nautilus_persistence/python/wranglers/bar.rs
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// -------------------------------------------------------------------------------------------------
// Copyright (C) 2015-2024 Nautech Systems Pty Ltd. All rights reserved.
// https://nautechsystems.io
//
// Licensed under the GNU Lesser General Public License Version 3.0 (the "License");
// You may not use this file except in compliance with the License.
// You may obtain a copy of the License at https://www.gnu.org/licenses/lgpl-3.0.en.html
//
// 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.
// -------------------------------------------------------------------------------------------------
use std::{collections::HashMap, io::Cursor, str::FromStr};
use datafusion::arrow::ipc::reader::StreamReader;
use nautilus_core::python::to_pyvalue_err;
use nautilus_model::data::bar::{Bar, BarType};
use nautilus_serialization::arrow::DecodeFromRecordBatch;
use pyo3::prelude::*;
#[pyclass]
pub struct BarDataWrangler {
bar_type: BarType,
price_precision: u8,
size_precision: u8,
metadata: HashMap<String, String>,
}
#[pymethods]
impl BarDataWrangler {
#[new]
fn py_new(bar_type: &str, price_precision: u8, size_precision: u8) -> PyResult<Self> {
let bar_type = BarType::from_str(bar_type).map_err(to_pyvalue_err)?;
let metadata = Bar::get_metadata(&bar_type, price_precision, size_precision);
Ok(Self {
bar_type,
price_precision,
size_precision,
metadata,
})
}
#[getter]
fn bar_type(&self) -> String {
self.bar_type.to_string()
}
#[getter]
const fn price_precision(&self) -> u8 {
self.price_precision
}
#[getter]
const fn size_precision(&self) -> u8 {
self.size_precision
}
fn process_record_batch_bytes(&self, data: &[u8]) -> PyResult<Vec<Bar>> {
// Create a StreamReader (from Arrow IPC)
let cursor = Cursor::new(data);
let reader = match StreamReader::try_new(cursor, None) {
Ok(reader) => reader,
Err(e) => return Err(to_pyvalue_err(e)),
};
let mut bars = Vec::new();
// Read the record batches
for maybe_batch in reader {
let record_batch = match maybe_batch {
Ok(record_batch) => record_batch,
Err(e) => return Err(to_pyvalue_err(e)),
};
let batch_bars =
Bar::decode_batch(&self.metadata, record_batch).map_err(to_pyvalue_err)?;
bars.extend(batch_bars);
}
Ok(bars)
}
}