use std::{collections::HashMap, str::FromStr, sync::Arc};
use arrow::{
array::{FixedSizeBinaryArray, FixedSizeBinaryBuilder, UInt64Array},
datatypes::{DataType, Field, Schema},
error::ArrowError,
record_batch::RecordBatch,
};
use nautilus_model::{
data::prices::IndexPriceUpdate, identifiers::InstrumentId, types::fixed::PRECISION_BYTES,
};
use super::{
DecodeDataFromRecordBatch, EncodingError, KEY_INSTRUMENT_ID, KEY_PRICE_PRECISION, decode_price,
extract_column, validate_precision_bytes,
};
use crate::arrow::{ArrowSchemaProvider, Data, DecodeFromRecordBatch, EncodeToRecordBatch};
impl ArrowSchemaProvider for IndexPriceUpdate {
fn get_schema(metadata: Option<HashMap<String, String>>) -> Schema {
let fields = vec![
Field::new("value", DataType::FixedSizeBinary(PRECISION_BYTES), false),
Field::new("ts_event", DataType::UInt64, false),
Field::new("ts_init", DataType::UInt64, false),
];
match metadata {
Some(metadata) => Schema::new_with_metadata(fields, metadata),
None => Schema::new(fields),
}
}
}
fn parse_metadata(metadata: &HashMap<String, String>) -> Result<(InstrumentId, u8), EncodingError> {
let instrument_id_str = metadata
.get(KEY_INSTRUMENT_ID)
.ok_or_else(|| EncodingError::MissingMetadata(KEY_INSTRUMENT_ID))?;
let instrument_id = InstrumentId::from_str(instrument_id_str)
.map_err(|e| EncodingError::ParseError(KEY_INSTRUMENT_ID, e.to_string()))?;
let price_precision = metadata
.get(KEY_PRICE_PRECISION)
.ok_or_else(|| EncodingError::MissingMetadata(KEY_PRICE_PRECISION))?
.parse::<u8>()
.map_err(|e| EncodingError::ParseError(KEY_PRICE_PRECISION, e.to_string()))?;
Ok((instrument_id, price_precision))
}
impl EncodeToRecordBatch for IndexPriceUpdate {
fn encode_batch(
metadata: &HashMap<String, String>,
data: &[Self],
) -> Result<RecordBatch, ArrowError> {
let mut value_builder = FixedSizeBinaryBuilder::with_capacity(data.len(), PRECISION_BYTES);
let mut ts_event_builder = UInt64Array::builder(data.len());
let mut ts_init_builder = UInt64Array::builder(data.len());
for update in data {
value_builder
.append_value(update.value.raw.to_le_bytes())
.unwrap();
ts_event_builder.append_value(update.ts_event.as_u64());
ts_init_builder.append_value(update.ts_init.as_u64());
}
RecordBatch::try_new(
Self::get_schema(Some(metadata.clone())).into(),
vec![
Arc::new(value_builder.finish()),
Arc::new(ts_event_builder.finish()),
Arc::new(ts_init_builder.finish()),
],
)
}
fn metadata(&self) -> HashMap<String, String> {
let mut metadata = HashMap::new();
metadata.insert(
KEY_INSTRUMENT_ID.to_string(),
self.instrument_id.to_string(),
);
metadata.insert(
KEY_PRICE_PRECISION.to_string(),
self.value.precision.to_string(),
);
metadata
}
}
impl DecodeFromRecordBatch for IndexPriceUpdate {
fn decode_batch(
metadata: &HashMap<String, String>,
record_batch: RecordBatch,
) -> Result<Vec<Self>, EncodingError> {
let (instrument_id, price_precision) = parse_metadata(metadata)?;
let cols = record_batch.columns();
let value_values = extract_column::<FixedSizeBinaryArray>(
cols,
"value",
0,
DataType::FixedSizeBinary(PRECISION_BYTES),
)?;
let ts_event_values = extract_column::<UInt64Array>(cols, "ts_event", 1, DataType::UInt64)?;
let ts_init_values = extract_column::<UInt64Array>(cols, "ts_init", 2, DataType::UInt64)?;
validate_precision_bytes(value_values, "value")?;
let result: Result<Vec<Self>, EncodingError> = (0..record_batch.num_rows())
.map(|row| {
let value = decode_price(value_values.value(row), price_precision, "value", row)?;
Ok(Self {
instrument_id,
value,
ts_event: ts_event_values.value(row).into(),
ts_init: ts_init_values.value(row).into(),
})
})
.collect();
result
}
}
impl DecodeDataFromRecordBatch for IndexPriceUpdate {
fn decode_data_batch(
metadata: &HashMap<String, String>,
record_batch: RecordBatch,
) -> Result<Vec<Data>, EncodingError> {
let updates: Vec<Self> = Self::decode_batch(metadata, record_batch)?;
Ok(updates.into_iter().map(Data::from).collect())
}
}
#[cfg(test)]
mod tests {
use std::sync::Arc;
use arrow::{array::Array, record_batch::RecordBatch};
use nautilus_model::types::{Price, fixed::FIXED_SCALAR, price::PriceRaw};
use rstest::rstest;
use rust_decimal_macros::dec;
use super::*;
use crate::arrow::get_raw_price;
#[rstest]
fn test_get_schema() {
let instrument_id = InstrumentId::from("BTC-USDT.BINANCE");
let metadata = HashMap::from([
(KEY_INSTRUMENT_ID.to_string(), instrument_id.to_string()),
(KEY_PRICE_PRECISION.to_string(), "2".to_string()),
]);
let schema = IndexPriceUpdate::get_schema(Some(metadata.clone()));
let expected_fields = vec![
Field::new("value", DataType::FixedSizeBinary(PRECISION_BYTES), false),
Field::new("ts_event", DataType::UInt64, false),
Field::new("ts_init", DataType::UInt64, false),
];
let expected_schema = Schema::new_with_metadata(expected_fields, metadata);
assert_eq!(schema, expected_schema);
}
#[rstest]
fn test_get_schema_map() {
let schema_map = IndexPriceUpdate::get_schema_map();
let mut expected_map = HashMap::new();
let fixed_size_binary = format!("FixedSizeBinary({PRECISION_BYTES})");
expected_map.insert("value".to_string(), fixed_size_binary);
expected_map.insert("ts_event".to_string(), "UInt64".to_string());
expected_map.insert("ts_init".to_string(), "UInt64".to_string());
assert_eq!(schema_map, expected_map);
}
#[rstest]
fn test_encode_batch() {
let instrument_id = InstrumentId::from("BTC-USDT.BINANCE");
let metadata = HashMap::from([
(KEY_INSTRUMENT_ID.to_string(), instrument_id.to_string()),
(KEY_PRICE_PRECISION.to_string(), "2".to_string()),
]);
let update1 = IndexPriceUpdate {
instrument_id,
value: Price::from("50000.00"),
ts_event: 1.into(),
ts_init: 3.into(),
};
let update2 = IndexPriceUpdate {
instrument_id,
value: Price::from("51000.00"),
ts_event: 2.into(),
ts_init: 4.into(),
};
let data = vec![update1, update2];
let record_batch = IndexPriceUpdate::encode_batch(&metadata, &data).unwrap();
let columns = record_batch.columns();
let value_values = columns[0]
.as_any()
.downcast_ref::<FixedSizeBinaryArray>()
.unwrap();
let ts_event_values = columns[1].as_any().downcast_ref::<UInt64Array>().unwrap();
let ts_init_values = columns[2].as_any().downcast_ref::<UInt64Array>().unwrap();
assert_eq!(columns.len(), 3);
assert_eq!(value_values.len(), 2);
assert_eq!(
get_raw_price(value_values.value(0)),
Price::from(dec!(50000.00).to_string()).raw
);
assert_eq!(
get_raw_price(value_values.value(1)),
Price::from(dec!(51000.00).to_string()).raw
);
assert_eq!(ts_event_values.len(), 2);
assert_eq!(ts_event_values.value(0), 1);
assert_eq!(ts_event_values.value(1), 2);
assert_eq!(ts_init_values.len(), 2);
assert_eq!(ts_init_values.value(0), 3);
assert_eq!(ts_init_values.value(1), 4);
}
#[rstest]
fn test_decode_batch() {
let instrument_id = InstrumentId::from("BTC-USDT.BINANCE");
let metadata = HashMap::from([
(KEY_INSTRUMENT_ID.to_string(), instrument_id.to_string()),
(KEY_PRICE_PRECISION.to_string(), "2".to_string()),
]);
let raw_price1 = (50.00 * FIXED_SCALAR) as PriceRaw;
let raw_price2 = (51.00 * FIXED_SCALAR) as PriceRaw;
let value =
FixedSizeBinaryArray::from(vec![&raw_price1.to_le_bytes(), &raw_price2.to_le_bytes()]);
let ts_event = UInt64Array::from(vec![1, 2]);
let ts_init = UInt64Array::from(vec![3, 4]);
let record_batch = RecordBatch::try_new(
IndexPriceUpdate::get_schema(Some(metadata.clone())).into(),
vec![Arc::new(value), Arc::new(ts_event), Arc::new(ts_init)],
)
.unwrap();
let decoded_data = IndexPriceUpdate::decode_batch(&metadata, record_batch).unwrap();
assert_eq!(decoded_data.len(), 2);
assert_eq!(decoded_data[0].instrument_id, instrument_id);
assert_eq!(decoded_data[0].value, Price::from_raw(raw_price1, 2));
assert_eq!(decoded_data[0].ts_event.as_u64(), 1);
assert_eq!(decoded_data[0].ts_init.as_u64(), 3);
assert_eq!(decoded_data[1].instrument_id, instrument_id);
assert_eq!(decoded_data[1].value, Price::from_raw(raw_price2, 2));
assert_eq!(decoded_data[1].ts_event.as_u64(), 2);
assert_eq!(decoded_data[1].ts_init.as_u64(), 4);
}
#[rstest]
fn test_decode_batch_invalid_value_returns_error() {
let instrument_id = InstrumentId::from("BTC-USDT.BINANCE");
let metadata = HashMap::from([
(KEY_INSTRUMENT_ID.to_string(), instrument_id.to_string()),
(KEY_PRICE_PRECISION.to_string(), "2".to_string()),
]);
let invalid_price: PriceRaw = PriceRaw::MAX - 1000;
let value = FixedSizeBinaryArray::from(vec![&invalid_price.to_le_bytes()]);
let ts_event = UInt64Array::from(vec![1]);
let ts_init = UInt64Array::from(vec![2]);
let record_batch = RecordBatch::try_new(
IndexPriceUpdate::get_schema(Some(metadata.clone())).into(),
vec![Arc::new(value), Arc::new(ts_event), Arc::new(ts_init)],
)
.unwrap();
let result = IndexPriceUpdate::decode_batch(&metadata, record_batch);
assert!(result.is_err());
let err = result.unwrap_err();
assert!(
err.to_string().contains("value") && err.to_string().contains("row 0"),
"Expected value error at row 0, was: {err}"
);
}
#[rstest]
fn test_decode_batch_missing_instrument_id_returns_error() {
let mut metadata = HashMap::from([
(
KEY_INSTRUMENT_ID.to_string(),
"BTC-USDT.BINANCE".to_string(),
),
(KEY_PRICE_PRECISION.to_string(), "2".to_string()),
]);
let raw_price = (50.00 * FIXED_SCALAR) as PriceRaw;
let value = FixedSizeBinaryArray::from(vec![&raw_price.to_le_bytes()]);
let ts_event = UInt64Array::from(vec![1]);
let ts_init = UInt64Array::from(vec![2]);
let record_batch = RecordBatch::try_new(
IndexPriceUpdate::get_schema(Some(metadata.clone())).into(),
vec![Arc::new(value), Arc::new(ts_event), Arc::new(ts_init)],
)
.unwrap();
metadata.remove(KEY_INSTRUMENT_ID);
let result = IndexPriceUpdate::decode_batch(&metadata, record_batch);
assert!(result.is_err());
let err = result.unwrap_err();
assert!(
err.to_string().contains("instrument_id"),
"Expected missing instrument_id error, was: {err}"
);
}
#[rstest]
fn test_encode_decode_round_trip() {
let instrument_id = InstrumentId::from("BTC-USDT.BINANCE");
let metadata = HashMap::from([
(KEY_INSTRUMENT_ID.to_string(), instrument_id.to_string()),
(KEY_PRICE_PRECISION.to_string(), "2".to_string()),
]);
let update1 = IndexPriceUpdate {
instrument_id,
value: Price::from("50000.00"),
ts_event: 1_000_000_000.into(),
ts_init: 1_000_000_001.into(),
};
let update2 = IndexPriceUpdate {
instrument_id,
value: Price::from("51000.00"),
ts_event: 2_000_000_000.into(),
ts_init: 2_000_000_001.into(),
};
let original = vec![update1, update2];
let record_batch = IndexPriceUpdate::encode_batch(&metadata, &original).unwrap();
let decoded = IndexPriceUpdate::decode_batch(&metadata, record_batch).unwrap();
assert_eq!(decoded.len(), original.len());
for (orig, dec) in original.iter().zip(decoded.iter()) {
assert_eq!(dec.instrument_id, orig.instrument_id);
assert_eq!(dec.value, orig.value);
assert_eq!(dec.ts_event, orig.ts_event);
assert_eq!(dec.ts_init, orig.ts_init);
}
}
}