Add concat benchmarks #1
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Fixes: #9223, #9200, #9411 This PR: - [x] Reduces memory pressure by avoiding index materialization incase of `RangeIndex` when `axis=1`. - [x] Fixes the correctness of all `axis=1` cases in `cudf.concat`, and thus enabling stricter index type checks in associated pytests. - [x] Cache `distinct_count` value of `Column` in `_distinct_count` to improve performance. - [x] Introduced `Column._clear_cache` to have a single method that clears all the caches values related to a `Column`. - [x] Implemented `Index.union`, `Index.intersection` & `Index.has_duplicates`. - [x] Implemented `is_numeric`, `is_boolean`, `is_integer`, `is_floating`, `is_object`, `is_categorical`& `is_interval` APIs in `Index`. - [x] Optimizes `cudf.concat` for `axis=1` by utilizing above mentioned changes, here are benchmarks: ```python ------------------------------------------------------------------------------ benchmark 'bench_concat.py::test_concat_axis_1[False-inner-1-objs0]': 2 tests ------------------------------------------------------------------------------- Name (time in us) Min Max Mean StdDev Median IQR Outliers OPS Rounds Iterations -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- test_concat_axis_1[False-inner-1-objs0] (THIS-PR) 209.9802 (1.0) 2,429.9941 (1.0) 222.9479 (1.0) 41.3467 (1.0) 224.5191 (1.0) 12.1914 (1.81) 12;32 4,485.3529 (1.0) 2985 1 test_concat_axis_1[False-inner-1-objs0] (branch-21.12) 1,807.7570 (8.61) 5,023.1239 (2.07) 1,868.9510 (8.38) 246.0487 (5.95) 1,830.1200 (8.15) 6.7296 (1.0) 20;74 535.0595 (0.12) 520 1 -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- --------------------------------------------------------------------- benchmark 'bench_concat.py::test_concat_axis_1[False-inner-1-objs1]': 2 tests ---------------------------------------------------------------------- Name (time in ms) Min Max Mean StdDev Median IQR Outliers OPS Rounds Iterations -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- test_concat_axis_1[False-inner-1-objs1] (THIS-PR) 19.3856 (1.0) 25.1846 (1.0) 19.7466 (1.0) 0.9687 (13.33) 19.5381 (1.0) 0.2784 (6.09) 2;2 50.6416 (1.0) 50 1 test_concat_axis_1[False-inner-1-objs1] (branch-21.12) 30.7169 (1.58) 31.1239 (1.24) 30.7672 (1.56) 0.0727 (1.0) 30.7480 (1.57) 0.0457 (1.0) 2;1 32.5021 (0.64) 33 1 -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- --------------------------------------------------------------------- benchmark 'bench_concat.py::test_concat_axis_1[False-inner-1-objs2]': 2 tests ---------------------------------------------------------------------- Name (time in ms) Min Max Mean StdDev Median IQR Outliers OPS Rounds Iterations -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- test_concat_axis_1[False-inner-1-objs2] (THIS-PR) 19.4794 (1.0) 20.0249 (1.0) 19.5933 (1.0) 0.1462 (1.0) 19.5117 (1.0) 0.1412 (1.07) 10;4 51.0378 (1.0) 51 1 test_concat_axis_1[False-inner-1-objs2] (branch-21.12) 30.8203 (1.58) 31.9644 (1.60) 30.9485 (1.58) 0.1959 (1.34) 30.9026 (1.58) 0.1319 (1.0) 1;1 32.3118 (0.63) 33 1 -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- ---------------------------------------------------------------------- benchmark 'bench_concat.py::test_concat_axis_1[False-inner-1-objs3]': 2 tests ---------------------------------------------------------------------- Name (time in ms) Min Max Mean StdDev Median IQR Outliers OPS Rounds Iterations --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- test_concat_axis_1[False-inner-1-objs3] (THIS-PR) 1.2168 (1.0) 3.3944 (1.0) 1.2505 (1.0) 0.0893 (1.0) 1.2349 (1.0) 0.0388 (1.0) 15;23 799.6555 (1.0) 707 1 test_concat_axis_1[False-inner-1-objs3] (branch-21.12) 44.4625 (36.54) 45.9180 (13.53) 45.1017 (36.07) 0.3472 (3.89) 45.1007 (36.52) 0.4618 (11.90) 7;0 22.1721 (0.03) 23 1 --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- ----------------------------------------------------------------------- benchmark 'bench_concat.py::test_concat_axis_1[False-inner-1-objs4]': 2 tests ------------------------------------------------------------------------ Name (time in ms) Min Max Mean StdDev Median IQR Outliers OPS Rounds Iterations ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ test_concat_axis_1[False-inner-1-objs4] (branch-21.12) 95.7450 (1.0) 97.5205 (1.0) 96.5405 (1.0) 0.5931 (1.13) 96.5431 (1.0) 1.0256 (1.17) 4;0 10.3583 (1.0) 11 1 test_concat_axis_1[False-inner-1-objs4] (THIS-PR) 106.3069 (1.11) 107.8606 (1.11) 107.0745 (1.11) 0.5239 (1.0) 107.0633 (1.11) 0.8757 (1.0) 3;0 9.3393 (0.90) 10 1 ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ ----------------------------------------------------------------------- benchmark 'bench_concat.py::test_concat_axis_1[False-inner-1-objs5]': 2 tests ----------------------------------------------------------------------- Name (time in ms) Min Max Mean StdDev Median IQR Outliers OPS Rounds Iterations ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- test_concat_axis_1[False-inner-1-objs5] (branch-21.12) 276.2022 (1.0) 278.3065 (1.0) 277.3080 (1.0) 0.9845 (1.0) 277.5305 (1.0) 1.8682 (1.03) 2;0 3.6061 (1.0) 5 1 test_concat_axis_1[False-inner-1-objs5] (THIS-PR) 304.1699 (1.10) 307.0704 (1.10) 305.4101 (1.10) 1.1629 (1.18) 305.2463 (1.10) 1.8148 (1.0) 2;0 3.2743 (0.91) 5 1 ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- ------------------------------------------------------------------------------ benchmark 'bench_concat.py::test_concat_axis_1[False-inner-1-objs6]': 2 tests ------------------------------------------------------------------------------ Name (time in us) Min Max Mean StdDev Median IQR Outliers OPS Rounds Iterations ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- test_concat_axis_1[False-inner-1-objs6] (THIS-PR) 554.7500 (1.0) 669.7820 (1.0) 566.2571 (1.0) 13.3221 (1.0) 561.7749 (1.0) 5.2570 (1.0) 85;94 1,765.9823 (1.0) 748 1 test_concat_axis_1[False-inner-1-objs6] (branch-21.12) 3,956.2921 (7.13) 4,395.6251 (6.56) 4,015.7610 (7.09) 66.9272 (5.02) 3,993.7040 (7.11) 76.8616 (14.62) 28;8 249.0188 (0.14) 241 1 ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- ---------------------------------------------------------------------- benchmark 'bench_concat.py::test_concat_axis_1[False-inner-1-objs7]': 2 tests ---------------------------------------------------------------------- Name (time in ms) Min Max Mean StdDev Median IQR Outliers OPS Rounds Iterations --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- test_concat_axis_1[False-inner-1-objs7] (THIS-PR) 72.6492 (1.0) 74.1472 (1.0) 73.3672 (1.0) 0.4783 (1.0) 73.4728 (1.0) 0.7316 (1.0) 5;0 13.6301 (1.0) 14 1 test_concat_axis_1[False-inner-1-objs7] (branch-21.12) 98.6850 (1.36) 100.1399 (1.35) 99.5267 (1.36) 0.6551 (1.37) 99.9600 (1.36) 1.1940 (1.63) 4;0 10.0476 (0.74) 10 1 --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- -------------------------------------------------------------------------- benchmark 'bench_concat.py::test_concat_axis_1[False-outer-1-objs0]': 2 tests --------------------------------------------------------------------------- Name (time in us) Min Max Mean StdDev Median IQR Outliers OPS (Kops/s) Rounds Iterations ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ test_concat_axis_1[False-outer-1-objs0] (branch-21.12) 213.2710 (1.0) 275.2030 (1.0) 223.5803 (1.01) 7.3814 (1.15) 222.9400 (1.02) 12.9229 (5.86) 719;17 4.4727 (0.99) 2875 1 test_concat_axis_1[False-outer-1-objs0] (THIS-PR) 214.6652 (1.01) 290.9640 (1.06) 220.4459 (1.0) 6.4177 (1.0) 218.0159 (1.0) 2.2046 (1.0) 419;512 4.5363 (1.0) 2731 1 ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ ----------------------------------------------------------------------- benchmark 'bench_concat.py::test_concat_axis_1[False-outer-1-objs1]': 2 tests ----------------------------------------------------------------------- Name (time in ms) Min Max Mean StdDev Median IQR Outliers OPS Rounds Iterations ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- test_concat_axis_1[False-outer-1-objs1] (THIS-PR) 140.9027 (1.0) 141.7782 (1.0) 141.4213 (1.0) 0.3324 (1.0) 141.4934 (1.0) 0.5372 (1.0) 4;0 7.0711 (1.0) 8 1 test_concat_axis_1[False-outer-1-objs1] (branch-21.12) 174.4978 (1.24) 175.9156 (1.24) 174.9014 (1.24) 0.5408 (1.63) 174.6700 (1.23) 0.5511 (1.03) 1;0 5.7175 (0.81) 6 1 ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- ----------------------------------------------------------------------- benchmark 'bench_concat.py::test_concat_axis_1[False-outer-1-objs2]': 2 tests ----------------------------------------------------------------------- Name (time in ms) Min Max Mean StdDev Median IQR Outliers OPS Rounds Iterations ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- test_concat_axis_1[False-outer-1-objs2] (THIS-PR) 149.0907 (1.0) 151.3939 (1.0) 149.6573 (1.0) 0.8207 (5.56) 149.2920 (1.0) 0.6782 (3.85) 1;1 6.6819 (1.0) 7 1 test_concat_axis_1[False-outer-1-objs2] (branch-21.12) 183.9202 (1.23) 184.3218 (1.22) 184.0712 (1.23) 0.1477 (1.0) 184.0646 (1.23) 0.1760 (1.0) 2;0 5.4327 (0.81) 6 1 ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- -------------------------------------------------------------------- benchmark 'bench_concat.py::test_concat_axis_1[False-outer-1-objs3]': 2 tests -------------------------------------------------------------------- Name (time in ms) Min Max Mean StdDev Median IQR Outliers OPS Rounds Iterations ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- test_concat_axis_1[False-outer-1-objs3] (THIS-PR) 1.1996 (1.0) 1.6017 (1.0) 1.2270 (1.00) 0.0297 (1.45) 1.2170 (1.0) 0.0374 (3.69) 29;13 815.0022 (1.00) 719 1 test_concat_axis_1[False-outer-1-objs3] (branch-21.12) 1.2096 (1.01) 1.6363 (1.02) 1.2259 (1.0) 0.0205 (1.0) 1.2199 (1.00) 0.0102 (1.0) 88;106 815.7473 (1.0) 762 1 ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- ----------------------------------------------------------------------- benchmark 'bench_concat.py::test_concat_axis_1[False-outer-1-objs4]': 2 tests ----------------------------------------------------------------------- Name (time in ms) Min Max Mean StdDev Median IQR Outliers OPS Rounds Iterations ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- test_concat_axis_1[False-outer-1-objs4] (THIS-PR) 582.8973 (1.0) 586.0131 (1.0) 583.9782 (1.0) 1.2053 (1.0) 583.5081 (1.0) 1.2076 (1.0) 1;0 1.7124 (1.0) 5 1 test_concat_axis_1[False-outer-1-objs4] (branch-21.12) 785.9871 (1.35) 790.6360 (1.35) 787.4976 (1.35) 1.8293 (1.52) 786.8087 (1.35) 1.7791 (1.47) 1;0 1.2698 (0.74) 5 1 ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- ------------------------------------------------------------------- benchmark 'bench_concat.py::test_concat_axis_1[False-outer-1-objs5]': 2 tests ------------------------------------------------------------------- Name (time in s) Min Max Mean StdDev Median IQR Outliers OPS Rounds Iterations --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- test_concat_axis_1[False-outer-1-objs5] (THIS-PR) 1.9260 (1.0) 1.9343 (1.0) 1.9299 (1.0) 0.0031 (1.0) 1.9299 (1.0) 0.0038 (1.0) 2;0 0.5182 (1.0) 5 1 test_concat_axis_1[False-outer-1-objs5] (branch-21.12) 2.1733 (1.13) 2.1830 (1.13) 2.1777 (1.13) 0.0039 (1.26) 2.1784 (1.13) 0.0058 (1.53) 2;0 0.4592 (0.89) 5 1 --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- --------------------------------------------------------------------------- benchmark 'bench_concat.py::test_concat_axis_1[False-outer-1-objs6]': 2 tests --------------------------------------------------------------------------- Name (time in us) Min Max Mean StdDev Median IQR Outliers OPS (Kops/s) Rounds Iterations ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- test_concat_axis_1[False-outer-1-objs6] (THIS-PR) 554.3760 (1.0) 632.9010 (1.02) 575.7529 (1.02) 16.1334 (2.40) 566.0525 (1.00) 31.2359 (7.54) 545;0 1.7369 (0.98) 1442 1 test_concat_axis_1[False-outer-1-objs6] (branch-21.12) 556.5900 (1.00) 622.5759 (1.0) 566.3433 (1.0) 6.7226 (1.0) 564.7328 (1.0) 4.1408 (1.0) 114;89 1.7657 (1.0) 1497 1 ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- ----------------------------------------------------------------------- benchmark 'bench_concat.py::test_concat_axis_1[False-outer-1-objs7]': 2 tests ----------------------------------------------------------------------- Name (time in ms) Min Max Mean StdDev Median IQR Outliers OPS Rounds Iterations ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- test_concat_axis_1[False-outer-1-objs7] (THIS-PR) 596.3256 (1.0) 600.5619 (1.0) 597.9632 (1.0) 1.6437 (1.0) 597.7408 (1.0) 2.1454 (1.0) 1;0 1.6723 (1.0) 5 1 test_concat_axis_1[False-outer-1-objs7] (branch-21.12) 654.1722 (1.10) 666.8746 (1.11) 657.2377 (1.10) 5.4777 (3.33) 654.3422 (1.09) 4.8897 (2.28) 1;1 1.5215 (0.91) 5 1 ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- ------------------------------------------------------------------------------- benchmark 'bench_concat.py::test_concat_axis_1[True-inner-1-objs0]': 2 tests ------------------------------------------------------------------------------- Name (time in us) Min Max Mean StdDev Median IQR Outliers OPS Rounds Iterations -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- test_concat_axis_1[True-inner-1-objs0] (THIS-PR) 222.4192 (1.0) 312.4340 (1.0) 233.9587 (1.0) 12.3266 (1.0) 226.9410 (1.0) 17.2716 (1.0) 150;17 4,274.2589 (1.0) 896 1 test_concat_axis_1[True-inner-1-objs0] (branch-21.12) 1,831.1338 (8.23) 5,528.5210 (17.70) 2,174.9929 (9.30) 411.6862 (33.40) 2,110.6380 (9.30) 890.1195 (51.54) 77;1 459.7716 (0.11) 293 1 -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- ---------------------------------------------------------------------- benchmark 'bench_concat.py::test_concat_axis_1[True-inner-1-objs1]': 2 tests --------------------------------------------------------------------- Name (time in ms) Min Max Mean StdDev Median IQR Outliers OPS Rounds Iterations ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- test_concat_axis_1[True-inner-1-objs1] (THIS-PR) 19.3491 (1.0) 23.9291 (1.0) 20.4857 (1.0) 1.4031 (13.72) 19.5300 (1.0) 2.5649 (19.47) 14;0 48.8145 (1.0) 40 1 test_concat_axis_1[True-inner-1-objs1] (branch-21.12) 30.9140 (1.60) 31.3545 (1.31) 31.0313 (1.51) 0.1023 (1.0) 31.0049 (1.59) 0.1318 (1.0) 6;1 32.2255 (0.66) 30 1 ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- ---------------------------------------------------------------------- benchmark 'bench_concat.py::test_concat_axis_1[True-inner-1-objs2]': 2 tests --------------------------------------------------------------------- Name (time in ms) Min Max Mean StdDev Median IQR Outliers OPS Rounds Iterations ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- test_concat_axis_1[True-inner-1-objs2] (THIS-PR) 19.3977 (1.0) 22.6105 (1.0) 19.6793 (1.0) 0.6127 (1.0) 19.5005 (1.0) 0.2517 (1.0) 3;3 50.8148 (1.0) 49 1 test_concat_axis_1[True-inner-1-objs2] (branch-21.12) 31.0002 (1.60) 37.2946 (1.65) 31.4314 (1.60) 1.1519 (1.88) 31.1185 (1.60) 0.2629 (1.04) 2;3 31.8153 (0.63) 32 1 ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- ---------------------------------------------------------------------- benchmark 'bench_concat.py::test_concat_axis_1[True-inner-1-objs3]': 2 tests ---------------------------------------------------------------------- Name (time in ms) Min Max Mean StdDev Median IQR Outliers OPS Rounds Iterations -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- test_concat_axis_1[True-inner-1-objs3] (THIS-PR) 1.2086 (1.0) 3.2895 (1.0) 1.2670 (1.0) 0.0809 (1.0) 1.2712 (1.0) 0.0247 (1.0) 6;42 789.2781 (1.0) 685 1 test_concat_axis_1[True-inner-1-objs3] (branch-21.12) 44.0268 (36.43) 45.0905 (13.71) 44.4070 (35.05) 0.2370 (2.93) 44.3967 (34.92) 0.2955 (11.95) 6;1 22.5190 (0.03) 24 1 -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- ------------------------------------------------------------------------ benchmark 'bench_concat.py::test_concat_axis_1[True-inner-1-objs4]': 2 tests ----------------------------------------------------------------------- Name (time in ms) Min Max Mean StdDev Median IQR Outliers OPS Rounds Iterations ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- test_concat_axis_1[True-inner-1-objs4] (branch-21.12) 94.6051 (1.0) 96.7158 (1.0) 95.3382 (1.0) 0.5723 (1.59) 95.1666 (1.0) 0.5416 (1.0) 3;1 10.4890 (1.0) 11 1 test_concat_axis_1[True-inner-1-objs4] (THIS-PR) 104.9262 (1.11) 105.8423 (1.09) 105.3436 (1.10) 0.3590 (1.0) 105.2455 (1.11) 0.5744 (1.06) 2;0 9.4927 (0.91) 6 1 ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- ----------------------------------------------------------------------- benchmark 'bench_concat.py::test_concat_axis_1[True-inner-1-objs5]': 2 tests ----------------------------------------------------------------------- Name (time in ms) Min Max Mean StdDev Median IQR Outliers OPS Rounds Iterations ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- test_concat_axis_1[True-inner-1-objs5] (branch-21.12) 273.0914 (1.0) 273.9324 (1.0) 273.4240 (1.0) 0.3789 (1.0) 273.1949 (1.0) 0.6226 (1.0) 1;0 3.6573 (1.0) 5 1 test_concat_axis_1[True-inner-1-objs5] (THIS-PR) 298.2814 (1.09) 300.4248 (1.10) 299.5427 (1.10) 0.8678 (2.29) 299.7728 (1.10) 1.3431 (2.16) 2;0 3.3384 (0.91) 5 1 ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- ------------------------------------------------------------------------------- benchmark 'bench_concat.py::test_concat_axis_1[True-inner-1-objs6]': 2 tests ------------------------------------------------------------------------------- Name (time in us) Min Max Mean StdDev Median IQR Outliers OPS Rounds Iterations -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- test_concat_axis_1[True-inner-1-objs6] (THIS-PR) 560.6860 (1.0) 664.2400 (1.0) 586.7618 (1.0) 17.0820 (1.0) 596.3098 (1.0) 31.9778 (1.0) 605;3 1,704.2692 (1.0) 1399 1 test_concat_axis_1[True-inner-1-objs6] (branch-21.12) 3,963.3820 (7.07) 7,186.5108 (10.82) 4,081.5076 (6.96) 322.1541 (18.86) 4,015.4392 (6.73) 120.8268 (3.78) 5;9 245.0075 (0.14) 229 1 -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- ------------------------------------------------------------------------ benchmark 'bench_concat.py::test_concat_axis_1[True-inner-1-objs7]': 2 tests ----------------------------------------------------------------------- Name (time in ms) Min Max Mean StdDev Median IQR Outliers OPS Rounds Iterations ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- test_concat_axis_1[True-inner-1-objs7] (THIS-PR) 72.7404 (1.0) 74.9232 (1.0) 73.5822 (1.0) 0.7077 (4.98) 73.7620 (1.0) 1.0375 (9.03) 5;0 13.5903 (1.0) 13 1 test_concat_axis_1[True-inner-1-objs7] (branch-21.12) 100.0205 (1.38) 100.4437 (1.34) 100.1622 (1.36) 0.1422 (1.0) 100.1149 (1.36) 0.1149 (1.0) 2;2 9.9838 (0.73) 10 1 ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- ---------------------------------------------------------------------------- benchmark 'bench_concat.py::test_concat_axis_1[True-outer-1-objs0]': 2 tests ---------------------------------------------------------------------------- Name (time in us) Min Max Mean StdDev Median IQR Outliers OPS (Kops/s) Rounds Iterations -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- test_concat_axis_1[True-outer-1-objs0] (THIS-PR) 227.8399 (1.0) 3,832.8250 (13.42) 250.7014 (1.05) 70.9327 (17.37) 255.2045 (1.07) 23.8101 (10.25) 5;8 3.9888 (0.96) 2684 1 test_concat_axis_1[True-outer-1-objs0] (branch-21.12) 235.2530 (1.03) 285.5239 (1.0) 239.8447 (1.0) 4.0831 (1.0) 238.6939 (1.0) 2.3230 (1.0) 243;256 4.1694 (1.0) 2670 1 -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- ----------------------------------------------------------------------- benchmark 'bench_concat.py::test_concat_axis_1[True-outer-1-objs1]': 2 tests ----------------------------------------------------------------------- Name (time in ms) Min Max Mean StdDev Median IQR Outliers OPS Rounds Iterations ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- test_concat_axis_1[True-outer-1-objs1] (THIS-PR) 141.7261 (1.0) 145.9042 (1.0) 142.7198 (1.0) 1.7906 (18.95) 141.9498 (1.0) 1.3718 (10.05) 1;1 7.0067 (1.0) 5 1 test_concat_axis_1[True-outer-1-objs1] (branch-21.12) 175.0254 (1.23) 175.2591 (1.20) 175.1198 (1.23) 0.0945 (1.0) 175.0752 (1.23) 0.1364 (1.0) 1;0 5.7104 (0.81) 5 1 ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- ----------------------------------------------------------------------- benchmark 'bench_concat.py::test_concat_axis_1[True-outer-1-objs2]': 2 tests ----------------------------------------------------------------------- Name (time in ms) Min Max Mean StdDev Median IQR Outliers OPS Rounds Iterations ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- test_concat_axis_1[True-outer-1-objs2] (THIS-PR) 149.5332 (1.0) 150.3494 (1.0) 149.9293 (1.0) 0.2652 (1.0) 149.8476 (1.0) 0.3105 (1.0) 2;0 6.6698 (1.0) 7 1 test_concat_axis_1[True-outer-1-objs2] (branch-21.12) 183.8074 (1.23) 184.6288 (1.23) 184.2467 (1.23) 0.3398 (1.28) 184.2170 (1.23) 0.5747 (1.85) 3;0 5.4275 (0.81) 6 1 ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- -------------------------------------------------------------------- benchmark 'bench_concat.py::test_concat_axis_1[True-outer-1-objs3]': 2 tests -------------------------------------------------------------------- Name (time in ms) Min Max Mean StdDev Median IQR Outliers OPS Rounds Iterations ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- test_concat_axis_1[True-outer-1-objs3] (THIS-PR) 1.2082 (1.0) 1.9830 (1.44) 1.2325 (1.0) 0.0367 (2.09) 1.2202 (1.0) 0.0377 (1.70) 21;5 811.3756 (1.0) 696 1 test_concat_axis_1[True-outer-1-objs3] (branch-21.12) 1.2231 (1.01) 1.3767 (1.0) 1.2394 (1.01) 0.0176 (1.0) 1.2321 (1.01) 0.0221 (1.0) 160;12 806.8524 (0.99) 727 1 ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- ----------------------------------------------------------------------- benchmark 'bench_concat.py::test_concat_axis_1[True-outer-1-objs4]': 2 tests ----------------------------------------------------------------------- Name (time in ms) Min Max Mean StdDev Median IQR Outliers OPS Rounds Iterations ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- test_concat_axis_1[True-outer-1-objs4] (THIS-PR) 574.2238 (1.0) 576.4085 (1.0) 575.5754 (1.0) 0.8308 (1.0) 575.7421 (1.0) 0.9577 (1.0) 2;0 1.7374 (1.0) 5 1 test_concat_axis_1[True-outer-1-objs4] (branch-21.12) 770.7027 (1.34) 772.6688 (1.34) 771.6322 (1.34) 0.9549 (1.15) 771.0687 (1.34) 1.6949 (1.77) 2;0 1.2960 (0.75) 5 1 ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- ------------------------------------------------------------------- benchmark 'bench_concat.py::test_concat_axis_1[True-outer-1-objs5]': 2 tests ------------------------------------------------------------------- Name (time in s) Min Max Mean StdDev Median IQR Outliers OPS Rounds Iterations -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- test_concat_axis_1[True-outer-1-objs5] (THIS-PR) 1.9025 (1.0) 1.9095 (1.0) 1.9074 (1.0) 0.0028 (1.0) 1.9082 (1.0) 0.0023 (1.0) 1;1 0.5243 (1.0) 5 1 test_concat_axis_1[True-outer-1-objs5] (branch-21.12) 2.1330 (1.12) 2.1428 (1.12) 2.1374 (1.12) 0.0039 (1.42) 2.1375 (1.12) 0.0062 (2.75) 2;0 0.4679 (0.89) 5 1 -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- --------------------------------------------------------------------------- benchmark 'bench_concat.py::test_concat_axis_1[True-outer-1-objs6]': 2 tests -------------------------------------------------------------------------- Name (time in us) Min Max Mean StdDev Median IQR Outliers OPS (Kops/s) Rounds Iterations ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- test_concat_axis_1[True-outer-1-objs6] (branch-21.12) 558.6550 (1.0) 641.9669 (1.0) 570.2701 (1.0) 11.1347 (1.0) 566.8140 (1.0) 5.0180 (1.0) 141;153 1.7536 (1.0) 1498 1 test_concat_axis_1[True-outer-1-objs6] (THIS-PR) 563.2618 (1.01) 663.0530 (1.03) 594.9855 (1.04) 15.4747 (1.39) 600.2941 (1.06) 8.7381 (1.74) 399;373 1.6807 (0.96) 1394 1 ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- ----------------------------------------------------------------------- benchmark 'bench_concat.py::test_concat_axis_1[True-outer-1-objs7]': 2 tests ----------------------------------------------------------------------- Name (time in ms) Min Max Mean StdDev Median IQR Outliers OPS Rounds Iterations ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- test_concat_axis_1[True-outer-1-objs7] (THIS-PR) 597.2443 (1.0) 600.4502 (1.0) 598.6500 (1.0) 1.4581 (3.99) 598.3555 (1.0) 2.6978 (4.06) 1;0 1.6704 (1.0) 5 1 test_concat_axis_1[True-outer-1-objs7] (branch-21.12) 653.1495 (1.09) 653.9721 (1.09) 653.5529 (1.09) 0.3653 (1.0) 653.4739 (1.09) 0.6643 (1.0) 2;0 1.5301 (0.92) 5 1 ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- ``` Associated benchmarks are being added here: vyasr/cudf_benchmarks#1 Authors: - GALI PREM SAGAR (https://github.com/galipremsagar) Approvers: - Vyas Ramasubramani (https://github.com/vyasr) URL: #9333
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This PR introduces multiple cases for
cudf.concatwhenaxis=1.