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Posted to commits@doris.apache.org by "w41ter (via GitHub)" <gi...@apache.org> on 2024/07/18 07:30:05 UTC

[PR] [Enhancement](multi-catalog) Rewrite `S3URI` to remove tricky virtualbucket mechanism and support different uri styles by flags. [doris]

w41ter opened a new pull request, #38064:
URL: https://github.com/apache/doris/pull/38064

   Cherry-pick #33858
   
   Many domestic cloud vendors are compatible with the s3 protocol. However, early versions of s3 client will only generate path style http requests (https://github.com/aws/aws-sdk-java-v2/pull/763) when encountering endpoints that do not start with s3, while some cloud vendors only support virtual host style http request.
   
   Therefore, Doris used `forceVirtualHosted` in `S3URI` to convert it into a virtual hosted path and implemented it through path style. For example:
   For s3 uri `s3://my-bucket/data/file.txt`, It will eventually be parsed into:
   - virtualBucket: my-bucket
   - Bucket: data (bucket must be set, otherwise the s3 client will report an error) Especially this step is particularly tricky because of the limitations of the s3 client.
   - Key: file.txt
   
    The path style mode is used to generate an http request similar to the virtual host by setting the endpoint to virtualBucket + original endpoint, setting the bucket and key.
   **However, the bucket and key here are inconsistent with the original concepts of s3, but the aws client happens to be able to generate an http request similar to the virtual host through the path style mode.**
   
   However, after #30799 we have upgrade the aws sdk version from 2.17.257 to 2.20.131. The current aws s3 client can already generate a virtual host by third party by default style of http request. So in #31111 need to set the path style option, let the s3 client use doris' virtual bucket mechanism to continue working.
   
   **Finally, the virtual bucket mechanism is too confusing and tricky, and we no longer need it with the new version of s3 client.**
   
   Rewrite `S3URI` to remove tricky virtual bucket mechanism and support different uri styles by flags.
   
   This class represents a fully qualified location in S3 for input/output operations expressed as as URI.
    #### For AWS S3, URI common styles:
     - AWS Client Style(Hadoop S3 Style): `s3://my-bucket/path/to/file?versionId=abc123&partNumber=77&partNumber=88`
     - Virtual Host Style: `https://my-bucket.s3.us-west-1.amazonaws.com/resources/doc.txt?versionId=abc123&partNumber=77&partNumber=88`
     - Path Style: `https://s3.us-west-1.amazonaws.com/my-bucket/resources/doc.txt?versionId=abc123&partNumber=77&partNumber=88`
   
     Regarding the above-mentioned common styles, we can use <code>isPathStyle</code> to control whether to use path style
     or virtual host style.
     "Virtual host style" is the currently mainstream and recommended approach to use, so the default value of
     <code>isPathStyle</code> is false.
   
     #### Other Styles:
     - Virtual Host AWS Client (Hadoop S3) Mixed Style: `s3://my-bucket.s3.us-west-1.amazonaws.com/resources/doc.txt?versionId=abc123&partNumber=77&partNumber=88`
     - Path AWS Client (Hadoop S3) Mixed Style: `s3://s3.us-west-1.amazonaws.com/my-bucket/resources/doc.txt?versionId=abc123&partNumber=77&partNumber=88`
   
     For these two styles, we can use <code>isPathStyle</code> and <code>forceParsingByStandardUri</code>
     to control whether to use.
     Virtual Host AWS Client (Hadoop S3) Mixed Style: <code>isPathStyle = false && forceParsingByStandardUri = true</code>
     Path AWS Client (Hadoop S3) Mixed Style: <code>isPathStyle = true && forceParsingByStandardUri = true</code>
   
     When the incoming location is url encoded, the encoded string will be returned.
     For <code>getKey()</code>, <code>getQueryParams()</code> will return the encoding string
   
   


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Re: [PR] [Enhancement](multi-catalog) Rewrite `S3URI` to remove tricky virtualbucket mechanism and support different uri styles by flags. [doris]

Posted by "doris-robot (via GitHub)" <gi...@apache.org>.
doris-robot commented on PR #38064:
URL: https://github.com/apache/doris/pull/38064#issuecomment-2236128130

   
   <details>
   <summary>TPC-DS: <b>Total hot run time: 203242 ms</b></summary>
   
   ```
   machine: 'aliyun_ecs.c7a.8xlarge_32C64G'
   scripts: https://github.com/apache/doris/tree/master/tools/tpcds-tools
   TPC-DS sf100 test result on commit bfcdd018a7e6a07c095c3e3d2e3880b7fc9bf1e3, data reload: false
   
   query1	934	427	376	376
   query2	6551	2825	2708	2708
   query3	6921	212	204	204
   query4	19835	17936	17877	17877
   query5	19744	6518	6581	6518
   query6	306	217	236	217
   query7	4227	300	311	300
   query8	510	437	435	435
   query9	3099	2674	2574	2574
   query10	424	293	303	293
   query11	11272	10690	10687	10687
   query12	122	75	72	72
   query13	5595	693	705	693
   query14	17973	13463	13910	13463
   query15	367	245	251	245
   query16	6453	288	263	263
   query17	1685	1467	873	873
   query18	2304	420	426	420
   query19	208	155	159	155
   query20	84	77	77	77
   query21	200	101	94	94
   query22	5217	4999	4997	4997
   query23	32586	31966	32040	31966
   query24	6913	6537	6531	6531
   query25	510	422	441	422
   query26	533	170	166	166
   query27	1862	302	294	294
   query28	6160	2373	2309	2309
   query29	2915	2791	2876	2791
   query30	245	169	168	168
   query31	909	743	763	743
   query32	70	66	59	59
   query33	409	265	263	263
   query34	848	479	504	479
   query35	1125	948	970	948
   query36	1427	1199	1131	1131
   query37	90	59	64	59
   query38	3119	2917	2971	2917
   query39	1378	1328	1336	1328
   query40	203	95	98	95
   query41	48	44	45	44
   query42	90	90	82	82
   query43	819	660	622	622
   query44	1127	725	729	725
   query45	244	236	234	234
   query46	1260	959	980	959
   query47	1754	1745	1695	1695
   query48	1005	723	720	720
   query49	642	380	381	380
   query50	848	574	603	574
   query51	4763	4663	4643	4643
   query52	95	87	78	78
   query53	451	324	316	316
   query54	2634	2473	2469	2469
   query55	97	82	87	82
   query56	247	206	207	206
   query57	1235	1135	1030	1030
   query58	222	205	209	205
   query59	4184	3749	3686	3686
   query60	217	188	224	188
   query61	95	96	97	96
   query62	834	520	471	471
   query63	492	356	346	346
   query64	2579	1554	1436	1436
   query65	3658	3549	3539	3539
   query66	792	384	370	370
   query67	15817	15454	15289	15289
   query68	10475	654	666	654
   query69	577	339	369	339
   query70	1951	1395	1485	1395
   query71	421	304	318	304
   query72	6547	3411	3483	3411
   query73	739	318	317	317
   query74	6290	5805	5868	5805
   query75	5370	3663	3706	3663
   query76	6787	1127	1187	1127
   query77	1183	257	253	253
   query78	12581	11522	12127	11522
   query79	11101	638	629	629
   query80	891	398	395	395
   query81	499	235	234	234
   query82	1487	97	98	97
   query83	159	138	134	134
   query84	263	72	73	72
   query85	889	327	329	327
   query86	335	306	298	298
   query87	3275	3039	3036	3036
   query88	4497	2324	2344	2324
   query89	477	307	285	285
   query90	2016	199	211	199
   query91	174	140	146	140
   query92	56	50	55	50
   query93	6434	596	580	580
   query94	721	205	214	205
   query95	1094	1057	1061	1057
   query96	638	332	330	330
   query97	6442	6346	6364	6346
   query98	188	181	178	178
   query99	2905	841	889	841
   Total cold run time: 319044 ms
   Total hot run time: 203242 ms
   ```
   </details>
   


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Re: [PR] [Enhancement](multi-catalog) Rewrite `S3URI` to remove tricky virtualbucket mechanism and support different uri styles by flags. [doris]

Posted by "doris-robot (via GitHub)" <gi...@apache.org>.
doris-robot commented on PR #38064:
URL: https://github.com/apache/doris/pull/38064#issuecomment-2235819232

   Thank you for your contribution to Apache Doris.
   Don't know what should be done next? See [How to process your PR](https://cwiki.apache.org/confluence/display/DORIS/How+to+process+your+PR)
   
   Since 2024-03-18, the Document has been moved to [doris-website](https://github.com/apache/doris-website).
   See [Doris Document](https://cwiki.apache.org/confluence/display/DORIS/Doris+Document).


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Re: [PR] [Enhancement](multi-catalog) Rewrite `S3URI` to remove tricky virtualbucket mechanism and support different uri styles by flags. [doris]

Posted by "doris-robot (via GitHub)" <gi...@apache.org>.
doris-robot commented on PR #38064:
URL: https://github.com/apache/doris/pull/38064#issuecomment-2236102598

   
   <details>
   <summary>TPC-H: <b>Total hot run time: 49668 ms</b></summary>
   
   ```
   machine: 'aliyun_ecs.c7a.8xlarge_32C64G'
   scripts: https://github.com/apache/doris/tree/master/tools/tpch-tools
   Tpch sf100 test result on commit bfcdd018a7e6a07c095c3e3d2e3880b7fc9bf1e3, data reload: false
   
   ------ Round 1 ----------------------------------
   q1	17696	4368	4325	4325
   q2	2073	154	145	145
   q3	10437	1872	1864	1864
   q4	10336	1259	1307	1259
   q5	8633	3896	3908	3896
   q6	251	124	125	124
   q7	2045	1593	1605	1593
   q8	9313	2719	2687	2687
   q9	10582	10296	10342	10296
   q10	8626	3485	3500	3485
   q11	421	240	256	240
   q12	469	305	298	298
   q13	18386	3955	4053	3955
   q14	357	331	326	326
   q15	500	466	448	448
   q16	679	577	581	577
   q17	1109	958	981	958
   q18	7188	6905	6760	6760
   q19	1778	1671	1643	1643
   q20	553	309	296	296
   q21	4436	4152	4045	4045
   q22	519	455	448	448
   Total cold run time: 116387 ms
   Total hot run time: 49668 ms
   
   ----- Round 2, with runtime_filter_mode=off -----
   q1	4321	4344	4329	4329
   q2	322	225	219	219
   q3	4155	4127	4166	4127
   q4	2749	2754	2752	2752
   q5	7110	7062	7117	7062
   q6	234	121	120	120
   q7	3247	2918	2790	2790
   q8	4325	4474	4509	4474
   q9	16960	16624	16729	16624
   q10	4229	4248	4277	4248
   q11	750	668	678	668
   q12	1035	857	860	857
   q13	6910	3773	3756	3756
   q14	455	424	437	424
   q15	490	466	457	457
   q16	731	708	682	682
   q17	3901	3859	3856	3856
   q18	8884	8762	8838	8762
   q19	1698	1737	1643	1643
   q20	2366	2132	2111	2111
   q21	8521	8557	8516	8516
   q22	1070	978	971	971
   Total cold run time: 84463 ms
   Total hot run time: 79448 ms
   ```
   </details>
   


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Re: [PR] [Enhancement](multi-catalog) Rewrite `S3URI` to remove tricky virtualbucket mechanism and support different uri styles by flags. [doris]

Posted by "doris-robot (via GitHub)" <gi...@apache.org>.
doris-robot commented on PR #38064:
URL: https://github.com/apache/doris/pull/38064#issuecomment-2235925110

   
   Load test result on machine: 'aliyun_ecs.c7a.8xlarge_32C64G'
   ```
   Load test result on commit 71574850ade4be8f99c15f2d3820f10ff5dc233a with default session variables
   Stream load json:         20 seconds loaded 2358488459 Bytes, about 112 MB/s
   Stream load orc:          58 seconds loaded 1101869774 Bytes, about 18 MB/s
   Stream load parquet:      31 seconds loaded 861443392 Bytes, about 26 MB/s
   Insert into select:       21.3 seconds inserted 10000000 Rows, about 469K ops/s
   ```
   


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Re: [PR] [Enhancement](multi-catalog) Rewrite `S3URI` to remove tricky virtualbucket mechanism and support different uri styles by flags. [doris]

Posted by "w41ter (via GitHub)" <gi...@apache.org>.
w41ter closed pull request #38064: [Enhancement](multi-catalog) Rewrite `S3URI` to remove tricky virtualbucket mechanism and support different uri styles by flags.
URL: https://github.com/apache/doris/pull/38064


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Re: [PR] [Enhancement](multi-catalog) Rewrite `S3URI` to remove tricky virtualbucket mechanism and support different uri styles by flags. [doris]

Posted by "doris-robot (via GitHub)" <gi...@apache.org>.
doris-robot commented on PR #38064:
URL: https://github.com/apache/doris/pull/38064#issuecomment-2235906910

   
   <details>
   <summary>TPC-DS: <b>Total hot run time: 203802 ms</b></summary>
   
   ```
   machine: 'aliyun_ecs.c7a.8xlarge_32C64G'
   scripts: https://github.com/apache/doris/tree/master/tools/tpcds-tools
   TPC-DS sf100 test result on commit 71574850ade4be8f99c15f2d3820f10ff5dc233a, data reload: false
   
   query1	932	423	385	385
   query2	6544	2771	2601	2601
   query3	6927	207	205	205
   query4	20244	18041	18019	18019
   query5	19738	6530	6549	6530
   query6	387	219	231	219
   query7	4895	294	315	294
   query8	434	408	411	408
   query9	3082	2605	2561	2561
   query10	427	294	302	294
   query11	11533	10933	11110	10933
   query12	121	88	77	77
   query13	5610	690	693	690
   query14	18847	13531	13321	13321
   query15	368	248	238	238
   query16	6466	281	262	262
   query17	1358	1514	856	856
   query18	2309	411	401	401
   query19	207	150	143	143
   query20	78	80	78	78
   query21	184	106	98	98
   query22	5256	5067	5089	5067
   query23	32313	31863	32112	31863
   query24	6819	6546	6530	6530
   query25	521	431	427	427
   query26	512	164	162	162
   query27	1753	295	298	295
   query28	6131	2357	2294	2294
   query29	2915	2847	2839	2839
   query30	245	168	172	168
   query31	935	719	727	719
   query32	73	60	59	59
   query33	411	244	249	244
   query34	858	483	497	483
   query35	1098	908	909	908
   query36	1240	1139	1072	1072
   query37	95	59	58	58
   query38	3107	2948	2917	2917
   query39	1360	1339	1330	1330
   query40	207	96	91	91
   query41	47	44	45	44
   query42	82	85	82	82
   query43	772	638	773	638
   query44	1155	714	716	714
   query45	247	231	239	231
   query46	1217	940	965	940
   query47	2123	1700	1815	1700
   query48	1009	712	699	699
   query49	632	377	371	371
   query50	868	596	607	596
   query51	4753	4657	4681	4657
   query52	98	83	88	83
   query53	446	322	329	322
   query54	2636	2487	2440	2440
   query55	90	75	89	75
   query56	242	227	197	197
   query57	1125	1171	1061	1061
   query58	220	198	192	192
   query59	4291	4039	4247	4039
   query60	240	195	193	193
   query61	99	95	119	95
   query62	849	500	488	488
   query63	482	341	343	341
   query64	2542	1435	1525	1435
   query65	3608	3497	3587	3497
   query66	766	377	382	377
   query67	15791	15404	15271	15271
   query68	10199	640	666	640
   query69	593	343	348	343
   query70	2020	1406	1490	1406
   query71	423	315	314	314
   query72	6558	3489	3529	3489
   query73	740	329	312	312
   query74	6476	5760	5812	5760
   query75	5311	3589	3665	3589
   query76	6553	1142	1192	1142
   query77	1156	265	254	254
   query78	12711	11947	12336	11947
   query79	8177	643	660	643
   query80	1150	398	409	398
   query81	487	231	235	231
   query82	1300	98	95	95
   query83	159	129	140	129
   query84	255	71	70	70
   query85	887	327	330	327
   query86	330	300	298	298
   query87	3200	2992	3046	2992
   query88	4310	2295	2323	2295
   query89	418	301	299	299
   query90	1953	211	212	211
   query91	182	141	139	139
   query92	56	51	49	49
   query93	5814	550	570	550
   query94	669	209	206	206
   query95	1092	1058	1048	1048
   query96	649	323	323	323
   query97	6475	6412	6359	6359
   query98	188	190	180	180
   query99	3101	847	911	847
   Total cold run time: 316562 ms
   Total hot run time: 203802 ms
   ```
   </details>
   


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Re: [PR] [Enhancement](multi-catalog) Rewrite `S3URI` to remove tricky virtualbucket mechanism and support different uri styles by flags. [doris]

Posted by "doris-robot (via GitHub)" <gi...@apache.org>.
doris-robot commented on PR #38064:
URL: https://github.com/apache/doris/pull/38064#issuecomment-2236138768

   
   <details>
   <summary>ClickBench: <b>Total hot run time: 30.3 s</b></summary>
   
   ```
   machine: 'aliyun_ecs.c7a.8xlarge_32C64G'
   scripts: https://github.com/apache/doris/tree/master/tools/clickbench-tools
   ClickBench test result on commit bfcdd018a7e6a07c095c3e3d2e3880b7fc9bf1e3, data reload: false
   
   query1	0.02	0.02	0.02
   query2	0.06	0.03	0.02
   query3	0.24	0.04	0.05
   query4	1.82	0.07	0.06
   query5	0.52	0.53	0.52
   query6	1.25	0.62	0.61
   query7	0.01	0.02	0.01
   query8	0.04	0.02	0.02
   query9	0.53	0.47	0.49
   query10	0.54	0.54	0.54
   query11	0.12	0.09	0.09
   query12	0.12	0.09	0.09
   query13	0.62	0.62	0.62
   query14	0.78	0.77	0.78
   query15	0.77	0.76	0.77
   query16	0.36	0.36	0.38
   query17	1.03	1.01	0.99
   query18	0.21	0.26	0.24
   query19	1.92	1.85	1.83
   query20	0.01	0.00	0.00
   query21	15.46	0.54	0.54
   query22	1.89	1.95	1.69
   query23	17.32	1.02	0.86
   query24	7.98	0.68	0.57
   query25	0.43	0.13	0.04
   query26	0.68	0.17	0.18
   query27	0.05	0.04	0.04
   query28	5.91	0.74	0.75
   query29	12.71	2.38	2.24
   query30	0.62	0.53	0.53
   query31	2.81	0.38	0.37
   query32	3.37	0.50	0.49
   query33	3.10	3.08	3.07
   query34	15.26	4.78	4.79
   query35	4.83	4.84	4.85
   query36	1.11	1.01	1.02
   query37	0.06	0.05	0.04
   query38	0.03	0.03	0.03
   query39	0.02	0.01	0.02
   query40	0.16	0.14	0.15
   query41	0.07	0.02	0.01
   query42	0.02	0.01	0.01
   query43	0.02	0.02	0.02
   Total cold run time: 104.88 s
   Total hot run time: 30.3 s
   ```
   </details>
   


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Re: [PR] [Enhancement](multi-catalog) Rewrite `S3URI` to remove tricky virtualbucket mechanism and support different uri styles by flags. [doris]

Posted by "w41ter (via GitHub)" <gi...@apache.org>.
w41ter commented on PR #38064:
URL: https://github.com/apache/doris/pull/38064#issuecomment-2236038316

   run buildall


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Re: [PR] [Enhancement](multi-catalog) Rewrite `S3URI` to remove tricky virtualbucket mechanism and support different uri styles by flags. [doris]

Posted by "doris-robot (via GitHub)" <gi...@apache.org>.
doris-robot commented on PR #38064:
URL: https://github.com/apache/doris/pull/38064#issuecomment-2235918644

   
   <details>
   <summary>ClickBench: <b>Total hot run time: 31.2 s</b></summary>
   
   ```
   machine: 'aliyun_ecs.c7a.8xlarge_32C64G'
   scripts: https://github.com/apache/doris/tree/master/tools/clickbench-tools
   ClickBench test result on commit 71574850ade4be8f99c15f2d3820f10ff5dc233a, data reload: false
   
   query1	0.02	0.02	0.02
   query2	0.08	0.02	0.02
   query3	0.24	0.05	0.05
   query4	1.78	0.06	0.07
   query5	0.54	0.52	0.52
   query6	1.23	0.60	0.62
   query7	0.01	0.02	0.02
   query8	0.03	0.03	0.02
   query9	0.52	0.50	0.48
   query10	0.55	0.54	0.51
   query11	0.12	0.08	0.09
   query12	0.10	0.09	0.09
   query13	0.62	0.61	0.61
   query14	0.78	0.78	0.78
   query15	0.78	0.77	0.77
   query16	0.37	0.35	0.38
   query17	1.02	1.02	1.00
   query18	0.21	0.23	0.26
   query19	1.86	1.86	1.87
   query20	0.02	0.01	0.01
   query21	15.46	0.54	0.56
   query22	1.92	2.12	2.18
   query23	17.42	0.95	0.89
   query24	6.12	1.03	1.54
   query25	0.39	0.10	0.04
   query26	0.70	0.15	0.15
   query27	0.05	0.04	0.03
   query28	6.49	0.74	0.71
   query29	12.75	2.28	2.26
   query30	0.63	0.54	0.54
   query31	2.80	0.40	0.36
   query32	3.38	0.50	0.51
   query33	3.09	3.06	3.10
   query34	15.23	4.81	4.78
   query35	4.84	4.86	4.85
   query36	1.06	1.02	1.02
   query37	0.06	0.04	0.05
   query38	0.03	0.02	0.02
   query39	0.02	0.01	0.02
   query40	0.16	0.14	0.14
   query41	0.07	0.01	0.01
   query42	0.02	0.01	0.01
   query43	0.03	0.02	0.01
   Total cold run time: 103.6 s
   Total hot run time: 31.2 s
   ```
   </details>
   


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Re: [PR] [Enhancement](multi-catalog) Rewrite `S3URI` to remove tricky virtualbucket mechanism and support different uri styles by flags. [doris]

Posted by "w41ter (via GitHub)" <gi...@apache.org>.
w41ter commented on PR #38064:
URL: https://github.com/apache/doris/pull/38064#issuecomment-2235821657

   run buildall


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Re: [PR] [Enhancement](multi-catalog) Rewrite `S3URI` to remove tricky virtualbucket mechanism and support different uri styles by flags. [doris]

Posted by "doris-robot (via GitHub)" <gi...@apache.org>.
doris-robot commented on PR #38064:
URL: https://github.com/apache/doris/pull/38064#issuecomment-2236144681

   
   Load test result on machine: 'aliyun_ecs.c7a.8xlarge_32C64G'
   ```
   Load test result on commit bfcdd018a7e6a07c095c3e3d2e3880b7fc9bf1e3 with default session variables
   Stream load json:         21 seconds loaded 2358488459 Bytes, about 107 MB/s
   Stream load orc:          59 seconds loaded 1101869774 Bytes, about 17 MB/s
   Stream load parquet:      31 seconds loaded 861443392 Bytes, about 26 MB/s
   Insert into select:       21.4 seconds inserted 10000000 Rows, about 467K ops/s
   ```
   


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Re: [PR] [Enhancement](multi-catalog) Rewrite `S3URI` to remove tricky virtualbucket mechanism and support different uri styles by flags. [doris]

Posted by "doris-robot (via GitHub)" <gi...@apache.org>.
doris-robot commented on PR #38064:
URL: https://github.com/apache/doris/pull/38064#issuecomment-2235881782

   
   <details>
   <summary>TPC-H: <b>Total hot run time: 49609 ms</b></summary>
   
   ```
   machine: 'aliyun_ecs.c7a.8xlarge_32C64G'
   scripts: https://github.com/apache/doris/tree/master/tools/tpch-tools
   Tpch sf100 test result on commit 71574850ade4be8f99c15f2d3820f10ff5dc233a, data reload: false
   
   ------ Round 1 ----------------------------------
   q1	17582	4367	4323	4323
   q2	2064	153	148	148
   q3	10270	1905	2160	1905
   q4	10294	1253	1304	1253
   q5	8516	3866	3890	3866
   q6	236	148	123	123
   q7	2027	1568	1617	1568
   q8	9299	2725	2703	2703
   q9	10743	10407	10189	10189
   q10	8647	3542	3517	3517
   q11	422	244	261	244
   q12	468	298	301	298
   q13	18346	3940	4034	3940
   q14	349	323	325	323
   q15	499	465	456	456
   q16	674	570	571	570
   q17	1121	953	962	953
   q18	7235	6891	6795	6795
   q19	1805	1659	1591	1591
   q20	558	293	284	284
   q21	4409	4106	4109	4106
   q22	533	458	454	454
   Total cold run time: 116097 ms
   Total hot run time: 49609 ms
   
   ----- Round 2, with runtime_filter_mode=off -----
   q1	4301	4326	4381	4326
   q2	323	226	228	226
   q3	4172	4185	4156	4156
   q4	2755	2751	2782	2751
   q5	7155	7167	7172	7167
   q6	239	119	122	119
   q7	3177	2906	2884	2884
   q8	4417	4508	4479	4479
   q9	16934	16877	16913	16877
   q10	4421	4423	4402	4402
   q11	813	736	715	715
   q12	1085	921	940	921
   q13	7884	3836	3817	3817
   q14	463	432	439	432
   q15	513	471	468	468
   q16	739	707	672	672
   q17	3905	3904	3855	3855
   q18	8840	8799	8800	8799
   q19	1730	1688	1657	1657
   q20	2384	2110	2133	2110
   q21	8567	8458	8445	8445
   q22	1029	1031	977	977
   Total cold run time: 85846 ms
   Total hot run time: 80255 ms
   ```
   </details>
   


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