peacock-data-public-datasets-idc-cronscript
/
venv
/lib
/python3.10
/site-packages
/pyarrow
/include
/arrow
/compute
/expression.h
// Licensed to the Apache Software Foundation (ASF) under one | |
// or more contributor license agreements. See the NOTICE file | |
// distributed with this work for additional information | |
// regarding copyright ownership. The ASF licenses this file | |
// to you under the Apache License, Version 2.0 (the | |
// "License"); you may not use this file except in compliance | |
// with the License. You may obtain a copy of the License at | |
// | |
// http://www.apache.org/licenses/LICENSE-2.0 | |
// | |
// Unless required by applicable law or agreed to in writing, | |
// software distributed under the License is distributed on an | |
// "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY | |
// KIND, either express or implied. See the License for the | |
// specific language governing permissions and limitations | |
// under the License. | |
// This API is EXPERIMENTAL. | |
namespace arrow { | |
namespace compute { | |
/// \defgroup expression-core Expressions to describe data transformations | |
/// | |
/// @{ | |
/// An unbound expression which maps a single Datum to another Datum. | |
/// An expression is one of | |
/// - A literal Datum. | |
/// - A reference to a single (potentially nested) field of the input Datum. | |
/// - A call to a compute function, with arguments specified by other Expressions. | |
class ARROW_EXPORT Expression { | |
public: | |
struct Call { | |
std::string function_name; | |
std::vector<Expression> arguments; | |
std::shared_ptr<FunctionOptions> options; | |
// Cached hash value | |
size_t hash; | |
// post-Bind properties: | |
std::shared_ptr<Function> function; | |
const Kernel* kernel = NULLPTR; | |
std::shared_ptr<KernelState> kernel_state; | |
TypeHolder type; | |
void ComputeHash(); | |
}; | |
std::string ToString() const; | |
bool Equals(const Expression& other) const; | |
size_t hash() const; | |
struct Hash { | |
size_t operator()(const Expression& expr) const { return expr.hash(); } | |
}; | |
/// Bind this expression to the given input type, looking up Kernels and field types. | |
/// Some expression simplification may be performed and implicit casts will be inserted. | |
/// Any state necessary for execution will be initialized and returned. | |
Result<Expression> Bind(const TypeHolder& in, ExecContext* = NULLPTR) const; | |
Result<Expression> Bind(const Schema& in_schema, ExecContext* = NULLPTR) const; | |
// XXX someday | |
// Clone all KernelState in this bound expression. If any function referenced by this | |
// expression has mutable KernelState, it is not safe to execute or apply simplification | |
// passes to it (or copies of it!) from multiple threads. Cloning state produces new | |
// KernelStates where necessary to ensure that Expressions may be manipulated safely | |
// on multiple threads. | |
// Result<ExpressionState> CloneState() const; | |
// Status SetState(ExpressionState); | |
/// Return true if all an expression's field references have explicit types | |
/// and all of its functions' kernels are looked up. | |
bool IsBound() const; | |
/// Return true if this expression is composed only of Scalar literals, field | |
/// references, and calls to ScalarFunctions. | |
bool IsScalarExpression() const; | |
/// Return true if this expression is literal and entirely null. | |
bool IsNullLiteral() const; | |
/// Return true if this expression could evaluate to true. Will return true for any | |
/// unbound or non-boolean Expressions. IsSatisfiable does not (currently) do any | |
/// canonicalization or simplification of the expression, so even Expressions | |
/// which are unsatisfiable may spuriously return `true` here. This function is | |
/// intended for use in predicate pushdown where a filter expression is simplified | |
/// by a guarantee, so it assumes that trying to simplify again would be redundant. | |
bool IsSatisfiable() const; | |
// XXX someday | |
// Result<PipelineGraph> GetPipelines(); | |
bool is_valid() const { return impl_ != NULLPTR; } | |
/// Access a Call or return nullptr if this expression is not a call | |
const Call* call() const; | |
/// Access a Datum or return nullptr if this expression is not a literal | |
const Datum* literal() const; | |
/// Access a FieldRef or return nullptr if this expression is not a field_ref | |
const FieldRef* field_ref() const; | |
/// The type to which this expression will evaluate | |
const DataType* type() const; | |
// XXX someday | |
// NullGeneralization::type nullable() const; | |
struct Parameter { | |
FieldRef ref; | |
// post-bind properties | |
TypeHolder type; | |
::arrow::internal::SmallVector<int, 2> indices; | |
}; | |
const Parameter* parameter() const; | |
Expression() = default; | |
explicit Expression(Call call); | |
explicit Expression(Datum literal); | |
explicit Expression(Parameter parameter); | |
private: | |
using Impl = std::variant<Datum, Parameter, Call>; | |
std::shared_ptr<Impl> impl_; | |
ARROW_FRIEND_EXPORT friend bool Identical(const Expression& l, const Expression& r); | |
}; | |
inline bool operator==(const Expression& l, const Expression& r) { return l.Equals(r); } | |
inline bool operator!=(const Expression& l, const Expression& r) { return !l.Equals(r); } | |
ARROW_EXPORT void PrintTo(const Expression&, std::ostream*); | |
// Factories | |
ARROW_EXPORT | |
Expression literal(Datum lit); | |
template <typename Arg> | |
Expression literal(Arg&& arg) { | |
return literal(Datum(std::forward<Arg>(arg))); | |
} | |
ARROW_EXPORT | |
Expression field_ref(FieldRef ref); | |
ARROW_EXPORT | |
Expression call(std::string function, std::vector<Expression> arguments, | |
std::shared_ptr<FunctionOptions> options = NULLPTR); | |
template <typename Options, typename = typename std::enable_if< | |
std::is_base_of<FunctionOptions, Options>::value>::type> | |
Expression call(std::string function, std::vector<Expression> arguments, | |
Options options) { | |
return call(std::move(function), std::move(arguments), | |
std::make_shared<Options>(std::move(options))); | |
} | |
/// Assemble a list of all fields referenced by an Expression at any depth. | |
ARROW_EXPORT | |
std::vector<FieldRef> FieldsInExpression(const Expression&); | |
/// Check if the expression references any fields. | |
ARROW_EXPORT | |
bool ExpressionHasFieldRefs(const Expression&); | |
struct ARROW_EXPORT KnownFieldValues; | |
/// Assemble a mapping from field references to known values. This derives known values | |
/// from "equal" and "is_null" Expressions referencing a field and a literal. | |
ARROW_EXPORT | |
Result<KnownFieldValues> ExtractKnownFieldValues( | |
const Expression& guaranteed_true_predicate); | |
/// @} | |
/// \defgroup expression-passes Functions for modification of Expressions | |
/// | |
/// @{ | |
/// | |
/// These transform bound expressions. Some transforms utilize a guarantee, which is | |
/// provided as an Expression which is guaranteed to evaluate to true. The | |
/// guaranteed_true_predicate need not be bound, but canonicalization is currently | |
/// deferred to producers of guarantees. For example in order to be recognized as a | |
/// guarantee on a field value, an Expression must be a call to "equal" with field_ref LHS | |
/// and literal RHS. Flipping the arguments, "is_in" with a one-long value_set, ... or | |
/// other semantically identical Expressions will not be recognized. | |
/// Weak canonicalization which establishes guarantees for subsequent passes. Even | |
/// equivalent Expressions may result in different canonicalized expressions. | |
/// TODO this could be a strong canonicalization | |
ARROW_EXPORT | |
Result<Expression> Canonicalize(Expression, ExecContext* = NULLPTR); | |
/// Simplify Expressions based on literal arguments (for example, add(null, x) will always | |
/// be null so replace the call with a null literal). Includes early evaluation of all | |
/// calls whose arguments are entirely literal. | |
ARROW_EXPORT | |
Result<Expression> FoldConstants(Expression); | |
/// Simplify Expressions by replacing with known values of the fields which it references. | |
ARROW_EXPORT | |
Result<Expression> ReplaceFieldsWithKnownValues(const KnownFieldValues& known_values, | |
Expression); | |
/// Simplify an expression by replacing subexpressions based on a guarantee: | |
/// a boolean expression which is guaranteed to evaluate to `true`. For example, this is | |
/// used to remove redundant function calls from a filter expression or to replace a | |
/// reference to a constant-value field with a literal. | |
ARROW_EXPORT | |
Result<Expression> SimplifyWithGuarantee(Expression, | |
const Expression& guaranteed_true_predicate); | |
/// Replace all named field refs (e.g. "x" or "x.y") with field paths (e.g. [0] or [1,3]) | |
/// | |
/// This isn't usually needed and does not offer any simplification by itself. However, | |
/// it can be useful to normalize an expression to paths to make it simpler to work with. | |
ARROW_EXPORT Result<Expression> RemoveNamedRefs(Expression expression); | |
/// @} | |
// Execution | |
/// Create an ExecBatch suitable for passing to ExecuteScalarExpression() from a | |
/// RecordBatch which may have missing or incorrectly ordered columns. | |
/// Missing fields will be replaced with null scalars. | |
ARROW_EXPORT Result<ExecBatch> MakeExecBatch(const Schema& full_schema, | |
const Datum& partial, | |
Expression guarantee = literal(true)); | |
/// Execute a scalar expression against the provided state and input ExecBatch. This | |
/// expression must be bound. | |
ARROW_EXPORT | |
Result<Datum> ExecuteScalarExpression(const Expression&, const ExecBatch& input, | |
ExecContext* = NULLPTR); | |
/// Convenience function for invoking against a RecordBatch | |
ARROW_EXPORT | |
Result<Datum> ExecuteScalarExpression(const Expression&, const Schema& full_schema, | |
const Datum& partial_input, ExecContext* = NULLPTR); | |
// Serialization | |
ARROW_EXPORT | |
Result<std::shared_ptr<Buffer>> Serialize(const Expression&); | |
ARROW_EXPORT | |
Result<Expression> Deserialize(std::shared_ptr<Buffer>); | |
/// \defgroup expression-convenience Helpers for convenient expression creation | |
/// | |
/// @{ | |
ARROW_EXPORT Expression project(std::vector<Expression> values, | |
std::vector<std::string> names); | |
ARROW_EXPORT Expression equal(Expression lhs, Expression rhs); | |
ARROW_EXPORT Expression not_equal(Expression lhs, Expression rhs); | |
ARROW_EXPORT Expression less(Expression lhs, Expression rhs); | |
ARROW_EXPORT Expression less_equal(Expression lhs, Expression rhs); | |
ARROW_EXPORT Expression greater(Expression lhs, Expression rhs); | |
ARROW_EXPORT Expression greater_equal(Expression lhs, Expression rhs); | |
ARROW_EXPORT Expression is_null(Expression lhs, bool nan_is_null = false); | |
ARROW_EXPORT Expression is_valid(Expression lhs); | |
ARROW_EXPORT Expression and_(Expression lhs, Expression rhs); | |
ARROW_EXPORT Expression and_(const std::vector<Expression>&); | |
ARROW_EXPORT Expression or_(Expression lhs, Expression rhs); | |
ARROW_EXPORT Expression or_(const std::vector<Expression>&); | |
ARROW_EXPORT Expression not_(Expression operand); | |
/// @} | |
} // namespace compute | |
} // namespace arrow | |