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// 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.
//! Conversions between PyArrow and DataFusion types
use std::sync::Arc;
use arrow::array::{Array, ArrayData, ArrayRef, ListArray, make_array};
use arrow::buffer::OffsetBuffer;
use arrow::datatypes::Field;
use arrow::pyarrow::{FromPyArrow, ToPyArrow};
use datafusion::common::exec_err;
use datafusion::scalar::ScalarValue;
use pyo3::types::{PyAnyMethods, PyList};
use pyo3::{Bound, FromPyObject, PyAny, PyResult, Python};
use crate::common::data_type::PyScalarValue;
use crate::errors::PyDataFusionError;
/// Helper function to turn an Array into a ScalarValue. If ``as_list_array`` is true,
/// the array will be turned into a ``ListArray``. Otherwise, we extract the first value
/// from the array.
fn array_to_scalar_value(array: ArrayRef, as_list_array: bool) -> PyResult<PyScalarValue> {
if as_list_array {
let field = Arc::new(Field::new_list_field(
array.data_type().clone(),
array.nulls().is_some(),
));
let offsets = OffsetBuffer::from_lengths(vec![array.len()]);
let list_array = ListArray::new(field, offsets, array, None);
Ok(PyScalarValue(ScalarValue::List(Arc::new(list_array))))
} else {
let scalar = ScalarValue::try_from_array(&array, 0).map_err(PyDataFusionError::from)?;
Ok(PyScalarValue(scalar))
}
}
/// Helper function to take any Python object that contains an Arrow PyCapsule
/// interface and attempt to extract a scalar value from it. If `as_list_array`
/// is true, the array will be turned into a ``ListArray``. Otherwise, we extract
/// the first value from the array.
fn pyobj_extract_scalar_via_capsule(
value: &Bound<'_, PyAny>,
as_list_array: bool,
) -> PyResult<PyScalarValue> {
let array_data = ArrayData::from_pyarrow_bound(value)?;
let array = make_array(array_data);
array_to_scalar_value(array, as_list_array)
}
impl FromPyArrow for PyScalarValue {
fn from_pyarrow_bound(value: &Bound<'_, PyAny>) -> PyResult<Self> {
let py = value.py();
let pyarrow_mod = py.import("pyarrow");
// Is it a PyArrow object?
if let Ok(pa) = pyarrow_mod.as_ref() {
let scalar_type = pa.getattr("Scalar")?;
if value.is_instance(&scalar_type)? {
let typ = value.getattr("type")?;
// construct pyarrow array from the python value and pyarrow type
let factory = py.import("pyarrow")?.getattr("array")?;
let args = PyList::new(py, [value])?;
let array = factory.call1((args, typ))?;
return pyobj_extract_scalar_via_capsule(&array, false);
}
let array_type = pa.getattr("Array")?;
if value.is_instance(&array_type)? {
return pyobj_extract_scalar_via_capsule(value, true);
}
}
// Is it a NanoArrow scalar?
if let Ok(na) = py.import("nanoarrow") {
let scalar_type = py.import("nanoarrow.array")?.getattr("Scalar")?;
if value.is_instance(&scalar_type)? {
return pyobj_extract_scalar_via_capsule(value, false);
}
let array_type = na.getattr("Array")?;
if value.is_instance(&array_type)? {
return pyobj_extract_scalar_via_capsule(value, true);
}
}
// Is it a arro3 scalar?
if let Ok(arro3) = py.import("arro3").and_then(|arro3| arro3.getattr("core")) {
let scalar_type = arro3.getattr("Scalar")?;
if value.is_instance(&scalar_type)? {
return pyobj_extract_scalar_via_capsule(value, false);
}
let array_type = arro3.getattr("Array")?;
if value.is_instance(&array_type)? {
return pyobj_extract_scalar_via_capsule(value, true);
}
}
// Does it have a PyCapsule interface but isn't one of our known libraries?
// If so do our "best guess". Try checking type name, and if that fails
// return a single value if the length is 1 and return a List value otherwise
if value.hasattr("__arrow_c_array__")? {
let type_name = value.get_type().repr()?;
if type_name.contains("Scalar")? {
return pyobj_extract_scalar_via_capsule(value, false);
}
if type_name.contains("Array")? {
return pyobj_extract_scalar_via_capsule(value, true);
}
let array_data = ArrayData::from_pyarrow_bound(value)?;
let array = make_array(array_data);
let as_array_list = array.len() != 1;
return array_to_scalar_value(array, as_array_list);
}
// Last attempt - try to create a PyArrow scalar from a plain Python object
if let Ok(pa) = pyarrow_mod.as_ref() {
let scalar = pa.call_method1("scalar", (value,))?;
PyScalarValue::from_pyarrow_bound(&scalar)
} else {
exec_err!("Unable to import scalar value").map_err(PyDataFusionError::from)?
}
}
}
impl<'source> FromPyObject<'source> for PyScalarValue {
fn extract_bound(value: &Bound<'source, PyAny>) -> PyResult<Self> {
Self::from_pyarrow_bound(value)
}
}
pub fn scalar_to_pyarrow<'py>(
scalar: &ScalarValue,
py: Python<'py>,
) -> PyResult<Bound<'py, PyAny>> {
let array = scalar.to_array().map_err(PyDataFusionError::from)?;
// convert to pyarrow array using C data interface
let pyarray = array.to_data().to_pyarrow(py)?;
let pyscalar = pyarray.call_method1("__getitem__", (0,))?;
Ok(pyscalar)
}