refactor(sql): move dialects to always-importable location (ibis-proj…

…ect#8279)

docs/.gitignore

@@ -14,7 +14,6 @@ diamonds.json
 *.ndjson
 reference/
 objects.json
-*support_matrix.csv
 
 # generated notebooks and files
 *.ipynb

docs/support_matrix.qmd

@@ -7,18 +7,49 @@ hide:
 
 ```{python}
 #| echo: false
-!python ../gen_matrix.py
-```
+from pathlib import Path
 
-```{python}
-#| echo: false
 import pandas as pd
 
-support_matrix = pd.read_csv("./backends/raw_support_matrix.csv")
-support_matrix = support_matrix.assign(
-    Category=support_matrix.Operation.map(lambda op: op.rsplit(".", 1)[0].rsplit(".", 1)[-1]),
-    Operation=support_matrix.Operation.map(lambda op: op.rsplit(".", 1)[-1]),
-).set_index(["Category", "Operation"])
+import ibis
+import ibis.expr.operations as ops
+
+
+def get_backends(exclude=()):
+    entry_points = sorted(ep.name for ep in ibis.util.backend_entry_points())
+    return [
+        (backend, getattr(ibis, backend))
+        for backend in entry_points
+        if backend not in exclude
+    ]
+
+
+def get_leaf_classes(op):
+    for child_class in op.__subclasses__():
+        if not child_class.__subclasses__():
+            yield child_class
+        else:
+            yield from get_leaf_classes(child_class)
+
+
+public_ops = frozenset(get_leaf_classes(ops.Value))
+support = {"Operation": [f"{op.__module__}.{op.__name__}" for op in public_ops]}
+support.update(
+    (name, list(map(backend.has_operation, public_ops)))
+    for name, backend in get_backends()
+)
+
+support_matrix = (
+    pd.DataFrame(support)
+    .assign(splits=lambda df: df.Operation.str.findall("[a-zA-Z_][a-zA-Z_0-9]*"))
+    .assign(
+        Category=lambda df: df.splits.str[-2],
+        Operation=lambda df: df.splits.str[-1],
+    )
+    .drop(["splits"], axis=1)
+    .set_index(["Category", "Operation"])
+    .sort_index()
+)
 all_visible_ops_count = len(support_matrix)
 coverage = pd.Index(
     support_matrix.sum()
@@ -70,15 +101,16 @@ dict(
 #| content: valuebox
 #| title: "Number of SQL backends"
 import importlib
-from ibis.backends.base.sql import BaseSQLBackend
+from ibis.backends.base.sqlglot import SQLGlotBackend
 
 sql_backends = sum(
     issubclass(
         importlib.import_module(f"ibis.backends.{entry_point.name}").Backend,
-        BaseSQLBackend
+        SQLGlotBackend
     )
     for entry_point in ibis.util.backend_entry_points()
 )
+assert sql_backends > 0
 dict(value=sql_backends, color="green", icon="database")
 ```
 

ibis/__init__.py

@@ -97,7 +97,6 @@ def __getattr__(name: str) -> BaseBackend:
     # - add_operation
     # - _from_url
     # - _to_sql
-    # - _sqlglot_dialect (if defined)
     #
     # We also copy over the docstring from `do_connect` to the proxy `connect`
     # method, since that's where all the backend-specific kwargs are currently
@@ -120,8 +119,6 @@ def connect(*args, **kwargs):
     proxy.name = name
     proxy._from_url = backend._from_url
     proxy._to_sql = backend._to_sql
-    if (dialect := getattr(backend, "_sqlglot_dialect", None)) is not None:
-        proxy._sqlglot_dialect = dialect
     # Add any additional methods that should be exposed at the top level
     for name in getattr(backend, "_top_level_methods", ()):
         setattr(proxy, name, getattr(backend, name))

ibis/backends/base/__init__.py

@@ -30,23 +30,11 @@
 
     import pandas as pd
     import pyarrow as pa
+    import sqlglot as sg
     import torch
 
 __all__ = ("BaseBackend", "Database", "connect")
 
-# TODO(cpcloud): move these to a place that doesn't require importing
-# backend-specific dependencies
-_IBIS_TO_SQLGLOT_DIALECT = {
-    "mssql": "tsql",
-    "impala": "hive",
-    "pyspark": "spark",
-    "polars": "postgres",
-    "datafusion": "postgres",
-    # closest match see https://github.com/ibis-project/ibis/pull/7303#discussion_r1350223901
-    "exasol": "oracle",
-    "risingwave": "postgres",
-}
-
 
 class Database:
     """Generic Database class."""
@@ -805,6 +793,14 @@ def __init__(self, *args, **kwargs):
             key=lambda expr: expr.op(),
         )
 
+    @property
+    @abc.abstractmethod
+    def dialect(self) -> sg.Dialect | None:
+        """The sqlglot dialect for this backend, where applicable.
+
+        Returns None if the backend is not a SQL backend.
+        """
+
     def __getstate__(self):
         return dict(_con_args=self._con_args, _con_kwargs=self._con_kwargs)
 
@@ -1272,15 +1268,11 @@ def _transpile_sql(self, query: str, *, dialect: str | None = None) -> str:
 
         # only transpile if the backend dialect doesn't match the input dialect
         name = self.name
-        if (output_dialect := getattr(self, "_sqlglot_dialect", name)) is None:
+        if (output_dialect := self.dialect) is None:
             raise NotImplementedError(f"No known sqlglot dialect for backend {name}")
 
         if dialect != output_dialect:
-            (query,) = sg.transpile(
-                query,
-                read=_IBIS_TO_SQLGLOT_DIALECT.get(dialect, dialect),
-                write=output_dialect,
-            )
+            (query,) = sg.transpile(query, read=dialect, write=output_dialect)
         return query
 
 

ibis/backends/base/sql/__init__.py

@@ -29,10 +29,6 @@ class BaseSQLBackend(BaseBackend):
 
     compiler = Compiler
 
-    @property
-    def _sqlglot_dialect(self) -> str:
-        return self.name
-
     def _from_url(self, url: str, **kwargs):
         """Connect to a backend using a URL `url`.
 

ibis/backends/base/sqlglot/__init__.py

@@ -30,7 +30,7 @@ class SQLGlotBackend(BaseBackend):
     name: ClassVar[str]
 
     @property
-    def _sqlglot_dialect(self) -> str:
+    def dialect(self) -> sg.Dialect:
         return self.compiler.dialect
 
     @classmethod
@@ -115,7 +115,7 @@ def compile(
     ):
         """Compile an Ibis expression to a SQL string."""
         query = self._to_sqlglot(expr, limit=limit, params=params, **kwargs)
-        sql = query.sql(dialect=self.compiler.dialect, pretty=True)
+        sql = query.sql(dialect=self.dialect, pretty=True)
         self._log(sql)
         return sql
 
@@ -380,6 +380,6 @@ def truncate_table(
         """
         ident = sg.table(
             name, db=schema, catalog=database, quoted=self.compiler.quoted
-        ).sql(self.compiler.dialect)
+        ).sql(self.dialect)
         with self._safe_raw_sql(f"TRUNCATE TABLE {ident}"):
             pass

ibis/backends/base/sqlglot/datatypes.py

@@ -942,3 +942,90 @@ def _from_sqlglot_MAP(cls) -> sge.DataType:
     @classmethod
     def _from_sqlglot_STRUCT(cls) -> sge.DataType:
         raise com.UnsupportedBackendType("SQL Server does not support structs")
+
+
+class ClickHouseType(SqlglotType):
+    dialect = "clickhouse"
+    default_decimal_precision = None
+    default_decimal_scale = None
+    default_nullable = False
+
+    unknown_type_strings = FrozenDict(
+        {
+            "ipv4": dt.INET(nullable=default_nullable),
+            "ipv6": dt.INET(nullable=default_nullable),
+            "object('json')": dt.JSON(nullable=default_nullable),
+            "array(null)": dt.Array(dt.null, nullable=default_nullable),
+            "array(nothing)": dt.Array(dt.null, nullable=default_nullable),
+        }
+    )
+
+    @classmethod
+    def from_ibis(cls, dtype: dt.DataType) -> sge.DataType:
+        """Convert a sqlglot type to an ibis type."""
+        typ = super().from_ibis(dtype)
+        if dtype.nullable and not dtype.is_map():
+            # map cannot be nullable in clickhouse
+            return sge.DataType(this=typecode.NULLABLE, expressions=[typ])
+        else:
+            return typ
+
+    @classmethod
+    def _from_sqlglot_NULLABLE(cls, inner_type: sge.DataType) -> dt.DataType:
+        return cls.to_ibis(inner_type, nullable=True)
+
+    @classmethod
+    def _from_sqlglot_DATETIME(
+        cls, timezone: sge.DataTypeParam | None = None
+    ) -> dt.Timestamp:
+        return dt.Timestamp(
+            scale=0,
+            timezone=None if timezone is None else timezone.this.this,
+            nullable=cls.default_nullable,
+        )
+
+    @classmethod
+    def _from_sqlglot_DATETIME64(
+        cls,
+        scale: sge.DataTypeSize | None = None,
+        timezone: sge.Literal | None = None,
+    ) -> dt.Timestamp:
+        return dt.Timestamp(
+            timezone=None if timezone is None else timezone.this.this,
+            scale=int(scale.this.this),
+            nullable=cls.default_nullable,
+        )
+
+    @classmethod
+    def _from_sqlglot_LOWCARDINALITY(cls, inner_type: sge.DataType) -> dt.DataType:
+        return cls.to_ibis(inner_type)
+
+    @classmethod
+    def _from_sqlglot_NESTED(cls, *fields: sge.DataType) -> dt.Struct:
+        fields = {
+            field.name: dt.Array(
+                cls.to_ibis(field.args["kind"]), nullable=cls.default_nullable
+            )
+            for field in fields
+        }
+        return dt.Struct(fields, nullable=cls.default_nullable)
+
+    @classmethod
+    def _from_ibis_Timestamp(cls, dtype: dt.Timestamp) -> sge.DataType:
+        if dtype.timezone is None:
+            timezone = None
+        else:
+            timezone = sge.DataTypeParam(this=sge.Literal.string(dtype.timezone))
+
+        if dtype.scale is None:
+            return sge.DataType(this=typecode.DATETIME, expressions=[timezone])
+        else:
+            scale = sge.DataTypeParam(this=sge.Literal.number(dtype.scale))
+            return sge.DataType(this=typecode.DATETIME64, expressions=[scale, timezone])
+
+    @classmethod
+    def _from_ibis_Map(cls, dtype: dt.Map) -> sge.DataType:
+        # key cannot be nullable in clickhouse
+        key_type = cls.from_ibis(dtype.key_type.copy(nullable=False))
+        value_type = cls.from_ibis(dtype.value_type)
+        return sge.DataType(this=typecode.MAP, expressions=[key_type, value_type])