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arrow-nightlies / pyarrow python
Repository URL to install this package:
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Version:
22.0.0.dev96 ▾
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pyarrow
/
_substrait.cpython-39-darwin.so
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g« ®³ 7± ³ « Û{« ó øÅ name pyarrow._substrait pyarrow/_substrait.pyx <stringsource> ' A Schema encoded for Substrait usage.
The SubstraitSchema contains a schema represented
both as a substrait ``NamedStruct`` and as an
``ExtendedExpression``.
The ``ExtendedExpression`` is available for cases where types
used by the schema require extensions to decode them.
In such case the schema will be the ``base_schema`` of the
``ExtendedExpression`` and all extensions will be provided.
AttributeError BoundExpressions BoundExpressions.__reduce_cython__ BoundExpressions.__setstate_cython__ BoundExpressions.from_substrait BoundExpressions is an abstract class thus cannot be initialized.
Execute a Substrait plan and read the results as a RecordBatchReader.
Parameters
----------
plan : Union[Buffer, bytes]
The serialized Substrait plan to execute.
table_provider : object (optional)
A function to resolve any NamedTable relation to a table.
The function will receive two arguments which will be a list
of strings representing the table name and a pyarrow.Schema representing
the expected schema and should return a pyarrow.Table.
use_threads : bool, default True
If True then multiple threads will be used to run the query. If False then
all CPU intensive work will be done on the calling thread.
Returns
-------
RecordBatchReader
A reader containing the result of the executed query
Examples
--------
>>> import pyarrow as pa
>>> from pyarrow.lib import tobytes
>>> import pyarrow.substrait as substrait
>>> test_table_1 = pa.Table.from_pydict({"x": [1, 2, 3]})
>>> test_table_2 = pa.Table.from_pydict({"x": [4, 5, 6]})
>>> def table_provider(names, schema):
... if not names:
... raise Exception("No names provided")
... elif names[0] == "t1":
... return test_table_1
... elif names[1] == "t2":
... return test_table_2
... else:
... raise Exception("Unrecognized table name")
...
>>> substrait_query = '''
... {
... "relations": [
... {"rel": {
... "read": {
... "base_schema": {
... "struct": {
... "types": [
... {"i64": {}}
... ]
... },
... "names": [
... "x"
... ]
... },
... "namedTable": {
... "names": ["t1"]
... }
... }
... }}
... ]
... }
... '''
>>> buf = pa._substrait._parse_json_plan(tobytes(substrait_query))
>>> reader = pa.substrait.run_query(buf, table_provider=table_provider)
>>> reader.read_all()
pyarrow.Table
x: int64
----
x: [[1,2,3]]
Expected Expression, got ' Expected 'pyarrow.Buffer' or bytes, got ' Expected 'pyarrow.Buffer' or bytes or protobuf Message, got ' Expected str, got ' ExtendedExpression FromString ImportError SerializeToString SubstraitSchema SubstraitSchema.__init__ SubstraitSchema.to_pysubstrait The 'substrait' package is required. TypeError ValueError . ? allow_arrow_extensions asyncio.coroutines buf c_bound_exprs c_buf_plan c_buffer c_conversion_options c_extensions c_id c_id_registry c_ids c_named_expr c_reader c_res_bound_exprs c_res_buffer c_res_reader c_res_schema c_schema c_str_plan c_use_threads cline_in_traceback cls disable enable expr expression exprs exprs and names need to have the same length frombytes __func__ functions_list gc __getstate__ ' in exprs ' in names _initializing isenabled __main__ message __metaclass__ named_table_args names plan pop __prepare__ proto provider py_buffer py_substrait pyarrow __pyx_state __pyx_vtable__ range reader __reduce_ex__ run_query (line 63) self self.c_bound_exprs cannot be converted to a Python object for pickling __set_name__ __setstate__ __spec__ substrait substrait.proto table_provider table_source __test__ tobytes use_threads zip __module__ __reduce__ __doc__ __name__ __qualname__ __dict__ _is_coroutine pyarrow.lib from_substrait BoundExpressions.from_substrait(cls, message)
Convert a Substrait message into a BoundExpressions object
Parameters
----------
message : Buffer or bytes or protobuf Message
The message to convert to a BoundExpressions object
Returns
-------
BoundExpressions
The converted expressions, their names, and the bound schema __reduce_cython__ BoundExpressions.__reduce_cython__(self) __setstate_cython__ BoundExpressions.__setstate_cython__(self, __pyx_state) schema __init__ Buffer run_query run_query(plan, *, table_provider=None, use_threads=True)
Execute a Substrait plan and read the results as a RecordBatchReader.
Parameters
----------
plan : Union[Buffer, bytes]
The serialized Substrait plan to execute.
table_provider : object (optional)
A function to resolve any NamedTable relation to a table.
The function will receive two arguments which will be a list
of strings representing the table name and a pyarrow.Schema representing
the expected schema and should return a pyarrow.Table.
use_threads : bool, default True
If True then multiple threads will be used to run the query. If False then
all CPU intensive work will be done on the calling thread.
Returns
-------
RecordBatchReader
A reader containing the result of the executed query
Examples
--------
>>> import pyarrow as pa
>>> from pyarrow.lib import tobytes
>>> import pyarrow.substrait as substrait
>>> test_table_1 = pa.Table.from_pydict({"x": [1, 2, 3]})
>>> test_table_2 = pa.Table.from_pydict({"x": [4, 5, 6]})
>>> def table_provider(names, schema):
... if not names:
... raise Exception("No names provided")
... elif names[0] == "t1":
... return test_table_1
... elif names[1] == "t2":
... return test_table_2
... else:
... raise Exception("Unrecognized table name")
...
>>> substrait_query = '''
... {
... "relations": [
... {"rel": {
... "read": {
... "base_schema": {
... "struct": {
... "types": [
... {"i64": {}}
... ]
... },
... "names": [
... "x"
... ]
... },
... "namedTable": {
... "names": ["t1"]
... }
... }
... }}
... ]
... }
... '''
>>> buf = pa._substrait._parse_json_plan(tobytes(substrait_query))
>>> reader = pa.substrait.run_query(buf, table_provider=table_provider)
>>> reader.read_all()
pyarrow.Table
x: int64
----
x: [[1,2,3]] NSt3__120__shared_ptr_emplaceIN5arrow2py13BoundFunctionIFNS1_5acero11DeclarationEP7_objectRKNS_6vectorINS_12basic_stringIcNS_11char_traitsIcEENS_9allocatorIcEEEENSC_ISE_EEEERKNS1_6SchemaEEEENSC_ISN_EEEE NSt3__110__function6__funcIZN5arrow2py12BindFunctionIFNS2_6ResultINS2_5acero11DeclarationEEERKNS_6vectorINS_12basic_stringIcNS_11char_traitsIcEENS_9allocatorIcEEEENSD_ISF_EEEERKNS2_6SchemaEES7_JSJ_SM_EEENS_8functionIT_EEPFT0_P7_objectDpT1_EST_EUlSJ_SM_E_NSD_ISY_EESN_EE NSt3__110__function6__baseIFN5arrow6ResultINS2_5acero11DeclarationEEERKNS_6vectorINS_12basic_stringIcNS_11char_traitsIcEENS_9allocatorIcEEEENSB_ISD_EEEERKNS2_6SchemaEEEE ZN5arrow2py12BindFunctionIFNS_6ResultINS_5acero11DeclarationEEERKNSt3__16vectorINS6_12basic_stringIcNS6_11char_traitsIcEENS6_9allocatorIcEEEENSB_ISD_EEEERKNS_6SchemaEES4_JSH_SK_EEENS6_8functionIT_EEPFT0_P7_objectDpT1_ESR_EUlSH_SK_E_ NSt3__120__shared_ptr_emplaceIN5arrow6SchemaENS_9allocatorIS2_EEEE NSt3__120__shared_ptr_emplaceIN5arrow5acero22TableSourceNodeOptionsENS_9allocatorIS3_EEEE N5arrow5acero22TableSourceNodeOptionsE N5arrow5acero15ExecNodeOptionsE _parse_json_plan _parse_json_plan(plan)
Parse a JSON plan into equivalent serialized Protobuf.
Parameters
----------
plan : bytes
Substrait plan in JSON.
Returns
-------
Buffer
A buffer containing the serialized Protobuf plan. SubstraitSchema.__init__(self, schema, expression) to_pysubstrait SubstraitSchema.to_pysubstrait(self)
Convert the schema to a substrait-python ExtendedExpression object. serialize_schema serialize_schema(schema)
Serialize a schema into a SubstraitSchema object.
Parameters
----------
schema : Schema
The schema to serialize
Returns
-------
SubstraitSchema
The schema stored in a SubstraitSchema object. _serialize_namedstruct_schema _serialize_namedstruct_schema(schema) deserialize_schema deserialize_schema(buf)
Deserialize a ``NamedStruct`` Substrait message
or a SubstraitSchema object into an Arrow Schema object
Parameters
----------
buf : Buffer or bytes or SubstraitSchema
The message to deserialize
Returns
-------
Schema
The deserialized schema serialize_expressions serialize_expressions(exprs, names, schema, *, allow_arrow_extensions=False)
Serialize a collection of expressions into Substrait
Substrait expressions must be bound to a schema. For example,
the Substrait expression ``a:i32 + b:i32`` is different from the
Substrait expression ``a:i64 + b:i64``. Pyarrow expressions are
typically unbound. For example, both of the above expressions
would be represented as ``a + b`` in pyarrow.
This means a schema must be provided when serializing an expression.
It also means that the serialization may fail if a matching function
call cannot be found for the expression.
Parameters
----------
exprs : list of Expression
The expressions to serialize
names : list of str
Names for the expressions
schema : Schema
The schema the expressions will be bound to
allow_arrow_extensions : bool, default False
If False then only functions that are part of the core Substrait function
definitions will be allowed. Set this to True to allow pyarrow-specific functions
and user defined functions but the result may not be accepted by other
compute libraries.
Returns
-------
Buffer
An ExtendedExpression message containing the serialized expressions deserialize_expressions deserialize_expressions(buf)
Deserialize an ExtendedExpression Substrait message into a BoundExpressions object
Parameters
----------
buf : Buffer or bytes
The message to deserialize
Returns
-------
BoundExpressions
The deserialized expressions, their names, and the bound schema get_supported_functions get_supported_functions()
Get a list of Substrait functions that the underlying
engine currently supports.
Returns
-------
list[str]
A list of function ids encoded as '{uri}#{name}' _substrait loader __loader__ origin __file__ parent __package__ submodule_search_locations __path__ Interpreter change detected - this module can only be loaded into one interpreter per process. Module '_substrait' has already been imported. Re-initialisation is not supported. builtins cython_runtime __builtins__ init pyarrow._substrait compile time Python version %d.%d of module '%.100s' %s runtime version %d.%d does not match _cython_3_1_3amsendbackport Shared Cython type %.200s is not a type object Shared Cython type %.200s has the wrong size, try recompiling _cython_3_1_3amsendbackport._common_types_metatype _cython_3_1_3amsendbackport.cython_function_or_method <cyfunction %U at %p> unbound method %.200S() needs an argument keywords must be strings takes no arguments takes exactly one argument Bad call flags for CyFunction takes no keyword arguments %.200s() %s (%zd given) %.200s() %s __dictoffset__ __vectorcalloffset__ __weaklistoffset__ func_doc func_name func_dict func_globals __globals__ func_closure __closure__ func_code __code__ func_defaults __defaults__ __kwdefaults__ __annotations__ __name__ must be set to a string object __qualname__ must be set to a string object function's dictionary may not be deleted setting function's dictionary to a non-dict __defaults__ must be set to a tuple object changes to cyfunction.__defaults__ will not currently affect the values used in function calls __kwdefaults__ must be set to a dict object changes to cyfunction.__kwdefaults__ will not currently affect the values used in function calls __annotations__ must be set to a dict object name '%U' is not defined _Weakrefable %.200s.%.200s is not a type object %.200s.%.200s size changed, may indicate binary incompatibility. Expected %zd from C header, got %zd from PyObject vector pyarrow._substrait.BoundExpressions.wrap pyarrow._substrait.BoundExpressions BoundExpressions()
A collection of named expressions and the schema they are bound to
This is equivalent to the Substrait ExtendedExpression message pyarrow._substrait.BoundExpressions.from_substrait %s() got an unexpected keyword argument '%U' %s() got multiple values for keyword argument '%U' %.200s() keywords must be strings exactly %.200s() takes %.8s %zd positional argument%.1s (%zd given) s while calling a Python object NULL result without error in PyObject_Call join() result is too long for a Python string instance exception may not have a separate value calling %R should have returned an instance of BaseException, not %R raise: exception class must be a subclass of BaseException pyarrow._substrait.BoundExpressions.__reduce_cython__ pyarrow._substrait.BoundExpressions.__setstate_cython__
The common schema that all expressions are bound to
expressions
A dict from expression name to expression
pyarrow._substrait.BoundExpressions.schema.__get__ pyarrow._substrait.BoundExpressions.expressions.__get__ string.to_py.__pyx_convert_PyBytes_string_to_py_6libcpp_6string_std__in_string pyarrow._substrait.BoundExpressions.__init__ base class '%.200s' is not a heap type extension type '%.200s' has no __dict__ slot, but base type '%.200s' has: either add 'cdef dict __dict__' to the extension type or add '__slots__ = [...]' to the base type multiple bases have vtable conflict: '%.200s' and '%.200s' invalid vtable found for imported type Unable to initialize pickling for %.200s type bool complex datetime date time timedelta tzinfo IpcWriteOptions IpcReadOptions Message MemoryPool DataType ListType LargeListType ListViewType LargeListViewType MapType FixedSizeListType StructType DictionaryMemo DictionaryType TimestampType Time32Type Time64Type DurationType FixedSizeBinaryType Decimal32Type Decimal64Type Decimal128Type Decimal256Type RunEndEncodedType BaseExtensionType ExtensionType FixedShapeTensorType Bool8Type OpaqueType UuidType JsonType _Metadata KeyValueMetadata Field Schema Scalar ArrayStatistics _PandasConvertible Array Tensor SparseCSRMatrix SparseCSCMatrix SparseCOOTensor SparseCSFTensor NullArray BooleanArray NumericArray IntegerArray FloatingPointArray Int8Array UInt8Array Int16Array UInt16Array Int32Array UInt32Array Int64Array UInt64Array HalfFloatArray FloatArray DoubleArray FixedSizeBinaryArray Decimal32Array Decimal64Array Decimal128Array Decimal256Array StructArray BaseListArray ListArray LargeListArray ListViewArray LargeListViewArray MapArray FixedSizeListArray UnionArray StringArray BinaryArray StringViewArray BinaryViewArray DictionaryArray ExtensionArray MonthDayNanoIntervalArray ChunkedArray _Tabular Table RecordBatch Device MemoryManager ResizableBuffer NativeFile BufferedInputStream BufferedOutputStream CompressedInputStream CompressedOutputStream _CRecordBatchWriter RecordBatchReader CacheOptions Codec StopToken pyarrow._compute UdfContext FunctionOptions _SortOptions Expression _true arrow::compute::Expression __pyx_capi__ %.200s does not export expected C variable %.200s C variable %.200s.%.200s has wrong signature (expected %.500s, got %.500s) pyarrow_wrap_buffer PyObject *(std::shared_ptr< arrow::Buffer> const &) pyarrow_wrap_schema PyObject *(std::shared_ptr< arrow::Schema> const &) pyarrow_unwrap_buffer std::shared_ptr< arrow::Buffer> (PyObject *) pyarrow_unwrap_table std::shared_ptr< arrow::Table> (PyObject *) %.200s does not export expected C function %.200s C function %.200s.%.200s has wrong signature (expected %.500s, got %.500s) cannot import name %S needs an argument pyarrow._substrait.run_query Constructed with a non-error status: basic_string 'NoneType' object is not subscriptable pyarrow._substrait._create_named_table_provider Unknown exception string.from_py.__pyx_convert_string_from_py_6libcpp_6string_std__in_string Missing type object Cannot convert %.200s to %.200s pyarrow._substrait._parse_json_plan pyarrow._substrait.SubstraitSchema.__init__ pyarrow._substrait.SubstraitSchema.to_pysubstrait pyarrow._substrait.serialize_schema pyarrow._substrait._serialize_namedstruct_schema pyarrow._substrait.deserialize_schema pyarrow._substrait.serialize_expressions too many values to unpack (expected %zd) need more than %zd value%.1s to unpack pyarrow._substrait.deserialize_expressions pyarrow._substrait.get_supported_functions
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