refactor(query): Multiple states Aggregate function

[forsaken628]

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Summary

• Introduced AggrStateRegistry and get_states_layout to reduce the memory consumption of aggregated states.
• Changed memory allocation in Payload::append_rows from one-by-one to array.
• Fix udaf memory leak.

fixes: #16984

Tests

• Unit Test
• Logic Test
• Benchmark Test
• No Test - Explain why

Type of change

• Bug Fix (non-breaking change which fixes an issue)
• New Feature (non-breaking change which adds functionality)
• Breaking Change (fix or feature that could cause existing functionality not to work as expected)
• Documentation Update
• Refactoring
• Performance Improvement
• Other (please describe):

---

This change is 

[github-actions]

Docker Image for PR

• tag: pr-17148-0a4a840-1736399623

note: this image tag is only available for internal use,
please check the internal doc for more details.

[github-actions]

ClickBench Report

• hits: https://benchmark.databend.com/clickbench/pr/17148/12683775340/hits.html
• internal: https://benchmark.databend.com/clickbench/pr/17148/12683775340/internal.html
• load: https://benchmark.databend.com/clickbench/pr/17148/12683775340/load.html
• tpch: https://benchmark.databend.com/clickbench/pr/17148/12683775340/tpch.html

[github-actions]

Docker Image for PR

• tag: pr-17148-e31eca7-1736788050

note: this image tag is only available for internal use,
please check the internal doc for more details.

[github-actions]

ClickBench Report

• hits: https://benchmark.databend.com/clickbench/pr/17148/12751610331/hits.html
• internal: https://benchmark.databend.com/clickbench/pr/17148/12751610331/internal.html
• load: https://benchmark.databend.com/clickbench/pr/17148/12751610331/load.html
• tpch: https://benchmark.databend.com/clickbench/pr/17148/12751610331/tpch.html

[forsaken628]

Benchmark

table

CREATE TABLE t1 (
    category_id INT NOT NULL,
    region_id INT NOT NULL,
    user_id BIGINT NOT NULL,
    product_id INT NOT NULL,
    transaction_date DATETIME NOT NULL,
    transaction_amount DECIMAL(10,2) NOT NULL,
    discount_amount DECIMAL(10,2) NOT NULL,
    is_returned BOOLEAN NOT NULL DEFAULT 0,
    inventory_count INT NOT NULL,
    last_updated TIMESTAMP NOT NULL
);

query

SELECT category_id,     region_id,     user_id,     product_id,     
   COUNT(*) AS transaction_count,    
   SUM(transaction_amount) AS total_transaction_amount,     
   SUM(discount_amount) AS total_discount_amount,     
   MAX(transaction_date) AS latest_transaction_date,     
   MAX(inventory_count) AS max_inventory,
   MAX(transaction_amount) AS max_returned_transaction_amount 
FROM      t1 
GROUP BY category_id, region_id, user_id,  product_id
ignore_result;

states layout

this pr:

StatesLayout { 
  layout: Layout { size: 93, align: 8 },
  // (index,offset)
  states_loc: [[Custom(0, 0)], [Custom(1, 8), Bool(2, 88)], [Custom(3, 24), Bool(4, 89)], [Custom(5, 40), Bool(6, 90)], [Custom(7, 80), Bool(8, 91)], [Custom(9, 56), Bool(10, 92)]]
}

before:

layout: Layout { size: 128, align: 8 }) 
offsets: [0, 8, 32, 56, 80, 96]

memory usage
this pr:

before:

[sundy-li]

Almost LGTM. Please fix the comments and conflicts.