File size: 86,496 Bytes
9c6594c |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539 540 541 542 543 544 545 546 547 548 549 550 551 552 553 554 555 556 557 558 559 560 561 562 563 564 565 566 567 568 569 570 571 572 573 574 575 576 577 578 579 580 581 582 583 584 585 586 587 588 589 590 591 592 593 594 595 596 597 598 599 600 601 602 603 604 605 606 607 608 609 610 611 612 613 614 615 616 617 618 619 620 621 622 623 624 625 626 627 628 629 630 631 632 633 634 635 636 637 638 639 640 641 642 643 644 645 646 647 648 649 650 651 652 653 654 655 656 657 658 659 660 661 662 663 664 665 666 667 668 669 670 671 672 673 674 675 676 677 678 679 680 681 682 683 684 685 686 687 688 689 690 691 692 693 694 695 696 697 698 699 700 701 702 703 704 705 706 707 708 709 710 711 712 713 714 715 716 717 718 719 720 721 722 723 724 725 726 727 728 729 730 731 732 733 734 735 736 737 738 739 740 741 742 743 744 745 746 747 748 749 750 751 752 753 754 755 756 757 758 759 760 761 762 763 764 765 766 767 768 769 770 771 772 773 774 775 776 777 778 779 780 781 782 783 784 785 786 787 788 789 790 791 792 793 794 795 796 797 798 799 800 801 802 803 804 805 806 807 808 809 810 811 812 813 814 815 816 817 818 819 820 821 822 823 824 825 826 827 828 829 830 831 832 833 834 835 836 837 838 839 840 841 842 843 844 845 846 847 848 849 850 851 852 853 854 855 856 857 858 859 860 861 862 863 864 865 866 867 868 869 870 871 872 873 874 875 876 877 878 879 880 881 882 883 884 885 886 887 888 889 890 891 892 893 894 895 896 897 898 899 900 901 902 903 904 905 906 907 908 909 910 911 912 913 914 915 916 917 918 919 920 921 922 923 924 925 926 927 928 929 930 931 932 933 934 935 936 937 938 939 940 941 942 943 944 945 946 947 948 949 950 951 952 953 954 955 956 957 958 959 960 961 962 963 964 965 966 967 968 969 970 971 972 973 974 975 976 977 978 979 980 981 982 983 984 985 986 987 988 989 990 991 992 993 994 995 996 997 998 999 1000 1001 1002 1003 1004 1005 1006 1007 1008 1009 1010 1011 1012 1013 1014 1015 1016 1017 1018 1019 1020 1021 1022 1023 1024 1025 1026 1027 1028 1029 1030 1031 1032 1033 1034 1035 1036 1037 1038 1039 1040 1041 1042 1043 1044 1045 1046 1047 1048 1049 1050 1051 1052 1053 1054 1055 1056 1057 1058 1059 1060 1061 1062 1063 1064 1065 1066 1067 1068 1069 1070 1071 1072 1073 1074 1075 1076 1077 1078 1079 1080 1081 1082 1083 1084 1085 1086 1087 1088 1089 1090 1091 1092 1093 1094 1095 1096 1097 1098 1099 1100 1101 1102 1103 1104 1105 1106 1107 1108 1109 1110 1111 1112 1113 1114 1115 1116 1117 1118 1119 1120 1121 1122 1123 1124 1125 1126 1127 1128 1129 1130 1131 1132 1133 1134 1135 1136 1137 1138 1139 1140 1141 1142 1143 1144 1145 1146 1147 1148 1149 1150 1151 1152 1153 1154 1155 1156 1157 1158 1159 1160 1161 1162 1163 1164 1165 1166 1167 1168 1169 1170 1171 1172 1173 1174 1175 1176 1177 1178 1179 1180 1181 1182 1183 1184 1185 1186 1187 1188 1189 1190 1191 1192 1193 1194 1195 1196 1197 1198 1199 1200 1201 1202 1203 1204 1205 1206 1207 1208 1209 1210 1211 1212 1213 1214 1215 1216 1217 1218 1219 1220 1221 1222 1223 1224 1225 1226 1227 1228 1229 1230 1231 1232 1233 1234 1235 1236 1237 1238 1239 1240 1241 1242 1243 1244 1245 1246 1247 1248 1249 1250 1251 1252 1253 1254 1255 1256 1257 1258 1259 1260 1261 1262 1263 1264 1265 1266 1267 1268 1269 1270 1271 1272 1273 1274 1275 1276 1277 1278 1279 1280 1281 1282 1283 1284 1285 1286 1287 1288 1289 1290 1291 1292 1293 1294 1295 1296 1297 1298 1299 1300 1301 1302 1303 1304 1305 1306 1307 1308 1309 1310 1311 1312 1313 1314 1315 1316 1317 1318 1319 1320 1321 1322 1323 1324 1325 1326 1327 1328 1329 1330 1331 1332 1333 1334 1335 1336 1337 1338 1339 1340 1341 1342 1343 1344 1345 1346 1347 1348 1349 1350 1351 1352 1353 1354 1355 1356 1357 1358 1359 1360 1361 1362 1363 1364 1365 1366 1367 1368 1369 1370 1371 1372 1373 1374 1375 1376 1377 1378 1379 1380 1381 1382 1383 1384 1385 1386 1387 1388 1389 1390 1391 1392 1393 1394 1395 1396 1397 1398 1399 1400 1401 1402 1403 1404 1405 1406 1407 1408 1409 1410 1411 1412 1413 1414 1415 1416 1417 1418 1419 1420 1421 1422 1423 1424 1425 1426 1427 1428 1429 1430 1431 1432 1433 1434 1435 1436 1437 1438 1439 1440 1441 1442 1443 1444 1445 1446 1447 1448 1449 1450 1451 1452 1453 1454 1455 1456 1457 1458 1459 1460 1461 1462 1463 1464 1465 1466 1467 1468 1469 1470 1471 1472 1473 1474 1475 1476 1477 1478 1479 1480 1481 1482 1483 1484 1485 1486 1487 1488 1489 1490 1491 1492 1493 1494 1495 1496 1497 1498 1499 1500 1501 1502 1503 1504 1505 1506 1507 1508 1509 1510 1511 1512 1513 1514 1515 1516 1517 1518 1519 1520 1521 1522 1523 1524 1525 1526 1527 1528 1529 1530 1531 1532 1533 1534 1535 1536 1537 1538 1539 1540 1541 1542 1543 1544 1545 1546 1547 1548 1549 1550 1551 1552 1553 1554 1555 1556 1557 1558 1559 1560 1561 1562 1563 1564 1565 1566 1567 1568 1569 1570 1571 1572 1573 1574 1575 1576 1577 1578 1579 1580 1581 1582 1583 1584 1585 1586 1587 1588 1589 1590 1591 1592 1593 1594 1595 1596 1597 1598 1599 1600 1601 1602 1603 1604 1605 1606 1607 1608 1609 1610 1611 1612 1613 1614 1615 1616 1617 1618 1619 1620 1621 1622 1623 1624 1625 1626 1627 1628 1629 1630 1631 1632 1633 1634 1635 1636 1637 1638 1639 1640 1641 1642 1643 1644 1645 1646 1647 1648 1649 1650 1651 1652 1653 1654 1655 1656 1657 1658 1659 1660 1661 1662 1663 1664 1665 1666 1667 1668 1669 1670 1671 1672 1673 1674 1675 1676 1677 1678 1679 1680 1681 1682 1683 1684 1685 1686 1687 1688 1689 1690 1691 1692 1693 1694 1695 1696 1697 1698 1699 1700 1701 1702 1703 1704 1705 1706 1707 1708 1709 1710 1711 1712 1713 1714 1715 1716 1717 1718 1719 1720 1721 1722 1723 1724 1725 1726 1727 1728 1729 1730 1731 1732 1733 1734 1735 1736 1737 1738 1739 1740 1741 1742 1743 1744 1745 1746 1747 1748 1749 1750 1751 1752 1753 1754 1755 1756 1757 1758 1759 1760 1761 1762 1763 1764 1765 1766 1767 1768 1769 1770 1771 1772 1773 1774 1775 1776 1777 1778 1779 1780 1781 1782 1783 1784 1785 1786 1787 1788 1789 1790 1791 1792 1793 1794 1795 1796 1797 1798 1799 1800 1801 1802 1803 1804 1805 1806 1807 1808 1809 1810 1811 1812 1813 1814 1815 1816 1817 1818 1819 1820 1821 1822 1823 1824 1825 1826 1827 1828 1829 1830 1831 1832 1833 1834 1835 1836 1837 1838 1839 1840 1841 1842 1843 1844 1845 1846 1847 1848 1849 1850 1851 1852 1853 1854 1855 1856 1857 1858 1859 1860 1861 1862 1863 1864 1865 1866 1867 1868 1869 1870 1871 1872 1873 1874 1875 1876 1877 1878 1879 1880 1881 1882 1883 1884 1885 1886 1887 1888 1889 1890 1891 1892 1893 1894 1895 1896 1897 1898 1899 1900 1901 1902 1903 1904 1905 1906 1907 1908 1909 1910 1911 1912 1913 1914 1915 1916 1917 1918 1919 1920 1921 1922 1923 1924 1925 1926 1927 1928 1929 1930 1931 1932 1933 1934 1935 1936 1937 1938 1939 1940 1941 1942 1943 1944 1945 1946 1947 1948 1949 1950 1951 1952 1953 1954 1955 1956 1957 1958 1959 1960 1961 1962 1963 1964 1965 1966 1967 1968 1969 1970 1971 1972 1973 1974 1975 1976 1977 1978 1979 1980 1981 1982 1983 1984 1985 1986 1987 1988 1989 1990 1991 1992 1993 1994 1995 1996 1997 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020 2021 2022 2023 2024 2025 2026 2027 2028 2029 2030 2031 2032 2033 2034 2035 2036 2037 2038 2039 2040 2041 2042 2043 2044 2045 2046 2047 2048 2049 2050 2051 2052 2053 2054 2055 2056 2057 2058 2059 2060 2061 2062 2063 2064 2065 2066 2067 2068 2069 2070 2071 2072 2073 2074 2075 2076 2077 2078 2079 2080 2081 2082 2083 2084 2085 2086 2087 2088 2089 2090 2091 2092 2093 2094 2095 2096 2097 2098 2099 2100 2101 2102 2103 2104 2105 2106 2107 2108 2109 2110 2111 2112 2113 2114 2115 2116 2117 2118 2119 2120 2121 2122 2123 2124 2125 2126 2127 2128 2129 2130 2131 2132 2133 2134 2135 2136 2137 2138 2139 2140 2141 2142 2143 2144 2145 2146 2147 2148 2149 2150 2151 2152 2153 2154 2155 2156 2157 2158 2159 2160 2161 2162 2163 2164 2165 2166 2167 2168 2169 2170 2171 2172 2173 2174 2175 2176 2177 2178 2179 2180 2181 2182 2183 2184 2185 2186 2187 2188 2189 2190 2191 2192 2193 2194 2195 2196 2197 2198 2199 2200 2201 2202 2203 2204 2205 2206 2207 2208 2209 2210 2211 2212 2213 2214 2215 2216 2217 2218 2219 2220 2221 2222 2223 2224 2225 2226 2227 2228 2229 2230 2231 2232 2233 2234 2235 2236 2237 2238 2239 2240 2241 2242 2243 2244 2245 2246 2247 2248 2249 2250 2251 2252 2253 2254 2255 2256 2257 2258 2259 2260 2261 2262 2263 2264 2265 2266 2267 2268 2269 2270 2271 2272 2273 2274 2275 2276 2277 2278 2279 2280 2281 2282 2283 2284 2285 2286 2287 2288 2289 2290 2291 2292 2293 2294 2295 2296 2297 2298 2299 2300 2301 2302 2303 2304 2305 2306 2307 2308 2309 2310 2311 2312 2313 2314 2315 2316 2317 2318 2319 2320 2321 2322 2323 2324 2325 2326 2327 2328 2329 2330 2331 2332 2333 2334 2335 2336 2337 2338 2339 2340 2341 2342 2343 2344 2345 2346 2347 2348 2349 2350 2351 2352 2353 2354 2355 2356 2357 2358 2359 2360 2361 2362 2363 2364 2365 2366 2367 2368 2369 2370 2371 2372 2373 2374 2375 2376 2377 2378 2379 2380 2381 2382 2383 2384 2385 2386 2387 2388 2389 2390 2391 2392 2393 2394 2395 2396 2397 2398 2399 2400 2401 2402 2403 2404 2405 2406 2407 2408 2409 2410 2411 2412 2413 2414 2415 2416 2417 2418 2419 2420 2421 2422 2423 2424 2425 2426 2427 2428 2429 2430 2431 2432 2433 2434 2435 2436 2437 2438 2439 2440 2441 2442 2443 2444 2445 2446 2447 2448 2449 2450 2451 2452 2453 2454 2455 2456 2457 2458 2459 2460 2461 2462 2463 2464 2465 2466 2467 2468 2469 2470 2471 2472 2473 2474 2475 2476 2477 2478 2479 2480 2481 2482 2483 2484 2485 2486 2487 2488 2489 2490 2491 2492 2493 2494 2495 2496 2497 2498 2499 2500 2501 2502 2503 2504 2505 2506 2507 2508 2509 2510 2511 2512 2513 2514 2515 2516 2517 2518 2519 2520 2521 2522 2523 2524 2525 2526 2527 2528 2529 2530 2531 2532 2533 2534 2535 2536 2537 2538 2539 2540 2541 2542 2543 2544 2545 2546 2547 2548 2549 2550 2551 2552 2553 2554 2555 2556 2557 2558 2559 2560 2561 2562 2563 2564 2565 2566 2567 2568 2569 2570 2571 2572 2573 2574 2575 2576 2577 2578 2579 2580 2581 2582 2583 2584 2585 2586 2587 2588 2589 2590 2591 2592 2593 2594 2595 2596 2597 2598 2599 2600 2601 2602 2603 2604 2605 2606 2607 2608 2609 2610 2611 2612 2613 2614 2615 2616 2617 2618 2619 2620 2621 2622 2623 2624 2625 2626 2627 2628 2629 2630 2631 2632 2633 2634 2635 2636 2637 2638 2639 2640 2641 2642 2643 2644 2645 2646 2647 2648 2649 2650 2651 2652 2653 2654 2655 2656 2657 2658 2659 2660 2661 2662 2663 2664 2665 2666 2667 2668 2669 2670 2671 2672 2673 2674 2675 2676 2677 2678 2679 2680 2681 2682 2683 2684 2685 2686 2687 2688 2689 2690 2691 2692 2693 2694 2695 2696 2697 2698 2699 2700 2701 2702 2703 2704 2705 2706 2707 2708 2709 2710 2711 2712 2713 2714 2715 2716 2717 2718 2719 2720 2721 2722 2723 2724 2725 2726 2727 2728 2729 2730 2731 2732 2733 2734 2735 2736 2737 2738 2739 2740 2741 2742 2743 2744 2745 2746 2747 2748 2749 2750 2751 2752 2753 2754 2755 2756 2757 2758 2759 2760 2761 2762 2763 2764 2765 2766 2767 2768 2769 2770 2771 2772 2773 2774 2775 2776 2777 2778 2779 2780 2781 2782 2783 2784 2785 2786 2787 2788 2789 2790 2791 2792 2793 2794 2795 2796 2797 2798 2799 2800 2801 2802 2803 2804 2805 2806 2807 2808 2809 2810 2811 2812 2813 2814 2815 2816 2817 2818 2819 2820 2821 2822 2823 2824 2825 2826 2827 2828 2829 2830 2831 2832 2833 2834 2835 2836 2837 2838 2839 2840 2841 2842 2843 2844 2845 2846 2847 2848 2849 2850 2851 2852 2853 2854 2855 2856 2857 2858 2859 2860 2861 2862 2863 2864 2865 2866 2867 2868 2869 2870 2871 2872 2873 2874 2875 2876 2877 2878 2879 2880 2881 2882 2883 2884 2885 2886 2887 2888 2889 2890 2891 2892 2893 2894 2895 2896 2897 2898 2899 2900 2901 2902 2903 2904 2905 2906 2907 2908 2909 2910 2911 2912 2913 2914 2915 2916 2917 2918 |
# Licensed to the Apache Software Foundation (ASF) under one
# or more contributor license agreements. See the NOTICE file
# distributed with this work for additional information
# regarding copyright ownership. The ASF licenses this file
# to you under the Apache License, Version 2.0 (the
# "License"); you may not use this file except in compliance
# with the License. You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing,
# software distributed under the License is distributed on an
# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
# KIND, either express or implied. See the License for the
# specific language governing permissions and limitations
# under the License.
# Cython wrappers for IO interfaces defined in arrow::io and messaging in
# arrow::ipc
from libc.stdlib cimport malloc, free
from cpython.bytearray cimport PyByteArray_FromStringAndSize
import codecs
import pickle
import re
import sys
import threading
import time
import warnings
from io import BufferedIOBase, IOBase, TextIOBase, UnsupportedOperation
from queue import Queue, Empty as QueueEmpty
from pyarrow.lib cimport check_status, HaveLibHdfs
from pyarrow.util import _is_path_like, _stringify_path
# 64K
DEFAULT_BUFFER_SIZE = 2 ** 16
cdef extern from "Python.h":
# To let us get a PyObject* and avoid Cython auto-ref-counting
PyObject* PyBytes_FromStringAndSizeNative" PyBytes_FromStringAndSize"(
char *v, Py_ssize_t len) except NULL
def have_libhdfs():
"""
Return true if HDFS (HadoopFileSystem) library is set up correctly.
"""
try:
with nogil:
check_status(HaveLibHdfs())
return True
except Exception:
return False
def io_thread_count():
"""
Return the number of threads to use for I/O operations.
Many operations, such as scanning a dataset, will implicitly make
use of this pool. The number of threads is set to a fixed value at
startup. It can be modified at runtime by calling
:func:`set_io_thread_count()`.
See Also
--------
set_io_thread_count : Modify the size of this pool.
cpu_count : The analogous function for the CPU thread pool.
"""
return GetIOThreadPoolCapacity()
def set_io_thread_count(int count):
"""
Set the number of threads to use for I/O operations.
Many operations, such as scanning a dataset, will implicitly make
use of this pool.
Parameters
----------
count : int
The max number of threads that may be used for I/O.
Must be positive.
See Also
--------
io_thread_count : Get the size of this pool.
set_cpu_count : The analogous function for the CPU thread pool.
"""
if count < 1:
raise ValueError("IO thread count must be strictly positive")
check_status(SetIOThreadPoolCapacity(count))
cdef class NativeFile(_Weakrefable):
"""
The base class for all Arrow streams.
Streams are either readable, writable, or both.
They optionally support seeking.
While this class exposes methods to read or write data from Python, the
primary intent of using a Arrow stream is to pass it to other Arrow
facilities that will make use of it, such as Arrow IPC routines.
Be aware that there are subtle differences with regular Python files,
e.g. destroying a writable Arrow stream without closing it explicitly
will not flush any pending data.
"""
# Default chunk size for chunked reads.
# Use a large enough value for networked filesystems.
_default_chunk_size = 256 * 1024
def __cinit__(self):
self.own_file = False
self.is_readable = False
self.is_writable = False
self.is_seekable = False
self._is_appending = False
def __dealloc__(self):
if self.own_file:
self.close()
def __enter__(self):
return self
def __exit__(self, exc_type, exc_value, tb):
self.close()
def __repr__(self):
name = f"pyarrow.{self.__class__.__name__}"
return (f"<{name} "
f"closed={self.closed} "
f"own_file={self.own_file} "
f"is_seekable={self.is_seekable} "
f"is_writable={self.is_writable} "
f"is_readable={self.is_readable}>")
@property
def mode(self):
"""
The file mode. Currently instances of NativeFile may support:
* rb: binary read
* wb: binary write
* rb+: binary read and write
* ab: binary append
"""
# Emulate built-in file modes
if self.is_readable and self.is_writable:
return 'rb+'
elif self.is_readable:
return 'rb'
elif self.is_writable and self._is_appending:
return 'ab'
elif self.is_writable:
return 'wb'
else:
raise ValueError('File object is malformed, has no mode')
def readable(self):
self._assert_open()
return self.is_readable
def writable(self):
self._assert_open()
return self.is_writable
def seekable(self):
self._assert_open()
return self.is_seekable
def isatty(self):
self._assert_open()
return False
def fileno(self):
"""
NOT IMPLEMENTED
"""
raise UnsupportedOperation()
@property
def closed(self):
if self.is_readable:
return self.input_stream.get().closed()
elif self.is_writable:
return self.output_stream.get().closed()
else:
return True
def close(self):
if not self.closed:
with nogil:
if self.is_readable:
check_status(self.input_stream.get().Close())
else:
check_status(self.output_stream.get().Close())
cdef set_random_access_file(self, shared_ptr[CRandomAccessFile] handle):
self.input_stream = <shared_ptr[CInputStream]> handle
self.random_access = handle
self.is_seekable = True
cdef set_input_stream(self, shared_ptr[CInputStream] handle):
self.input_stream = handle
self.random_access.reset()
self.is_seekable = False
cdef set_output_stream(self, shared_ptr[COutputStream] handle):
self.output_stream = handle
cdef shared_ptr[CRandomAccessFile] get_random_access_file(self) except *:
self._assert_readable()
self._assert_seekable()
return self.random_access
cdef shared_ptr[CInputStream] get_input_stream(self) except *:
self._assert_readable()
return self.input_stream
cdef shared_ptr[COutputStream] get_output_stream(self) except *:
self._assert_writable()
return self.output_stream
def _assert_open(self):
if self.closed:
raise ValueError("I/O operation on closed file")
def _assert_readable(self):
self._assert_open()
if not self.is_readable:
# XXX UnsupportedOperation
raise IOError("only valid on readable files")
def _assert_writable(self):
self._assert_open()
if not self.is_writable:
raise IOError("only valid on writable files")
def _assert_seekable(self):
self._assert_open()
if not self.is_seekable:
raise IOError("only valid on seekable files")
def size(self):
"""
Return file size
"""
cdef int64_t size
handle = self.get_random_access_file()
with nogil:
size = GetResultValue(handle.get().GetSize())
return size
def metadata(self):
"""
Return file metadata
"""
cdef:
shared_ptr[const CKeyValueMetadata] c_metadata
handle = self.get_input_stream()
with nogil:
c_metadata = GetResultValue(handle.get().ReadMetadata())
metadata = {}
if c_metadata.get() != nullptr:
for i in range(c_metadata.get().size()):
metadata[frombytes(c_metadata.get().key(i))] = \
c_metadata.get().value(i)
return metadata
def tell(self):
"""
Return current stream position
"""
cdef int64_t position
if self.is_readable:
rd_handle = self.get_random_access_file()
with nogil:
position = GetResultValue(rd_handle.get().Tell())
else:
wr_handle = self.get_output_stream()
with nogil:
position = GetResultValue(wr_handle.get().Tell())
return position
def seek(self, int64_t position, int whence=0):
"""
Change current file stream position
Parameters
----------
position : int
Byte offset, interpreted relative to value of whence argument
whence : int, default 0
Point of reference for seek offset
Notes
-----
Values of whence:
* 0 -- start of stream (the default); offset should be zero or positive
* 1 -- current stream position; offset may be negative
* 2 -- end of stream; offset is usually negative
Returns
-------
int
The new absolute stream position.
"""
cdef int64_t offset
handle = self.get_random_access_file()
with nogil:
if whence == 0:
offset = position
elif whence == 1:
offset = GetResultValue(handle.get().Tell())
offset = offset + position
elif whence == 2:
offset = GetResultValue(handle.get().GetSize())
offset = offset + position
else:
with gil:
raise ValueError("Invalid value of whence: {0}"
.format(whence))
check_status(handle.get().Seek(offset))
return self.tell()
def flush(self):
"""
Flush the stream, if applicable.
An error is raised if stream is not writable.
"""
self._assert_open()
# For IOBase compatibility, flush() on an input stream is a no-op
if self.is_writable:
handle = self.get_output_stream()
with nogil:
check_status(handle.get().Flush())
def write(self, data):
"""
Write data to the file.
Parameters
----------
data : bytes-like object or exporter of buffer protocol
Returns
-------
int
nbytes: number of bytes written
"""
self._assert_writable()
handle = self.get_output_stream()
cdef shared_ptr[CBuffer] buf = as_c_buffer(data)
with nogil:
check_status(handle.get().WriteBuffer(buf))
return buf.get().size()
def read(self, nbytes=None):
"""
Read and return up to n bytes.
If *nbytes* is None, then the entire remaining file contents are read.
Parameters
----------
nbytes : int, default None
Returns
-------
data : bytes
"""
cdef:
int64_t c_nbytes
int64_t bytes_read = 0
PyObject* obj
if nbytes is None:
if not self.is_seekable:
# Cannot get file size => read chunkwise
bs = self._default_chunk_size
chunks = []
while True:
chunk = self.read(bs)
if not chunk:
break
chunks.append(chunk)
return b"".join(chunks)
c_nbytes = self.size() - self.tell()
else:
c_nbytes = nbytes
handle = self.get_input_stream()
# Allocate empty write space
obj = PyBytes_FromStringAndSizeNative(NULL, c_nbytes)
cdef uint8_t* buf = <uint8_t*> cp.PyBytes_AS_STRING(<object> obj)
with nogil:
bytes_read = GetResultValue(handle.get().Read(c_nbytes, buf))
if bytes_read < c_nbytes:
cp._PyBytes_Resize(&obj, <Py_ssize_t> bytes_read)
return PyObject_to_object(obj)
def get_stream(self, file_offset, nbytes):
"""
Return an input stream that reads a file segment independent of the
state of the file.
Allows reading portions of a random access file as an input stream
without interfering with each other.
Parameters
----------
file_offset : int
nbytes : int
Returns
-------
stream : NativeFile
"""
cdef:
shared_ptr[CInputStream] data
int64_t c_file_offset
int64_t c_nbytes
c_file_offset = file_offset
c_nbytes = nbytes
handle = self.get_random_access_file()
data = GetResultValue(
CRandomAccessFile.GetStream(handle, c_file_offset, c_nbytes))
stream = NativeFile()
stream.set_input_stream(data)
stream.is_readable = True
return stream
def read_at(self, nbytes, offset):
"""
Read indicated number of bytes at offset from the file
Parameters
----------
nbytes : int
offset : int
Returns
-------
data : bytes
"""
cdef:
int64_t c_nbytes
int64_t c_offset
int64_t bytes_read = 0
PyObject* obj
c_nbytes = nbytes
c_offset = offset
handle = self.get_random_access_file()
# Allocate empty write space
obj = PyBytes_FromStringAndSizeNative(NULL, c_nbytes)
cdef uint8_t* buf = <uint8_t*> cp.PyBytes_AS_STRING(<object> obj)
with nogil:
bytes_read = GetResultValue(handle.get().
ReadAt(c_offset, c_nbytes, buf))
if bytes_read < c_nbytes:
cp._PyBytes_Resize(&obj, <Py_ssize_t> bytes_read)
return PyObject_to_object(obj)
def read1(self, nbytes=None):
"""Read and return up to n bytes.
Unlike read(), if *nbytes* is None then a chunk is read, not the
entire file.
Parameters
----------
nbytes : int, default None
The maximum number of bytes to read.
Returns
-------
data : bytes
"""
if nbytes is None:
# The expectation when passing `nbytes=None` is not to read the
# entire file but to issue a single underlying read call up to
# a reasonable size (the use case being to read a bufferable
# amount of bytes, such as with io.TextIOWrapper).
nbytes = self._default_chunk_size
return self.read(nbytes)
def readall(self):
return self.read()
def readinto(self, b):
"""
Read into the supplied buffer
Parameters
----------
b : buffer-like object
A writable buffer object (such as a bytearray).
Returns
-------
written : int
number of bytes written
"""
cdef:
int64_t bytes_read
uint8_t* buf
Buffer py_buf
int64_t buf_len
handle = self.get_input_stream()
py_buf = py_buffer(b)
buf_len = py_buf.size
buf = py_buf.buffer.get().mutable_data()
with nogil:
bytes_read = GetResultValue(handle.get().Read(buf_len, buf))
return bytes_read
def readline(self, size=None):
"""NOT IMPLEMENTED. Read and return a line of bytes from the file.
If size is specified, read at most size bytes.
Line terminator is always b"\\n".
Parameters
----------
size : int
maximum number of bytes read
"""
raise UnsupportedOperation()
def readlines(self, hint=None):
"""NOT IMPLEMENTED. Read lines of the file
Parameters
----------
hint : int
maximum number of bytes read until we stop
"""
raise UnsupportedOperation()
def __iter__(self):
self._assert_readable()
return self
def __next__(self):
line = self.readline()
if not line:
raise StopIteration
return line
def read_buffer(self, nbytes=None):
"""
Read from buffer.
Parameters
----------
nbytes : int, optional
maximum number of bytes read
"""
cdef:
int64_t c_nbytes
int64_t bytes_read = 0
shared_ptr[CBuffer] output
handle = self.get_input_stream()
if nbytes is None:
if not self.is_seekable:
# Cannot get file size => read chunkwise
return py_buffer(self.read())
c_nbytes = self.size() - self.tell()
else:
c_nbytes = nbytes
with nogil:
output = GetResultValue(handle.get().ReadBuffer(c_nbytes))
return pyarrow_wrap_buffer(output)
def truncate(self):
"""
NOT IMPLEMENTED
"""
raise UnsupportedOperation()
def writelines(self, lines):
"""
Write lines to the file.
Parameters
----------
lines : iterable
Iterable of bytes-like objects or exporters of buffer protocol
"""
self._assert_writable()
for line in lines:
self.write(line)
def download(self, stream_or_path, buffer_size=None):
"""
Read this file completely to a local path or destination stream.
This method first seeks to the beginning of the file.
Parameters
----------
stream_or_path : str or file-like object
If a string, a local file path to write to; otherwise,
should be a writable stream.
buffer_size : int, optional
The buffer size to use for data transfers.
"""
cdef:
int64_t bytes_read = 0
uint8_t* buf
if not is_threading_enabled():
return self._download_nothreads(stream_or_path, buffer_size)
handle = self.get_input_stream()
buffer_size = buffer_size or DEFAULT_BUFFER_SIZE
write_queue = Queue(50)
if not hasattr(stream_or_path, 'read'):
stream = open(stream_or_path, 'wb')
def cleanup():
stream.close()
else:
stream = stream_or_path
def cleanup():
pass
done = False
exc_info = None
def bg_write():
try:
while not done or write_queue.qsize() > 0:
try:
buf = write_queue.get(timeout=0.01)
except QueueEmpty:
continue
stream.write(buf)
except Exception as e:
exc_info = sys.exc_info()
finally:
cleanup()
self.seek(0)
writer_thread = threading.Thread(target=bg_write)
# This isn't ideal -- PyBytes_FromStringAndSize copies the data from
# the passed buffer, so it's hard for us to avoid doubling the memory
buf = <uint8_t*> malloc(buffer_size)
if buf == NULL:
raise MemoryError("Failed to allocate {0} bytes"
.format(buffer_size))
writer_thread.start()
cdef int64_t total_bytes = 0
cdef int32_t c_buffer_size = buffer_size
try:
while True:
with nogil:
bytes_read = GetResultValue(
handle.get().Read(c_buffer_size, buf))
total_bytes += bytes_read
# EOF
if bytes_read == 0:
break
pybuf = cp.PyBytes_FromStringAndSize(<const char*>buf,
bytes_read)
if writer_thread.is_alive():
while write_queue.full():
time.sleep(0.01)
else:
break
write_queue.put_nowait(pybuf)
finally:
free(buf)
done = True
writer_thread.join()
if exc_info is not None:
raise exc_info[0], exc_info[1], exc_info[2]
def _download_nothreads(self, stream_or_path, buffer_size=None):
"""
Internal method to do a download without separate threads, queues etc.
Called by download above if is_threading_enabled() == False
"""
cdef:
int64_t bytes_read = 0
uint8_t* buf
handle = self.get_input_stream()
buffer_size = buffer_size or DEFAULT_BUFFER_SIZE
if not hasattr(stream_or_path, 'read'):
stream = open(stream_or_path, 'wb')
def cleanup():
stream.close()
else:
stream = stream_or_path
def cleanup():
pass
self.seek(0)
# This isn't ideal -- PyBytes_FromStringAndSize copies the data from
# the passed buffer, so it's hard for us to avoid doubling the memory
buf = <uint8_t*> malloc(buffer_size)
if buf == NULL:
raise MemoryError("Failed to allocate {0} bytes"
.format(buffer_size))
cdef int64_t total_bytes = 0
cdef int32_t c_buffer_size = buffer_size
try:
while True:
with nogil:
bytes_read = GetResultValue(
handle.get().Read(c_buffer_size, buf))
total_bytes += bytes_read
# EOF
if bytes_read == 0:
break
pybuf = cp.PyBytes_FromStringAndSize(<const char*>buf,
bytes_read)
# no background thread - write on main thread
stream.write(pybuf)
finally:
free(buf)
cleanup()
def upload(self, stream, buffer_size=None):
"""
Write from a source stream to this file.
Parameters
----------
stream : file-like object
Source stream to pipe to this file.
buffer_size : int, optional
The buffer size to use for data transfers.
"""
if not is_threading_enabled():
return self._upload_nothreads(stream, buffer_size)
write_queue = Queue(50)
self._assert_writable()
buffer_size = buffer_size or DEFAULT_BUFFER_SIZE
done = False
exc_info = None
def bg_write():
try:
while not done or write_queue.qsize() > 0:
try:
buf = write_queue.get(timeout=0.01)
except QueueEmpty:
continue
self.write(buf)
except Exception as e:
exc_info = sys.exc_info()
writer_thread = threading.Thread(target=bg_write)
writer_thread.start()
try:
while True:
buf = stream.read(buffer_size)
if not buf:
break
if writer_thread.is_alive():
while write_queue.full():
time.sleep(0.01)
else:
break
write_queue.put_nowait(buf)
finally:
done = True
writer_thread.join()
if exc_info is not None:
raise exc_info[0], exc_info[1], exc_info[2]
def _upload_nothreads(self, stream, buffer_size=None):
"""
Internal method to do an upload without separate threads, queues etc.
Called by upload above if is_threading_enabled() == False
"""
self._assert_writable()
buffer_size = buffer_size or DEFAULT_BUFFER_SIZE
while True:
buf = stream.read(buffer_size)
if not buf:
break
# no threading - just write
self.write(buf)
BufferedIOBase.register(NativeFile)
# ----------------------------------------------------------------------
# Python file-like objects
cdef class PythonFile(NativeFile):
"""
A stream backed by a Python file object.
This class allows using Python file objects with arbitrary Arrow
functions, including functions written in another language than Python.
As a downside, there is a non-zero redirection cost in translating
Arrow stream calls to Python method calls. Furthermore, Python's
Global Interpreter Lock may limit parallelism in some situations.
Examples
--------
>>> import io
>>> import pyarrow as pa
>>> pa.PythonFile(io.BytesIO())
<pyarrow.PythonFile closed=False own_file=False is_seekable=False is_writable=True is_readable=False>
Create a stream for writing:
>>> buf = io.BytesIO()
>>> f = pa.PythonFile(buf, mode = 'w')
>>> f.writable()
True
>>> f.write(b'PythonFile')
10
>>> buf.getvalue()
b'PythonFile'
>>> f.close()
>>> f
<pyarrow.PythonFile closed=True own_file=False is_seekable=False is_writable=True is_readable=False>
Create a stream for reading:
>>> buf = io.BytesIO(b'PythonFile')
>>> f = pa.PythonFile(buf, mode = 'r')
>>> f.mode
'rb'
>>> f.read()
b'PythonFile'
>>> f
<pyarrow.PythonFile closed=False own_file=False is_seekable=True is_writable=False is_readable=True>
>>> f.close()
>>> f
<pyarrow.PythonFile closed=True own_file=False is_seekable=True is_writable=False is_readable=True>
"""
cdef:
object handle
def __cinit__(self, handle, mode=None):
self.handle = handle
if mode is None:
try:
inferred_mode = handle.mode
except AttributeError:
# Not all file-like objects have a mode attribute
# (e.g. BytesIO)
try:
inferred_mode = 'w' if handle.writable() else 'r'
except AttributeError:
raise ValueError("could not infer open mode for file-like "
"object %r, please pass it explicitly"
% (handle,))
else:
inferred_mode = mode
if inferred_mode.startswith('w'):
kind = 'w'
elif inferred_mode.startswith('r'):
kind = 'r'
else:
raise ValueError('Invalid file mode: {0}'.format(mode))
# If mode was given, check it matches the given file
if mode is not None:
if isinstance(handle, IOBase):
# Python 3 IO object
if kind == 'r':
if not handle.readable():
raise TypeError("readable file expected")
else:
if not handle.writable():
raise TypeError("writable file expected")
# (other duck-typed file-like objects are possible)
# If possible, check the file is a binary file
if isinstance(handle, TextIOBase):
raise TypeError("binary file expected, got text file")
if kind == 'r':
self.set_random_access_file(
shared_ptr[CRandomAccessFile](new PyReadableFile(handle)))
self.is_readable = True
else:
self.set_output_stream(
shared_ptr[COutputStream](new PyOutputStream(handle)))
self.is_writable = True
def truncate(self, pos=None):
"""
Parameters
----------
pos : int, optional
"""
self.handle.truncate(pos)
def readline(self, size=None):
"""
Read and return a line of bytes from the file.
If size is specified, read at most size bytes.
Parameters
----------
size : int
Maximum number of bytes read
"""
return self.handle.readline(size)
def readlines(self, hint=None):
"""
Read lines of the file.
Parameters
----------
hint : int
Maximum number of bytes read until we stop
"""
return self.handle.readlines(hint)
cdef class MemoryMappedFile(NativeFile):
"""
A stream that represents a memory-mapped file.
Supports 'r', 'r+', 'w' modes.
Examples
--------
Create a new file with memory map:
>>> import pyarrow as pa
>>> mmap = pa.create_memory_map('example_mmap.dat', 10)
>>> mmap
<pyarrow.MemoryMappedFile closed=False own_file=False is_seekable=True is_writable=True is_readable=True>
>>> mmap.close()
Open an existing file with memory map:
>>> with pa.memory_map('example_mmap.dat') as mmap:
... mmap
...
<pyarrow.MemoryMappedFile closed=False own_file=False is_seekable=True is_writable=False is_readable=True>
"""
cdef:
shared_ptr[CMemoryMappedFile] handle
object path
@staticmethod
def create(path, size):
"""
Create a MemoryMappedFile
Parameters
----------
path : str
Where to create the file.
size : int
Size of the memory mapped file.
"""
cdef:
shared_ptr[CMemoryMappedFile] handle
c_string c_path = encode_file_path(path)
int64_t c_size = size
with nogil:
handle = GetResultValue(CMemoryMappedFile.Create(c_path, c_size))
cdef MemoryMappedFile result = MemoryMappedFile()
result.path = path
result.is_readable = True
result.is_writable = True
result.set_output_stream(<shared_ptr[COutputStream]> handle)
result.set_random_access_file(<shared_ptr[CRandomAccessFile]> handle)
result.handle = handle
return result
def _open(self, path, mode='r'):
self.path = path
cdef:
FileMode c_mode
shared_ptr[CMemoryMappedFile] handle
c_string c_path = encode_file_path(path)
if mode in ('r', 'rb'):
c_mode = FileMode_READ
self.is_readable = True
elif mode in ('w', 'wb'):
c_mode = FileMode_WRITE
self.is_writable = True
elif mode in ('r+', 'r+b', 'rb+'):
c_mode = FileMode_READWRITE
self.is_readable = True
self.is_writable = True
else:
raise ValueError('Invalid file mode: {0}'.format(mode))
with nogil:
handle = GetResultValue(CMemoryMappedFile.Open(c_path, c_mode))
self.set_output_stream(<shared_ptr[COutputStream]> handle)
self.set_random_access_file(<shared_ptr[CRandomAccessFile]> handle)
self.handle = handle
def resize(self, new_size):
"""
Resize the map and underlying file.
Parameters
----------
new_size : new size in bytes
"""
check_status(self.handle.get().Resize(new_size))
def fileno(self):
self._assert_open()
return self.handle.get().file_descriptor()
def memory_map(path, mode='r'):
"""
Open memory map at file path. Size of the memory map cannot change.
Parameters
----------
path : str
mode : {'r', 'r+', 'w'}, default 'r'
Whether the file is opened for reading ('r'), writing ('w')
or both ('r+').
Returns
-------
mmap : MemoryMappedFile
Examples
--------
Reading from a memory map without any memory allocation or copying:
>>> import pyarrow as pa
>>> with pa.output_stream('example_mmap.txt') as stream:
... stream.write(b'Constructing a buffer referencing the mapped memory')
...
51
>>> with pa.memory_map('example_mmap.txt') as mmap:
... mmap.read_at(6,45)
...
b'memory'
"""
_check_is_file(path)
cdef MemoryMappedFile mmap = MemoryMappedFile()
mmap._open(path, mode)
return mmap
cdef _check_is_file(path):
if os.path.isdir(path):
raise IOError("Expected file path, but {0} is a directory"
.format(path))
def create_memory_map(path, size):
"""
Create a file of the given size and memory-map it.
Parameters
----------
path : str
The file path to create, on the local filesystem.
size : int
The file size to create.
Returns
-------
mmap : MemoryMappedFile
Examples
--------
Create a file with a memory map:
>>> import pyarrow as pa
>>> with pa.create_memory_map('example_mmap_create.dat', 27) as mmap:
... mmap.write(b'Create a memory-mapped file')
... mmap.read_at(10, 9)
...
27
b'memory-map'
"""
return MemoryMappedFile.create(path, size)
cdef class OSFile(NativeFile):
"""
A stream backed by a regular file descriptor.
Examples
--------
Create a new file to write to:
>>> import pyarrow as pa
>>> with pa.OSFile('example_osfile.arrow', mode='w') as f:
... f.writable()
... f.write(b'OSFile')
... f.seekable()
...
True
6
False
Open the file to read:
>>> with pa.OSFile('example_osfile.arrow', mode='r') as f:
... f.mode
... f.read()
...
'rb'
b'OSFile'
Open the file to append:
>>> with pa.OSFile('example_osfile.arrow', mode='ab') as f:
... f.mode
... f.write(b' is super!')
...
'ab'
10
>>> with pa.OSFile('example_osfile.arrow') as f:
... f.read()
...
b'OSFile is super!'
Inspect created OSFile:
>>> pa.OSFile('example_osfile.arrow')
<pyarrow.OSFile closed=False own_file=False is_seekable=True is_writable=False is_readable=True>
"""
cdef:
object path
def __cinit__(self, path, mode='r', MemoryPool memory_pool=None):
_check_is_file(path)
self.path = path
cdef:
FileMode c_mode
shared_ptr[Readable] handle
c_string c_path = encode_file_path(path)
if mode in ('r', 'rb'):
self._open_readable(c_path, maybe_unbox_memory_pool(memory_pool))
elif mode in ('w', 'wb'):
self._open_writable(c_path)
elif mode in ('a', 'ab'):
self._open_writable(c_path, append=True)
else:
raise ValueError('Invalid file mode: {0}'.format(mode))
cdef _open_readable(self, c_string path, CMemoryPool* pool):
cdef shared_ptr[ReadableFile] handle
with nogil:
handle = GetResultValue(ReadableFile.Open(path, pool))
self.is_readable = True
self.set_random_access_file(<shared_ptr[CRandomAccessFile]> handle)
cdef _open_writable(self, c_string path, c_bool append=False):
with nogil:
self.output_stream = GetResultValue(
FileOutputStream.OpenWithAppend(path, append)
)
self.is_writable = True
self._is_appending = append
def fileno(self):
self._assert_open()
return self.handle.file_descriptor()
cdef class FixedSizeBufferWriter(NativeFile):
"""
A stream writing to a Arrow buffer.
Examples
--------
Create a stream to write to ``pyarrow.Buffer``:
>>> import pyarrow as pa
>>> buf = pa.allocate_buffer(5)
>>> with pa.output_stream(buf) as stream:
... stream.write(b'abcde')
... stream
...
5
<pyarrow.FixedSizeBufferWriter closed=False own_file=False is_seekable=False is_writable=True is_readable=False>
Inspect the buffer:
>>> buf.to_pybytes()
b'abcde'
>>> buf
<pyarrow.Buffer address=... size=5 is_cpu=True is_mutable=True>
"""
def __cinit__(self, Buffer buffer):
self.output_stream.reset(new CFixedSizeBufferWriter(buffer.buffer))
self.is_writable = True
def set_memcopy_threads(self, int num_threads):
"""
Parameters
----------
num_threads : int
"""
cdef CFixedSizeBufferWriter* writer = \
<CFixedSizeBufferWriter*> self.output_stream.get()
writer.set_memcopy_threads(num_threads)
def set_memcopy_blocksize(self, int64_t blocksize):
"""
Parameters
----------
blocksize : int64
"""
cdef CFixedSizeBufferWriter* writer = \
<CFixedSizeBufferWriter*> self.output_stream.get()
writer.set_memcopy_blocksize(blocksize)
def set_memcopy_threshold(self, int64_t threshold):
"""
Parameters
----------
threshold : int64
"""
cdef CFixedSizeBufferWriter* writer = \
<CFixedSizeBufferWriter*> self.output_stream.get()
writer.set_memcopy_threshold(threshold)
# ----------------------------------------------------------------------
# Arrow buffers
cdef class Buffer(_Weakrefable):
"""
The base class for all Arrow buffers.
A buffer represents a contiguous memory area. Many buffers will own
their memory, though not all of them do.
"""
def __cinit__(self):
pass
def __init__(self):
raise TypeError("Do not call Buffer's constructor directly, use "
"`pyarrow.py_buffer` function instead.")
cdef void init(self, const shared_ptr[CBuffer]& buffer):
self.buffer = buffer
self.shape[0] = self.size
self.strides[0] = <Py_ssize_t>(1)
def __len__(self):
return self.size
def __repr__(self):
name = f"pyarrow.{self.__class__.__name__}"
return (f"<{name} "
f"address={hex(self.address)} "
f"size={self.size} "
f"is_cpu={self.is_cpu} "
f"is_mutable={self.is_mutable}>")
def _assert_cpu(self):
if not self.is_cpu:
raise NotImplementedError("Implemented only for data on CPU device")
@property
def size(self):
"""
The buffer size in bytes.
"""
return self.buffer.get().size()
@property
def address(self):
"""
The buffer's address, as an integer.
The returned address may point to CPU or device memory.
Use `is_cpu()` to disambiguate.
"""
return self.buffer.get().address()
def hex(self):
"""
Compute hexadecimal representation of the buffer.
Returns
-------
: bytes
"""
self._assert_cpu()
return self.buffer.get().ToHexString()
@property
def is_mutable(self):
"""
Whether the buffer is mutable.
"""
return self.buffer.get().is_mutable()
@property
def is_cpu(self):
"""
Whether the buffer is CPU-accessible.
"""
return self.buffer.get().is_cpu()
@property
def device(self):
"""
The device where the buffer resides.
Returns
-------
Device
"""
return Device.wrap(self.buffer.get().device())
@property
def memory_manager(self):
"""
The memory manager associated with the buffer.
Returns
-------
MemoryManager
"""
return MemoryManager.wrap(self.buffer.get().memory_manager())
@property
def device_type(self):
"""
The device type where the buffer resides.
Returns
-------
DeviceAllocationType
"""
return _wrap_device_allocation_type(self.buffer.get().device_type())
@property
def parent(self):
cdef shared_ptr[CBuffer] parent_buf = self.buffer.get().parent()
if parent_buf.get() == NULL:
return None
else:
return pyarrow_wrap_buffer(parent_buf)
def __getitem__(self, key):
if isinstance(key, slice):
if (key.step or 1) != 1:
raise IndexError('only slices with step 1 supported')
return _normalize_slice(self, key)
return self.getitem(_normalize_index(key, self.size))
cdef getitem(self, int64_t i):
self._assert_cpu()
return self.buffer.get().data()[i]
def slice(self, offset=0, length=None):
"""
Slice this buffer. Memory is not copied.
You can also use the Python slice notation ``buffer[start:stop]``.
Parameters
----------
offset : int, default 0
Offset from start of buffer to slice.
length : int, default None
Length of slice (default is until end of Buffer starting from
offset).
Returns
-------
sliced : Buffer
A logical view over this buffer.
"""
cdef shared_ptr[CBuffer] result
if offset < 0:
raise IndexError('Offset must be non-negative')
if length is None:
result = GetResultValue(SliceBufferSafe(self.buffer, offset))
else:
result = GetResultValue(SliceBufferSafe(self.buffer, offset,
length))
return pyarrow_wrap_buffer(result)
def equals(self, Buffer other):
"""
Determine if two buffers contain exactly the same data.
Parameters
----------
other : Buffer
Returns
-------
are_equal : bool
True if buffer contents and size are equal
"""
if self.device != other.device:
raise ValueError(
"Device on which the data resides differs between buffers: "
f"{self.device.type_name} and {other.device.type_name}."
)
if not self.is_cpu:
if self.address != other.address:
raise NotImplementedError(
"Implemented only for data on CPU device or data with equal "
"addresses"
)
cdef c_bool result = False
with nogil:
result = self.buffer.get().Equals(deref(other.buffer.get()))
return result
def __eq__(self, other):
if isinstance(other, Buffer):
return self.equals(other)
else:
return self.equals(py_buffer(other))
def __reduce_ex__(self, protocol):
self._assert_cpu()
if protocol >= 5:
bufobj = pickle.PickleBuffer(self)
elif self.buffer.get().is_mutable():
# Need to pass a bytearray to recreate a mutable buffer when
# unpickling.
bufobj = PyByteArray_FromStringAndSize(
<const char*>self.buffer.get().data(),
self.buffer.get().size())
else:
bufobj = self.to_pybytes()
return py_buffer, (bufobj,)
def to_pybytes(self):
"""
Return this buffer as a Python bytes object. Memory is copied.
"""
self._assert_cpu()
return cp.PyBytes_FromStringAndSize(
<const char*>self.buffer.get().data(),
self.buffer.get().size())
def __getbuffer__(self, cp.Py_buffer* buffer, int flags):
self._assert_cpu()
if self.buffer.get().is_mutable():
buffer.readonly = 0
else:
if flags & cp.PyBUF_WRITABLE:
raise BufferError("Writable buffer requested but Arrow "
"buffer was not mutable")
buffer.readonly = 1
buffer.buf = <char *>self.buffer.get().data()
buffer.len = self.size
if buffer.buf == NULL:
# ARROW-16048: Ensure we don't export a NULL address.
assert buffer.len == 0
buffer.buf = cp.PyBytes_AS_STRING(b"")
buffer.format = 'b'
buffer.internal = NULL
buffer.itemsize = 1
buffer.ndim = 1
buffer.obj = self
buffer.shape = self.shape
buffer.strides = self.strides
buffer.suboffsets = NULL
cdef class ResizableBuffer(Buffer):
"""
A base class for buffers that can be resized.
"""
cdef void init_rz(self, const shared_ptr[CResizableBuffer]& buffer):
self.init(<shared_ptr[CBuffer]> buffer)
def resize(self, int64_t new_size, shrink_to_fit=False):
"""
Resize buffer to indicated size.
Parameters
----------
new_size : int
New size of buffer (padding may be added internally).
shrink_to_fit : bool, default False
If this is true, the buffer is shrunk when new_size is less
than the current size.
If this is false, the buffer is never shrunk.
"""
cdef c_bool c_shrink_to_fit = shrink_to_fit
with nogil:
check_status((<CResizableBuffer*> self.buffer.get())
.Resize(new_size, c_shrink_to_fit))
cdef shared_ptr[CResizableBuffer] _allocate_buffer(CMemoryPool* pool) except *:
with nogil:
return to_shared(GetResultValue(AllocateResizableBuffer(0, pool)))
def allocate_buffer(int64_t size, MemoryPool memory_pool=None,
resizable=False):
"""
Allocate a mutable buffer.
Parameters
----------
size : int
Number of bytes to allocate (plus internal padding)
memory_pool : MemoryPool, optional
The pool to allocate memory from.
If not given, the default memory pool is used.
resizable : bool, default False
If true, the returned buffer is resizable.
Returns
-------
buffer : Buffer or ResizableBuffer
"""
cdef:
CMemoryPool* cpool = maybe_unbox_memory_pool(memory_pool)
shared_ptr[CResizableBuffer] c_rz_buffer
shared_ptr[CBuffer] c_buffer
if resizable:
with nogil:
c_rz_buffer = to_shared(GetResultValue(
AllocateResizableBuffer(size, cpool)))
return pyarrow_wrap_resizable_buffer(c_rz_buffer)
else:
with nogil:
c_buffer = to_shared(GetResultValue(AllocateBuffer(size, cpool)))
return pyarrow_wrap_buffer(c_buffer)
cdef class BufferOutputStream(NativeFile):
"""
An output stream that writes to a resizable buffer.
The buffer is produced as a result when ``getvalue()`` is called.
Examples
--------
Create an output stream, write data to it and finalize it with
``getvalue()``:
>>> import pyarrow as pa
>>> f = pa.BufferOutputStream()
>>> f.write(b'pyarrow.Buffer')
14
>>> f.closed
False
>>> f.getvalue()
<pyarrow.Buffer address=... size=14 is_cpu=True is_mutable=True>
>>> f.closed
True
"""
cdef:
shared_ptr[CResizableBuffer] buffer
def __cinit__(self, MemoryPool memory_pool=None):
self.buffer = _allocate_buffer(maybe_unbox_memory_pool(memory_pool))
self.output_stream.reset(new CBufferOutputStream(
<shared_ptr[CResizableBuffer]> self.buffer))
self.is_writable = True
def getvalue(self):
"""
Finalize output stream and return result as pyarrow.Buffer.
Returns
-------
value : Buffer
"""
with nogil:
check_status(self.output_stream.get().Close())
return pyarrow_wrap_buffer(<shared_ptr[CBuffer]> self.buffer)
cdef class MockOutputStream(NativeFile):
def __cinit__(self):
self.output_stream.reset(new CMockOutputStream())
self.is_writable = True
def size(self):
handle = <CMockOutputStream*> self.output_stream.get()
return handle.GetExtentBytesWritten()
cdef class BufferReader(NativeFile):
"""
Zero-copy reader from objects convertible to Arrow buffer.
Parameters
----------
obj : Python bytes or pyarrow.Buffer
Examples
--------
Create an Arrow input stream and inspect it:
>>> import pyarrow as pa
>>> data = b'reader data'
>>> buf = memoryview(data)
>>> with pa.input_stream(buf) as stream:
... stream.size()
... stream.read(6)
... stream.seek(7)
... stream.read(15)
...
11
b'reader'
7
b'data'
"""
cdef:
Buffer buffer
# XXX Needed to make numpydoc happy
def __init__(self, obj):
pass
def __cinit__(self, object obj):
self.buffer = as_buffer(obj)
self.set_random_access_file(shared_ptr[CRandomAccessFile](
new CBufferReader(self.buffer.buffer)))
self.is_readable = True
cdef class CompressedInputStream(NativeFile):
"""
An input stream wrapper which decompresses data on the fly.
Parameters
----------
stream : string, path, pyarrow.NativeFile, or file-like object
Input stream object to wrap with the compression.
compression : str
The compression type ("bz2", "brotli", "gzip", "lz4" or "zstd").
Examples
--------
Create an output stream which compresses the data:
>>> import pyarrow as pa
>>> data = b"Compressed stream"
>>> raw = pa.BufferOutputStream()
>>> with pa.CompressedOutputStream(raw, "gzip") as compressed:
... compressed.write(data)
...
17
Create an input stream with decompression referencing the
buffer with compressed data:
>>> cdata = raw.getvalue()
>>> with pa.input_stream(cdata, compression="gzip") as compressed:
... compressed.read()
...
b'Compressed stream'
which actually translates to the use of ``BufferReader``and
``CompressedInputStream``:
>>> raw = pa.BufferReader(cdata)
>>> with pa.CompressedInputStream(raw, "gzip") as compressed:
... compressed.read()
...
b'Compressed stream'
"""
def __init__(self, object stream, str compression not None):
cdef:
NativeFile nf
Codec codec = Codec(compression)
shared_ptr[CInputStream] c_reader
shared_ptr[CCompressedInputStream] compressed_stream
nf = get_native_file(stream, False)
c_reader = nf.get_input_stream()
compressed_stream = GetResultValue(
CCompressedInputStream.Make(codec.unwrap(), c_reader)
)
self.set_input_stream(<shared_ptr[CInputStream]> compressed_stream)
self.is_readable = True
cdef class CompressedOutputStream(NativeFile):
"""
An output stream wrapper which compresses data on the fly.
Parameters
----------
stream : string, path, pyarrow.NativeFile, or file-like object
Input stream object to wrap with the compression.
compression : str
The compression type ("bz2", "brotli", "gzip", "lz4" or "zstd").
Examples
--------
Create an output stream which compresses the data:
>>> import pyarrow as pa
>>> data = b"Compressed stream"
>>> raw = pa.BufferOutputStream()
>>> with pa.CompressedOutputStream(raw, "gzip") as compressed:
... compressed.write(data)
...
17
"""
def __init__(self, object stream, str compression not None):
cdef:
Codec codec = Codec(compression)
shared_ptr[COutputStream] c_writer
shared_ptr[CCompressedOutputStream] compressed_stream
get_writer(stream, &c_writer)
compressed_stream = GetResultValue(
CCompressedOutputStream.Make(codec.unwrap(), c_writer)
)
self.set_output_stream(<shared_ptr[COutputStream]> compressed_stream)
self.is_writable = True
ctypedef CBufferedInputStream* _CBufferedInputStreamPtr
ctypedef CBufferedOutputStream* _CBufferedOutputStreamPtr
ctypedef CRandomAccessFile* _RandomAccessFilePtr
cdef class BufferedInputStream(NativeFile):
"""
An input stream that performs buffered reads from
an unbuffered input stream, which can mitigate the overhead
of many small reads in some cases.
Parameters
----------
stream : NativeFile
The input stream to wrap with the buffer
buffer_size : int
Size of the temporary read buffer.
memory_pool : MemoryPool
The memory pool used to allocate the buffer.
"""
def __init__(self, NativeFile stream, int buffer_size,
MemoryPool memory_pool=None):
cdef shared_ptr[CBufferedInputStream] buffered_stream
if buffer_size <= 0:
raise ValueError('Buffer size must be larger than zero')
buffered_stream = GetResultValue(CBufferedInputStream.Create(
buffer_size, maybe_unbox_memory_pool(memory_pool),
stream.get_input_stream()))
self.set_input_stream(<shared_ptr[CInputStream]> buffered_stream)
self.is_readable = True
def detach(self):
"""
Release the raw InputStream.
Further operations on this stream are invalid.
Returns
-------
raw : NativeFile
The underlying raw input stream
"""
cdef:
shared_ptr[CInputStream] c_raw
_CBufferedInputStreamPtr buffered
NativeFile raw
buffered = dynamic_cast[_CBufferedInputStreamPtr](
self.input_stream.get())
assert buffered != nullptr
with nogil:
c_raw = GetResultValue(buffered.Detach())
raw = NativeFile()
raw.is_readable = True
# Find out whether the raw stream is a RandomAccessFile
# or a mere InputStream. This helps us support seek() etc.
# selectively.
if dynamic_cast[_RandomAccessFilePtr](c_raw.get()) != nullptr:
raw.set_random_access_file(
static_pointer_cast[CRandomAccessFile, CInputStream](c_raw))
else:
raw.set_input_stream(c_raw)
return raw
cdef class BufferedOutputStream(NativeFile):
"""
An output stream that performs buffered reads from
an unbuffered output stream, which can mitigate the overhead
of many small writes in some cases.
Parameters
----------
stream : NativeFile
The writable output stream to wrap with the buffer
buffer_size : int
Size of the buffer that should be added.
memory_pool : MemoryPool
The memory pool used to allocate the buffer.
"""
def __init__(self, NativeFile stream, int buffer_size,
MemoryPool memory_pool=None):
cdef shared_ptr[CBufferedOutputStream] buffered_stream
if buffer_size <= 0:
raise ValueError('Buffer size must be larger than zero')
buffered_stream = GetResultValue(CBufferedOutputStream.Create(
buffer_size, maybe_unbox_memory_pool(memory_pool),
stream.get_output_stream()))
self.set_output_stream(<shared_ptr[COutputStream]> buffered_stream)
self.is_writable = True
def detach(self):
"""
Flush any buffered writes and release the raw OutputStream.
Further operations on this stream are invalid.
Returns
-------
raw : NativeFile
The underlying raw output stream.
"""
cdef:
shared_ptr[COutputStream] c_raw
_CBufferedOutputStreamPtr buffered
NativeFile raw
buffered = dynamic_cast[_CBufferedOutputStreamPtr](
self.output_stream.get())
assert buffered != nullptr
with nogil:
c_raw = GetResultValue(buffered.Detach())
raw = NativeFile()
raw.is_writable = True
raw.set_output_stream(c_raw)
return raw
cdef void _cb_transform(transform_func, const shared_ptr[CBuffer]& src,
shared_ptr[CBuffer]* dest) except *:
py_dest = transform_func(pyarrow_wrap_buffer(src))
dest[0] = pyarrow_unwrap_buffer(py_buffer(py_dest))
cdef class TransformInputStream(NativeFile):
"""
Transform an input stream.
Parameters
----------
stream : NativeFile
The stream to transform.
transform_func : callable
The transformation to apply.
"""
def __init__(self, NativeFile stream, transform_func):
self.set_input_stream(TransformInputStream.make_native(
stream.get_input_stream(), transform_func))
self.is_readable = True
@staticmethod
cdef shared_ptr[CInputStream] make_native(
shared_ptr[CInputStream] stream, transform_func) except *:
cdef:
shared_ptr[CInputStream] transform_stream
CTransformInputStreamVTable vtable
vtable.transform = _cb_transform
return MakeTransformInputStream(stream, move(vtable),
transform_func)
class Transcoder:
def __init__(self, decoder, encoder):
self._decoder = decoder
self._encoder = encoder
def __call__(self, buf):
final = len(buf) == 0
return self._encoder.encode(self._decoder.decode(buf, final), final)
cdef shared_ptr[function[StreamWrapFunc]] make_streamwrap_func(
src_encoding, dest_encoding) except *:
"""
Create a function that will add a transcoding transformation to a stream.
Data from that stream will be decoded according to ``src_encoding`` and
then re-encoded according to ``dest_encoding``.
The created function can be used to wrap streams.
Parameters
----------
src_encoding : str
The codec to use when reading data.
dest_encoding : str
The codec to use for emitted data.
"""
cdef:
shared_ptr[function[StreamWrapFunc]] empty_func
CTransformInputStreamVTable vtable
vtable.transform = _cb_transform
src_codec = codecs.lookup(src_encoding)
dest_codec = codecs.lookup(dest_encoding)
return MakeStreamTransformFunc(move(vtable),
Transcoder(src_codec.incrementaldecoder(),
dest_codec.incrementalencoder()))
def transcoding_input_stream(stream, src_encoding, dest_encoding):
"""
Add a transcoding transformation to the stream.
Incoming data will be decoded according to ``src_encoding`` and
then re-encoded according to ``dest_encoding``.
Parameters
----------
stream : NativeFile
The stream to which the transformation should be applied.
src_encoding : str
The codec to use when reading data.
dest_encoding : str
The codec to use for emitted data.
"""
src_codec = codecs.lookup(src_encoding)
dest_codec = codecs.lookup(dest_encoding)
if src_codec.name == dest_codec.name:
# Avoid losing performance on no-op transcoding
# (encoding errors won't be detected)
return stream
return TransformInputStream(stream,
Transcoder(src_codec.incrementaldecoder(),
dest_codec.incrementalencoder()))
cdef shared_ptr[CInputStream] native_transcoding_input_stream(
shared_ptr[CInputStream] stream, src_encoding,
dest_encoding) except *:
src_codec = codecs.lookup(src_encoding)
dest_codec = codecs.lookup(dest_encoding)
if src_codec.name == dest_codec.name:
# Avoid losing performance on no-op transcoding
# (encoding errors won't be detected)
return stream
return TransformInputStream.make_native(
stream, Transcoder(src_codec.incrementaldecoder(),
dest_codec.incrementalencoder()))
def py_buffer(object obj):
"""
Construct an Arrow buffer from a Python bytes-like or buffer-like object
Parameters
----------
obj : object
the object from which the buffer should be constructed.
"""
cdef shared_ptr[CBuffer] buf
buf = GetResultValue(PyBuffer.FromPyObject(obj))
return pyarrow_wrap_buffer(buf)
def foreign_buffer(address, size, base=None):
"""
Construct an Arrow buffer with the given *address* and *size*.
The buffer will be optionally backed by the Python *base* object, if given.
The *base* object will be kept alive as long as this buffer is alive,
including across language boundaries (for example if the buffer is
referenced by C++ code).
Parameters
----------
address : int
The starting address of the buffer. The address can
refer to both device or host memory but it must be
accessible from device after mapping it with
`get_device_address` method.
size : int
The size of device buffer in bytes.
base : {None, object}
Object that owns the referenced memory.
"""
cdef:
uintptr_t c_addr = address
int64_t c_size = size
shared_ptr[CBuffer] buf
check_status(PyForeignBuffer.Make(<uint8_t*> c_addr, c_size,
base, &buf))
return pyarrow_wrap_buffer(buf)
def as_buffer(object o):
if isinstance(o, Buffer):
return o
return py_buffer(o)
cdef shared_ptr[CBuffer] as_c_buffer(object o) except *:
cdef shared_ptr[CBuffer] buf
if isinstance(o, Buffer):
buf = (<Buffer> o).buffer
if buf == nullptr:
raise ValueError("got null buffer")
else:
buf = GetResultValue(PyBuffer.FromPyObject(o))
return buf
cdef NativeFile get_native_file(object source, c_bool use_memory_map):
try:
source_path = _stringify_path(source)
except TypeError:
if isinstance(source, Buffer):
source = BufferReader(source)
elif not isinstance(source, NativeFile) and hasattr(source, 'read'):
# Optimistically hope this is file-like
source = PythonFile(source, mode='r')
else:
if use_memory_map:
source = memory_map(source_path, mode='r')
else:
source = OSFile(source_path, mode='r')
return source
cdef get_reader(object source, c_bool use_memory_map,
shared_ptr[CRandomAccessFile]* reader):
cdef NativeFile nf
nf = get_native_file(source, use_memory_map)
reader[0] = nf.get_random_access_file()
cdef get_input_stream(object source, c_bool use_memory_map,
shared_ptr[CInputStream]* out):
"""
Like get_reader(), but can automatically decompress, and returns
an InputStream.
"""
cdef:
NativeFile nf
Codec codec
shared_ptr[CInputStream] input_stream
try:
codec = Codec.detect(source)
except TypeError:
codec = None
nf = get_native_file(source, use_memory_map)
input_stream = nf.get_input_stream()
# codec is None if compression can't be detected
if codec is not None:
input_stream = <shared_ptr[CInputStream]> GetResultValue(
CCompressedInputStream.Make(codec.unwrap(), input_stream)
)
out[0] = input_stream
cdef get_writer(object source, shared_ptr[COutputStream]* writer):
cdef NativeFile nf
try:
source_path = _stringify_path(source)
except TypeError:
if not isinstance(source, NativeFile) and hasattr(source, 'write'):
# Optimistically hope this is file-like
source = PythonFile(source, mode='w')
else:
source = OSFile(source_path, mode='w')
if isinstance(source, NativeFile):
nf = source
writer[0] = nf.get_output_stream()
else:
raise TypeError('Unable to write to object of type: {0}'
.format(type(source)))
# ---------------------------------------------------------------------
def _detect_compression(path):
if isinstance(path, str):
if path.endswith('.bz2'):
return 'bz2'
elif path.endswith('.gz'):
return 'gzip'
elif path.endswith('.lz4'):
return 'lz4'
elif path.endswith('.zst'):
return 'zstd'
cdef CCompressionType _ensure_compression(str name) except *:
uppercase = name.upper()
if uppercase == 'BZ2':
return CCompressionType_BZ2
elif uppercase == 'GZIP':
return CCompressionType_GZIP
elif uppercase == 'BROTLI':
return CCompressionType_BROTLI
elif uppercase == 'LZ4' or uppercase == 'LZ4_FRAME':
return CCompressionType_LZ4_FRAME
elif uppercase == 'LZ4_RAW':
return CCompressionType_LZ4
elif uppercase == 'SNAPPY':
return CCompressionType_SNAPPY
elif uppercase == 'ZSTD':
return CCompressionType_ZSTD
else:
raise ValueError('Invalid value for compression: {!r}'.format(name))
cdef class CacheOptions(_Weakrefable):
"""
Cache options for a pre-buffered fragment scan.
Parameters
----------
hole_size_limit : int, default 8KiB
The maximum distance in bytes between two consecutive ranges; beyond
this value, ranges are not combined.
range_size_limit : int, default 32MiB
The maximum size in bytes of a combined range; if combining two
consecutive ranges would produce a range of a size greater than this,
they are not combined
lazy : bool, default True
lazy = false: request all byte ranges when PreBuffer or WillNeed is called.
lazy = True, prefetch_limit = 0: request merged byte ranges only after the reader
needs them.
lazy = True, prefetch_limit = k: prefetch up to k merged byte ranges ahead of the
range that is currently being read.
prefetch_limit : int, default 0
The maximum number of ranges to be prefetched. This is only used for
lazy cache to asynchronously read some ranges after reading the target
range.
"""
def __init__(self, *, hole_size_limit=None, range_size_limit=None, lazy=None, prefetch_limit=None):
self.wrapped = CCacheOptions.LazyDefaults()
if hole_size_limit is not None:
self.hole_size_limit = hole_size_limit
if range_size_limit is not None:
self.range_size_limit = range_size_limit
if lazy is not None:
self.lazy = lazy
if prefetch_limit is not None:
self.prefetch_limit = prefetch_limit
cdef void init(self, CCacheOptions options):
self.wrapped = options
cdef inline CCacheOptions unwrap(self):
return self.wrapped
@staticmethod
cdef wrap(CCacheOptions options):
self = CacheOptions()
self.init(options)
return self
@property
def hole_size_limit(self):
return self.wrapped.hole_size_limit
@hole_size_limit.setter
def hole_size_limit(self, hole_size_limit):
self.wrapped.hole_size_limit = hole_size_limit
@property
def range_size_limit(self):
return self.wrapped.range_size_limit
@range_size_limit.setter
def range_size_limit(self, range_size_limit):
self.wrapped.range_size_limit = range_size_limit
@property
def lazy(self):
return self.wrapped.lazy
@lazy.setter
def lazy(self, lazy):
self.wrapped.lazy = lazy
@property
def prefetch_limit(self):
return self.wrapped.prefetch_limit
@prefetch_limit.setter
def prefetch_limit(self, prefetch_limit):
self.wrapped.prefetch_limit = prefetch_limit
def __eq__(self, CacheOptions other):
try:
return self.unwrap().Equals(other.unwrap())
except TypeError:
return False
@staticmethod
def from_network_metrics(time_to_first_byte_millis, transfer_bandwidth_mib_per_sec,
ideal_bandwidth_utilization_frac=0.9, max_ideal_request_size_mib=64):
"""
Create suitable CacheOptions based on provided network metrics.
Typically this will be used with object storage solutions like Amazon S3,
Google Cloud Storage and Azure Blob Storage.
Parameters
----------
time_to_first_byte_millis : int
Seek-time or Time-To-First-Byte (TTFB) in milliseconds, also called call
setup latency of a new read request. The value is a positive integer.
transfer_bandwidth_mib_per_sec : int
Data transfer Bandwidth (BW) in MiB/sec (per connection). The value is a positive
integer.
ideal_bandwidth_utilization_frac : int, default 0.9
Transfer bandwidth utilization fraction (per connection) to maximize the net
data load. The value is a positive float less than 1.
max_ideal_request_size_mib : int, default 64
The maximum single data request size (in MiB) to maximize the net data load.
Returns
-------
CacheOptions
"""
return CacheOptions.wrap(CCacheOptions.MakeFromNetworkMetrics(
time_to_first_byte_millis, transfer_bandwidth_mib_per_sec,
ideal_bandwidth_utilization_frac, max_ideal_request_size_mib))
@staticmethod
def _reconstruct(kwargs):
# __reduce__ doesn't allow passing named arguments directly to the
# reconstructor, hence this wrapper.
return CacheOptions(**kwargs)
def __reduce__(self):
kwargs = dict(
hole_size_limit=self.hole_size_limit,
range_size_limit=self.range_size_limit,
lazy=self.lazy,
prefetch_limit=self.prefetch_limit,
)
return CacheOptions._reconstruct, (kwargs,)
cdef class Codec(_Weakrefable):
"""
Compression codec.
Parameters
----------
compression : str
Type of compression codec to initialize, valid values are: 'gzip',
'bz2', 'brotli', 'lz4' (or 'lz4_frame'), 'lz4_raw', 'zstd' and
'snappy'.
compression_level : int, None
Optional parameter specifying how aggressively to compress. The
possible ranges and effect of this parameter depend on the specific
codec chosen. Higher values compress more but typically use more
resources (CPU/RAM). Some codecs support negative values.
gzip
The compression_level maps to the memlevel parameter of
deflateInit2. Higher levels use more RAM but are faster
and should have higher compression ratios.
bz2
The compression level maps to the blockSize100k parameter of
the BZ2_bzCompressInit function. Higher levels use more RAM
but are faster and should have higher compression ratios.
brotli
The compression level maps to the BROTLI_PARAM_QUALITY
parameter. Higher values are slower and should have higher
compression ratios.
lz4/lz4_frame/lz4_raw
The compression level parameter is not supported and must
be None
zstd
The compression level maps to the compressionLevel parameter
of ZSTD_initCStream. Negative values are supported. Higher
values are slower and should have higher compression ratios.
snappy
The compression level parameter is not supported and must
be None
Raises
------
ValueError
If invalid compression value is passed.
Examples
--------
>>> import pyarrow as pa
>>> pa.Codec.is_available('gzip')
True
>>> codec = pa.Codec('gzip')
>>> codec.name
'gzip'
>>> codec.compression_level
9
"""
def __init__(self, str compression not None, compression_level=None):
cdef CCompressionType typ = _ensure_compression(compression)
if compression_level is not None:
self.wrapped = shared_ptr[CCodec](move(GetResultValue(
CCodec.CreateWithLevel(typ, compression_level))))
else:
self.wrapped = shared_ptr[CCodec](move(GetResultValue(
CCodec.Create(typ))))
cdef inline CCodec* unwrap(self) nogil:
return self.wrapped.get()
@staticmethod
def detect(path):
"""
Detect and instantiate compression codec based on file extension.
Parameters
----------
path : str, path-like
File-path to detect compression from.
Raises
------
TypeError
If the passed value is not path-like.
ValueError
If the compression can't be detected from the path.
Returns
-------
Codec
"""
return Codec(_detect_compression(_stringify_path(path)))
@staticmethod
def is_available(str compression not None):
"""
Returns whether the compression support has been built and enabled.
Parameters
----------
compression : str
Type of compression codec,
refer to Codec docstring for a list of supported ones.
Returns
-------
bool
"""
cdef CCompressionType typ = _ensure_compression(compression)
return CCodec.IsAvailable(typ)
@staticmethod
def supports_compression_level(str compression not None):
"""
Returns true if the compression level parameter is supported
for the given codec.
Parameters
----------
compression : str
Type of compression codec,
refer to Codec docstring for a list of supported ones.
"""
cdef CCompressionType typ = _ensure_compression(compression)
return CCodec.SupportsCompressionLevel(typ)
@staticmethod
def default_compression_level(str compression not None):
"""
Returns the compression level that Arrow will use for the codec if
None is specified.
Parameters
----------
compression : str
Type of compression codec,
refer to Codec docstring for a list of supported ones.
"""
cdef CCompressionType typ = _ensure_compression(compression)
return GetResultValue(CCodec.DefaultCompressionLevel(typ))
@staticmethod
def minimum_compression_level(str compression not None):
"""
Returns the smallest valid value for the compression level
Parameters
----------
compression : str
Type of compression codec,
refer to Codec docstring for a list of supported ones.
"""
cdef CCompressionType typ = _ensure_compression(compression)
return GetResultValue(CCodec.MinimumCompressionLevel(typ))
@staticmethod
def maximum_compression_level(str compression not None):
"""
Returns the largest valid value for the compression level
Parameters
----------
compression : str
Type of compression codec,
refer to Codec docstring for a list of supported ones.
"""
cdef CCompressionType typ = _ensure_compression(compression)
return GetResultValue(CCodec.MaximumCompressionLevel(typ))
@property
def name(self):
"""Returns the name of the codec"""
return frombytes(self.unwrap().name())
@property
def compression_level(self):
"""Returns the compression level parameter of the codec"""
if self.name == 'snappy':
return None
return self.unwrap().compression_level()
def compress(self, object buf, asbytes=False, memory_pool=None):
"""
Compress data from buffer-like object.
Parameters
----------
buf : pyarrow.Buffer, bytes, or other object supporting buffer protocol
asbytes : bool, default False
Return result as Python bytes object, otherwise Buffer
memory_pool : MemoryPool, default None
Memory pool to use for buffer allocations, if any
Returns
-------
compressed : pyarrow.Buffer or bytes (if asbytes=True)
"""
cdef:
shared_ptr[CBuffer] owned_buf
CBuffer* c_buf
PyObject* pyobj
ResizableBuffer out_buf
int64_t max_output_size
int64_t output_length
uint8_t* output_buffer = NULL
owned_buf = as_c_buffer(buf)
c_buf = owned_buf.get()
max_output_size = self.wrapped.get().MaxCompressedLen(
c_buf.size(), c_buf.data()
)
if asbytes:
pyobj = PyBytes_FromStringAndSizeNative(NULL, max_output_size)
output_buffer = <uint8_t*> cp.PyBytes_AS_STRING(<object> pyobj)
else:
out_buf = allocate_buffer(
max_output_size, memory_pool=memory_pool, resizable=True
)
output_buffer = out_buf.buffer.get().mutable_data()
with nogil:
output_length = GetResultValue(
self.unwrap().Compress(
c_buf.size(),
c_buf.data(),
max_output_size,
output_buffer
)
)
if asbytes:
cp._PyBytes_Resize(&pyobj, <Py_ssize_t> output_length)
return PyObject_to_object(pyobj)
else:
out_buf.resize(output_length)
return out_buf
def decompress(self, object buf, decompressed_size=None, asbytes=False,
memory_pool=None):
"""
Decompress data from buffer-like object.
Parameters
----------
buf : pyarrow.Buffer, bytes, or memoryview-compatible object
decompressed_size : int, default None
Size of the decompressed result
asbytes : boolean, default False
Return result as Python bytes object, otherwise Buffer
memory_pool : MemoryPool, default None
Memory pool to use for buffer allocations, if any.
Returns
-------
uncompressed : pyarrow.Buffer or bytes (if asbytes=True)
"""
cdef:
shared_ptr[CBuffer] owned_buf
CBuffer* c_buf
Buffer out_buf
int64_t output_size
uint8_t* output_buffer = NULL
owned_buf = as_c_buffer(buf)
c_buf = owned_buf.get()
if decompressed_size is None:
raise ValueError(
"Must pass decompressed_size"
)
output_size = decompressed_size
if asbytes:
pybuf = cp.PyBytes_FromStringAndSize(NULL, output_size)
output_buffer = <uint8_t*> cp.PyBytes_AS_STRING(pybuf)
else:
out_buf = allocate_buffer(output_size, memory_pool=memory_pool)
output_buffer = out_buf.buffer.get().mutable_data()
with nogil:
GetResultValue(
self.unwrap().Decompress(
c_buf.size(),
c_buf.data(),
output_size,
output_buffer
)
)
return pybuf if asbytes else out_buf
def __repr__(self):
name = f"pyarrow.{self.__class__.__name__}"
return (f"<{name} "
f"name={self.name} "
f"compression_level={self.compression_level}>")
def compress(object buf, codec='lz4', asbytes=False, memory_pool=None):
"""
Compress data from buffer-like object.
Parameters
----------
buf : pyarrow.Buffer, bytes, or other object supporting buffer protocol
codec : str, default 'lz4'
Compression codec.
Supported types: {'brotli, 'gzip', 'lz4', 'lz4_raw', 'snappy', 'zstd'}
asbytes : bool, default False
Return result as Python bytes object, otherwise Buffer.
memory_pool : MemoryPool, default None
Memory pool to use for buffer allocations, if any.
Returns
-------
compressed : pyarrow.Buffer or bytes (if asbytes=True)
"""
cdef Codec coder = Codec(codec)
return coder.compress(buf, asbytes=asbytes, memory_pool=memory_pool)
def decompress(object buf, decompressed_size=None, codec='lz4',
asbytes=False, memory_pool=None):
"""
Decompress data from buffer-like object.
Parameters
----------
buf : pyarrow.Buffer, bytes, or memoryview-compatible object
Input object to decompress data from.
decompressed_size : int, default None
Size of the decompressed result
codec : str, default 'lz4'
Compression codec.
Supported types: {'brotli, 'gzip', 'lz4', 'lz4_raw', 'snappy', 'zstd'}
asbytes : bool, default False
Return result as Python bytes object, otherwise Buffer.
memory_pool : MemoryPool, default None
Memory pool to use for buffer allocations, if any.
Returns
-------
uncompressed : pyarrow.Buffer or bytes (if asbytes=True)
"""
cdef Codec decoder = Codec(codec)
return decoder.decompress(buf, asbytes=asbytes, memory_pool=memory_pool,
decompressed_size=decompressed_size)
def input_stream(source, compression='detect', buffer_size=None):
"""
Create an Arrow input stream.
Parameters
----------
source : str, Path, buffer, or file-like object
The source to open for reading.
compression : str optional, default 'detect'
The compression algorithm to use for on-the-fly decompression.
If "detect" and source is a file path, then compression will be
chosen based on the file extension.
If None, no compression will be applied.
Otherwise, a well-known algorithm name must be supplied (e.g. "gzip").
buffer_size : int, default None
If None or 0, no buffering will happen. Otherwise the size of the
temporary read buffer.
Examples
--------
Create a readable BufferReader (NativeFile) from a Buffer or a memoryview object:
>>> import pyarrow as pa
>>> buf = memoryview(b"some data")
>>> with pa.input_stream(buf) as stream:
... stream.read(4)
...
b'some'
Create a readable OSFile (NativeFile) from a string or file path:
>>> import gzip
>>> with gzip.open('example.gz', 'wb') as f:
... f.write(b'some data')
...
9
>>> with pa.input_stream('example.gz') as stream:
... stream.read()
...
b'some data'
Create a readable PythonFile (NativeFile) from a a Python file object:
>>> with open('example.txt', mode='w') as f:
... f.write('some text')
...
9
>>> with pa.input_stream('example.txt') as stream:
... stream.read(6)
...
b'some t'
"""
cdef NativeFile stream
try:
source_path = _stringify_path(source)
except TypeError:
source_path = None
if isinstance(source, NativeFile):
stream = source
elif source_path is not None:
stream = OSFile(source_path, 'r')
elif isinstance(source, (Buffer, memoryview)):
stream = BufferReader(as_buffer(source))
elif (hasattr(source, 'read') and
hasattr(source, 'close') and
hasattr(source, 'closed')):
stream = PythonFile(source, 'r')
else:
raise TypeError("pa.input_stream() called with instance of '{}'"
.format(source.__class__))
if compression == 'detect':
# detect for OSFile too
compression = _detect_compression(source_path)
if buffer_size is not None and buffer_size != 0:
stream = BufferedInputStream(stream, buffer_size)
if compression is not None:
stream = CompressedInputStream(stream, compression)
return stream
def output_stream(source, compression='detect', buffer_size=None):
"""
Create an Arrow output stream.
Parameters
----------
source : str, Path, buffer, file-like object
The source to open for writing.
compression : str optional, default 'detect'
The compression algorithm to use for on-the-fly compression.
If "detect" and source is a file path, then compression will be
chosen based on the file extension.
If None, no compression will be applied.
Otherwise, a well-known algorithm name must be supplied (e.g. "gzip").
buffer_size : int, default None
If None or 0, no buffering will happen. Otherwise the size of the
temporary write buffer.
Examples
--------
Create a writable NativeFile from a pyarrow Buffer:
>>> import pyarrow as pa
>>> data = b"buffer data"
>>> empty_obj = bytearray(11)
>>> buf = pa.py_buffer(empty_obj)
>>> with pa.output_stream(buf) as stream:
... stream.write(data)
...
11
>>> with pa.input_stream(buf) as stream:
... stream.read(6)
...
b'buffer'
or from a memoryview object:
>>> buf = memoryview(empty_obj)
>>> with pa.output_stream(buf) as stream:
... stream.write(data)
...
11
>>> with pa.input_stream(buf) as stream:
... stream.read()
...
b'buffer data'
Create a writable NativeFile from a string or file path:
>>> with pa.output_stream('example_second.txt') as stream:
... stream.write(b'Write some data')
...
15
>>> with pa.input_stream('example_second.txt') as stream:
... stream.read()
...
b'Write some data'
"""
cdef NativeFile stream
try:
source_path = _stringify_path(source)
except TypeError:
source_path = None
if isinstance(source, NativeFile):
stream = source
elif source_path is not None:
stream = OSFile(source_path, 'w')
elif isinstance(source, (Buffer, memoryview)):
stream = FixedSizeBufferWriter(as_buffer(source))
elif (hasattr(source, 'write') and
hasattr(source, 'close') and
hasattr(source, 'closed')):
stream = PythonFile(source, 'w')
else:
raise TypeError("pa.output_stream() called with instance of '{}'"
.format(source.__class__))
if compression == 'detect':
compression = _detect_compression(source_path)
if buffer_size is not None and buffer_size != 0:
stream = BufferedOutputStream(stream, buffer_size)
if compression is not None:
stream = CompressedOutputStream(stream, compression)
return stream
|