-
Notifications
You must be signed in to change notification settings - Fork 9
Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
- Loading branch information
Showing
3 changed files
with
317 additions
and
1 deletion.
There are no files selected for viewing
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1 @@ | ||
from .extended_expression import parse_sql_extended_expression |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,315 @@ | ||
import pathlib | ||
|
||
import sqlglot | ||
import yaml | ||
|
||
from substrait import proto | ||
|
||
|
||
SQL_BINARY_FUNCTIONS = { | ||
# Arithmetic | ||
"add": "add", | ||
"div": "div", | ||
"mul": "mul", | ||
"sub": "sub", | ||
# Comparisons | ||
"eq": "equal", | ||
} | ||
|
||
|
||
def parse_sql_extended_expression(catalog, schema, sql): | ||
select = sqlglot.parse_one(sql) | ||
if not isinstance(select, sqlglot.expressions.Select): | ||
raise ValueError("a SELECT statement was expected") | ||
|
||
invoked_functions_projection, projections = _substrait_projection_from_sqlglot( | ||
catalog, schema, select.expressions | ||
) | ||
extension_uris, extensions = catalog.extensions_for_functions( | ||
invoked_functions_projection | ||
) | ||
projection_extended_expr = proto.ExtendedExpression( | ||
extension_uris=extension_uris, | ||
extensions=extensions, | ||
base_schema=schema, | ||
referred_expr=projections, | ||
) | ||
|
||
invoked_functions_filter, filter_expr = _substrait_expression_from_sqlglot( | ||
catalog, schema, select.find(sqlglot.expressions.Where).this | ||
) | ||
extension_uris, extensions = catalog.extensions_for_functions( | ||
invoked_functions_filter | ||
) | ||
filter_extended_expr = proto.ExtendedExpression( | ||
extension_uris=extension_uris, | ||
extensions=extensions, | ||
base_schema=schema, | ||
referred_expr=[proto.ExpressionReference(expression=filter_expr)], | ||
) | ||
|
||
return projection_extended_expr, filter_extended_expr | ||
|
||
|
||
def _substrait_projection_from_sqlglot(catalog, schema, expressions): | ||
if not expressions: | ||
return set(), [] | ||
|
||
# My understanding of ExtendedExpressions is that they are meant to directly | ||
# point to the Expression that ProjectRel would contain, so we don't actually | ||
# need a ProjectRel at all. | ||
""" | ||
projection_sub = proto.ProjectRel( | ||
input=proto.Rel( | ||
read=proto.ReadRel( | ||
named_table=proto.ReadRel.NamedTable(names=["__table__"]), | ||
base_schema=schema, | ||
) | ||
), | ||
expressions=[], | ||
) | ||
""" | ||
|
||
substrait_expressions = [] | ||
invoked_functions = set() | ||
for sqlexpr in expressions: | ||
output_names = [] | ||
if isinstance(sqlexpr, sqlglot.expressions.Alias): | ||
output_names = [sqlexpr.output_name] | ||
sqlexpr = sqlexpr.this | ||
_, substrait_expr = _parse_expression( | ||
catalog, schema, sqlexpr, invoked_functions | ||
) | ||
substrait_expr_reference = proto.ExpressionReference( | ||
expression=substrait_expr, output_names=output_names | ||
) | ||
substrait_expressions.append(substrait_expr_reference) | ||
|
||
return invoked_functions, substrait_expressions | ||
|
||
|
||
def _substrait_expression_from_sqlglot(catalog, schema, sqlglot_node): | ||
if not sqlglot_node: | ||
return set(), None | ||
|
||
invoked_functions = set() | ||
_, substrait_expr = _parse_expression( | ||
catalog, schema, sqlglot_node, invoked_functions | ||
) | ||
return invoked_functions, substrait_expr | ||
|
||
|
||
def _parse_expression(catalog, schema, expr, invoked_functions): | ||
# TODO: Propagate up column names (output_names) so that the projections _always_ have an output_name | ||
if isinstance(expr, sqlglot.expressions.Literal): | ||
if expr.is_string: | ||
return proto.Type(string=proto.Type.String()), proto.Expression( | ||
literal=proto.Expression.Literal(string=expr.text) | ||
) | ||
elif expr.is_int: | ||
return proto.Type(i32=proto.Type.I32()), proto.Expression( | ||
literal=proto.Expression.Literal(i32=int(expr.name)) | ||
) | ||
elif sqlglot.helper.is_float(expr.name): | ||
return proto.Type(fp32=proto.Type.FP32()), proto.Expression( | ||
literal=proto.Expression.Literal(float=float(expr.name)) | ||
) | ||
else: | ||
raise ValueError(f"Unsupporter literal: {expr.text}") | ||
elif isinstance(expr, sqlglot.expressions.Column): | ||
column_name = expr.output_name | ||
schema_field = list(schema.names).index(column_name) | ||
schema_type = schema.struct.types[schema_field] | ||
return schema_type, proto.Expression( | ||
selection=proto.Expression.FieldReference( | ||
direct_reference=proto.Expression.ReferenceSegment( | ||
struct_field=proto.Expression.ReferenceSegment.StructField( | ||
field=schema_field | ||
) | ||
) | ||
) | ||
) | ||
elif expr.key in SQL_BINARY_FUNCTIONS: | ||
left_type, left = _parse_expression( | ||
catalog, schema, expr.left, invoked_functions | ||
) | ||
right_type, right = _parse_expression( | ||
catalog, schema, expr.right, invoked_functions | ||
) | ||
function_name = SQL_BINARY_FUNCTIONS[expr.key] | ||
signature, result_type, function_expression = _parse_function_invokation( | ||
function_name, left_type, left, right_type, right | ||
) | ||
invoked_functions.add(signature) | ||
return result_type, function_expression | ||
else: | ||
raise ValueError( | ||
f"Unsupported expression in ExtendedExpression: '{expr.key}' -> {expr}" | ||
) | ||
|
||
|
||
def _parse_function_invokation(function_name, left_type, left, right_type, right): | ||
signature = f"{function_name}:{left_type.WhichOneof('kind')}_{right_type.WhichOneof('kind')}" | ||
try: | ||
function_anchor = catalog.function_anchor(signature) | ||
except KeyError: | ||
# not function found with the exact types, try any1_any1 version | ||
signature = f"{function_name}:any1_any1" | ||
function_anchor = catalog.function_anchor(signature) | ||
return ( | ||
signature, | ||
left_type, | ||
proto.Expression( | ||
scalar_function=proto.Expression.ScalarFunction( | ||
function_reference=function_anchor, | ||
arguments=[ | ||
proto.FunctionArgument(value=left), | ||
proto.FunctionArgument(value=right), | ||
], | ||
) | ||
), | ||
) | ||
|
||
|
||
class FunctionsCatalog: | ||
STANDARD_EXTENSIONS = ( | ||
"/functions_aggregate_approx.yaml", | ||
"/functions_aggregate_generic.yaml", | ||
"/functions_arithmetic.yaml", | ||
"/functions_arithmetic_decimal.yaml", | ||
"/functions_boolean.yaml", | ||
"/functions_comparison.yaml", | ||
"/functions_datetime.yaml", | ||
"/functions_geometry.yaml", | ||
"/functions_logarithmic.yaml", | ||
"/functions_rounding.yaml", | ||
"/functions_set.yaml", | ||
"/functions_string.yaml", | ||
) | ||
|
||
def __init__(self): | ||
self._declarations = {} | ||
self._registered_extensions = {} | ||
self._functions = {} | ||
|
||
def load_standard_extensions(self, dirpath): | ||
for ext in self.STANDARD_EXTENSIONS: | ||
self.load(dirpath, ext) | ||
|
||
def load(self, dirpath, filename): | ||
with open(pathlib.Path(dirpath) / filename.strip("/")) as f: | ||
sections = yaml.safe_load(f) | ||
|
||
loaded_functions = set() | ||
for functions in sections.values(): | ||
for function in functions: | ||
function_name = function["name"] | ||
for impl in function.get("impls", []): | ||
argtypes = [t.get("value", "unknown") for t in impl.get("args", [])] | ||
if not argtypes: | ||
signature = function_name | ||
else: | ||
signature = f"{function_name}:{'_'.join(argtypes)}" | ||
self._declarations[signature] = filename | ||
loaded_functions.add(signature) | ||
|
||
self._register_extensions(filename, loaded_functions) | ||
|
||
def _register_extensions(self, extension_uri, loaded_functions): | ||
if extension_uri not in self._registered_extensions: | ||
ext_anchor_id = len(self._registered_extensions) + 1 | ||
self._registered_extensions[extension_uri] = proto.SimpleExtensionURI( | ||
extension_uri_anchor=ext_anchor_id, uri=extension_uri | ||
) | ||
|
||
for function in loaded_functions: | ||
if function in self._functions: | ||
extensions_by_anchor = self.extension_uris_by_anchor | ||
function = self._functions[function] | ||
function_extension = extensions_by_anchor[ | ||
function.extension_uri_reference | ||
].uri | ||
continue | ||
raise ValueError( | ||
f"Duplicate function definition: {function} from {extension_uri}, already loaded from {function_extension}" | ||
) | ||
extension_anchor = self._registered_extensions[ | ||
extension_uri | ||
].extension_uri_anchor | ||
function_anchor = len(self._functions) + 1 | ||
self._functions[function] = ( | ||
proto.SimpleExtensionDeclaration.ExtensionFunction( | ||
extension_uri_reference=extension_anchor, | ||
name=function, | ||
function_anchor=function_anchor, | ||
) | ||
) | ||
|
||
@property | ||
def extension_uris_by_anchor(self): | ||
return { | ||
ext.extension_uri_anchor: ext | ||
for ext in self._registered_extensions.values() | ||
} | ||
|
||
@property | ||
def extension_uris(self): | ||
return list(self._registered_extensions.values()) | ||
|
||
@property | ||
def extensions(self): | ||
return list(self._functions.values()) | ||
|
||
def function_anchor(self, function): | ||
return self._functions[function].function_anchor | ||
|
||
def extensions_for_functions(self, functions): | ||
uris_anchors = set() | ||
extensions = [] | ||
for f in functions: | ||
ext = self._functions[f] | ||
uris_anchors.add(ext.extension_uri_reference) | ||
extensions.append(proto.SimpleExtensionDeclaration(extension_function=ext)) | ||
|
||
uris_by_anchor = self.extension_uris_by_anchor | ||
extension_uris = [uris_by_anchor[uri_anchor] for uri_anchor in uris_anchors] | ||
return extension_uris, extensions | ||
|
||
|
||
catalog = FunctionsCatalog() | ||
catalog.load_standard_extensions( | ||
pathlib.Path(__file__).parent.parent / "third_party" / "substrait" / "extensions", | ||
) | ||
schema = proto.NamedStruct( | ||
names=["first_name", "surname", "age"], | ||
struct=proto.Type.Struct( | ||
types=[ | ||
proto.Type( | ||
string=proto.Type.String( | ||
nullability=proto.Type.Nullability.NULLABILITY_REQUIRED | ||
) | ||
), | ||
proto.Type( | ||
string=proto.Type.String( | ||
nullability=proto.Type.Nullability.NULLABILITY_REQUIRED | ||
) | ||
), | ||
proto.Type( | ||
i32=proto.Type.I32( | ||
nullability=proto.Type.Nullability.NULLABILITY_REQUIRED | ||
) | ||
), | ||
] | ||
), | ||
) | ||
|
||
if __name__ == '__main__': | ||
sql = "SELECT surname, age + 1 as next_birthday WHERE age = 32" | ||
projection_expr, filter_expr = parse_sql_extended_expression(catalog, schema, sql) | ||
print("---- SQL INPUT ----") | ||
print(sql) | ||
print("---- PROJECTION ----") | ||
print(projection_expr) | ||
print("---- FILTER ----") | ||
print(filter_expr) | ||
# parse_extended_expression("INSERT INTO table VALUES(1, 2, 3)") |
Submodule substrait
updated
10 files
+4 −4 | .github/workflows/pr.yml | |
+1 −1 | .github/workflows/pr_breaking.yml | |
+1 −1 | .github/workflows/release.yml | |
+1 −1 | .github/workflows/site.yml | |
+1 −0 | ci/release/dry_run.sh | |
+1 −0 | ci/release/prepare.sh | |
+1 −0 | ci/release/publish.sh | |
+1 −0 | ci/release/run.sh | |
+1 −0 | ci/release/verify.sh | |
+1 −0 | site/docs/governance.md |