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[Fix](outfile) Add a configuration for exporting data in Parquet format using select into outfile #36142

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merged 2 commits into from
Jun 12, 2024

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BePPPower
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@BePPPower BePPPower commented Jun 11, 2024

Proposed changes

Issue Number: close #xxx

When exporting data to Parquet, you can specify the minimum row group size. Add the configuration min_row_group_size in be.conf.

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Thank you for your contribution to Apache Doris.
Don't know what should be done next? See How to process your PR

Since 2024-03-18, the Document has been moved to doris-website.
See Doris Document.

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run buildall

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clang-tidy review says "All clean, LGTM! 👍"

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TeamCity be ut coverage result:
Function Coverage: 36.41% (8984/24675)
Line Coverage: 27.95% (73462/262811)
Region Coverage: 27.38% (38100/139172)
Branch Coverage: 24.00% (19342/80586)
Coverage Report: http://coverage.selectdb-in.cc/coverage/01f2ef2f877ffa3359f8b732b6a20751f67953f7_01f2ef2f877ffa3359f8b732b6a20751f67953f7/report/index.html

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TPC-H: Total hot run time: 40763 ms
machine: 'aliyun_ecs.c7a.8xlarge_32C64G'
scripts: https://github.com/apache/doris/tree/master/tools/tpch-tools
Tpch sf100 test result on commit 01f2ef2f877ffa3359f8b732b6a20751f67953f7, data reload: false

------ Round 1 ----------------------------------
q1	17596	4419	4358	4358
q2	2014	198	205	198
q3	10436	1164	1119	1119
q4	10204	790	834	790
q5	7474	2707	2619	2619
q6	223	135	137	135
q7	948	616	594	594
q8	9225	2073	2082	2073
q9	9033	6545	6467	6467
q10	9007	3719	3715	3715
q11	465	236	244	236
q12	481	225	227	225
q13	18748	2981	3048	2981
q14	269	209	220	209
q15	515	477	481	477
q16	543	380	370	370
q17	987	726	644	644
q18	8167	7523	7525	7523
q19	6436	1431	1491	1431
q20	649	320	317	317
q21	4907	3955	4022	3955
q22	383	330	327	327
Total cold run time: 118710 ms
Total hot run time: 40763 ms

----- Round 2, with runtime_filter_mode=off -----
q1	4396	4302	4258	4258
q2	377	279	278	278
q3	3204	2949	2864	2864
q4	2041	1832	1787	1787
q5	5492	5425	5585	5425
q6	230	138	135	135
q7	2245	1870	1847	1847
q8	3333	3407	3428	3407
q9	8706	8777	8716	8716
q10	4078	3695	3797	3695
q11	590	510	515	510
q12	809	633	658	633
q13	17085	3168	3195	3168
q14	318	269	290	269
q15	539	479	497	479
q16	488	430	415	415
q17	1798	1505	1514	1505
q18	8141	7869	7896	7869
q19	1737	1634	1716	1634
q20	2145	1841	1857	1841
q21	5116	4895	4780	4780
q22	621	553	546	546
Total cold run time: 73489 ms
Total hot run time: 56061 ms

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TPC-DS: Total hot run time: 173048 ms
machine: 'aliyun_ecs.c7a.8xlarge_32C64G'
scripts: https://github.com/apache/doris/tree/master/tools/tpcds-tools
TPC-DS sf100 test result on commit 01f2ef2f877ffa3359f8b732b6a20751f67953f7, data reload: false

query1	928	376	376	376
query2	6471	2380	2310	2310
query3	6632	203	206	203
query4	20864	17187	17037	17037
query5	3581	454	454	454
query6	246	153	159	153
query7	4587	292	289	289
query8	303	281	269	269
query9	8497	2462	2459	2459
query10	570	312	283	283
query11	10609	10037	10028	10028
query12	122	93	85	85
query13	1637	376	382	376
query14	9604	6286	6983	6286
query15	232	188	189	188
query16	7631	271	271	271
query17	1416	556	522	522
query18	1998	271	265	265
query19	189	154	152	152
query20	87	89	79	79
query21	201	132	121	121
query22	4547	4218	4281	4218
query23	33710	33821	33704	33704
query24	11070	2941	2891	2891
query25	582	365	383	365
query26	713	155	152	152
query27	2306	325	334	325
query28	5895	2154	2129	2129
query29	870	632	611	611
query30	261	155	159	155
query31	979	768	754	754
query32	95	51	56	51
query33	673	295	273	273
query34	908	514	500	500
query35	774	665	649	649
query36	1132	949	960	949
query37	142	73	80	73
query38	2931	2782	2811	2782
query39	899	872	837	837
query40	207	127	125	125
query41	55	52	53	52
query42	109	104	108	104
query43	617	577	547	547
query44	1100	722	726	722
query45	193	163	166	163
query46	1094	717	738	717
query47	1866	1780	1794	1780
query48	375	293	293	293
query49	828	400	409	400
query50	761	405	402	402
query51	6909	6667	6710	6667
query52	102	91	93	91
query53	357	287	281	281
query54	861	443	439	439
query55	75	71	72	71
query56	274	252	255	252
query57	1114	1042	1078	1042
query58	232	245	228	228
query59	3602	3440	3272	3272
query60	289	270	275	270
query61	88	85	84	84
query62	587	428	429	428
query63	321	288	291	288
query64	8495	2219	1699	1699
query65	3190	3088	3100	3088
query66	751	325	322	322
query67	15568	15272	15027	15027
query68	5740	541	559	541
query69	642	461	368	368
query70	1192	1148	1163	1148
query71	460	273	278	273
query72	7839	5508	5219	5219
query73	773	328	334	328
query74	5992	5460	5473	5460
query75	3698	2716	2628	2628
query76	3144	927	920	920
query77	610	288	299	288
query78	10465	10142	9704	9704
query79	2430	521	521	521
query80	1227	455	453	453
query81	582	226	224	224
query82	707	101	102	101
query83	193	166	163	163
query84	267	86	86	86
query85	1194	272	264	264
query86	417	331	329	329
query87	3281	3086	3132	3086
query88	3837	2432	2425	2425
query89	483	387	382	382
query90	1772	187	191	187
query91	122	95	100	95
query92	57	49	49	49
query93	3792	516	512	512
query94	1099	197	198	197
query95	428	318	330	318
query96	605	277	269	269
query97	3207	3053	3015	3015
query98	294	199	188	188
query99	1295	829	849	829
Total cold run time: 272756 ms
Total hot run time: 173048 ms

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ClickBench: Total hot run time: 30.79 s
machine: 'aliyun_ecs.c7a.8xlarge_32C64G'
scripts: https://github.com/apache/doris/tree/master/tools/clickbench-tools
ClickBench test result on commit 01f2ef2f877ffa3359f8b732b6a20751f67953f7, data reload: false

query1	0.04	0.03	0.03
query2	0.07	0.04	0.04
query3	0.22	0.04	0.05
query4	1.67	0.07	0.08
query5	0.52	0.49	0.48
query6	1.13	0.72	0.72
query7	0.02	0.02	0.01
query8	0.06	0.04	0.05
query9	0.54	0.47	0.47
query10	0.55	0.56	0.54
query11	0.15	0.11	0.11
query12	0.15	0.13	0.12
query13	0.58	0.59	0.61
query14	0.79	0.78	0.78
query15	0.82	0.80	0.81
query16	0.34	0.37	0.37
query17	1.03	1.05	1.04
query18	0.22	0.22	0.25
query19	1.84	1.68	1.69
query20	0.01	0.01	0.01
query21	15.41	0.66	0.65
query22	3.71	7.18	2.28
query23	18.25	1.36	1.26
query24	2.11	0.23	0.22
query25	0.14	0.08	0.07
query26	0.28	0.17	0.18
query27	0.10	0.07	0.08
query28	13.21	1.00	0.98
query29	12.64	3.25	3.21
query30	0.25	0.06	0.05
query31	2.86	0.38	0.38
query32	3.28	0.47	0.47
query33	2.97	2.87	2.94
query34	17.09	4.43	4.43
query35	4.53	4.49	4.55
query36	0.65	0.46	0.50
query37	0.18	0.14	0.14
query38	0.14	0.14	0.15
query39	0.04	0.04	0.03
query40	0.16	0.14	0.15
query41	0.10	0.05	0.04
query42	0.06	0.05	0.05
query43	0.04	0.03	0.04
Total cold run time: 108.95 s
Total hot run time: 30.79 s

morningman
morningman previously approved these changes Jun 11, 2024
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LGTM

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PR approved by at least one committer and no changes requested.

@github-actions github-actions bot added the approved Indicates a PR has been approved by one committer. label Jun 11, 2024
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PR approved by anyone and no changes requested.

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run buildall

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TeamCity be ut coverage result:
Function Coverage: 36.40% (8984/24680)
Line Coverage: 27.95% (73455/262823)
Region Coverage: 27.37% (38093/139177)
Branch Coverage: 23.99% (19336/80586)
Coverage Report: http://coverage.selectdb-in.cc/coverage/01f2ef2f877ffa3359f8b732b6a20751f67953f7_01f2ef2f877ffa3359f8b732b6a20751f67953f7/report/index.html

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TPC-H: Total hot run time: 40185 ms
machine: 'aliyun_ecs.c7a.8xlarge_32C64G'
scripts: https://github.com/apache/doris/tree/master/tools/tpch-tools
Tpch sf100 test result on commit 01f2ef2f877ffa3359f8b732b6a20751f67953f7, data reload: false

------ Round 1 ----------------------------------
q1	17650	4446	4329	4329
q2	2044	198	203	198
q3	10431	1107	1027	1027
q4	10187	805	745	745
q5	7455	2720	2656	2656
q6	219	135	133	133
q7	949	626	602	602
q8	9206	2063	2083	2063
q9	8693	6443	6481	6443
q10	8921	3726	3706	3706
q11	464	239	238	238
q12	454	234	232	232
q13	17767	2993	2960	2960
q14	257	218	219	218
q15	512	472	461	461
q16	522	384	368	368
q17	965	636	689	636
q18	8466	8064	7887	7887
q19	7649	1357	1546	1357
q20	711	338	313	313
q21	5094	3271	4037	3271
q22	412	342	351	342
Total cold run time: 119028 ms
Total hot run time: 40185 ms

----- Round 2, with runtime_filter_mode=off -----
q1	4640	4475	4522	4475
q2	369	274	255	255
q3	3063	2947	2883	2883
q4	2007	1729	1789	1729
q5	5487	5541	5567	5541
q6	218	130	133	130
q7	2175	1837	1931	1837
q8	3229	3458	3414	3414
q9	8663	8678	8724	8678
q10	4104	3882	3940	3882
q11	588	496	518	496
q12	856	659	653	653
q13	17112	3036	3143	3036
q14	296	275	287	275
q15	527	487	489	487
q16	489	445	435	435
q17	1842	1523	1513	1513
q18	8076	7792	7668	7668
q19	1775	1637	1629	1629
q20	2568	1905	1866	1866
q21	8347	4730	4972	4730
q22	799	542	555	542
Total cold run time: 77230 ms
Total hot run time: 56154 ms

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TPC-DS: Total hot run time: 173996 ms
machine: 'aliyun_ecs.c7a.8xlarge_32C64G'
scripts: https://github.com/apache/doris/tree/master/tools/tpcds-tools
TPC-DS sf100 test result on commit 01f2ef2f877ffa3359f8b732b6a20751f67953f7, data reload: false

query1	807	382	378	378
query2	6348	2486	2377	2377
query3	6400	201	209	201
query4	19151	17352	17358	17352
query5	3738	463	480	463
query6	249	158	159	158
query7	4489	306	300	300
query8	311	281	283	281
query9	8462	2448	2469	2448
query10	542	297	277	277
query11	10653	10216	10088	10088
query12	134	89	83	83
query13	1598	366	359	359
query14	8568	7250	7566	7250
query15	233	186	189	186
query16	7314	263	265	263
query17	1373	539	515	515
query18	1820	271	277	271
query19	203	179	153	153
query20	90	85	93	85
query21	209	124	128	124
query22	4165	3937	3952	3937
query23	33482	33558	33519	33519
query24	11073	2801	2823	2801
query25	625	354	349	349
query26	1234	154	152	152
query27	2525	323	331	323
query28	7127	2055	2055	2055
query29	918	628	607	607
query30	250	158	161	158
query31	960	746	737	737
query32	96	51	52	51
query33	746	282	269	269
query34	929	489	468	468
query35	740	647	613	613
query36	1064	929	929	929
query37	159	68	67	67
query38	2901	2742	2760	2742
query39	870	781	796	781
query40	207	127	125	125
query41	53	53	49	49
query42	116	95	96	95
query43	602	535	572	535
query44	1206	731	731	731
query45	198	163	164	163
query46	1100	736	734	734
query47	1834	1768	1786	1768
query48	383	303	301	301
query49	885	446	413	413
query50	773	392	403	392
query51	6815	6745	6661	6661
query52	103	91	89	89
query53	358	296	293	293
query54	908	460	453	453
query55	74	72	72	72
query56	276	254	262	254
query57	1129	1036	1052	1036
query58	260	235	246	235
query59	3320	3288	3230	3230
query60	299	261	255	255
query61	106	90	105	90
query62	644	443	448	443
query63	317	330	296	296
query64	8841	2209	1753	1753
query65	3150	3088	3099	3088
query66	876	323	328	323
query67	15260	14896	15112	14896
query68	4891	554	553	553
query69	657	491	387	387
query70	1153	1156	1058	1058
query71	456	269	267	267
query72	8088	5491	5600	5491
query73	772	327	328	327
query74	5950	5524	5593	5524
query75	3607	2651	2684	2651
query76	3331	939	1054	939
query77	590	308	301	301
query78	10362	9890	9762	9762
query79	2379	518	535	518
query80	1341	471	460	460
query81	556	218	219	218
query82	744	103	99	99
query83	189	170	169	169
query84	266	88	84	84
query85	1310	300	322	300
query86	441	329	333	329
query87	3315	3126	3111	3111
query88	3941	2459	2451	2451
query89	472	374	385	374
query90	1907	202	196	196
query91	138	109	115	109
query92	58	50	51	50
query93	2232	520	510	510
query94	1224	203	200	200
query95	418	399	312	312
query96	601	267	270	267
query97	3149	3004	3005	3004
query98	214	199	194	194
query99	1290	838	862	838
Total cold run time: 268691 ms
Total hot run time: 173996 ms

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ClickBench: Total hot run time: 30.36 s
machine: 'aliyun_ecs.c7a.8xlarge_32C64G'
scripts: https://github.com/apache/doris/tree/master/tools/clickbench-tools
ClickBench test result on commit 01f2ef2f877ffa3359f8b732b6a20751f67953f7, data reload: false

query1	0.04	0.04	0.03
query2	0.08	0.04	0.04
query3	0.22	0.05	0.04
query4	1.70	0.07	0.08
query5	0.49	0.48	0.47
query6	1.14	0.73	0.72
query7	0.02	0.01	0.02
query8	0.05	0.04	0.05
query9	0.54	0.49	0.48
query10	0.54	0.57	0.54
query11	0.15	0.11	0.11
query12	0.15	0.12	0.12
query13	0.59	0.59	0.59
query14	0.79	0.78	0.78
query15	0.83	0.82	0.81
query16	0.36	0.35	0.36
query17	1.01	0.95	0.97
query18	0.23	0.25	0.22
query19	1.85	1.74	1.73
query20	0.01	0.01	0.01
query21	15.41	0.66	0.64
query22	3.98	7.45	1.79
query23	18.29	1.33	1.34
query24	2.11	0.21	0.21
query25	0.16	0.09	0.08
query26	0.27	0.18	0.17
query27	0.08	0.08	0.08
query28	13.32	1.01	1.01
query29	12.57	3.26	3.22
query30	0.25	0.06	0.06
query31	2.87	0.39	0.39
query32	3.26	0.49	0.47
query33	2.90	2.93	2.89
query34	17.13	4.48	4.43
query35	4.52	4.50	4.43
query36	0.65	0.46	0.45
query37	0.20	0.16	0.16
query38	0.16	0.15	0.14
query39	0.05	0.04	0.04
query40	0.16	0.13	0.14
query41	0.10	0.04	0.04
query42	0.05	0.05	0.05
query43	0.04	0.04	0.04
Total cold run time: 109.32 s
Total hot run time: 30.36 s

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run buildall

@github-actions github-actions bot removed the approved Indicates a PR has been approved by one committer. label Jun 12, 2024
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clang-tidy review says "All clean, LGTM! 👍"

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TPC-H: Total hot run time: 40742 ms
machine: 'aliyun_ecs.c7a.8xlarge_32C64G'
scripts: https://github.com/apache/doris/tree/master/tools/tpch-tools
Tpch sf100 test result on commit 1bf06b1d541f8f21901ecc86199081cd9910c0c3, data reload: false

------ Round 1 ----------------------------------
q1	17727	4694	4364	4364
q2	2048	203	200	200
q3	10516	1100	1115	1100
q4	10220	773	766	766
q5	7475	2790	2698	2698
q6	225	136	135	135
q7	988	618	594	594
q8	9216	2101	2118	2101
q9	8865	6553	6531	6531
q10	8962	3790	3861	3790
q11	464	235	243	235
q12	403	229	230	229
q13	18852	2987	3004	2987
q14	268	223	220	220
q15	523	477	482	477
q16	523	388	380	380
q17	989	681	702	681
q18	8478	8003	7970	7970
q19	7909	1318	1518	1318
q20	705	337	358	337
q21	5256	3945	3293	3293
q22	401	343	336	336
Total cold run time: 121013 ms
Total hot run time: 40742 ms

----- Round 2, with runtime_filter_mode=off -----
q1	4700	4407	4588	4407
q2	378	276	268	268
q3	3024	2934	2906	2906
q4	1998	1712	1737	1712
q5	5584	5550	5543	5543
q6	226	127	134	127
q7	2157	1854	1896	1854
q8	3264	3455	3436	3436
q9	8729	8836	8665	8665
q10	4096	3882	3844	3844
q11	608	503	505	503
q12	850	663	664	663
q13	15809	3007	3080	3007
q14	301	271	262	262
q15	539	487	472	472
q16	491	443	447	443
q17	1829	1531	1528	1528
q18	8068	7688	7774	7688
q19	1761	1547	1589	1547
q20	2532	1898	1886	1886
q21	5165	4870	5018	4870
q22	624	519	552	519
Total cold run time: 72733 ms
Total hot run time: 56150 ms

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TPC-DS: Total hot run time: 172698 ms
machine: 'aliyun_ecs.c7a.8xlarge_32C64G'
scripts: https://github.com/apache/doris/tree/master/tools/tpcds-tools
TPC-DS sf100 test result on commit 1bf06b1d541f8f21901ecc86199081cd9910c0c3, data reload: false

query1	832	377	387	377
query2	6294	2367	2233	2233
query3	6403	204	209	204
query4	18608	17592	17296	17296
query5	3751	471	454	454
query6	246	155	159	155
query7	4457	308	294	294
query8	309	300	297	297
query9	8572	2498	2495	2495
query10	580	310	291	291
query11	10543	10127	10165	10127
query12	146	91	87	87
query13	1617	367	363	363
query14	10047	7068	6068	6068
query15	216	189	178	178
query16	7271	272	270	270
query17	1370	547	536	536
query18	1346	270	275	270
query19	191	150	150	150
query20	89	85	80	80
query21	208	138	128	128
query22	4168	4044	3981	3981
query23	33649	33674	33575	33575
query24	11376	2875	2844	2844
query25	632	355	363	355
query26	1455	157	152	152
query27	2774	332	330	330
query28	7188	2088	2081	2081
query29	986	639	640	639
query30	236	155	158	155
query31	991	745	714	714
query32	104	54	82	54
query33	760	284	273	273
query34	925	478	459	459
query35	708	620	594	594
query36	1099	951	948	948
query37	143	68	69	68
query38	2839	2731	2735	2731
query39	872	776	820	776
query40	257	128	126	126
query41	54	51	53	51
query42	120	94	101	94
query43	600	526	514	514
query44	1233	736	727	727
query45	199	161	169	161
query46	1087	708	711	708
query47	1885	1764	1782	1764
query48	365	319	299	299
query49	927	403	408	403
query50	770	395	384	384
query51	6769	6689	6694	6689
query52	101	97	98	97
query53	358	292	294	292
query54	1049	459	445	445
query55	75	76	81	76
query56	284	270	274	270
query57	1138	1050	1069	1050
query58	246	245	249	245
query59	3445	3123	3288	3123
query60	293	270	274	270
query61	95	89	90	89
query62	642	431	434	431
query63	320	284	298	284
query64	9910	2262	1776	1776
query65	3221	3111	3089	3089
query66	1286	331	337	331
query67	15383	15052	14843	14843
query68	4445	550	545	545
query69	605	440	407	407
query70	1196	1028	1158	1028
query71	416	284	284	284
query72	7510	5492	5579	5492
query73	759	327	326	326
query74	5894	5457	5664	5457
query75	3319	2677	2684	2677
query76	2365	931	936	931
query77	438	303	295	295
query78	10487	10019	9786	9786
query79	1351	515	517	515
query80	2127	472	458	458
query81	563	234	222	222
query82	1027	107	103	103
query83	325	171	166	166
query84	264	86	93	86
query85	1272	295	276	276
query86	407	318	326	318
query87	3322	3097	3060	3060
query88	3139	2471	2493	2471
query89	465	376	372	372
query90	1803	197	197	197
query91	204	101	102	101
query92	58	50	51	50
query93	1010	507	500	500
query94	1198	194	187	187
query95	408	320	312	312
query96	575	277	276	276
query97	3214	3050	3037	3037
query98	224	200	197	197
query99	1227	853	866	853
Total cold run time: 267730 ms
Total hot run time: 172698 ms

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ClickBench: Total hot run time: 30.65 s
machine: 'aliyun_ecs.c7a.8xlarge_32C64G'
scripts: https://github.com/apache/doris/tree/master/tools/clickbench-tools
ClickBench test result on commit 1bf06b1d541f8f21901ecc86199081cd9910c0c3, data reload: false

query1	0.04	0.04	0.03
query2	0.08	0.04	0.04
query3	0.23	0.05	0.06
query4	1.68	0.07	0.07
query5	0.50	0.49	0.48
query6	1.12	0.73	0.72
query7	0.02	0.02	0.02
query8	0.05	0.04	0.05
query9	0.54	0.49	0.49
query10	0.55	0.55	0.54
query11	0.16	0.11	0.12
query12	0.14	0.12	0.12
query13	0.59	0.59	0.60
query14	0.81	0.79	0.78
query15	0.81	0.80	0.81
query16	0.37	0.36	0.37
query17	1.04	1.03	1.03
query18	0.22	0.26	0.24
query19	1.81	1.75	1.65
query20	0.02	0.01	0.01
query21	15.43	0.67	0.65
query22	4.50	6.85	1.81
query23	18.26	1.43	1.29
query24	2.12	0.22	0.21
query25	0.17	0.08	0.09
query26	0.27	0.18	0.17
query27	0.08	0.08	0.08
query28	13.20	1.02	1.00
query29	12.61	3.26	3.25
query30	0.26	0.07	0.05
query31	2.86	0.39	0.38
query32	3.28	0.46	0.49
query33	2.96	2.87	2.85
query34	17.24	4.68	4.64
query35	4.78	4.59	4.51
query36	0.66	0.47	0.47
query37	0.18	0.15	0.15
query38	0.15	0.14	0.14
query39	0.05	0.04	0.03
query40	0.17	0.14	0.16
query41	0.09	0.04	0.05
query42	0.06	0.04	0.04
query43	0.04	0.04	0.04
Total cold run time: 110.2 s
Total hot run time: 30.65 s

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TeamCity be ut coverage result:
Function Coverage: 36.40% (8983/24681)
Line Coverage: 27.94% (73449/262868)
Region Coverage: 27.38% (38080/139096)
Branch Coverage: 23.99% (19334/80576)
Coverage Report: http://coverage.selectdb-in.cc/coverage/1bf06b1d541f8f21901ecc86199081cd9910c0c3_1bf06b1d541f8f21901ecc86199081cd9910c0c3/report/index.html

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LGTM, please update PR description

@github-actions github-actions bot added the approved Indicates a PR has been approved by one committer. label Jun 12, 2024
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PR approved by at least one committer and no changes requested.

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LGTM

@morningman morningman merged commit 0681788 into apache:master Jun 12, 2024
27 of 31 checks passed
morningman pushed a commit that referenced this pull request Jun 13, 2024
dataroaring pushed a commit that referenced this pull request Jun 13, 2024
…at using `select into outfile` (#36142)

When exporting data to Parquet, you can specify the minimum row group
size. Add the configuration `min_row_group_size` in be.conf.
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5 participants