gp">In·[19]:·</span><span·class="nb">id</span><span·class="p">(</span><span·class="n">idx</span><span·class="o">.</span><span·class="n">values</span><span·class="p">)</span> | 825 | <span·class="gp">In·[19]:·</span><span·class="nb">id</span><span·class="p">(</span><span·class="n">idx</span><span·class="o">.</span><span·class="n">values</span><span·class="p">)</span> |
826 | <span·class="gh">Out[19]:·</span><span·class="go">281472 | 826 | <span·class="gh">Out[19]:·</span><span·class="go">281472199186768</span> |
827 | <span·class="gp">In·[20]:·</span><span·class="nb">id</span><span·class="p">(</span><span·class="n">idx</span><span·class="o">.</span><span·class="n">values</span><span·class="p">)</span> | 827 | <span·class="gp">In·[20]:·</span><span·class="nb">id</span><span·class="p">(</span><span·class="n">idx</span><span·class="o">.</span><span·class="n">values</span><span·class="p">)</span> |
828 | <span·class="gh">Out[20]:·</span><span·class="go">281472 | 828 | <span·class="gh">Out[20]:·</span><span·class="go">281472199186768</span> |
829 | </pre></div> | 829 | </pre></div> |
830 | </div> | 830 | </div> |
831 | <p>If·you·need·an·actual·NumPy·array,·use·<a·class="reference·internal"·href="../reference/api/pandas.Series.to_numpy.html#pandas.Series.to_numpy"·title="pandas.Series.to_numpy"><code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">Series.to_numpy()</span></code></a>·or·<code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">Index.to_numpy()</span></code>.</p> | 831 | <p>If·you·need·an·actual·NumPy·array,·use·<a·class="reference·internal"·href="../reference/api/pandas.Series.to_numpy.html#pandas.Series.to_numpy"·title="pandas.Series.to_numpy"><code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">Series.to_numpy()</span></code></a>·or·<code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">Index.to_numpy()</span></code>.</p> |
832 | <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[21]:·</span><span·class="n">idx</span><span·class="o">.</span><span·class="n">to_numpy</span><span·class="p">()</span> | 832 | <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[21]:·</span><span·class="n">idx</span><span·class="o">.</span><span·class="n">to_numpy</span><span·class="p">()</span> |
833 | <span·class="gh">Out[21]:·</span> | 833 | <span·class="gh">Out[21]:·</span> |
834 | <span·class="go">array([Period('2000-01-01',·'D'),·Period('2000-01-02',·'D'),</span> | 834 | <span·class="go">array([Period('2000-01-01',·'D'),·Period('2000-01-02',·'D'),</span> |
835 | <span·class="go">·······Period('2000-01-03',·'D'),·Period('2000-01-04',·'D')],·dtype=object)</span> | 835 | <span·class="go">·······Period('2000-01-03',·'D'),·Period('2000-01-04',·'D')],·dtype=object)</span> |
Offset 268, 18 lines modified | Offset 268, 18 lines modified | ||
268 | each·time. | 268 | each·time. |
269 | In·[18]:·idx.values | 269 | In·[18]:·idx.values |
270 | Out[18]: | 270 | Out[18]: |
271 | array([Period('2000-01-01',·'D'),·Period('2000-01-02',·'D'), | 271 | array([Period('2000-01-01',·'D'),·Period('2000-01-02',·'D'), |
272 | ·······Period('2000-01-03',·'D'),·Period('2000-01-04',·'D')],·dtype=object) | 272 | ·······Period('2000-01-03',·'D'),·Period('2000-01-04',·'D')],·dtype=object) |
273 | In·[19]:·id(idx.values) | 273 | In·[19]:·id(idx.values) |
274 | Out[19]:·281472 | 274 | Out[19]:·281472199186768 |
275 | In·[20]:·id(idx.values) | 275 | In·[20]:·id(idx.values) |
276 | Out[20]:·281472 | 276 | Out[20]:·281472199186768 |
277 | If·you·need·an·actual·NumPy·array,·use·_\x8S_\x8e_\x8r_\x8i_\x8e_\x8s_\x8._\x8t_\x8o_\x8__\x8n_\x8u_\x8m_\x8p_\x8y_\x8(_\x8)·or·Index.to_numpy(). | 277 | If·you·need·an·actual·NumPy·array,·use·_\x8S_\x8e_\x8r_\x8i_\x8e_\x8s_\x8._\x8t_\x8o_\x8__\x8n_\x8u_\x8m_\x8p_\x8y_\x8(_\x8)·or·Index.to_numpy(). |
278 | In·[21]:·idx.to_numpy() | 278 | In·[21]:·idx.to_numpy() |
279 | Out[21]: | 279 | Out[21]: |
280 | array([Period('2000-01-01',·'D'),·Period('2000-01-02',·'D'), | 280 | array([Period('2000-01-01',·'D'),·Period('2000-01-02',·'D'), |
281 | ·······Period('2000-01-03',·'D'),·Period('2000-01-04',·'D')],·dtype=object) | 281 | ·······Period('2000-01-03',·'D'),·Period('2000-01-04',·'D')],·dtype=object) |
282 | In·[22]:·pd.Series(idx).to_numpy() | 282 | In·[22]:·pd.Series(idx).to_numpy() |
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1 | Displaying·notes·found·in:·.note.gnu.property | 1 | Displaying·notes·found·in:·.note.gnu.property |
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4 | Displaying·notes·found·in:·.note.gnu.build-id | 4 | Displaying·notes·found·in:·.note.gnu.build-id |
5 | ··Owner················Data·size·» Description | 5 | ··Owner················Data·size·» Description |
6 | ··GNU··················0x00000014» NT_GNU_BUILD_ID·(unique·build·ID·bitstring)» ····Build·ID:· | 6 | ··GNU··················0x00000014» NT_GNU_BUILD_ID·(unique·build·ID·bitstring)» ····Build·ID:·94f67c780a586e5be923a3d6f2e32a70361ac9ea |
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1 | Hex·dump·of·section·'.gnu_debuglink': | 1 | Hex·dump·of·section·'.gnu_debuglink': |
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1 | -rw-r--r--···0········0········0········4·2025-03-29·13:01:52.000000·debian-binary | 1 | -rw-r--r--···0········0········0········4·2025-03-29·13:01:52.000000·debian-binary |
2 | -rw-r--r--···0········0········0·····2596·2025-03-29·13:01:52.000000·control.tar.xz | 2 | -rw-r--r--···0········0········0·····2596·2025-03-29·13:01:52.000000·control.tar.xz |
3 | -rw-r--r--···0········0········0·3479 | 3 | -rw-r--r--···0········0········0·34794072·2025-03-29·13:01:52.000000·data.tar.xz |
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6 | Maintainer:·Debian·Science·Team·<debian-science-maintainers@lists.alioth.debian.org> | 6 | Maintainer:·Debian·Science·Team·<debian-science-maintainers@lists.alioth.debian.org> |
7 | Installed-Size:·36355 | 7 | Installed-Size:·36355 |
8 | Depends:·python3-pandas-lib·(=·2.2.3+dfsg-9) | 8 | Depends:·python3-pandas-lib·(=·2.2.3+dfsg-9) |
9 | Section:·debug | 9 | Section:·debug |
10 | Priority:·optional | 10 | Priority:·optional |
11 | Multi-Arch:·same | 11 | Multi-Arch:·same |
12 | Description:·debug·symbols·for·python3-pandas-lib | 12 | Description:·debug·symbols·for·python3-pandas-lib |
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60 | drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/94/ | ||
61 | -rw-r--r--···0·root·········(0)·root·········(0)···689472·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/94/f67c780a586e5be923a3d6f2e32a70361ac9ea.debug | ||
60 | drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/97/ | 62 | drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/97/ |
61 | -rw-r--r--···0·root·········(0)·root·········(0)···540064·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/97/3acdb86fea1f9e6079a45670de913b8e377e1a.debug | 63 | -rw-r--r--···0·root·········(0)·root·········(0)···540064·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/97/3acdb86fea1f9e6079a45670de913b8e377e1a.debug |
62 | drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/9b/ | 64 | drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/9b/ |
63 | -rw-r--r--···0·root·········(0)·root·········(0)···153360·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/9b/f9dad557e717aef02e9e2816aa59850815c11f.debug | 65 | -rw-r--r--···0·root·········(0)·root·········(0)···153360·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/9b/f9dad557e717aef02e9e2816aa59850815c11f.debug |
64 | drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/9e/ | 66 | drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/9e/ |
65 | -rw-r--r--···0·root·········(0)·root·········(0)····88632·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/9e/dd5ef947577d1b1c5cb31ce11ca9690b18a7e1.debug | 67 | -rw-r--r--···0·root·········(0)·root·········(0)····88632·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/9e/dd5ef947577d1b1c5cb31ce11ca9690b18a7e1.debug |
66 | drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/a2/ | 68 | drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/a2/ |
Offset 77, 16 lines modified | Offset 79, 14 lines modified | ||
77 | -rw-r--r--···0·root·········(0)·root·········(0)····40888·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/cd/0e640a6513cca23b9c74689f05762d3f1a231d.debug | 79 | -rw-r--r--···0·root·········(0)·root·········(0)····40888·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/cd/0e640a6513cca23b9c74689f05762d3f1a231d.debug |
78 | drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/d4/ | 80 | drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/d4/ |
79 | -rw-r--r--···0·root·········(0)·root·········(0)··3839928·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/d4/a702d43db43deb3cdc1ee0755272caff5d501d.debug | 81 | -rw-r--r--···0·root·········(0)·root·········(0)··3839928·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/d4/a702d43db43deb3cdc1ee0755272caff5d501d.debug |
80 | drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/e1/ | 82 | drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/e1/ |
81 | -rw-r--r--···0·root·········(0)·root·········(0)····95248·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/e1/7986f128630d127a4549b06c69bfd185270ef4.debug | 83 | -rw-r--r--···0·root·········(0)·root·········(0)····95248·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/e1/7986f128630d127a4549b06c69bfd185270ef4.debug |
82 | drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/eb/ | 84 | drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/eb/ |
83 | -rw-r--r--···0·root·········(0)·root·········(0)···443360·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/eb/e65ec935cf3b1c79288d68bd3d55608a648679.debug | 85 | -rw-r--r--···0·root·········(0)·root·········(0)···443360·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/eb/e65ec935cf3b1c79288d68bd3d55608a648679.debug |
84 | drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/ec/ | ||
85 | -rw-r--r--···0·root·········(0)·root·········(0)···689440·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/ec/53de102309fb49a6010c692dce58480b2cef01.debug | ||
86 | drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/fd/ | 86 | drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/fd/ |
87 | -rw-r--r--···0·root·········(0)·root·········(0)···747256·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/fd/9d811354ba8671a3863d774a82844841a94bd9.debug | 87 | -rw-r--r--···0·root·········(0)·root·········(0)···747256·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/fd/9d811354ba8671a3863d774a82844841a94bd9.debug |
88 | drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.dwz/ | 88 | drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.dwz/ |
89 | drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.dwz/aarch64-linux-gnu/ | 89 | drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.dwz/aarch64-linux-gnu/ |
90 | -rw-r--r--···0·root·········(0)·root·········(0)····60360·2025-03-29·13:01:52.000000·./usr/lib/debug/.dwz/aarch64-linux-gnu/python3-pandas-lib.debug | 90 | -rw-r--r--···0·root·········(0)·root·········(0)····60360·2025-03-29·13:01:52.000000·./usr/lib/debug/.dwz/aarch64-linux-gnu/python3-pandas-lib.debug |
91 | drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/share/ | 91 | drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/share/ |
92 | drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/share/doc/ | 92 | drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/share/doc/ |
Offset 6, 15 lines modified | Offset 6, 15 lines modified | ||
6 | ··OS/ABI:····························UNIX·-·System·V | 6 | ··OS/ABI:····························UNIX·-·System·V |
7 | ··ABI·Version:·······················0 | 7 | ··ABI·Version:·······················0 |
8 | ··Type:······························DYN·(Shared·object·file) | 8 | ··Type:······························DYN·(Shared·object·file) |
9 | ··Machine:···························AArch64 | 9 | ··Machine:···························AArch64 |
10 | ··Version:···························0x1 | 10 | ··Version:···························0x1 |
11 | ··Entry·point·address:···············0x0 | 11 | ··Entry·point·address:···············0x0 |
12 | ··Start·of·program·headers:··········64·(bytes·into·file) | 12 | ··Start·of·program·headers:··········64·(bytes·into·file) |
13 | ··Start·of·section·headers:··········6871 | 13 | ··Start·of·section·headers:··········687168·(bytes·into·file) |
14 | ··Flags:·····························0x0 | 14 | ··Flags:·····························0x0 |
15 | ··Size·of·this·header:···············64·(bytes) | 15 | ··Size·of·this·header:···············64·(bytes) |
16 | ··Size·of·program·headers:···········56·(bytes) | 16 | ··Size·of·program·headers:···········56·(bytes) |
17 | ··Number·of·program·headers:·········9 | 17 | ··Number·of·program·headers:·········9 |
18 | ··Size·of·section·headers:···········64·(bytes) | 18 | ··Size·of·section·headers:···········64·(bytes) |
19 | ··Number·of·section·headers:·········36 | 19 | ··Number·of·section·headers:·········36 |
20 | ··Section·header·string·table·index:·35 | 20 | ··Section·header·string·table·index:·35 |
Offset 1, 8 lines modified | Offset 1, 8 lines modified | ||
1 | There·are·36·section·headers,·starting·at·offset·0xa7c | 1 | There·are·36·section·headers,·starting·at·offset·0xa7c40: |
2 | Section·Headers: | 2 | Section·Headers: |
3 | ··[Nr]·Name··············Type············Address··········Off····Size···ES·Flg·Lk·Inf·Al | 3 | ··[Nr]·Name··············Type············Address··········Off····Size···ES·Flg·Lk·Inf·Al |
4 | ··[·0]···················NULL············0000000000000000·000000·000000·00······0···0··0 | 4 | ··[·0]···················NULL············0000000000000000·000000·000000·00······0···0··0 |
5 | ··[·1]·.note.gnu.property·NOTE············0000000000000238·000238·000020·00···A··0···0··8 | 5 | ··[·1]·.note.gnu.property·NOTE············0000000000000238·000238·000020·00···A··0···0··8 |
6 | ··[·2]·.note.gnu.build-id·NOTE············0000000000000258·000258·000024·00···A··0···0··4 | 6 | ··[·2]·.note.gnu.build-id·NOTE············0000000000000258·000258·000024·00···A··0···0··4 |
7 | ··[·3]·.gnu.hash·········NOBITS··········0000000000000280·00027c·000028·00···A··4···0··8 | 7 | ··[·3]·.gnu.hash·········NOBITS··········0000000000000280·00027c·000028·00···A··4···0··8 |
Offset 23, 23 lines modified | Offset 23, 23 lines modified | ||
23 | ··[18]·.fini_array·······NOBITS··········000000000005f740·00f730·000008·08··WA··0···0··8 | 23 | ··[18]·.fini_array·······NOBITS··········000000000005f740·00f730·000008·08··WA··0···0··8 |
24 | ··[19]·.dynamic··········NOBITS··········000000000005f748·00f730·000200·10··WA··5···0··8 | 24 | ··[19]·.dynamic··········NOBITS··········000000000005f748·00f730·000200·10··WA··5···0··8 |
25 | ··[20]·.got··············NOBITS··········000000000005f948·00f730·0006b8·08··WA··0···0··8 | 25 | ··[20]·.got··············NOBITS··········000000000005f948·00f730·0006b8·08··WA··0···0··8 |
26 | ··[21]·.data·············NOBITS··········0000000000060000·00f730·0015a0·00··WA··0···0·16 | 26 | ··[21]·.data·············NOBITS··········0000000000060000·00f730·0015a0·00··WA··0···0·16 |
27 | ··[22]·.bss··············NOBITS··········00000000000615a0·00f730·001198·00··WA··0···0·16 | 27 | ··[22]·.bss··············NOBITS··········00000000000615a0·00f730·001198·00··WA··0···0·16 |
28 | ··[23]·.comment··········PROGBITS········0000000000000000·00027c·00001f·01··MS··0···0··1 | 28 | ··[23]·.comment··········PROGBITS········0000000000000000·00027c·00001f·01··MS··0···0··1 |
29 | ··[24]·.debug_aranges····PROGBITS········0000000000000000·0002a0·00010f·00···C··0···0··8 | 29 | ··[24]·.debug_aranges····PROGBITS········0000000000000000·0002a0·00010f·00···C··0···0··8 |
30 | ··[25]·.debug_info·······PROGBITS········0000000000000000·0003b0·040d | 30 | ··[25]·.debug_info·······PROGBITS········0000000000000000·0003b0·040d42·00···C··0···0··8 |
31 | ··[26]·.debug_abbrev·····PROGBITS········0000000000000000·0410 | 31 | ··[26]·.debug_abbrev·····PROGBITS········0000000000000000·0410f8·000531·00···C··0···0··8 |
32 | ··[27]·.debug_line·······PROGBITS········0000000000000000·0416 | 32 | ··[27]·.debug_line·······PROGBITS········0000000000000000·041630·01ca3e·00···C··0···0··8 |
33 | ··[28]·.debug_str········PROGBITS········0000000000000000·05e0 | 33 | ··[28]·.debug_str········PROGBITS········0000000000000000·05e070·000686·01·MSC··0···0··8 |
34 | ··[29]·.debug_line_str···PROGBITS········0000000000000000·05e6 | 34 | ··[29]·.debug_line_str···PROGBITS········0000000000000000·05e6f8·0001d2·01·MSC··0···0··8 |
35 | ··[30]·.debug_loclists···PROGBITS········0000000000000000·05e8 | 35 | ··[30]·.debug_loclists···PROGBITS········0000000000000000·05e8d0·0353ea·00···C··0···0··8 |
36 | ··[31]·.debug_rnglists···PROGBITS········0000000000000000·093c | 36 | ··[31]·.debug_rnglists···PROGBITS········0000000000000000·093cc0·007dfd·00···C··0···0··8 |
37 | ··[32]·.gnu_debugaltlink·PROGBITS········0000000000000000·09ba | 37 | ··[32]·.gnu_debugaltlink·PROGBITS········0000000000000000·09babd·000053·00······0···0··1 |
38 | ··[33]·.symtab···········SYMTAB··········0000000000000000·09b | 38 | ··[33]·.symtab···········SYMTAB··········0000000000000000·09bb10·0061b0·18·····34·832··8 |
39 | ··[34]·.strtab···········STRTAB··········0000000000000000·0a1c | 39 | ··[34]·.strtab···········STRTAB··········0000000000000000·0a1cc0·005e04·00······0···0··1 |
40 | ··[35]·.shstrtab·········STRTAB··········0000000000000000·0a7a | 40 | ··[35]·.shstrtab·········STRTAB··········0000000000000000·0a7ac4·000179·00······0···0··1 |
41 | Key·to·Flags: | 41 | Key·to·Flags: |
42 | ··W·(write),·A·(alloc),·X·(execute),·M·(merge),·S·(strings),·I·(info), | 42 | ··W·(write),·A·(alloc),·X·(execute),·M·(merge),·S·(strings),·I·(info), |
43 | ··L·(link·order),·O·(extra·OS·processing·required),·G·(group),·T·(TLS), | 43 | ··L·(link·order),·O·(extra·OS·processing·required),·G·(group),·T·(TLS), |
44 | ··C·(compressed),·x·(unknown),·o·(OS·specific),·E·(exclude), | 44 | ··C·(compressed),·x·(unknown),·o·(OS·specific),·E·(exclude), |
45 | ··D·(mbind),·p·(processor·specific) | 45 | ··D·(mbind),·p·(processor·specific) |
Offset 1, 8 lines modified | Offset 1, 8 lines modified | ||
1 | Displaying·notes·found·in:·.note.gnu.property | 1 | Displaying·notes·found·in:·.note.gnu.property |
2 | ··Owner················Data·size·» Description | 2 | ··Owner················Data·size·» Description |
3 | ··GNU··················0x00000010» NT_GNU_PROPERTY_TYPE_0» ······Properties:·AArch64·feature:·BTI,·PAC | 3 | ··GNU··················0x00000010» NT_GNU_PROPERTY_TYPE_0» ······Properties:·AArch64·feature:·BTI,·PAC |
4 | Displaying·notes·found·in:·.note.gnu.build-id | 4 | Displaying·notes·found·in:·.note.gnu.build-id |
5 | ··Owner················Data·size·» Description | 5 | ··Owner················Data·size·» Description |
6 | ··GNU··················0x00000014» NT_GNU_BUILD_ID·(unique·build·ID·bitstring)» ····Build·ID:· | 6 | ··GNU··················0x00000014» NT_GNU_BUILD_ID·(unique·build·ID·bitstring)» ····Build·ID:·94f67c780a586e5be923a3d6f2e32a70361ac9ea |
Offset 1, 11 lines modified | Offset 1, 11 lines modified | ||
1 | Contents·of·the·.debug_info·section: | 1 | Contents·of·the·.debug_info·section: |
2 | ··Compilation·Unit·@·offset·0: | 2 | ··Compilation·Unit·@·offset·0: |
3 | ···Length:········0x863e | 3 | ···Length:········0x863e0·(32-bit) |
4 | ···Version:·······5 | 4 | ···Version:·······5 |
5 | ···Unit·Type:·····DW_UT_compile·(1) | 5 | ···Unit·Type:·····DW_UT_compile·(1) |
6 | ···Abbrev·Offset:·0 | 6 | ···Abbrev·Offset:·0 |
7 | ···Pointer·Size:··8 | 7 | ···Pointer·Size:··8 |
8 | ·<0><c>:·Abbrev·Number:·173·(DW_TAG_compile_unit) | 8 | ·<0><c>:·Abbrev·Number:·173·(DW_TAG_compile_unit) |
9 | ····<e>···DW_AT_producer····:·(GNU_strp_alt)·(offset:·0x18242)· | 9 | ····<e>···DW_AT_producer····:·(GNU_strp_alt)·(offset:·0x18242)· |
10 | ····<12>···DW_AT_language····:·(data1)·29» (C11) | 10 | ····<12>···DW_AT_language····:·(data1)·29» (C11) |
Offset 11066, 15 lines modified | Offset 11066, 15 lines modified | ||
11066 | ····<66be>···DW_AT_location····:·(exprloc)·1·byte·block:·51·» (DW_OP_reg1·(x1)) | 11066 | ····<66be>···DW_AT_location····:·(exprloc)·1·byte·block:·51·» (DW_OP_reg1·(x1)) |
11067 | ····<66c0>···DW_AT_call_value··:·(exprloc)·9·byte·block:·3·0·4a·4·0·0·0·0·0·» (DW_OP_addr:·44a00) | 11067 | ····<66c0>···DW_AT_call_value··:·(exprloc)·9·byte·block:·3·0·4a·4·0·0·0·0·0·» (DW_OP_addr:·44a00) |
11068 | ·<8><66ca>:·Abbrev·Number:·0 | 11068 | ·<8><66ca>:·Abbrev·Number:·0 |
11069 | ·<7><66cb>:·Abbrev·Number:·0 | 11069 | ·<7><66cb>:·Abbrev·Number:·0 |
11070 | ·<6><66cc>:·Abbrev·Number:·0 | 11070 | ·<6><66cc>:·Abbrev·Number:·0 |
11071 | ·<5><66cd>:·Abbrev·Number:·24·(DW_TAG_call_site) | 11071 | ·<5><66cd>:·Abbrev·Number:·24·(DW_TAG_call_site) |
11072 | ····<66ce>···DW_AT_call_return_pc:·(addr)·0x13b9c | 11072 | ····<66ce>···DW_AT_call_return_pc:·(addr)·0x13b9c |
11073 | ····<66d6>···DW_AT_call_origin·:·(ref_udata)·<0x6708 | 11073 | ····<66d6>···DW_AT_call_origin·:·(ref_udata)·<0x67080> |
11074 | ·<6><66d9>:·Abbrev·Number:·17·(DW_TAG_call_site_parameter) | 11074 | ·<6><66d9>:·Abbrev·Number:·17·(DW_TAG_call_site_parameter) |
11075 | ····<66da>···DW_AT_call_parameter:·(ref_udata)·<0x5c5e> | 11075 | ····<66da>···DW_AT_call_parameter:·(ref_udata)·<0x5c5e> |
11076 | ····<66dd>···DW_AT_call_value··:·(exprloc)·9·byte·block:·3·40·41·4·0·0·0·0·0·» (DW_OP_addr:·44140) | 11076 | ····<66dd>···DW_AT_call_value··:·(exprloc)·9·byte·block:·3·40·41·4·0·0·0·0·0·» (DW_OP_addr:·44140) |
11077 | ·<6><66e7>:·Abbrev·Number:·0 | 11077 | ·<6><66e7>:·Abbrev·Number:·0 |
11078 | ·<5><66e8>:·Abbrev·Number:·0 | 11078 | ·<5><66e8>:·Abbrev·Number:·0 |
11079 | ·<4><66e9>:·Abbrev·Number:·0 | 11079 | ·<4><66e9>:·Abbrev·Number:·0 |
11080 | ·<3><66ea>:·Abbrev·Number:·7·(DW_TAG_inlined_subroutine) | 11080 | ·<3><66ea>:·Abbrev·Number:·7·(DW_TAG_inlined_subroutine) |
Offset 11256, 29 lines modified | Offset 11256, 29 lines modified | ||
11256 | ····<684c>···DW_AT_name········:·(GNU_strp_alt)·(offset:·0x1435a)· | 11256 | ····<684c>···DW_AT_name········:·(GNU_strp_alt)·(offset:·0x1435a)· |
11257 | ····<6850>···DW_AT_decl_file···:·(data1)·1 | 11257 | ····<6850>···DW_AT_decl_file···:·(data1)·1 |
11258 | ····<6851>···DW_AT_decl_line···:·(data2)·49645 | 11258 | ····<6851>···DW_AT_decl_line···:·(data2)·49645 |
11259 | ····<6853>···DW_AT_decl_column·:·(data1)·13 | 11259 | ····<6853>···DW_AT_decl_column·:·(data1)·13 |
11260 | ····<6854>···DW_AT_type········:·(ref_udata)·<0x91f> | 11260 | ····<6854>···DW_AT_type········:·(ref_udata)·<0x91f> |
11261 | ·<4><6856>:·Abbrev·Number:·0 | 11261 | ·<4><6856>:·Abbrev·Number:·0 |
11262 | ·<3><6857>:·Abbrev·Number:·49·(DW_TAG_inlined_subroutine) | 11262 | ·<3><6857>:·Abbrev·Number:·49·(DW_TAG_inlined_subroutine) |
11263 | ····<6858>···DW_AT_abstract_origin:·(ref_udata)·<0x6500 | 11263 | ····<6858>···DW_AT_abstract_origin:·(ref_udata)·<0x65003> |
11264 | ····<685b>···DW_AT_entry_pc····:·(addr)·0x13ad0 | 11264 | ····<685b>···DW_AT_entry_pc····:·(addr)·0x13ad0 |
11265 | ····<6863>···DW_AT_GNU_entry_view:·(data2)·2 | 11265 | ····<6863>···DW_AT_GNU_entry_view:·(data2)·2 |
11266 | ····<6865>···DW_AT_ranges······:·(sec_offset)·0x1740 | 11266 | ····<6865>···DW_AT_ranges······:·(sec_offset)·0x1740 |
11267 | ····<6869>···DW_AT_call_file···:·(data1)·1 | 11267 | ····<6869>···DW_AT_call_file···:·(data1)·1 |
11268 | ····<686a>···DW_AT_call_line···:·(data2)·49645 | 11268 | ····<686a>···DW_AT_call_line···:·(data2)·49645 |
11269 | ····<686c>···DW_AT_call_column·:·(data1)·13 | 11269 | ····<686c>···DW_AT_call_column·:·(data1)·13 |
11270 | ·<4><686d>:·Abbrev·Number:·4·(DW_TAG_formal_parameter) | 11270 | ·<4><686d>:·Abbrev·Number:·4·(DW_TAG_formal_parameter) |
11271 | ····<686e>···DW_AT_abstract_origin:·(ref_udata)·<0x6501 | 11271 | ····<686e>···DW_AT_abstract_origin:·(ref_udata)·<0x65012> |
11272 | ····<6871>···DW_AT_location····:·(sec_offset)·0x431·(location·list) | 11272 | ····<6871>···DW_AT_location····:·(sec_offset)·0x431·(location·list) |
11273 | ····<6875>···DW_AT_GNU_locviews:·(sec_offset)·0x42d | 11273 | ····<6875>···DW_AT_GNU_locviews:·(sec_offset)·0x42d |
11274 | ·<4><6879>:·Abbrev·Number:·10·(DW_TAG_lexical_block) | 11274 | ·<4><6879>:·Abbrev·Number:·10·(DW_TAG_lexical_block) |
11275 | ····<687a>···DW_AT_ranges······:·(sec_offset)·0x1740 | 11275 | ····<687a>···DW_AT_ranges······:·(sec_offset)·0x1740 |
11276 | ·<5><687e>:·Abbrev·Number:·5·(DW_TAG_variable) | 11276 | ·<5><687e>:·Abbrev·Number:·5·(DW_TAG_variable) |
11277 | ····<687f>···DW_AT_abstract_origin:·(ref_udata)·<0x650 | 11277 | ····<687f>···DW_AT_abstract_origin:·(ref_udata)·<0x6501d> |
11278 | ····<6882>···DW_AT_location····:·(sec_offset)·0x44c·(location·list) | 11278 | ····<6882>···DW_AT_location····:·(sec_offset)·0x44c·(location·list) |
11279 | ····<6886>···DW_AT_GNU_locviews:·(sec_offset)·0x448 | 11279 | ····<6886>···DW_AT_GNU_locviews:·(sec_offset)·0x448 |
11280 | ·<5><688a>:·Abbrev·Number:·0 | 11280 | ·<5><688a>:·Abbrev·Number:·0 |
11281 | ·<4><688b>:·Abbrev·Number:·0 | 11281 | ·<4><688b>:·Abbrev·Number:·0 |
11282 | ·<3><688c>:·Abbrev·Number:·0 | 11282 | ·<3><688c>:·Abbrev·Number:·0 |
11283 | ·<2><688d>:·Abbrev·Number:·30·(DW_TAG_lexical_block) | 11283 | ·<2><688d>:·Abbrev·Number:·30·(DW_TAG_lexical_block) |
11284 | ····<688e>···DW_AT_ranges······:·(sec_offset)·0x1752 | 11284 | ····<688e>···DW_AT_ranges······:·(sec_offset)·0x1752 |
Offset 11508, 25 lines modified | Offset 11508, 25 lines modified | ||
11508 | ····<6a6e>···DW_AT_GNU_locviews:·(sec_offset)·0x517 | 11508 | ····<6a6e>···DW_AT_GNU_locviews:·(sec_offset)·0x517 |
11509 | ·<3><6a72>:·Abbrev·Number:·9·(DW_TAG_variable) | 11509 | ·<3><6a72>:·Abbrev·Number:·9·(DW_TAG_variable) |
11510 | ····<6a73>···DW_AT_abstract_origin:·(GNU_ref_alt)·<0xf592> | 11510 | ····<6a73>···DW_AT_abstract_origin:·(GNU_ref_alt)·<0xf592> |
11511 | ····<6a77>···DW_AT_location····:·(sec_offset)·0x52b·(location·list) | 11511 | ····<6a77>···DW_AT_location····:·(sec_offset)·0x52b·(location·list) |
11512 | ····<6a7b>···DW_AT_GNU_locviews:·(sec_offset)·0x529 | 11512 | ····<6a7b>···DW_AT_GNU_locviews:·(sec_offset)·0x529 |
11513 | ·<3><6a7f>:·Abbrev·Number:·0 | 11513 | ·<3><6a7f>:·Abbrev·Number:·0 |
11514 | ·<2><6a80>:·Abbrev·Number:·25·(DW_TAG_inlined_subroutine) | 11514 | ·<2><6a80>:·Abbrev·Number:·25·(DW_TAG_inlined_subroutine) |
11515 | ····<6a81>···DW_AT_abstract_origin:·(ref_udata)·<0x650 | 11515 | ····<6a81>···DW_AT_abstract_origin:·(ref_udata)·<0x6503e> |
11516 | ····<6a84>···DW_AT_entry_pc····:·(addr)·0x13a44 | 11516 | ····<6a84>···DW_AT_entry_pc····:·(addr)·0x13a44 |
11517 | ····<6a8c>···DW_AT_GNU_entry_view:·(data2)·2 | 11517 | ····<6a8c>···DW_AT_GNU_entry_view:·(data2)·2 |
11518 | ····<6a8e>···DW_AT_low_pc······:·(addr)·0x13a44 | 11518 | ····<6a8e>···DW_AT_low_pc······:·(addr)·0x13a44 |
11519 | ····<6a96>···DW_AT_high_pc·····:·(udata)·4 | 11519 | ····<6a96>···DW_AT_high_pc·····:·(udata)·4 |
11520 | ····<6a97>···DW_AT_call_file···:·(data1)·1 | 11520 | ····<6a97>···DW_AT_call_file···:·(data1)·1 |
11521 | ····<6a98>···DW_AT_call_line···:·(data2)·49644 | 11521 | ····<6a98>···DW_AT_call_line···:·(data2)·49644 |
11522 | ····<6a9a>···DW_AT_call_column·:·(data1)·13 | 11522 | ····<6a9a>···DW_AT_call_column·:·(data1)·13 |
11523 | ····<6a9b>···DW_AT_sibling·····:·(ref_udata)·<0x6aab> | 11523 | ····<6a9b>···DW_AT_sibling·····:·(ref_udata)·<0x6aab> |
11524 | ·<3><6a9e>:·Abbrev·Number:·4·(DW_TAG_formal_parameter) | 11524 | ·<3><6a9e>:·Abbrev·Number:·4·(DW_TAG_formal_parameter) |
11525 | ····<6a9f>···DW_AT_abstract_origin:·(ref_udata)·<0x650 | 11525 | ····<6a9f>···DW_AT_abstract_origin:·(ref_udata)·<0x6504d> |
11526 | ····<6aa2>···DW_AT_location····:·(sec_offset)·0x53c·(location·list) | 11526 | ····<6aa2>···DW_AT_location····:·(sec_offset)·0x53c·(location·list) |
11527 | ····<6aa6>···DW_AT_GNU_locviews:·(sec_offset)·0x53a | 11527 | ····<6aa6>···DW_AT_GNU_locviews:·(sec_offset)·0x53a |
11528 | ·<3><6aaa>:·Abbrev·Number:·0 | 11528 | ·<3><6aaa>:·Abbrev·Number:·0 |
11529 | ·<2><6aab>:·Abbrev·Number:·8·(DW_TAG_call_site) | 11529 | ·<2><6aab>:·Abbrev·Number:·8·(DW_TAG_call_site) |
11530 | ····<6aac>···DW_AT_call_return_pc:·(addr)·0x13ac8 | 11530 | ····<6aac>···DW_AT_call_return_pc:·(addr)·0x13ac8 |
11531 | ····<6ab4>···DW_AT_call_origin·:·(GNU_ref_alt)·<0xf491> | 11531 | ····<6ab4>···DW_AT_call_origin·:·(GNU_ref_alt)·<0xf491> |
11532 | ·<3><6ab8>:·Abbrev·Number:·2·(DW_TAG_call_site_parameter) | 11532 | ·<3><6ab8>:·Abbrev·Number:·2·(DW_TAG_call_site_parameter) |
Offset 12249, 15 lines modified | Offset 12249, 15 lines modified | ||
12249 | ····<705e>···DW_AT_location····:·(exprloc)·1·byte·block:·51·» (DW_OP_reg1·(x1)) | 12249 | ····<705e>···DW_AT_location····:·(exprloc)·1·byte·block:·51·» (DW_OP_reg1·(x1)) |
12250 | ····<7060>···DW_AT_call_value··:·(exprloc)·9·byte·block:·3·0·4a·4·0·0·0·0·0·» (DW_OP_addr:·44a00) | 12250 | ····<7060>···DW_AT_call_value··:·(exprloc)·9·byte·block:·3·0·4a·4·0·0·0·0·0·» (DW_OP_addr:·44a00) |
12251 | ·<8><706a>:·Abbrev·Number:·0 | 12251 | ·<8><706a>:·Abbrev·Number:·0 |
12252 | ·<7><706b>:·Abbrev·Number:·0 | 12252 | ·<7><706b>:·Abbrev·Number:·0 |
12253 | ·<6><706c>:·Abbrev·Number:·0 | 12253 | ·<6><706c>:·Abbrev·Number:·0 |
12254 | ·<5><706d>:·Abbrev·Number:·24·(DW_TAG_call_site) | 12254 | ·<5><706d>:·Abbrev·Number:·24·(DW_TAG_call_site) |
12255 | ····<706e>···DW_AT_call_return_pc:·(addr)·0x13d54 | 12255 | ····<706e>···DW_AT_call_return_pc:·(addr)·0x13d54 |
12256 | ····<7076>···DW_AT_call_origin·:·(ref_udata)·<0x6708 | 12256 | ····<7076>···DW_AT_call_origin·:·(ref_udata)·<0x67080> |
12257 | ·<6><7079>:·Abbrev·Number:·17·(DW_TAG_call_site_parameter) | 12257 | ·<6><7079>:·Abbrev·Number:·17·(DW_TAG_call_site_parameter) |
12258 | ····<707a>···DW_AT_call_parameter:·(ref_udata)·<0x5c5e> | 12258 | ····<707a>···DW_AT_call_parameter:·(ref_udata)·<0x5c5e> |
12259 | ····<707d>···DW_AT_call_value··:·(exprloc)·9·byte·block:·3·40·41·4·0·0·0·0·0·» (DW_OP_addr:·44140) | 12259 | ····<707d>···DW_AT_call_value··:·(exprloc)·9·byte·block:·3·40·41·4·0·0·0·0·0·» (DW_OP_addr:·44140) |
12260 | ·<6><7087>:·Abbrev·Number:·0 | 12260 | ·<6><7087>:·Abbrev·Number:·0 |
12261 | ·<5><7088>:·Abbrev·Number:·0 | 12261 | ·<5><7088>:·Abbrev·Number:·0 |
12262 | ·<4><7089>:·Abbrev·Number:·0 | 12262 | ·<4><7089>:·Abbrev·Number:·0 |
12263 | ·<3><708a>:·Abbrev·Number:·7·(DW_TAG_inlined_subroutine) | 12263 | ·<3><708a>:·Abbrev·Number:·7·(DW_TAG_inlined_subroutine) |
Offset 12439, 29 lines modified | Offset 12439, 29 lines modified | ||
12439 | ····<71ec>···DW_AT_name········:·(GNU_strp_alt)·(offset:·0x1435a)· | 12439 | ····<71ec>···DW_AT_name········:·(GNU_strp_alt)·(offset:·0x1435a)· |
12440 | ····<71f0>···DW_AT_decl_file···:·(data1)·1 | 12440 | ····<71f0>···DW_AT_decl_file···:·(data1)·1 |
12441 | ····<71f1>···DW_AT_decl_line···:·(data2)·48892 | 12441 | ····<71f1>···DW_AT_decl_line···:·(data2)·48892 |
12442 | ····<71f3>···DW_AT_decl_column·:·(data1)·13 | 12442 | ····<71f3>···DW_AT_decl_column·:·(data1)·13 |
12443 | ····<71f4>···DW_AT_type········:·(ref_udata)·<0x91f> | 12443 | ····<71f4>···DW_AT_type········:·(ref_udata)·<0x91f> |
12444 | ·<4><71f6>:·Abbrev·Number:·0 | 12444 | ·<4><71f6>:·Abbrev·Number:·0 |
12445 | ·<3><71f7>:·Abbrev·Number:·49·(DW_TAG_inlined_subroutine) | 12445 | ·<3><71f7>:·Abbrev·Number:·49·(DW_TAG_inlined_subroutine) |
12446 | ····<71f8>···DW_AT_abstract_origin:·(ref_udata)·<0x6500 | 12446 | ····<71f8>···DW_AT_abstract_origin:·(ref_udata)·<0x65003> |
12447 | ····<71fb>···DW_AT_entry_pc····:·(addr)·0x13c88 | 12447 | ····<71fb>···DW_AT_entry_pc····:·(addr)·0x13c88 |
12448 | ····<7203>···DW_AT_GNU_entry_view:·(data2)·2 | 12448 | ····<7203>···DW_AT_GNU_entry_view:·(data2)·2 |
12449 | ····<7205>···DW_AT_ranges······:·(sec_offset)·0x17eb | 12449 | ····<7205>···DW_AT_ranges······:·(sec_offset)·0x17eb |
12450 | ····<7209>···DW_AT_call_file···:·(data1)·1 | 12450 | ····<7209>···DW_AT_call_file···:·(data1)·1 |
12451 | ····<720a>···DW_AT_call_line···:·(data2)·48892 | 12451 | ····<720a>···DW_AT_call_line···:·(data2)·48892 |
12452 | ····<720c>···DW_AT_call_column·:·(data1)·13 | 12452 | ····<720c>···DW_AT_call_column·:·(data1)·13 |
12453 | ·<4><720d>:·Abbrev·Number:·4·(DW_TAG_formal_parameter) | 12453 | ·<4><720d>:·Abbrev·Number:·4·(DW_TAG_formal_parameter) |
12454 | ····<720e>···DW_AT_abstract_origin:·(ref_udata)·<0x6501 | 12454 | ····<720e>···DW_AT_abstract_origin:·(ref_udata)·<0x65012> |
12455 | ····<7211>···DW_AT_location····:·(sec_offset)·0x6df·(location·list) | 12455 | ····<7211>···DW_AT_location····:·(sec_offset)·0x6df·(location·list) |
12456 | ····<7215>···DW_AT_GNU_locviews:·(sec_offset)·0x6db | 12456 | ····<7215>···DW_AT_GNU_locviews:·(sec_offset)·0x6db |
12457 | ·<4><7219>:·Abbrev·Number:·10·(DW_TAG_lexical_block) | 12457 | ·<4><7219>:·Abbrev·Number:·10·(DW_TAG_lexical_block) |
12458 | ····<721a>···DW_AT_ranges······:·(sec_offset)·0x17eb | 12458 | ····<721a>···DW_AT_ranges······:·(sec_offset)·0x17eb |
12459 | ·<5><721e>:·Abbrev·Number:·5·(DW_TAG_variable) | 12459 | ·<5><721e>:·Abbrev·Number:·5·(DW_TAG_variable) |
12460 | ····<721f>···DW_AT_abstract_origin:·(ref_udata)·<0x650 | 12460 | ····<721f>···DW_AT_abstract_origin:·(ref_udata)·<0x6501d> |
12461 | ····<7222>···DW_AT_location····:·(sec_offset)·0x6fa·(location·list) | 12461 | ····<7222>···DW_AT_location····:·(sec_offset)·0x6fa·(location·list) |
12462 | ····<7226>···DW_AT_GNU_locviews:·(sec_offset)·0x6f6 | 12462 | ····<7226>···DW_AT_GNU_locviews:·(sec_offset)·0x6f6 |
12463 | ·<5><722a>:·Abbrev·Number:·0 | 12463 | ·<5><722a>:·Abbrev·Number:·0 |
12464 | ·<4><722b>:·Abbrev·Number:·0 | 12464 | ·<4><722b>:·Abbrev·Number:·0 |
12465 | ·<3><722c>:·Abbrev·Number:·0 | 12465 | ·<3><722c>:·Abbrev·Number:·0 |
Max diff block lines reached; 15269089/15275978 bytes (99.95%) of diff not shown. |
Offset 62443, 21 lines modified | Offset 62443, 21 lines modified | ||
62443 | ····0002fc27·v000000000000001·v000000000000000·views·at·0002fc25·for: | 62443 | ····0002fc27·v000000000000001·v000000000000000·views·at·0002fc25·for: |
62444 | ·············00000000000311dc·000000000003126c·(DW_OP_lit1;·DW_OP_stack_value) | 62444 | ·············00000000000311dc·000000000003126c·(DW_OP_lit1;·DW_OP_stack_value) |
62445 | ····0002fc35·<End·of·list> | 62445 | ····0002fc35·<End·of·list> |
62446 | ····0002fc36·v000000000000001·v000000000000000·location·view·pair | 62446 | ····0002fc36·v000000000000001·v000000000000000·location·view·pair |
62447 | ····0002fc38·v000000000000001·v000000000000000·views·at·0002fc36·for: | 62447 | ····0002fc38·v000000000000001·v000000000000000·views·at·0002fc36·for: |
62448 | ·············00000000000311dc·000000000003126c·(DW_OP_implicit_pointer:·<0x2db9 | 62448 | ·············00000000000311dc·000000000003126c·(DW_OP_implicit_pointer:·<0x2db9a>·0) |
62449 | ····0002fc4a·<End·of·list> | 62449 | ····0002fc4a·<End·of·list> |
62450 | ····0002fc4b·v000000000000001·v000000000000000·location·view·pair | 62450 | ····0002fc4b·v000000000000001·v000000000000000·location·view·pair |
62451 | ····0002fc4d·v000000000000001·v000000000000000·views·at·0002fc4b·for: | 62451 | ····0002fc4d·v000000000000001·v000000000000000·views·at·0002fc4b·for: |
62452 | ·············00000000000311dc·000000000003126c·(DW_OP_implicit_pointer:·<0x2dbc | 62452 | ·············00000000000311dc·000000000003126c·(DW_OP_implicit_pointer:·<0x2dbc2>·0) |
62453 | ····0002fc5f·<End·of·list> | 62453 | ····0002fc5f·<End·of·list> |
62454 | ····0002fc60·v000000000000001·v000000000000000·location·view·pair | 62454 | ····0002fc60·v000000000000001·v000000000000000·location·view·pair |
62455 | ····0002fc62·v000000000000001·v000000000000000·views·at·0002fc60·for: | 62455 | ····0002fc62·v000000000000001·v000000000000000·views·at·0002fc60·for: |
62456 | ·············00000000000311ec·000000000003126c·(DW_OP_reg25·(x25)) | 62456 | ·············00000000000311ec·000000000003126c·(DW_OP_reg25·(x25)) |
62457 | ····0002fc6f·<End·of·list> | 62457 | ····0002fc6f·<End·of·list> |
Offset 62529, 17 lines modified | Offset 62529, 17 lines modified | ||
62529 | ····0002fd24·<End·of·list> | 62529 | ····0002fd24·<End·of·list> |
62530 | ····0002fd25·v000000000000003·v000000000000000·location·view·pair | 62530 | ····0002fd25·v000000000000003·v000000000000000·location·view·pair |
62531 | ····0002fd27·v000000000000000·v000000000000001·location·view·pair | 62531 | ····0002fd27·v000000000000000·v000000000000001·location·view·pair |
62532 | ····0002fd29·000000000003126c·(base·address) | 62532 | ····0002fd29·000000000003126c·(base·address) |
62533 | ····0002fd32·v000000000000003·v000000000000000·views·at·0002fd25·for: | 62533 | ····0002fd32·v000000000000003·v000000000000000·views·at·0002fd25·for: |
62534 | ·············000000000003126c·00000000000312a4·(DW_OP_implicit_pointer:·<0x2daf | 62534 | ·············000000000003126c·00000000000312a4·(DW_OP_implicit_pointer:·<0x2dafd>·0) |
62535 | ····0002fd3c·v000000000000000·v000000000000001·views·at·0002fd27·for: | 62535 | ····0002fd3c·v000000000000000·v000000000000001·views·at·0002fd27·for: |
62536 | ·············0000000000031a90·0000000000031ab4·(DW_OP_implicit_pointer:·<0x2daf | 62536 | ·············0000000000031a90·0000000000031ab4·(DW_OP_implicit_pointer:·<0x2dafd>·0) |
62537 | ····0002fd48·<End·of·list> | 62537 | ····0002fd48·<End·of·list> |
62538 | ····0002fd49·v000000000000000·v000000000000000·location·view·pair | 62538 | ····0002fd49·v000000000000000·v000000000000000·location·view·pair |
62539 | ····0002fd4b·v000000000000000·v000000000000000·views·at·0002fd49·for: | 62539 | ····0002fd4b·v000000000000000·v000000000000000·views·at·0002fd49·for: |
62540 | ·············0000000000031294·00000000000312a4·(DW_OP_reg19·(x19)) | 62540 | ·············0000000000031294·00000000000312a4·(DW_OP_reg19·(x19)) |
62541 | ····0002fd57·<End·of·list> | 62541 | ····0002fd57·<End·of·list> |
Offset 77626, 37 lines modified | Offset 77626, 37 lines modified | ||
77626 | ····0003b4d2·<End·of·list> | 77626 | ····0003b4d2·<End·of·list> |
77627 | ····0003b4d3·v000000000000001·v000000000000000·location·view·pair | 77627 | ····0003b4d3·v000000000000001·v000000000000000·location·view·pair |
77628 | ····0003b4d5·v000000000000000·v000000000000000·location·view·pair | 77628 | ····0003b4d5·v000000000000000·v000000000000000·location·view·pair |
77629 | ····0003b4d7·000000000002be58·(base·address) | 77629 | ····0003b4d7·000000000002be58·(base·address) |
77630 | ····0003b4e0·v000000000000001·v000000000000000·views·at·0003b4d3·for: | 77630 | ····0003b4e0·v000000000000001·v000000000000000·views·at·0003b4d3·for: |
77631 | ·············000000000002be58·000000000002be80·(DW_OP_implicit_pointer:·<0x3c40 | 77631 | ·············000000000002be58·000000000002be80·(DW_OP_implicit_pointer:·<0x3c407>·0) |
77632 | ····0003b4ea·v000000000000000·v000000000000000·views·at·0003b4d5·for: | 77632 | ····0003b4ea·v000000000000000·v000000000000000·views·at·0003b4d5·for: |
77633 | ·············000000000002ce08·000000000002ce4c·(DW_OP_implicit_pointer:·<0x3c40 | 77633 | ·············000000000002ce08·000000000002ce4c·(DW_OP_implicit_pointer:·<0x3c407>·0) |
77634 | ····0003b4f6·<End·of·list> | 77634 | ····0003b4f6·<End·of·list> |
77635 | ····0003b4f7·v000000000000001·v000000000000000·location·view·pair | 77635 | ····0003b4f7·v000000000000001·v000000000000000·location·view·pair |
77636 | ····0003b4f9·v000000000000000·v000000000000000·location·view·pair | 77636 | ····0003b4f9·v000000000000000·v000000000000000·location·view·pair |
77637 | ····0003b4fb·000000000002be58·(base·address) | 77637 | ····0003b4fb·000000000002be58·(base·address) |
77638 | ····0003b504·v000000000000001·v000000000000000·views·at·0003b4f7·for: | 77638 | ····0003b504·v000000000000001·v000000000000000·views·at·0003b4f7·for: |
77639 | ·············000000000002be58·000000000002be80·(DW_OP_implicit_pointer:·<0x3c41 | 77639 | ·············000000000002be58·000000000002be80·(DW_OP_implicit_pointer:·<0x3c41b>·0) |
77640 | ····0003b50e·v000000000000000·v000000000000000·views·at·0003b4f9·for: | 77640 | ····0003b50e·v000000000000000·v000000000000000·views·at·0003b4f9·for: |
77641 | ·············000000000002ce08·000000000002ce4c·(DW_OP_implicit_pointer:·<0x3c41 | 77641 | ·············000000000002ce08·000000000002ce4c·(DW_OP_implicit_pointer:·<0x3c41b>·0) |
77642 | ····0003b51a·<End·of·list> | 77642 | ····0003b51a·<End·of·list> |
77643 | ····0003b51b·v000000000000001·v000000000000000·location·view·pair | 77643 | ····0003b51b·v000000000000001·v000000000000000·location·view·pair |
77644 | ····0003b51d·v000000000000000·v000000000000000·location·view·pair | 77644 | ····0003b51d·v000000000000000·v000000000000000·location·view·pair |
77645 | ····0003b51f·000000000002be58·(base·address) | 77645 | ····0003b51f·000000000002be58·(base·address) |
77646 | ····0003b528·v000000000000001·v000000000000000·views·at·0003b51b·for: | 77646 | ····0003b528·v000000000000001·v000000000000000·views·at·0003b51b·for: |
77647 | ·············000000000002be58·000000000002be80·(DW_OP_implicit_pointer:·<0x3c4 | 77647 | ·············000000000002be58·000000000002be80·(DW_OP_implicit_pointer:·<0x3c42f>·0) |
77648 | ····0003b532·v000000000000000·v000000000000000·views·at·0003b51d·for: | 77648 | ····0003b532·v000000000000000·v000000000000000·views·at·0003b51d·for: |
77649 | ·············000000000002ce08·000000000002ce4c·(DW_OP_implicit_pointer:·<0x3c4 | 77649 | ·············000000000002ce08·000000000002ce4c·(DW_OP_implicit_pointer:·<0x3c42f>·0) |
77650 | ····0003b53e·<End·of·list> | 77650 | ····0003b53e·<End·of·list> |
77651 | ····0003b53f·v000000000000005·v000000000000000·location·view·pair | 77651 | ····0003b53f·v000000000000005·v000000000000000·location·view·pair |
77652 | ····0003b541·v000000000000000·v000000000000000·location·view·pair | 77652 | ····0003b541·v000000000000000·v000000000000000·location·view·pair |
77653 | ····0003b543·000000000002ce18·(base·address) | 77653 | ····0003b543·000000000002ce18·(base·address) |
77654 | ····0003b54c·v000000000000005·v000000000000000·views·at·0003b53f·for: | 77654 | ····0003b54c·v000000000000005·v000000000000000·views·at·0003b53f·for: |
Offset 78640, 37 lines modified | Offset 78640, 37 lines modified | ||
78640 | ····0003bfa5·<End·of·list> | 78640 | ····0003bfa5·<End·of·list> |
78641 | ····0003bfa6·v000000000000001·v000000000000000·location·view·pair | 78641 | ····0003bfa6·v000000000000001·v000000000000000·location·view·pair |
78642 | ····0003bfa8·v000000000000000·v000000000000000·location·view·pair | 78642 | ····0003bfa8·v000000000000000·v000000000000000·location·view·pair |
78643 | ····0003bfaa·000000000002b790·(base·address) | 78643 | ····0003bfaa·000000000002b790·(base·address) |
78644 | ····0003bfb3·v000000000000001·v000000000000000·views·at·0003bfa6·for: | 78644 | ····0003bfb3·v000000000000001·v000000000000000·views·at·0003bfa6·for: |
78645 | ·············000000000002b790·000000000002b7c0·(DW_OP_implicit_pointer:·<0x3c3 | 78645 | ·············000000000002b790·000000000002b7c0·(DW_OP_implicit_pointer:·<0x3c38f>·0) |
78646 | ····0003bfbd·v000000000000000·v000000000000000·views·at·0003bfa8·for: | 78646 | ····0003bfbd·v000000000000000·v000000000000000·views·at·0003bfa8·for: |
78647 | ·············000000000002c0ec·000000000002c120·(DW_OP_implicit_pointer:·<0x3c3 | 78647 | ·············000000000002c0ec·000000000002c120·(DW_OP_implicit_pointer:·<0x3c38f>·0) |
78648 | ····0003bfc9·<End·of·list> | 78648 | ····0003bfc9·<End·of·list> |
78649 | ····0003bfca·v000000000000001·v000000000000000·location·view·pair | 78649 | ····0003bfca·v000000000000001·v000000000000000·location·view·pair |
78650 | ····0003bfcc·v000000000000000·v000000000000000·location·view·pair | 78650 | ····0003bfcc·v000000000000000·v000000000000000·location·view·pair |
78651 | ····0003bfce·000000000002b790·(base·address) | 78651 | ····0003bfce·000000000002b790·(base·address) |
78652 | ····0003bfd7·v000000000000001·v000000000000000·views·at·0003bfca·for: | 78652 | ····0003bfd7·v000000000000001·v000000000000000·views·at·0003bfca·for: |
78653 | ·············000000000002b790·000000000002b7c0·(DW_OP_implicit_pointer:·<0x3c3a | 78653 | ·············000000000002b790·000000000002b7c0·(DW_OP_implicit_pointer:·<0x3c3a3>·0) |
78654 | ····0003bfe1·v000000000000000·v000000000000000·views·at·0003bfcc·for: | 78654 | ····0003bfe1·v000000000000000·v000000000000000·views·at·0003bfcc·for: |
78655 | ·············000000000002c0ec·000000000002c120·(DW_OP_implicit_pointer:·<0x3c3a | 78655 | ·············000000000002c0ec·000000000002c120·(DW_OP_implicit_pointer:·<0x3c3a3>·0) |
78656 | ····0003bfed·<End·of·list> | 78656 | ····0003bfed·<End·of·list> |
78657 | ····0003bfee·v000000000000001·v000000000000000·location·view·pair | 78657 | ····0003bfee·v000000000000001·v000000000000000·location·view·pair |
78658 | ····0003bff0·v000000000000000·v000000000000000·location·view·pair | 78658 | ····0003bff0·v000000000000000·v000000000000000·location·view·pair |
78659 | ····0003bff2·000000000002b790·(base·address) | 78659 | ····0003bff2·000000000002b790·(base·address) |
78660 | ····0003bffb·v000000000000001·v000000000000000·views·at·0003bfee·for: | 78660 | ····0003bffb·v000000000000001·v000000000000000·views·at·0003bfee·for: |
78661 | ·············000000000002b790·000000000002b7c0·(DW_OP_implicit_pointer:·<0x3c3b | 78661 | ·············000000000002b790·000000000002b7c0·(DW_OP_implicit_pointer:·<0x3c3b7>·0) |
78662 | ····0003c005·v000000000000000·v000000000000000·views·at·0003bff0·for: | 78662 | ····0003c005·v000000000000000·v000000000000000·views·at·0003bff0·for: |
78663 | ·············000000000002c0ec·000000000002c120·(DW_OP_implicit_pointer:·<0x3c3b | 78663 | ·············000000000002c0ec·000000000002c120·(DW_OP_implicit_pointer:·<0x3c3b7>·0) |
78664 | ····0003c011·<End·of·list> | 78664 | ····0003c011·<End·of·list> |
78665 | ····0003c012·v000000000000005·v000000000000000·location·view·pair | 78665 | ····0003c012·v000000000000005·v000000000000000·location·view·pair |
78666 | ····0003c014·v000000000000000·v000000000000000·location·view·pair | 78666 | ····0003c014·v000000000000000·v000000000000000·location·view·pair |
78667 | ····0003c016·000000000002c0fc·(base·address) | 78667 | ····0003c016·000000000002c0fc·(base·address) |
78668 | ····0003c01f·v000000000000005·v000000000000000·views·at·0003c012·for: | 78668 | ····0003c01f·v000000000000005·v000000000000000·views·at·0003c012·for: |
Offset 94039, 32 lines modified | Offset 94039, 32 lines modified | ||
94039 | ····00047644·v000000000000004·v000000000000000·location·view·pair | 94039 | ····00047644·v000000000000004·v000000000000000·location·view·pair |
94040 | ····00047646·v000000000000000·v000000000000000·location·view·pair | 94040 | ····00047646·v000000000000000·v000000000000000·location·view·pair |
94041 | ····00047648·v000000000000005·v000000000000004·location·view·pair | 94041 | ····00047648·v000000000000005·v000000000000004·location·view·pair |
94042 | ····0004764a·000000000001d5f4·(base·address) | 94042 | ····0004764a·000000000001d5f4·(base·address) |
94043 | ····00047653·v000000000000004·v000000000000000·views·at·00047644·for: | 94043 | ····00047653·v000000000000004·v000000000000000·views·at·00047644·for: |
94044 | ·············000000000001d5f4·000000000001d650·(DW_OP_implicit_pointer:·<0x4a75 | 94044 | ·············000000000001d5f4·000000000001d650·(DW_OP_implicit_pointer:·<0x4a753>·0) |
94045 | ····0004765d·v000000000000000·v000000000000000·views·at·00047646·for: | 94045 | ····0004765d·v000000000000000·v000000000000000·views·at·00047646·for: |
94046 | ·············000000000001d9cc·000000000001d9d0·(DW_OP_implicit_pointer:·<0x4a75 | 94046 | ·············000000000001d9cc·000000000001d9d0·(DW_OP_implicit_pointer:·<0x4a753>·0) |
94047 | ····00047669·v000000000000005·v000000000000004·views·at·00047648·for: | 94047 | ····00047669·v000000000000005·v000000000000004·views·at·00047648·for: |
Max diff block lines reached; 38839/46796 bytes (83.00%) of diff not shown. |
Offset 1, 66 lines modified | Offset 1, 64 lines modified | ||
1 | GCC:·(Debian·14.2.0-19)·14.2.0 | 1 | GCC:·(Debian·14.2.0-19)·14.2.0 |
2 | `>PY^j/2 | ||
3 | $m6E3xP: | ||
4 | 3i6\G;9B | ||
5 | h|#_{g!·I | ||
6 | hzDW1~fNo | ||
7 | &u^U» {gM | ||
8 | V+vZ*U%J+ | ||
9 | _r+QSN\Sv | ||
10 | g·\:@X~6 | ||
11 | -MAvfQxc | ||
12 | M1WI"Ww9WI | ||
13 | e\6!be/s+\( | ||
14 | ~+MMSE2- | ||
15 | Qlg<_)CB~ | ||
16 | mUm/^mPy | ||
17 | y=_7^=Yp.P | ||
18 | K0eQ&Yd» | ||
19 | :#Tce+mF | ||
20 | {jqYt!=Y | ||
21 | /O=ATi&^ | ||
22 | bD#]E#u= | ||
23 | S» gf?dWNQN | ||
2 | `lKtex^} | ||
3 | D%2C2X3· | ||
4 | QSN\Sv-a | ||
5 | fUj4Y2DGt | ||
6 | f@t5Jl6m | ||
7 | ;wXOvCNw | ||
8 | Mf^Ibk@vH | ||
9 | GN#r+n[l | ||
10 | J;&*K6SE | ||
11 | 5-<H'<M' | ||
12 | '/EJ@+'uRR | ||
13 | uy)JE)JE | ||
14 | b,zR2~'qvB | ||
15 | CUY9VTY& | ||
16 | D:iD(fx&r; | ||
17 | j» `s$w*` | ||
18 | %CQ>DZ"1VE1KJ | ||
19 | H)(8Pzk1» z! | ||
20 | HKN"w|,0 | ||
21 | )AqFA3WrA | ||
22 | jhoGv-ea | ||
23 | OAbl[awC | ||
24 | S)gf?dWMUN | ||
25 | cQ>J*Tbt | 24 | cQ>J*Tbt |
25 | (&FDF)1rU | ||
26 | 7skv<q5h | ||
26 | }~gY7$m7^+ | ||
27 | 2Vi3=Rfzd6 | ||
28 | 1Kq3]>[t( | ||
29 | L/m8V*j)» | ||
30 | ?F:^.)}IW | ||
31 | 27 | sgvwvwvv | |
28 | l;%kE}E!)M | ||
32 | *bIRQTT | 29 | *bIRQTTm |
33 | \u/@_o&6| | ||
34 | \Ui7"Wm.R | ||
35 | ·VB'~[z9 | ||
36 | 8=Al[GVt" | ||
37 | .nVna:·iRRU | ||
38 | vvwvwfvw | ||
39 | ·3)sz`+O | ||
40 | P.lDWZ(h | ||
41 | [x{F8>=kJ | ||
42 | .R$\}Rh% | ||
43 | Gz>/JK>- | ||
44 | #E3YBw%jws» [ | ||
45 | ZWtmWu60'# | ||
46 | jY//3j·2 | ||
47 | bCm5Gq*!C | ||
48 | ,E·!fPUr | ||
49 | 57U9$:[c | ||
50 | gPoQ"s/9 | ||
51 | n4V_(0ww4R]\ | ||
52 | U"+T"+T"a] | ||
53 | TTL-RT4TTTTTT|GE | ||
54 | |tcz(7Y6 | ||
55 | wnhW]fe=fp | ||
56 | FsP<Z/(z | ||
57 | "(@LR'%' | ||
58 | )9PWt!_`g | ||
59 | 30 | X=:';{IY | |
31 | }Aa4J+nq | ||
32 | 6w0i"!MPf | ||
33 | /4]t=]@| | ||
34 | kbGY"tEiN | ||
35 | )@» qv$L`Vp | ||
36 | /Nr6e:NZ | ||
37 | 1scm`hOU | ||
38 | t0O1PD|6 | ||
39 | hR"» &16L | ||
40 | r{I2aB2)Y6 | ||
41 | 35(,7_cb | ||
42 | U{r_t» iJ | ||
43 | (TBYDYcV | ||
44 | \0ur)&FF | ||
45 | 7!['$9F! | ||
46 | ^;eLGhZS | ||
47 | VVVv%q@EerBdVQAQAqF | ||
48 | /}`.+RD0 | ||
49 | -Tfp$Y3~ | ||
50 | n';yNVVVv | ||
51 | u·k+8rVk8 | ||
52 | m!Y&5^1M | ||
53 | G/(2q)_M | ||
54 | @&z}><=9 | ||
55 | \j!J}$No9@ | ||
56 | |f=[ii]~ | ||
57 | niI:._o· | ||
60 | o`D<BFD· | 58 | o`D<BFD· |
61 | i^cV6b^8 | 59 | i^cV6b^8 |
62 | 938v,?|k | 60 | 938v,?|k |
63 | 9=E.p0T^ | 61 | 9=E.p0T^ |
64 | fzgelP$vj | 62 | fzgelP$vj |
65 | 8hr>EyEp | 63 | 8hr>EyEp |
66 | *tu» FX?Ik) | 64 | *tu» FX?Ik) |
Offset 91, 49 lines modified | Offset 89, 57 lines modified | ||
91 | o,·@zsn3 | 89 | o,·@zsn3 |
92 | 0;E5;E5;E5;E | 90 | 0;E5;E5;E5;E |
93 | 4e&5e&5e&5e&A | 91 | 4e&5e&5e&5e&A |
94 | 4» 3AL3AL3AL3AL3AL3AL3AL3AL3AL3AL3A | 92 | 4» 3AL3AL3AL3AL3AL3AL3AL3AL3AL3AL3A |
95 | \uFS]FS] | 93 | \uFS]FS] |
96 | #n*n"tqS | 94 | #n*n"tqS |
97 | N8VcbtCf*<^ | 95 | N8VcbtCf*<^ |
98 | "m>Q·A>Q | ||
Max diff block lines reached; 723/2377 bytes (30.42%) of diff not shown. |