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[Feature-WIP](dictionary) Support Dictonary Table #45926

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@zclllyybb zclllyybb commented Dec 25, 2024

What problem does this PR solve?

Issue Number: close #xxx

Related PR: #xxx

Problem Summary:

In this PR we support all required meta data structure for Directionary table in FE. and some of base operations' grammar.

Release note

Support Dictionary Table(Experimental Function)

Check List (For Author)

  • Test

    • Regression test
    • Unit Test
    • Manual test (add detailed scripts or steps below)
    • No need to test or manual test. Explain why:
      • This is a refactor/code format and no logic has been changed.
      • Previous test can cover this change.
      • No code files have been changed.
      • Other reason
  • Behavior changed:

    • No.
    • Yes.
  • Does this need documentation?

    • No.
    • Yes. but not yet

Check List (For Reviewer who merge this PR)

  • Confirm the release note
  • Confirm test cases
  • Confirm document
  • Add branch pick label

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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.

Please clearly describe your PR:

  1. What problem was fixed (it's best to include specific error reporting information). How it was fixed.
  2. Which behaviors were modified. What was the previous behavior, what is it now, why was it modified, and what possible impacts might there be.
  3. What features were added. Why was this function added?
  4. Which code was refactored and why was this part of the code refactored?
  5. Which functions were optimized and what is the difference before and after the optimization?

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run buildall

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run buildall

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TPC-H: Total hot run time: 32648 ms
machine: 'aliyun_ecs.c7a.8xlarge_32C64G'
scripts: https://github.com/apache/doris/tree/master/tools/tpch-tools
Tpch sf100 test result on commit 2d10132b06bbde190fb1da9f06af3569ba73eaef, data reload: false

------ Round 1 ----------------------------------
q1	17910	6210	6143	6143
q2	2054	314	169	169
q3	10677	1251	728	728
q4	10234	873	437	437
q5	7997	2113	1965	1965
q6	207	185	152	152
q7	900	762	618	618
q8	9239	1363	1132	1132
q9	5240	4951	4913	4913
q10	6758	2296	1861	1861
q11	484	276	254	254
q12	351	362	229	229
q13	17795	3619	2991	2991
q14	225	234	205	205
q15	569	515	491	491
q16	637	609	591	591
q17	580	843	326	326
q18	7110	6440	6399	6399
q19	2563	968	557	557
q20	310	316	184	184
q21	2805	2193	1992	1992
q22	367	336	311	311
Total cold run time: 105012 ms
Total hot run time: 32648 ms

----- Round 2, with runtime_filter_mode=off -----
q1	6371	6223	6210	6210
q2	229	333	226	226
q3	2239	2646	2340	2340
q4	1395	1827	1334	1334
q5	4317	4705	4879	4705
q6	186	182	145	145
q7	2060	1963	1796	1796
q8	2624	2817	2678	2678
q9	7291	7281	7285	7281
q10	3055	3337	2743	2743
q11	567	510	492	492
q12	615	749	602	602
q13	3482	3852	3184	3184
q14	313	316	295	295
q15	565	509	505	505
q16	646	687	665	665
q17	1215	1730	1257	1257
q18	7638	7400	7362	7362
q19	850	1052	1137	1052
q20	2036	2027	1885	1885
q21	5706	5206	4944	4944
q22	616	629	602	602
Total cold run time: 54016 ms
Total hot run time: 52303 ms

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TPC-DS: Total hot run time: 196728 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 2d10132b06bbde190fb1da9f06af3569ba73eaef, data reload: false

query1	1273	962	969	962
query2	6490	2387	2299	2299
query3	10929	4786	4624	4624
query4	33256	24101	23355	23355
query5	4058	606	459	459
query6	306	209	184	184
query7	3979	488	317	317
query8	326	250	238	238
query9	9347	2765	2733	2733
query10	467	303	251	251
query11	17989	15342	15213	15213
query12	165	105	110	105
query13	1591	557	415	415
query14	10312	7456	6972	6972
query15	257	220	186	186
query16	7759	663	469	469
query17	1584	775	601	601
query18	1970	402	359	359
query19	224	182	167	167
query20	131	112	122	112
query21	210	133	106	106
query22	4639	4569	4555	4555
query23	34661	33771	33695	33695
query24	6472	2255	2422	2255
query25	484	435	385	385
query26	840	275	158	158
query27	2071	467	331	331
query28	5829	2537	2495	2495
query29	650	554	426	426
query30	220	213	150	150
query31	1000	940	854	854
query32	93	56	87	56
query33	481	360	311	311
query34	766	855	538	538
query35	833	834	776	776
query36	1012	1053	964	964
query37	124	104	78	78
query38	4291	4322	4063	4063
query39	1549	1476	1466	1466
query40	214	114	102	102
query41	46	43	46	43
query42	125	103	102	102
query43	511	509	474	474
query44	1311	833	833	833
query45	187	180	174	174
query46	890	1058	670	670
query47	2058	2008	1929	1929
query48	391	418	323	323
query49	706	473	379	379
query50	642	698	405	405
query51	7298	7343	7299	7299
query52	112	102	93	93
query53	241	254	187	187
query54	478	494	434	434
query55	87	88	88	88
query56	277	258	242	242
query57	1222	1229	1174	1174
query58	234	222	230	222
query59	3106	3242	3194	3194
query60	272	253	258	253
query61	107	104	120	104
query62	865	850	759	759
query63	246	202	206	202
query64	3705	1021	697	697
query65	3344	3308	3255	3255
query66	798	408	302	302
query67	16504	15867	15519	15519
query68	10275	760	539	539
query69	488	317	250	250
query70	1207	1081	1088	1081
query71	437	297	266	266
query72	6218	3788	3904	3788
query73	679	735	365	365
query74	10383	9374	9101	9101
query75	4490	3140	2647	2647
query76	5525	1194	761	761
query77	1050	383	275	275
query78	10292	10174	9443	9443
query79	3535	894	583	583
query80	728	519	424	424
query81	484	270	227	227
query82	641	148	126	126
query83	191	157	143	143
query84	283	86	68	68
query85	778	349	297	297
query86	344	314	292	292
query87	4692	4398	4384	4384
query88	3296	2283	2204	2204
query89	468	330	293	293
query90	1999	192	187	187
query91	134	132	101	101
query92	64	67	49	49
query93	2135	882	541	541
query94	670	377	279	279
query95	342	265	252	252
query96	492	600	281	281
query97	2780	2813	2693	2693
query98	222	197	188	188
query99	1672	1575	1459	1459
Total cold run time: 301609 ms
Total hot run time: 196728 ms

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ClickBench: Total hot run time: 31.62 s
machine: 'aliyun_ecs.c7a.8xlarge_32C64G'
scripts: https://github.com/apache/doris/tree/master/tools/clickbench-tools
ClickBench test result on commit 2d10132b06bbde190fb1da9f06af3569ba73eaef, data reload: false

query1	0.03	0.03	0.03
query2	0.09	0.05	0.05
query3	0.23	0.06	0.05
query4	1.64	0.08	0.09
query5	0.42	0.41	0.42
query6	1.13	0.67	0.67
query7	0.02	0.01	0.01
query8	0.05	0.04	0.05
query9	0.55	0.49	0.50
query10	0.55	0.58	0.57
query11	0.16	0.12	0.12
query12	0.16	0.13	0.13
query13	0.62	0.62	0.59
query14	2.73	2.72	2.75
query15	0.92	0.85	0.85
query16	0.38	0.37	0.37
query17	1.08	1.07	1.08
query18	0.19	0.18	0.19
query19	1.86	1.73	2.07
query20	0.02	0.02	0.02
query21	15.37	0.95	0.66
query22	0.77	0.79	0.73
query23	14.94	1.44	0.69
query24	2.15	0.38	0.23
query25	0.14	0.08	0.08
query26	0.28	0.19	0.18
query27	0.08	0.08	0.08
query28	13.46	1.79	1.14
query29	12.69	4.02	3.39
query30	0.24	0.08	0.07
query31	2.83	0.61	0.41
query32	3.22	0.57	0.47
query33	3.14	3.14	3.14
query34	16.64	5.16	4.49
query35	4.54	4.57	4.54
query36	0.62	0.50	0.48
query37	0.19	0.16	0.17
query38	0.16	0.15	0.16
query39	0.06	0.05	0.05
query40	0.18	0.14	0.13
query41	0.10	0.06	0.06
query42	0.06	0.06	0.06
query43	0.05	0.06	0.05
Total cold run time: 104.74 s
Total hot run time: 31.62 s

HappenLee
HappenLee previously approved these changes Dec 27, 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 Dec 27, 2024
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PR approved by anyone and no changes requested.

@zclllyybb zclllyybb marked this pull request as draft December 30, 2024 03:47
@github-actions github-actions bot removed the approved Indicates a PR has been approved by one committer. label Dec 30, 2024
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Mryange commented Jan 2, 2025

run buildall

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TeamCity be ut coverage result:
Function Coverage: 38.93% (10153/26079)
Line Coverage: 29.94% (85880/286823)
Region Coverage: 29.05% (43825/150852)
Branch Coverage: 25.60% (22377/87426)
Coverage Report: http://coverage.selectdb-in.cc/coverage/0dc1cf8c55a8a430ad785e934effe02bdb34fe67_0dc1cf8c55a8a430ad785e934effe02bdb34fe67/report/index.html

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Mryange commented Jan 6, 2025

run buildall

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@Mryange
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Mryange commented Jan 6, 2025

run buildall

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Mryange commented Jan 9, 2025

run buildall

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TeamCity be ut coverage result:
Function Coverage: 38.91% (10167/26127)
Line Coverage: 30.00% (86170/287229)
Region Coverage: 29.07% (43889/150956)
Branch Coverage: 25.63% (22415/87466)
Coverage Report: http://coverage.selectdb-in.cc/coverage/c7ef16e874266f999ce8277ed48f3a139fca7c83_c7ef16e874266f999ce8277ed48f3a139fca7c83/report/index.html

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Mryange commented Jan 10, 2025

run buildall

@zclllyybb
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run buildall

@zclllyybb
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run buildall

@zclllyybb
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run buildall

@zclllyybb
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run buildall

@doris-robot
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TPC-H: Total hot run time: 32385 ms
machine: 'aliyun_ecs.c7a.8xlarge_32C64G'
scripts: https://github.com/apache/doris/tree/master/tools/tpch-tools
Tpch sf100 test result on commit 5384f6342db7ad053e476dde26ce2d1ecfabfcdd, data reload: false

------ Round 1 ----------------------------------
q1	17889	5552	5427	5427
q2	2050	319	192	192
q3	10632	1286	710	710
q4	10313	980	524	524
q5	9126	2499	2197	2197
q6	204	171	143	143
q7	928	773	612	612
q8	9247	1430	1188	1188
q9	5290	4862	4931	4862
q10	6836	2351	1890	1890
q11	468	274	256	256
q12	344	359	222	222
q13	17763	3702	3134	3134
q14	235	235	208	208
q15	521	472	464	464
q16	613	618	584	584
q17	573	889	335	335
q18	7117	6384	6457	6384
q19	2819	962	549	549
q20	306	325	191	191
q21	2890	2288	1992	1992
q22	368	347	321	321
Total cold run time: 106532 ms
Total hot run time: 32385 ms

----- Round 2, with runtime_filter_mode=off -----
q1	5657	5542	5526	5526
q2	242	331	233	233
q3	2286	2721	2286	2286
q4	1429	1840	1374	1374
q5	4335	4765	4883	4765
q6	181	167	129	129
q7	2097	2010	1885	1885
q8	2616	2817	2712	2712
q9	7381	7206	7282	7206
q10	2998	3278	2820	2820
q11	589	513	503	503
q12	696	761	617	617
q13	3444	3904	3281	3281
q14	267	300	262	262
q15	515	475	462	462
q16	647	665	644	644
q17	1226	1745	1248	1248
q18	7765	7563	7310	7310
q19	797	1075	1098	1075
q20	1990	2020	1963	1963
q21	5713	5215	5007	5007
q22	587	580	558	558
Total cold run time: 53458 ms
Total hot run time: 51866 ms

@doris-robot
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TPC-DS: Total hot run time: 188272 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 5384f6342db7ad053e476dde26ce2d1ecfabfcdd, data reload: false

query1	983	383	365	365
query2	6518	2045	2084	2045
query3	6794	211	215	211
query4	33170	23393	23068	23068
query5	4332	607	442	442
query6	301	189	189	189
query7	4593	492	306	306
query8	291	241	232	232
query9	9709	2620	2618	2618
query10	470	308	244	244
query11	18255	15591	15021	15021
query12	146	108	102	102
query13	1637	509	401	401
query14	9145	7068	7196	7068
query15	244	192	184	184
query16	7959	659	489	489
query17	1587	741	559	559
query18	2060	390	290	290
query19	230	180	144	144
query20	111	108	114	108
query21	217	126	102	102
query22	4243	4366	4291	4291
query23	34739	33564	32999	32999
query24	6589	2321	2310	2310
query25	493	466	428	428
query26	1084	246	163	163
query27	2010	466	335	335
query28	5308	2447	2422	2422
query29	565	539	454	454
query30	274	180	156	156
query31	928	849	798	798
query32	69	60	61	60
query33	500	354	289	289
query34	756	847	503	503
query35	789	816	732	732
query36	1052	1023	943	943
query37	126	100	81	81
query38	4114	4148	4123	4123
query39	1443	1379	1422	1379
query40	210	117	103	103
query41	53	50	51	50
query42	117	104	97	97
query43	516	531	504	504
query44	1314	812	801	801
query45	173	175	168	168
query46	858	1032	645	645
query47	1818	1822	1769	1769
query48	388	403	319	319
query49	796	486	401	401
query50	620	661	392	392
query51	6872	6817	6773	6773
query52	109	104	92	92
query53	231	249	182	182
query54	475	480	437	437
query55	86	80	81	80
query56	256	251	237	237
query57	1175	1109	1062	1062
query58	250	234	230	230
query59	3080	3218	3033	3033
query60	273	265	254	254
query61	122	122	124	122
query62	808	683	651	651
query63	228	197	186	186
query64	4212	1033	660	660
query65	3215	3146	3143	3143
query66	894	442	330	330
query67	15814	15774	15633	15633
query68	3676	850	535	535
query69	453	307	261	261
query70	1212	1140	1123	1123
query71	377	285	252	252
query72	5789	3987	3851	3851
query73	652	758	353	353
query74	9859	9135	8768	8768
query75	3172	3163	2699	2699
query76	3084	1193	774	774
query77	475	404	281	281
query78	9975	9903	9321	9321
query79	3064	789	608	608
query80	672	538	439	439
query81	509	273	253	253
query82	600	155	121	121
query83	181	177	153	153
query84	240	93	77	77
query85	856	348	301	301
query86	391	323	294	294
query87	4439	4409	4402	4402
query88	4796	2154	2167	2154
query89	393	398	298	298
query90	1815	188	190	188
query91	132	144	108	108
query92	70	61	53	53
query93	2612	884	525	525
query94	697	418	305	305
query95	336	272	259	259
query96	490	631	284	284
query97	2815	2901	2776	2776
query98	239	201	200	200
query99	1313	1369	1248	1248
Total cold run time: 284181 ms
Total hot run time: 188272 ms

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ClickBench: Total hot run time: 30.88 s
machine: 'aliyun_ecs.c7a.8xlarge_32C64G'
scripts: https://github.com/apache/doris/tree/master/tools/clickbench-tools
ClickBench test result on commit 5384f6342db7ad053e476dde26ce2d1ecfabfcdd, data reload: false

query1	0.04	0.03	0.03
query2	0.07	0.03	0.04
query3	0.24	0.07	0.07
query4	1.61	0.10	0.10
query5	0.43	0.38	0.39
query6	1.15	0.65	0.65
query7	0.02	0.02	0.02
query8	0.04	0.04	0.04
query9	0.58	0.51	0.51
query10	0.56	0.56	0.56
query11	0.15	0.11	0.11
query12	0.15	0.11	0.11
query13	0.61	0.60	0.60
query14	2.86	2.71	2.71
query15	0.90	0.82	0.83
query16	0.38	0.37	0.37
query17	1.03	1.01	1.03
query18	0.23	0.22	0.22
query19	1.82	1.81	2.07
query20	0.01	0.01	0.02
query21	15.74	0.99	0.58
query22	0.99	0.98	0.67
query23	15.09	1.41	0.62
query24	3.01	1.01	0.88
query25	0.21	0.22	0.15
query26	0.27	0.17	0.14
query27	0.06	0.04	0.05
query28	13.15	1.09	0.43
query29	12.59	3.99	3.31
query30	0.25	0.09	0.07
query31	2.81	0.59	0.39
query32	3.22	0.56	0.46
query33	3.00	3.04	3.03
query34	16.29	5.19	4.61
query35	4.61	4.57	4.57
query36	0.67	0.48	0.46
query37	0.10	0.06	0.06
query38	0.05	0.04	0.04
query39	0.04	0.03	0.02
query40	0.17	0.14	0.13
query41	0.09	0.03	0.02
query42	0.04	0.02	0.02
query43	0.04	0.03	0.02
Total cold run time: 105.37 s
Total hot run time: 30.88 s

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run buildall

@Mryange
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Mryange commented Jan 16, 2025

run buildall

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TeamCity be ut coverage result:
Function Coverage: 41.61% (10873/26133)
Line Coverage: 32.01% (91939/287229)
Region Coverage: 31.16% (47082/151116)
Branch Coverage: 27.25% (23847/87518)
Coverage Report: http://coverage.selectdb-in.cc/coverage/e7a54fd6e17b5386909c98bddcc5fabb40400c12_e7a54fd6e17b5386909c98bddcc5fabb40400c12/report/index.html

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TPC-H: Total hot run time: 32365 ms
machine: 'aliyun_ecs.c7a.8xlarge_32C64G'
scripts: https://github.com/apache/doris/tree/master/tools/tpch-tools
Tpch sf100 test result on commit e7a54fd6e17b5386909c98bddcc5fabb40400c12, data reload: false

------ Round 1 ----------------------------------
q1	17763	5597	5458	5458
q2	2077	321	181	181
q3	10651	1251	739	739
q4	10218	984	547	547
q5	7631	2399	2181	2181
q6	196	166	134	134
q7	905	759	601	601
q8	9244	1400	1161	1161
q9	5209	4878	4988	4878
q10	6843	2327	1917	1917
q11	455	278	245	245
q12	359	365	220	220
q13	17779	3696	3096	3096
q14	227	236	218	218
q15	514	474	462	462
q16	627	632	575	575
q17	572	877	329	329
q18	6993	6431	6362	6362
q19	3311	964	534	534
q20	300	308	198	198
q21	2818	2227	2015	2015
q22	360	331	314	314
Total cold run time: 105052 ms
Total hot run time: 32365 ms

----- Round 2, with runtime_filter_mode=off -----
q1	5627	5507	5554	5507
q2	247	333	240	240
q3	2266	2606	2289	2289
q4	1435	1835	1366	1366
q5	4375	4759	4743	4743
q6	173	165	129	129
q7	2048	1947	1806	1806
q8	2631	2850	2750	2750
q9	7395	7252	7343	7252
q10	3036	3290	2773	2773
q11	570	510	476	476
q12	646	743	596	596
q13	3523	3983	3284	3284
q14	286	313	277	277
q15	519	472	461	461
q16	655	680	643	643
q17	1216	1752	1273	1273
q18	7703	7478	7457	7457
q19	812	964	1160	964
q20	1983	2063	1938	1938
q21	5678	5146	4939	4939
q22	600	573	555	555
Total cold run time: 53424 ms
Total hot run time: 51718 ms

@doris-robot
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TPC-DS: Total hot run time: 193244 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 e7a54fd6e17b5386909c98bddcc5fabb40400c12, data reload: false

query1	1308	970	927	927
query2	6349	2012	2008	2008
query3	11133	4697	4644	4644
query4	61413	32622	23153	23153
query5	5253	606	456	456
query6	416	204	192	192
query7	5492	502	316	316
query8	320	270	229	229
query9	8258	2612	2590	2590
query10	419	307	259	259
query11	15895	15083	15623	15083
query12	156	115	110	110
query13	1418	563	438	438
query14	10958	6972	6554	6554
query15	220	205	199	199
query16	7081	653	460	460
query17	1158	740	592	592
query18	1633	432	325	325
query19	206	196	164	164
query20	126	125	115	115
query21	224	138	107	107
query22	4404	4843	4264	4264
query23	34094	33804	33113	33113
query24	5834	2311	2354	2311
query25	509	459	408	408
query26	678	298	162	162
query27	1749	495	331	331
query28	4044	2445	2442	2442
query29	534	599	427	427
query30	208	192	153	153
query31	924	881	825	825
query32	96	64	57	57
query33	418	363	311	311
query34	739	877	525	525
query35	825	839	787	787
query36	1033	1059	950	950
query37	128	100	79	79
query38	4387	4192	4288	4192
query39	1497	1461	1452	1452
query40	210	120	109	109
query41	64	49	48	48
query42	122	110	107	107
query43	524	533	478	478
query44	1408	837	846	837
query45	193	171	175	171
query46	912	1060	649	649
query47	1893	1892	1864	1864
query48	391	410	321	321
query49	742	481	421	421
query50	679	675	409	409
query51	6982	7050	6985	6985
query52	102	100	94	94
query53	230	262	187	187
query54	485	511	422	422
query55	89	80	86	80
query56	262	298	266	266
query57	1179	1257	1164	1164
query58	260	249	244	244
query59	3095	3047	2795	2795
query60	275	269	256	256
query61	122	113	120	113
query62	716	699	671	671
query63	224	195	185	185
query64	1281	1065	655	655
query65	3243	3176	3191	3176
query66	700	399	310	310
query67	15999	15615	15338	15338
query68	6319	816	525	525
query69	502	297	263	263
query70	1183	1121	1110	1110
query71	391	286	257	257
query72	5305	3896	3770	3770
query73	792	755	374	374
query74	10296	8845	8965	8845
query75	3214	3159	2665	2665
query76	3758	1181	762	762
query77	500	362	282	282
query78	10191	10033	9287	9287
query79	2562	806	620	620
query80	927	530	443	443
query81	515	275	232	232
query82	378	166	122	122
query83	189	174	151	151
query84	280	95	80	80
query85	738	353	306	306
query86	366	300	304	300
query87	4498	4434	4441	4434
query88	3898	2201	2162	2162
query89	390	325	287	287
query90	1713	194	195	194
query91	135	134	108	108
query92	67	57	54	54
query93	2682	884	539	539
query94	760	403	301	301
query95	332	274	260	260
query96	484	683	285	285
query97	2809	2892	2721	2721
query98	223	199	204	199
query99	1302	1395	1241	1241
Total cold run time: 311618 ms
Total hot run time: 193244 ms

@doris-robot
Copy link

ClickBench: Total hot run time: 31.07 s
machine: 'aliyun_ecs.c7a.8xlarge_32C64G'
scripts: https://github.com/apache/doris/tree/master/tools/clickbench-tools
ClickBench test result on commit e7a54fd6e17b5386909c98bddcc5fabb40400c12, data reload: false

query1	0.03	0.04	0.04
query2	0.09	0.05	0.05
query3	0.23	0.06	0.05
query4	1.64	0.08	0.09
query5	0.42	0.40	0.40
query6	1.14	0.67	0.66
query7	0.02	0.01	0.01
query8	0.05	0.05	0.05
query9	0.55	0.49	0.50
query10	0.56	0.56	0.56
query11	0.16	0.12	0.12
query12	0.16	0.13	0.13
query13	0.61	0.60	0.61
query14	2.80	2.74	2.72
query15	0.90	0.84	0.84
query16	0.39	0.39	0.39
query17	1.11	1.08	1.08
query18	0.19	0.18	0.19
query19	1.99	1.87	2.06
query20	0.02	0.01	0.01
query21	15.38	0.93	0.65
query22	0.77	0.77	0.73
query23	14.95	1.42	0.67
query24	2.29	0.34	0.22
query25	0.14	0.09	0.09
query26	0.29	0.19	0.18
query27	0.08	0.08	0.08
query28	13.34	1.20	0.54
query29	12.63	4.03	3.37
query30	0.24	0.08	0.06
query31	2.83	0.60	0.39
query32	3.22	0.57	0.48
query33	3.01	2.99	3.02
query34	16.51	5.19	4.55
query35	4.58	4.64	4.65
query36	0.61	0.48	0.49
query37	0.20	0.16	0.16
query38	0.16	0.15	0.15
query39	0.06	0.04	0.04
query40	0.17	0.14	0.13
query41	0.10	0.05	0.05
query42	0.07	0.05	0.05
query43	0.05	0.05	0.04
Total cold run time: 104.74 s
Total hot run time: 31.07 s

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