sqlglot.lineage API documentation

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# sqlglot.lineage

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      1from __future__ import annotations
      2
      3import json
      4import typing as t
      5from dataclasses import dataclass, field
      6
      7from sqlglot import Schema, exp, maybe_parse
      8from sqlglot.errors import SqlglotError
      9from sqlglot.optimizer import Scope, build_scope, find_all_in_scope, qualify
     10
     11if t.TYPE_CHECKING:
     12    from sqlglot.dialects.dialect import DialectType
     13
     14
     15@dataclass(frozen=True)
     16class Node:
     17    name: str
     18    expression: exp.Expression
     19    source: exp.Expression
     20    downstream: t.List[Node] = field(default_factory=list)
     21    alias: str = ""
     22
     23    def walk(self) -> t.Iterator[Node]:
     24        yield self
     25
     26        for d in self.downstream:
     27            if isinstance(d, Node):
     28                yield from d.walk()
     29            else:
     30                yield d
     31
     32    def to_html(self, dialect: DialectType = None, **opts) -> GraphHTML:
     33        nodes = {}
     34        edges = []
     35
     36        for node in self.walk():
     37            if isinstance(node.expression, exp.Table):
     38                label = f"FROM {node.expression.this}"
     39                title = f"<pre>SELECT {node.name} FROM {node.expression.this}</pre>"
     40                group = 1
     41            else:
     42                label = node.expression.sql(pretty=True, dialect=dialect)
     43                source = node.source.transform(
     44                    lambda n: exp.Tag(this=n, prefix="<b>", postfix="</b>")
     45                    if n is node.expression
     46                    else n,
     47                    copy=False,
     48                ).sql(pretty=True, dialect=dialect)
     49                title = f"<pre>{source}</pre>"
     50                group = 0
     51
     52            node_id = id(node)
     53
     54            nodes[node_id] = {
     55                "id": node_id,
     56                "label": label,
     57                "title": title,
     58                "group": group,
     59            }
     60
     61            for d in node.downstream:
     62                edges.append({"from": node_id, "to": id(d)})
     63        return GraphHTML(nodes, edges, **opts)
     64
     65
     66def lineage(
     67    column: str | exp.Column,
     68    sql: str | exp.Expression,
     69    schema: t.Optional[t.Dict | Schema] = None,
     70    sources: t.Optional[t.Dict[str, str | exp.Subqueryable]] = None,
     71    dialect: DialectType = None,
     72    **kwargs,
     73) -> Node:
     74    """Build the lineage graph for a column of a SQL query.
     75
     76    Args:
     77        column: The column to build the lineage for.
     78        sql: The SQL string or expression.
     79        schema: The schema of tables.
     80        sources: A mapping of queries which will be used to continue building lineage.
     81        dialect: The dialect of input SQL.
     82        **kwargs: Qualification optimizer kwargs.
     83
     84    Returns:
     85        A lineage node.
     86    """
     87
     88    expression = maybe_parse(sql, dialect=dialect)
     89
     90    if sources:
     91        expression = exp.expand(
     92            expression,
     93            {
     94                k: t.cast(exp.Subqueryable, maybe_parse(v, dialect=dialect))
     95                for k, v in sources.items()
     96            },
     97            dialect=dialect,
     98        )
     99
    100    qualified = qualify.qualify(
    101        expression,
    102        dialect=dialect,
    103        schema=schema,
    104        **{"validate_qualify_columns": False, "identify": False, **kwargs},  # type: ignore
    105    )
    106
    107    scope = build_scope(qualified)
    108
    109    if not scope:
    110        raise SqlglotError("Cannot build lineage, sql must be SELECT")
    111
    112    def to_node(
    113        column: str | int,
    114        scope: Scope,
    115        scope_name: t.Optional[str] = None,
    116        upstream: t.Optional[Node] = None,
    117        alias: t.Optional[str] = None,
    118    ) -> Node:
    119        aliases = {
    120            dt.alias: dt.comments[0].split()[1]
    121            for dt in scope.derived_tables
    122            if dt.comments and dt.comments[0].startswith("source: ")
    123        }
    124
    125        # Find the specific select clause that is the source of the column we want.
    126        # This can either be a specific, named select or a generic `*` clause.
    127        select = (
    128            scope.expression.selects[column]
    129            if isinstance(column, int)
    130            else next(
    131                (select for select in scope.expression.selects if select.alias_or_name == column),
    132                exp.Star() if scope.expression.is_star else None,
    133            )
    134        )
    135
    136        if not select:
    137            raise ValueError(f"Could not find {column} in {scope.expression}")
    138
    139        if isinstance(scope.expression, exp.Union):
    140            upstream = upstream or Node(name="UNION", source=scope.expression, expression=select)
    141
    142            index = (
    143                column
    144                if isinstance(column, int)
    145                else next(
    146                    (
    147                        i
    148                        for i, select in enumerate(scope.expression.selects)
    149                        if select.alias_or_name == column or select.is_star
    150                    ),
    151                    -1,  # mypy will not allow a None here, but a negative index should never be returned
    152                )
    153            )
    154
    155            if index == -1:
    156                raise ValueError(f"Could not find {column} in {scope.expression}")
    157
    158            for s in scope.union_scopes:
    159                to_node(index, scope=s, upstream=upstream)
    160
    161            return upstream
    162
    163        if isinstance(scope.expression, exp.Select):
    164            # For better ergonomics in our node labels, replace the full select with
    165            # a version that has only the column we care about.
    166            #   "x", SELECT x, y FROM foo
    167            #     => "x", SELECT x FROM foo
    168            source = t.cast(exp.Expression, scope.expression.select(select, append=False))
    169        else:
    170            source = scope.expression
    171
    172        # Create the node for this step in the lineage chain, and attach it to the previous one.
    173        node = Node(
    174            name=f"{scope_name}.{column}" if scope_name else str(column),
    175            source=source,
    176            expression=select,
    177            alias=alias or "",
    178        )
    179
    180        if upstream:
    181            upstream.downstream.append(node)
    182
    183        subquery_scopes = {
    184            id(subquery_scope.expression): subquery_scope
    185            for subquery_scope in scope.subquery_scopes
    186        }
    187
    188        for subquery in find_all_in_scope(select, exp.Subqueryable):
    189            subquery_scope = subquery_scopes[id(subquery)]
    190
    191            for name in subquery.named_selects:
    192                to_node(name, scope=subquery_scope, upstream=node)
    193
    194        # if the select is a star add all scope sources as downstreams
    195        if select.is_star:
    196            for source in scope.sources.values():
    197                node.downstream.append(Node(name=select.sql(), source=source, expression=source))
    198
    199        # Find all columns that went into creating this one to list their lineage nodes.
    200        source_columns = set(find_all_in_scope(select, exp.Column))
    201
    202        # If the source is a UDTF find columns used in the UTDF to generate the table
    203        if isinstance(source, exp.UDTF):
    204            source_columns |= set(source.find_all(exp.Column))
    205
    206        for c in source_columns:
    207            table = c.table
    208            source = scope.sources.get(table)
    209
    210            if isinstance(source, Scope):
    211                # The table itself came from a more specific scope. Recurse into that one using the unaliased column name.
    212                to_node(
    213                    c.name, scope=source, scope_name=table, upstream=node, alias=aliases.get(table)
    214                )
    215            else:
    216                # The source is not a scope - we've reached the end of the line. At this point, if a source is not found
    217                # it means this column's lineage is unknown. This can happen if the definition of a source used in a query
    218                # is not passed into the `sources` map.
    219                source = source or exp.Placeholder()
    220                node.downstream.append(Node(name=c.sql(), source=source, expression=source))
    221
    222        return node
    223
    224    return to_node(column if isinstance(column, str) else column.name, scope)
    225
    226
    227class GraphHTML:
    228    """Node to HTML generator using vis.js.
    229
    230    https://visjs.github.io/vis-network/docs/network/
    231    """
    232
    233    def __init__(
    234        self, nodes: t.Dict, edges: t.List, imports: bool = True, options: t.Optional[t.Dict] = None
    235    ):
    236        self.imports = imports
    237
    238        self.options = {
    239            "height": "500px",
    240            "width": "100%",
    241            "layout": {
    242                "hierarchical": {
    243                    "enabled": True,
    244                    "nodeSpacing": 200,
    245                    "sortMethod": "directed",
    246                },
    247            },
    248            "interaction": {
    249                "dragNodes": False,
    250                "selectable": False,
    251            },
    252            "physics": {
    253                "enabled": False,
    254            },
    255            "edges": {
    256                "arrows": "to",
    257            },
    258            "nodes": {
    259                "font": "20px monaco",
    260                "shape": "box",
    261                "widthConstraint": {
    262                    "maximum": 300,
    263                },
    264            },
    265            **(options or {}),
    266        }
    267
    268        self.nodes = nodes
    269        self.edges = edges
    270
    271    def __str__(self):
    272        nodes = json.dumps(list(self.nodes.values()))
    273        edges = json.dumps(self.edges)
    274        options = json.dumps(self.options)
    275        imports = (
    276            """<script type="text/javascript" src="https://unpkg.com/vis-data@latest/peer/umd/vis-data.min.js"></script>
    277  <script type="text/javascript" src="https://unpkg.com/vis-network@latest/peer/umd/vis-network.min.js"></script>
    278  <link rel="stylesheet" type="text/css" href="https://unpkg.com/vis-network/styles/vis-network.min.css" />"""
    279            if self.imports
    280            else ""
    281        )
    282
    283        return f"""<div>
    284  <div id="sqlglot-lineage"></div>
    285  {imports}
    286  <script type="text/javascript">
    287    var nodes = new vis.DataSet({nodes})
    288    nodes.forEach(row => row["title"] = new DOMParser().parseFromString(row["title"], "text/html").body.childNodes[0])
    289
    290    new vis.Network(
    291        document.getElementById("sqlglot-lineage"),
    292        {{
    293            nodes: nodes,
    294            edges: new vis.DataSet({edges})
    295        }},
    296        {options},
    297    )
    298  </script>
    299</div>"""
    300
    301    def _repr_html_(self) -> str:
    302        return self.__str__()

@dataclass(frozen=True)
class Node: View Source

    16@dataclass(frozen=True)
    17class Node:
    18    name: str
    19    expression: exp.Expression
    20    source: exp.Expression
    21    downstream: t.List[Node] = field(default_factory=list)
    22    alias: str = ""
    23
    24    def walk(self) -> t.Iterator[Node]:
    25        yield self
    26
    27        for d in self.downstream:
    28            if isinstance(d, Node):
    29                yield from d.walk()
    30            else:
    31                yield d
    32
    33    def to_html(self, dialect: DialectType = None, **opts) -> GraphHTML:
    34        nodes = {}
    35        edges = []
    36
    37        for node in self.walk():
    38            if isinstance(node.expression, exp.Table):
    39                label = f"FROM {node.expression.this}"
    40                title = f"<pre>SELECT {node.name} FROM {node.expression.this}</pre>"
    41                group = 1
    42            else:
    43                label = node.expression.sql(pretty=True, dialect=dialect)
    44                source = node.source.transform(
    45                    lambda n: exp.Tag(this=n, prefix="<b>", postfix="</b>")
    46                    if n is node.expression
    47                    else n,
    48                    copy=False,
    49                ).sql(pretty=True, dialect=dialect)
    50                title = f"<pre>{source}</pre>"
    51                group = 0
    52
    53            node_id = id(node)
    54
    55            nodes[node_id] = {
    56                "id": node_id,
    57                "label": label,
    58                "title": title,
    59                "group": group,
    60            }
    61
    62            for d in node.downstream:
    63                edges.append({"from": node_id, "to": id(d)})
    64        return GraphHTML(nodes, edges, **opts)

Node( name: str, expression: sqlglot.expressions.Expression, source: sqlglot.expressions.Expression, downstream: List[Node] = <factory>, alias: str = '')
name: str
expression: sqlglot.expressions.Expression
source: sqlglot.expressions.Expression
downstream: List[Node]
alias: str = ''
def walk(self) -> Iterator[Node]: View Source

    24    def walk(self) -> t.Iterator[Node]:
    25        yield self
    26
    27        for d in self.downstream:
    28            if isinstance(d, Node):
    29                yield from d.walk()
    30            else:
    31                yield d

def to_html( self, dialect: Union[str, sqlglot.dialects.dialect.Dialect, Type[sqlglot.dialects.dialect.Dialect], NoneType] = None, **opts) -> GraphHTML: View Source

    33    def to_html(self, dialect: DialectType = None, **opts) -> GraphHTML:
    34        nodes = {}
    35        edges = []
    36
    37        for node in self.walk():
    38            if isinstance(node.expression, exp.Table):
    39                label = f"FROM {node.expression.this}"
    40                title = f"<pre>SELECT {node.name} FROM {node.expression.this}</pre>"
    41                group = 1
    42            else:
    43                label = node.expression.sql(pretty=True, dialect=dialect)
    44                source = node.source.transform(
    45                    lambda n: exp.Tag(this=n, prefix="<b>", postfix="</b>")
    46                    if n is node.expression
    47                    else n,
    48                    copy=False,
    49                ).sql(pretty=True, dialect=dialect)
    50                title = f"<pre>{source}</pre>"
    51                group = 0
    52
    53            node_id = id(node)
    54
    55            nodes[node_id] = {
    56                "id": node_id,
    57                "label": label,
    58                "title": title,
    59                "group": group,
    60            }
    61
    62            for d in node.downstream:
    63                edges.append({"from": node_id, "to": id(d)})
    64        return GraphHTML(nodes, edges, **opts)

def lineage( column: str | sqlglot.expressions.Column, sql: str | sqlglot.expressions.Expression, schema: Union[Dict, sqlglot.schema.Schema, NoneType] = None, sources: Optional[Dict[str, str | sqlglot.expressions.Subqueryable]] = None, dialect: Union[str, sqlglot.dialects.dialect.Dialect, Type[sqlglot.dialects.dialect.Dialect], NoneType] = None, **kwargs) -> Node: View Source

     67def lineage(
     68    column: str | exp.Column,
     69    sql: str | exp.Expression,
     70    schema: t.Optional[t.Dict | Schema] = None,
     71    sources: t.Optional[t.Dict[str, str | exp.Subqueryable]] = None,
     72    dialect: DialectType = None,
     73    **kwargs,
     74) -> Node:
     75    """Build the lineage graph for a column of a SQL query.
     76
     77    Args:
     78        column: The column to build the lineage for.
     79        sql: The SQL string or expression.
     80        schema: The schema of tables.
     81        sources: A mapping of queries which will be used to continue building lineage.
     82        dialect: The dialect of input SQL.
     83        **kwargs: Qualification optimizer kwargs.
     84
     85    Returns:
     86        A lineage node.
     87    """
     88
     89    expression = maybe_parse(sql, dialect=dialect)
     90
     91    if sources:
     92        expression = exp.expand(
     93            expression,
     94            {
     95                k: t.cast(exp.Subqueryable, maybe_parse(v, dialect=dialect))
     96                for k, v in sources.items()
     97            },
     98            dialect=dialect,
     99        )
    100
    101    qualified = qualify.qualify(
    102        expression,
    103        dialect=dialect,
    104        schema=schema,
    105        **{"validate_qualify_columns": False, "identify": False, **kwargs},  # type: ignore
    106    )
    107
    108    scope = build_scope(qualified)
    109
    110    if not scope:
    111        raise SqlglotError("Cannot build lineage, sql must be SELECT")
    112
    113    def to_node(
    114        column: str | int,
    115        scope: Scope,
    116        scope_name: t.Optional[str] = None,
    117        upstream: t.Optional[Node] = None,
    118        alias: t.Optional[str] = None,
    119    ) -> Node:
    120        aliases = {
    121            dt.alias: dt.comments[0].split()[1]
    122            for dt in scope.derived_tables
    123            if dt.comments and dt.comments[0].startswith("source: ")
    124        }
    125
    126        # Find the specific select clause that is the source of the column we want.
    127        # This can either be a specific, named select or a generic `*` clause.
    128        select = (
    129            scope.expression.selects[column]
    130            if isinstance(column, int)
    131            else next(
    132                (select for select in scope.expression.selects if select.alias_or_name == column),
    133                exp.Star() if scope.expression.is_star else None,
    134            )
    135        )
    136
    137        if not select:
    138            raise ValueError(f"Could not find {column} in {scope.expression}")
    139
    140        if isinstance(scope.expression, exp.Union):
    141            upstream = upstream or Node(name="UNION", source=scope.expression, expression=select)
    142
    143            index = (
    144                column
    145                if isinstance(column, int)
    146                else next(
    147                    (
    148                        i
    149                        for i, select in enumerate(scope.expression.selects)
    150                        if select.alias_or_name == column or select.is_star
    151                    ),
    152                    -1,  # mypy will not allow a None here, but a negative index should never be returned
    153                )
    154            )
    155
    156            if index == -1:
    157                raise ValueError(f"Could not find {column} in {scope.expression}")
    158
    159            for s in scope.union_scopes:
    160                to_node(index, scope=s, upstream=upstream)
    161
    162            return upstream
    163
    164        if isinstance(scope.expression, exp.Select):
    165            # For better ergonomics in our node labels, replace the full select with
    166            # a version that has only the column we care about.
    167            #   "x", SELECT x, y FROM foo
    168            #     => "x", SELECT x FROM foo
    169            source = t.cast(exp.Expression, scope.expression.select(select, append=False))
    170        else:
    171            source = scope.expression
    172
    173        # Create the node for this step in the lineage chain, and attach it to the previous one.
    174        node = Node(
    175            name=f"{scope_name}.{column}" if scope_name else str(column),
    176            source=source,
    177            expression=select,
    178            alias=alias or "",
    179        )
    180
    181        if upstream:
    182            upstream.downstream.append(node)
    183
    184        subquery_scopes = {
    185            id(subquery_scope.expression): subquery_scope
    186            for subquery_scope in scope.subquery_scopes
    187        }
    188
    189        for subquery in find_all_in_scope(select, exp.Subqueryable):
    190            subquery_scope = subquery_scopes[id(subquery)]
    191
    192            for name in subquery.named_selects:
    193                to_node(name, scope=subquery_scope, upstream=node)
    194
    195        # if the select is a star add all scope sources as downstreams
    196        if select.is_star:
    197            for source in scope.sources.values():
    198                node.downstream.append(Node(name=select.sql(), source=source, expression=source))
    199
    200        # Find all columns that went into creating this one to list their lineage nodes.
    201        source_columns = set(find_all_in_scope(select, exp.Column))
    202
    203        # If the source is a UDTF find columns used in the UTDF to generate the table
    204        if isinstance(source, exp.UDTF):
    205            source_columns |= set(source.find_all(exp.Column))
    206
    207        for c in source_columns:
    208            table = c.table
    209            source = scope.sources.get(table)
    210
    211            if isinstance(source, Scope):
    212                # The table itself came from a more specific scope. Recurse into that one using the unaliased column name.
    213                to_node(
    214                    c.name, scope=source, scope_name=table, upstream=node, alias=aliases.get(table)
    215                )
    216            else:
    217                # The source is not a scope - we've reached the end of the line. At this point, if a source is not found
    218                # it means this column's lineage is unknown. This can happen if the definition of a source used in a query
    219                # is not passed into the `sources` map.
    220                source = source or exp.Placeholder()
    221                node.downstream.append(Node(name=c.sql(), source=source, expression=source))
    222
    223        return node
    224
    225    return to_node(column if isinstance(column, str) else column.name, scope)

Build the lineage graph for a column of a SQL query.

###### Arguments:

- column: The column to build the lineage for.
- sql: The SQL string or expression.
- schema: The schema of tables.
- sources: A mapping of queries which will be used to continue building lineage.
- dialect: The dialect of input SQL.
- **kwargs: Qualification optimizer kwargs.

###### Returns:

> A lineage node.

class GraphHTML: View Source

    228class GraphHTML:
    229    """Node to HTML generator using vis.js.
    230
    231    https://visjs.github.io/vis-network/docs/network/
    232    """
    233
    234    def __init__(
    235        self, nodes: t.Dict, edges: t.List, imports: bool = True, options: t.Optional[t.Dict] = None
    236    ):
    237        self.imports = imports
    238
    239        self.options = {
    240            "height": "500px",
    241            "width": "100%",
    242            "layout": {
    243                "hierarchical": {
    244                    "enabled": True,
    245                    "nodeSpacing": 200,
    246                    "sortMethod": "directed",
    247                },
    248            },
    249            "interaction": {
    250                "dragNodes": False,
    251                "selectable": False,
    252            },
    253            "physics": {
    254                "enabled": False,
    255            },
    256            "edges": {
    257                "arrows": "to",
    258            },
    259            "nodes": {
    260                "font": "20px monaco",
    261                "shape": "box",
    262                "widthConstraint": {
    263                    "maximum": 300,
    264                },
    265            },
    266            **(options or {}),
    267        }
    268
    269        self.nodes = nodes
    270        self.edges = edges
    271
    272    def __str__(self):
    273        nodes = json.dumps(list(self.nodes.values()))
    274        edges = json.dumps(self.edges)
    275        options = json.dumps(self.options)
    276        imports = (
    277            """<script type="text/javascript" src="https://unpkg.com/vis-data@latest/peer/umd/vis-data.min.js"></script>
    278  <script type="text/javascript" src="https://unpkg.com/vis-network@latest/peer/umd/vis-network.min.js"></script>
    279  <link rel="stylesheet" type="text/css" href="https://unpkg.com/vis-network/styles/vis-network.min.css" />"""
    280            if self.imports
    281            else ""
    282        )
    283
    284        return f"""<div>
    285  <div id="sqlglot-lineage"></div>
    286  {imports}
    287  <script type="text/javascript">
    288    var nodes = new vis.DataSet({nodes})
    289    nodes.forEach(row => row["title"] = new DOMParser().parseFromString(row["title"], "text/html").body.childNodes[0])
    290
    291    new vis.Network(
    292        document.getElementById("sqlglot-lineage"),
    293        {{
    294            nodes: nodes,
    295            edges: new vis.DataSet({edges})
    296        }},
    297        {options},
    298    )
    299  </script>
    300</div>"""
    301
    302    def _repr_html_(self) -> str:
    303        return self.__str__()

Node to HTML generator using vis.js.

https://visjs.github.io/vis-network/docs/network/

GraphHTML( nodes: Dict, edges: List, imports: bool = True, options: Optional[Dict] = None) View Source

    234    def __init__(
    235        self, nodes: t.Dict, edges: t.List, imports: bool = True, options: t.Optional[t.Dict] = None
    236    ):
    237        self.imports = imports
    238
    239        self.options = {
    240            "height": "500px",
    241            "width": "100%",
    242            "layout": {
    243                "hierarchical": {
    244                    "enabled": True,
    245                    "nodeSpacing": 200,
    246                    "sortMethod": "directed",
    247                },
    248            },
    249            "interaction": {
    250                "dragNodes": False,
    251                "selectable": False,
    252            },
    253            "physics": {
    254                "enabled": False,
    255            },
    256            "edges": {
    257                "arrows": "to",
    258            },
    259            "nodes": {
    260                "font": "20px monaco",
    261                "shape": "box",
    262                "widthConstraint": {
    263                    "maximum": 300,
    264                },
    265            },
    266            **(options or {}),
    267        }
    268
    269        self.nodes = nodes
    270        self.edges = edges

imports
options
nodes
edges