use std::sync::Arc;
use arrow::{
array::{Float64Builder, StringBuilder, TimestampNanosecondBuilder},
datatypes::Schema,
error::ArrowError,
record_batch::RecordBatch,
};
use nautilus_model::data::TradeTick;
use super::{
float64_field, price_to_f64, quantity_to_f64, timestamp_field, unix_nanos_to_i64, utf8_field,
};
#[must_use]
pub fn trades_schema() -> Schema {
Schema::new(vec![
utf8_field("instrument_id", false),
float64_field("price", false),
float64_field("size", false),
utf8_field("aggressor_side", false),
utf8_field("trade_id", false),
timestamp_field("ts_event", false),
timestamp_field("ts_init", false),
])
}
pub fn encode_trades(data: &[TradeTick]) -> Result<RecordBatch, ArrowError> {
let mut instrument_id_builder = StringBuilder::new();
let mut price_builder = Float64Builder::with_capacity(data.len());
let mut size_builder = Float64Builder::with_capacity(data.len());
let mut aggressor_side_builder = StringBuilder::new();
let mut trade_id_builder = StringBuilder::new();
let mut ts_event_builder = TimestampNanosecondBuilder::with_capacity(data.len());
let mut ts_init_builder = TimestampNanosecondBuilder::with_capacity(data.len());
for trade in data {
instrument_id_builder.append_value(trade.instrument_id.to_string());
price_builder.append_value(price_to_f64(&trade.price));
size_builder.append_value(quantity_to_f64(&trade.size));
aggressor_side_builder.append_value(format!("{}", trade.aggressor_side));
trade_id_builder.append_value(trade.trade_id.to_string());
ts_event_builder.append_value(unix_nanos_to_i64(trade.ts_event.as_u64()));
ts_init_builder.append_value(unix_nanos_to_i64(trade.ts_init.as_u64()));
}
RecordBatch::try_new(
Arc::new(trades_schema()),
vec![
Arc::new(instrument_id_builder.finish()),
Arc::new(price_builder.finish()),
Arc::new(size_builder.finish()),
Arc::new(aggressor_side_builder.finish()),
Arc::new(trade_id_builder.finish()),
Arc::new(ts_event_builder.finish()),
Arc::new(ts_init_builder.finish()),
],
)
}
#[cfg(test)]
mod tests {
use arrow::{
array::{Array, Float64Array, StringArray, TimestampNanosecondArray},
datatypes::{DataType, TimeUnit},
};
use nautilus_model::{
enums::AggressorSide,
identifiers::{InstrumentId, TradeId},
types::{Price, Quantity},
};
use rstest::rstest;
use super::*;
fn make_trade(
instrument_id: &str,
price: &str,
aggressor_side: AggressorSide,
trade_id: &str,
ts: u64,
) -> TradeTick {
TradeTick {
instrument_id: InstrumentId::from(instrument_id),
price: Price::from(price),
size: Quantity::from(1_000),
aggressor_side,
trade_id: TradeId::new(trade_id),
ts_event: ts.into(),
ts_init: (ts + 1).into(),
}
}
#[rstest]
fn test_encode_trades_schema() {
let batch = encode_trades(&[]).unwrap();
let fields = batch.schema().fields().clone();
assert_eq!(fields.len(), 7);
assert_eq!(fields[0].name(), "instrument_id");
assert_eq!(fields[0].data_type(), &DataType::Utf8);
assert_eq!(fields[1].name(), "price");
assert_eq!(fields[1].data_type(), &DataType::Float64);
assert_eq!(fields[2].name(), "size");
assert_eq!(fields[2].data_type(), &DataType::Float64);
assert_eq!(fields[3].name(), "aggressor_side");
assert_eq!(fields[3].data_type(), &DataType::Utf8);
assert_eq!(fields[4].name(), "trade_id");
assert_eq!(fields[4].data_type(), &DataType::Utf8);
assert_eq!(fields[5].name(), "ts_event");
assert_eq!(
fields[5].data_type(),
&DataType::Timestamp(TimeUnit::Nanosecond, None)
);
assert_eq!(fields[6].name(), "ts_init");
assert_eq!(
fields[6].data_type(),
&DataType::Timestamp(TimeUnit::Nanosecond, None)
);
}
#[rstest]
fn test_encode_trades_values() {
let trades = vec![
make_trade("AAPL.XNAS", "100.10", AggressorSide::Buyer, "T-1", 1_000),
make_trade("AAPL.XNAS", "100.20", AggressorSide::Seller, "T-2", 2_000),
];
let batch = encode_trades(&trades).unwrap();
assert_eq!(batch.num_rows(), 2);
let instrument_id_col = batch
.column(0)
.as_any()
.downcast_ref::<StringArray>()
.unwrap();
let price_col = batch
.column(1)
.as_any()
.downcast_ref::<Float64Array>()
.unwrap();
let size_col = batch
.column(2)
.as_any()
.downcast_ref::<Float64Array>()
.unwrap();
let aggressor_col = batch
.column(3)
.as_any()
.downcast_ref::<StringArray>()
.unwrap();
let trade_id_col = batch
.column(4)
.as_any()
.downcast_ref::<StringArray>()
.unwrap();
let ts_event_col = batch
.column(5)
.as_any()
.downcast_ref::<TimestampNanosecondArray>()
.unwrap();
let ts_init_col = batch
.column(6)
.as_any()
.downcast_ref::<TimestampNanosecondArray>()
.unwrap();
assert_eq!(instrument_id_col.value(0), "AAPL.XNAS");
assert!((price_col.value(0) - 100.10).abs() < 1e-9);
assert!((price_col.value(1) - 100.20).abs() < 1e-9);
assert!((size_col.value(0) - 1_000.0).abs() < 1e-9);
assert_eq!(aggressor_col.value(0), format!("{}", AggressorSide::Buyer));
assert_eq!(aggressor_col.value(1), format!("{}", AggressorSide::Seller));
assert_eq!(trade_id_col.value(0), "T-1");
assert_eq!(trade_id_col.value(1), "T-2");
assert_eq!(ts_event_col.value(0), 1_000);
assert_eq!(ts_init_col.value(1), 2_001);
}
#[rstest]
fn test_encode_trades_empty() {
let batch = encode_trades(&[]).unwrap();
assert_eq!(batch.num_rows(), 0);
}
#[rstest]
fn test_encode_trades_mixed_instruments() {
let trades = vec![
make_trade("AAPL.XNAS", "100.10", AggressorSide::Buyer, "A-1", 1),
make_trade("MSFT.XNAS", "250.00", AggressorSide::Seller, "M-1", 2),
];
let batch = encode_trades(&trades).unwrap();
let instrument_id_col = batch
.column(0)
.as_any()
.downcast_ref::<StringArray>()
.unwrap();
assert_eq!(instrument_id_col.value(0), "AAPL.XNAS");
assert_eq!(instrument_id_col.value(1), "MSFT.XNAS");
}
}