[Enhancement] print the detail of workload group in query profile

[Tech-Circle-48]

What problem does this PR solve?

Issue Number: close #58048

Related PR: #xxx

Problem Summary:
Problem Summary:
Currently, the query profile does not show which Workload Group is used by the query, nor does it contain any configuration details of the Workload Group.
This makes it difficult for users to diagnose performance issues related to resource control, such as CPU share, concurrency restriction, I/O bandwidth throttling, memory watermark, and queue behavior.

This PR enhances the query profile by:
• Printing the name of the Workload Group used by the query
• Printing the detailed configuration of that Workload Group, including:
• CPU related settings (cpu share, cpu hard limit)
• Memory limits and watermarks
• Query concurrency / queue settings
• Scan thread settings
• I/O throughput limits (read bytes per second, remote read bytes per second)
• Tag / compute group info
eg.

Release note

None

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.

Check List (For Reviewer who merge this PR)

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

[Thearas]

Thank you for your contribution to Apache Doris.
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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?

[HappenLee]

run buildall

[doris-robot]

TPC-H: Total hot run time: 31125 ms

machine: 'aliyun_ecs.c7a.8xlarge_32C64G'
scripts: https://github.com/apache/doris/tree/master/tools/tpch-tools
Tpch sf100 test result on commit 9506f6845814fbc9ff3d071613050f84b136a46b, data reload: false

------ Round 1 ----------------------------------
q1	17592	4164	4073	4073
q2	2044	349	236	236
q3	10151	1275	704	704
q4	10218	900	336	336
q5	7469	2038	1850	1850
q6	184	174	140	140
q7	890	786	654	654
q8	9271	1382	1111	1111
q9	4994	4437	4612	4437
q10	6790	1791	1401	1401
q11	538	282	280	280
q12	687	726	583	583
q13	17774	3847	3065	3065
q14	305	298	268	268
q15	598	517	510	510
q16	656	672	630	630
q17	670	759	570	570
q18	6619	6576	6321	6321
q19	1121	972	563	563
q20	391	361	256	256
q21	2954	2409	2199	2199
q22	1028	995	938	938
Total cold run time: 102944 ms
Total hot run time: 31125 ms

----- Round 2, with runtime_filter_mode=off -----
q1	4084	4030	4023	4023
q2	312	390	330	330
q3	2098	2586	2203	2203
q4	1297	1742	1319	1319
q5	4143	3990	3963	3963
q6	212	168	131	131
q7	1892	1800	1674	1674
q8	2704	2474	2486	2474
q9	7333	7136	7181	7136
q10	2494	2779	2298	2298
q11	537	492	458	458
q12	732	753	624	624
q13	3586	4061	3341	3341
q14	292	304	293	293
q15	591	601	507	507
q16	648	698	640	640
q17	1133	1317	1374	1317
q18	7998	7757	7533	7533
q19	898	847	844	844
q20	2003	2122	1907	1907
q21	4809	4450	4047	4047
q22	1082	994	966	966
Total cold run time: 50878 ms
Total hot run time: 48028 ms

[doris-robot]

TPC-DS: Total hot run time: 173013 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 9506f6845814fbc9ff3d071613050f84b136a46b, data reload: false

query5	4428	569	428	428
query6	330	229	204	204
query7	4223	455	254	254
query8	347	244	230	230
query9	8746	2623	2630	2623
query10	483	383	309	309
query11	15230	15154	15103	15103
query12	176	118	110	110
query13	1278	466	373	373
query14	5804	2976	2729	2729
query14_1	2656	2631	2615	2615
query15	220	197	179	179
query16	1006	462	471	462
query17	1110	684	566	566
query18	2438	457	325	325
query19	223	216	183	183
query20	118	119	113	113
query21	211	139	119	119
query22	3852	4040	3956	3956
query23	16054	15684	15519	15519
query23_1	15424	15603	15734	15603
query24	7384	1534	1155	1155
query24_1	1159	1133	1207	1133
query25	530	440	394	394
query26	1241	262	149	149
query27	2775	452	279	279
query28	4555	2122	2109	2109
query29	784	520	431	431
query30	302	245	211	211
query31	792	620	551	551
query32	73	68	64	64
query33	523	323	277	277
query34	889	871	524	524
query35	715	791	662	662
query36	868	886	806	806
query37	126	89	79	79
query38	2694	2649	2646	2646
query39	768	742	728	728
query39_1	723	712	710	710
query40	216	130	111	111
query41	64	64	62	62
query42	102	100	103	100
query43	430	445	416	416
query44	1309	733	710	710
query45	183	182	174	174
query46	834	960	582	582
query47	1371	1452	1379	1379
query48	305	317	244	244
query49	593	417	320	320
query50	631	281	191	191
query51	3777	3824	3789	3789
query52	105	104	95	95
query53	293	338	276	276
query54	277	264	241	241
query55	81	73	76	73
query56	292	298	275	275
query57	1059	998	969	969
query58	268	254	244	244
query59	2113	2203	1948	1948
query60	314	311	296	296
query61	170	159	164	159
query62	417	357	334	334
query63	304	264	262	262
query64	4955	1404	1098	1098
query65	3806	3661	3740	3661
query66	1476	437	330	330
query67	15226	15315	15283	15283
query68	4756	996	718	718
query69	530	358	317	317
query70	1058	936	955	936
query71	356	305	279	279
query72	6325	3357	3490	3357
query73	735	713	294	294
query74	8795	8718	8560	8560
query75	2814	2788	2412	2412
query76	3797	1046	636	636
query77	528	377	298	298
query78	9723	9761	9179	9179
query79	1476	890	572	572
query80	663	548	476	476
query81	523	262	229	229
query82	197	144	111	111
query83	264	254	235	235
query84	253	115	98	98
query85	912	512	452	452
query86	386	339	281	281
query87	2871	2869	2794	2794
query88	3172	2215	2187	2187
query89	379	362	325	325
query90	2031	151	145	145
query91	182	184	140	140
query92	75	69	62	62
query93	1238	906	541	541
query94	565	318	279	279
query95	582	369	295	295
query96	576	454	204	204
query97	2349	2387	2299	2299
query98	227	195	191	191
query99	592	567	500	500
Total cold run time: 250626 ms
Total hot run time: 173013 ms

[hello-stephen]

FE UT Coverage Report

Increment line coverage 42.33% (69/163) 🎉
Increment coverage report
Complete coverage report

[HappenLee]

LGTM

[github-actions]

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

[github-actions]

PR approved by anyone and no changes requested.