EXPLAIN 문

EXPLAIN [AST | SYNTAX | QUERY TREE | PLAN | PIPELINE | ANALYZE | ESTIMATE | TABLE OVERRIDE | WHATIF] [setting = value, ...]
    [
      SELECT ... |
      tableFunction(...) [COLUMNS (...)] [ORDER BY ...] [PARTITION BY ...] [PRIMARY KEY] [SAMPLE BY ...] [TTL ...]
    ]
    [FORMAT ...]

EXPLAIN SELECT sum(number) FROM numbers(10) UNION ALL SELECT sum(number) FROM numbers(10) ORDER BY sum(number) ASC FORMAT TSV;

Output: sum(number)

Union
├──Aggregating
│  │  Keys:
│  │  Aggregates: sum(number)
│  │  Skip merging: 0
│  └──ReadFromSystemNumbers
│        Output: number
└──Sorting (Sorting for ORDER BY)
   │  Sort description: sum(number) ASC
   └──Aggregating
      │  Keys:
      │  Aggregates: sum(number)
      │  Skip merging: 0
      └──ReadFromSystemNumbers
            Output: number

EXPLAIN AST SELECT 1;

SelectWithUnionQuery (children 1)
 ExpressionList (children 1)
  SelectQuery (children 1)
   ExpressionList (children 1)
    Literal UInt64_1

EXPLAIN AST ALTER TABLE t1 DELETE WHERE date = today();

  explain
  AlterQuery  t1 (children 1)
   ExpressionList (children 1)
    AlterCommand 27 (children 1)
     Function equals (children 1)
      ExpressionList (children 2)
       Identifier date
       Function today (children 1)
        ExpressionList

EXPLAIN QUERY TREE SELECT id, value FROM test_table;

QUERY id: 0
  PROJECTION COLUMNS
    id UInt64
    value String
  PROJECTION
    LIST id: 1, nodes: 2
      COLUMN id: 2, column_name: id, result_type: UInt64, source_id: 3
      COLUMN id: 4, column_name: value, result_type: String, source_id: 3
  JOIN TREE
    TABLE id: 3, table_name: default.test_table

EXPLAIN SELECT sum(number) FROM numbers(10) GROUP BY number % 4  LIMIT 1;

Output: sum(number)

Limit (preliminary LIMIT)
│  Limit 1
│  Offset 0
└──Aggregating
   │  Keys: number MOD 4
   │  Aggregates: sum(number)
   │  Skip merging: 0
   └──ReadFromSystemNumbers
         Output: number

EXPLAIN json = 1, description = 0 SELECT 1 UNION ALL SELECT 2 FORMAT TSVRaw;

[
  {
    "Plan": {
      "Node Type": "Union",
      "Node Id": "Union_10",
      "Plans": [
        {
          "Node Type": "Expression",
          "Node Id": "Expression_13",
          "Plans": [
            {
              "Node Type": "ReadFromStorage",
              "Node Id": "ReadFromStorage_0"
            }
          ]
        },
        {
          "Node Type": "Expression",
          "Node Id": "Expression_16",
          "Plans": [
            {
              "Node Type": "ReadFromStorage",
              "Node Id": "ReadFromStorage_4"
            }
          ]
        }
      ]
    }
  }
]

{
  "Node Type": "ReadFromStorage",
  "Description": "SystemOne"
}

EXPLAIN json = 1, description = 0, header = 1 SELECT 1, 2 + dummy;

[
  {
    "Plan": {
      "Node Type": "Expression",
      "Node Id": "Expression_5",
      "Header": [
        {
          "Name": "1",
          "Type": "UInt8"
        },
        {
          "Name": "plus(2, dummy)",
          "Type": "UInt16"
        }
      ],
      "Plans": [
        {
          "Node Type": "ReadFromStorage",
          "Node Id": "ReadFromStorage_0",
          "Header": [
            {
              "Name": "dummy",
              "Type": "UInt8"
            }
          ]
        }
      ]
    }
  }
]

"Node Type": "ReadFromMergeTree",
"Indexes": [
  {
    "Type": "Partition Min-Max",
    "Keys": ["y"],
    "Condition": "(y in [1, +inf))",
    "Parts": 4/5,
    "Granules": 11/12
  },
  {
    "Type": "Partition",
    "Keys": ["y", "bitAnd(z, 3)"],
    "Condition": "and((bitAnd(z, 3) not in [1, 1]), and((y in [1, +inf)), (bitAnd(z, 3) not in [1, 1])))",
    "Parts": 3/4,
    "Granules": 10/11
  },
  {
    "Type": "PrimaryKey",
    "Keys": ["x", "y"],
    "Condition": "and((x in [11, +inf)), (y in [1, +inf)))",
    "Parts": 2/3,
    "Granules": 6/10,
    "Search Algorithm": "generic exclusion search"
  },
  {
    "Type": "Skip",
    "Name": "t_minmax",
    "Description": "minmax GRANULARITY 2",
    "Parts": 1/2,
    "Granules": 2/6
  },
  {
    "Type": "Skip",
    "Name": "t_set",
    "Description": "set GRANULARITY 2",
    "": 1/1,
    "Granules": 1/2
  }
]

"Node Type": "ReadFromMergeTree",
"Projections": [
  {
    "Name": "region_proj",
    "Description": "Projection has been analyzed and is used for part-level filtering",
    "Condition": "(region in ['us_west', 'us_west'])",
    "Search Algorithm": "binary search",
    "Selected Parts": 3,
    "Selected Marks": 3,
    "Selected Ranges": 3,
    "Selected Rows": 3,
    "Filtered Parts": 2
  },
  {
    "Name": "user_id_proj",
    "Description": "Projection has been analyzed and is used for part-level filtering",
    "Condition": "(user_id in [107, 107])",
    "Search Algorithm": "binary search",
    "Selected Parts": 1,
    "Selected Marks": 1,
    "Selected Ranges": 1,
    "Selected Rows": 1,
    "Filtered Parts": 2
  }
]

EXPLAIN json = 1, actions = 1, description = 0 SELECT 1 FORMAT TSVRaw;

[
  {
    "Plan": {
      "Node Type": "Expression",
      "Node Id": "Expression_5",
      "Expression": {
        "Inputs": [
          {
            "Name": "dummy",
            "Type": "UInt8"
          }
        ],
        "Actions": [
          {
            "Node Type": "INPUT",
            "Result Type": "UInt8",
            "Result Name": "dummy",
            "Arguments": [0],
            "Removed Arguments": [0],
            "Result": 0
          },
          {
            "Node Type": "COLUMN",
            "Result Type": "UInt8",
            "Result Name": "1",
            "Column": "Const(UInt8)",
            "Arguments": [],
            "Removed Arguments": [],
            "Result": 1
          }
        ],
        "Outputs": [
          {
            "Name": "1",
            "Type": "UInt8"
          }
        ],
        "Positions": [1]
      },
      "Plans": [
        {
          "Node Type": "ReadFromStorage",
          "Node Id": "ReadFromStorage_0"
        }
      ]
    }
  }
]

EXPLAIN actions = 1, compact = 0 SELECT sum(number) FROM numbers(10) GROUP BY number % 4;

Output: sum(number)

Expression ((Project names + Projection))
│  Actions: INPUT : 0 -> sum(__table1.number) UInt64 : 0
│           INPUT :: 1 -> modulo(__table1.number, 4_UInt8) UInt8 : 1
│           ALIAS sum(__table1.number) :: 0 -> sum(number) UInt64 : 2
│  Positions: 2
└──Aggregating
   │  Keys: number MOD 4
   │  Aggregates: sum(number)
   │  Skip merging: 0
   └──Expression ((Before GROUP BY + Change column names to column identifiers))
      │  Actions: INPUT : 0 -> number UInt64 : 0
      │           COLUMN Const(UInt8) -> 4_UInt8 UInt8 : 1
      │           ALIAS number :: 0 -> __table1.number UInt64 : 2
      │           FUNCTION modulo(__table1.number : 2, 4_UInt8 :: 1) -> modulo(__table1.number, 4_UInt8) UInt8 : 0
      │  Positions: 0 2
      └──ReadFromSystemNumbers
            Output: number

EXPLAIN distributed=1 SELECT * FROM remote('127.0.0.{1,2}', numbers(2)) WHERE number = 1;

Union
  Expression ((Project names + (Projection + (Change column names to column identifiers + (Project names + Projection)))))
    Filter ((WHERE + Change column names to column identifiers))
      ReadFromSystemNumbers
  Expression ((Project names + (Projection + Change column names to column identifiers)))
    ReadFromRemote (Read from remote replica)
      Expression ((Project names + Projection))
        Filter ((WHERE + Change column names to column identifiers))
          ReadFromSystemNumbers

SET enable_parallel_replicas = 2, max_parallel_replicas = 2, cluster_for_parallel_replicas = 'default';

EXPLAIN distributed=1 SELECT sum(number) FROM test_table GROUP BY number % 4;

Expression ((Project names + Projection))
  MergingAggregated
    Union
      Aggregating
        Expression ((Before GROUP BY + Change column names to column identifiers))
          ReadFromMergeTree (default.test_table)
      ReadFromRemoteParallelReplicas
        BlocksMarshalling
          Aggregating
            Expression ((Before GROUP BY + Change column names to column identifiers))
              ReadFromMergeTree (default.test_table)

CREATE TABLE t1 (id UInt64, value String) ENGINE = MergeTree ORDER BY id;
CREATE TABLE t2 (id UInt64, value String) ENGINE = MergeTree ORDER BY id;
INSERT INTO t1 SELECT number, toString(number) FROM numbers(100);
INSERT INTO t2 SELECT number, toString(number) FROM numbers(100);

EXPLAIN actions = 1, compact = 1, pretty = 1
SELECT * FROM t1 INNER JOIN t2 ON t1.id = t2.id FORMAT Raw;

Output: id, value, id, value

Join (JOIN FillRightFirst)
│  t1[100] ⋈ t2[100]
│  Type: inner | Strictness: all | Algorithm: SpillingHashJoin(HashJoin)
│  Result rows: 100
│  Join conditions: id = id
│  Output:
│    Left:  id, value
│    Right: id, value
├──ReadFromMergeTree (default.t1)
│     Read type: Default
│     Parts: 1 | Granules: 1
│     Output: id, value
│     Runtime filters: RF1(id, id from default.t2)
└──BuildRuntimeFilter (Build runtime join filter on id)
   │  Filter id: RF1
   │  Source table: default.t2
   └──ReadFromMergeTree (default.t2)
         Read type: Default
         Parts: 1 | Granules: 1
         Output: id, value

Resize 16 → 1
  FillingRightJoinSide          │
    SimpleSquashingTransform    │ × 16
      Resize 1 → 16

EXPLAIN PIPELINE SELECT sum(number) FROM numbers_mt(100000) GROUP BY number % 4;

(Union)
(Expression)
ExpressionTransform
  (Expression)
  ExpressionTransform
    (Aggregating)
    Resize 2 → 1
      AggregatingTransform × 2
        (Expression)
        ExpressionTransform × 2
          (SettingQuotaAndLimits)
            (ReadFromStorage)
            NumbersRange × 2 0 → 1

EXPLAIN ANALYZE SELECT number % 10 AS k, count() FROM numbers_mt(1000000) GROUP BY k;

Query summary:
  Time:        10.72 ms (planning 6.45 ms · execution 4.26 ms)
  Read:        1.00 million rows, 8.00 MB (234.49 million rows/s., 1.88 GB/s.)
  Peak memory: 28.98 KiB

Output: number MOD 10, count()

Expression ((Project names + Projection))
│  I/O: rows 10 → 10 · 90 B → 90 B
│    time 21.82 us (0.5%) · parallelism 0.98/1
└──Aggregating
   │  Keys: number MOD 10
   │  Aggregates: count()
   │  Skip merging: 0
   │  I/O: rows 1.00 million → 10 (0.00%) · 1.00 MB → 90 B
   │    Stage (partial aggregation): time 868.45 us (20.4%) · parallelism 3.80/15
   │    Stage (final aggregation): time 445.27 us (10.4%) · parallelism 1.11/16
   └──Expression ((Before GROUP BY + Change column names to column identifiers))
      │  I/O: rows 1.00 million → 1.00 million · 8.00 MB → 1.00 MB
      │    time 677.07 us (15.9%) · parallelism 4.31/15
      └──ReadFromSystemNumbers
            Output: number
            I/O: rows 0 → 1.00 million · 0 B → 8.00 MB
              time 993.94 us (23.3%) · parallelism 7.52/15

   Query summary:
     Time:        <total> (planning <planning> · execution <execution>)
     Read:        <rows> rows, <bytes> (<rows/s>, <bytes/s>)
     Peak memory: <peak>

I/O: rows <in> → <out> (<selectivity>%) · <bytes_in> → <bytes_out>
  [Stage (<stage>): ]time <t> (<share>%) · parallelism <avg>/<max>

Time per processor (<n>): min <t> · median <t> · max <t> · sum <t>

EXPLAIN WHATIF [empirical = 0] SELECT ...

Baseline (after PK + partition + existing indexes):
  table:       db.t
  parts:       1
  marks:       100
  est_bytes:   1.50 MiB             (only when the query reads rows)

With idx_b (minmax, hypothetical):
  status:       applicable
  marks:        1
  est_bytes:    15.00 KiB           (only when baseline bytes are known)
  skip_ratio:   99.0%

Estimation:
  source:           empirical | statistical | applicability_only
  empirical_status: ok | unsupported | disabled
  sampled_parts:    50 / 100        (only when source = empirical)
  sampled_marks:    50 / 100        (only when source = empirical)
  elapsed_us:       631             (only when source = empirical)

CREATE TABLE t (a UInt64, b UInt64) ENGINE = MergeTree ORDER BY a
SETTINGS index_granularity = 100;

INSERT INTO t SELECT number, number FROM numbers(10000);

CREATE HYPOTHETICAL INDEX idx_b ON t (b) TYPE minmax GRANULARITY 1;

EXPLAIN WHATIF SELECT * FROM t WHERE b = 42;

Baseline (after PK + partition + existing indexes):
  table:       default.t
  parts:       1
  marks:       100
  est_bytes:   85.52 KiB

With idx_b (minmax, hypothetical):
  status:       applicable
  marks:        1
  est_bytes:    875.00 B
  skip_ratio:   99.0%

Estimation:
  source:           empirical
  empirical_status: ok
  sampled_parts:    1 / 1
  sampled_marks:    100 / 100

ALTER TABLE t ADD STATISTICS b TYPE TDigest;
ALTER TABLE t MATERIALIZE STATISTICS b SETTINGS mutations_sync = 1;

EXPLAIN WHATIF empirical = 0 SELECT * FROM t WHERE b < 10;

With idx_b (minmax, hypothetical):
  status:       applicable
  marks:        1
  est_bytes:    1.66 KiB
  skip_ratio:   99.9%

Estimation:
  source:           statistical
  empirical_status: disabled