[enhancement](histogram) optimise aggregate function histogram

[weizhengte]

Proposed changes

This pr mainly to optimize the histogram(👉🏻 #14910) aggregation function. Including the following:

1. Support input parameters sample_rate and max_bucket_num
2. Add UT and regression test
3. Add documentation
4. Optimize function implementation logic

Parameter description：

• sample_rate：Optional. The proportion of sample data used to generate the histogram. The default is 0.2.
• max_bucket_num：Optional. Limit the number of histogram buckets. The default value is 128.

---

Example：

MySQL [test]> SELECT histogram(c_float) FROM histogram_test;
+-------------------------------------------------------------------------------------------------------------------------------------+
| histogram(`c_float`)                                                                                                                |
+-------------------------------------------------------------------------------------------------------------------------------------+
| {"sample_rate":0.2,"max_bucket_num":128,"bucket_num":3,"buckets":[{"lower":"0.1","upper":"0.1","count":1,"pre_sum":0,"ndv":1},...]} |
+-------------------------------------------------------------------------------------------------------------------------------------+

MySQL [test]> SELECT histogram(c_string, 0.5, 2) FROM histogram_test;
+-------------------------------------------------------------------------------------------------------------------------------------+
| histogram(`c_string`)                                                                                                               |
+-------------------------------------------------------------------------------------------------------------------------------------+
| {"sample_rate":0.5,"max_bucket_num":2,"bucket_num":2,"buckets":[{"lower":"str1","upper":"str7","count":4,"pre_sum":0,"ndv":3},...]} |
+-------------------------------------------------------------------------------------------------------------------------------------+

Query result description：

{
    "sample_rate": 0.2, 
    "max_bucket_num": 128, 
    "bucket_num": 3, 
    "buckets": [
        {
            "lower": "0.1", 
            "upper": "0.2", 
            "count": 2, 
            "pre_sum": 0, 
            "ndv": 2
        }, 
        {
            "lower": "0.8", 
            "upper": "0.9", 
            "count": 2, 
            "pre_sum": 2, 
            "ndv": 2
        }, 
        {
            "lower": "1.0", 
            "upper": "1.0", 
            "count": 2, 
            "pre_sum": 4, 
            "ndv": 1
        }
    ]
}

Field description：

• sample_rate：Rate of sampling
• max_bucket_num：Limit the maximum number of buckets
• bucket_num：The actual number of buckets
• buckets：All buckets
  • lower：Upper bound of the bucket
  • upper：Lower bound of the bucket
  • count：The number of elements contained in the bucket
  • pre_sum：The total number of elements in the front bucket
  • ndv：The number of different values in the bucket

Total number of histogram elements = number of elements in the last bucket(count) + total number of elements in the previous bucket(pre_sum).

Issue Number: close #xxx

Problem summary

Describe your changes.

Checklist(Required)

1. Does it affect the original behavior:
   • Yes
   • No
   • I don't know
2. Has unit tests been added:
   • Yes
   • No
   • No Need
3. Has document been added or modified:
   • Yes
   • No
   • No Need
4. Does it need to update dependencies:
   • Yes
   • No
5. Are there any changes that cannot be rolled back:
   • Yes (If Yes, please explain WHY)
   • No

Further comments

If this is a relatively large or complex change, kick off the discussion at dev@doris.apache.org by explaining why you chose the solution you did and what alternatives you considered, etc...

[github-actions]

clang-tidy made some suggestions

[hello-stephen]

TeamCity pipeline, clickbench performance test result:
the sum of best hot time: 34.98 seconds
load time: 634 seconds
storage size: 17123234149 Bytes
https://doris-community-test-1308700295.cos.ap-hongkong.myqcloud.com/tmp/20221225141859_clickbench_pr_68479.html

[github-actions]

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

[github-actions]

PR approved by anyone and no changes requested.