mirror of
https://github.com/quickwit-oss/tantivy.git
synced 2026-06-05 01:50:42 +00:00
implement linear interpol serializer
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@@ -1,5 +1,4 @@
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use super::FastFieldDataAccess;
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use super::FastFieldSerializer;
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use super::FastFieldSerializerEstimate;
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use super::FastFieldStats;
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use crate::common::BinarySerializable;
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@@ -9,63 +8,59 @@ use tantivy_bitpacker::BitPacker;
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/// Fastfield serializer, which tries to guess values by linear interpolation
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/// and stores the difference.
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pub struct LinearInterpolFastFieldSerializer<'a, W: 'a + Write> {
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bit_packer: BitPacker,
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write: &'a mut W,
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min_value: u64,
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num_bits: u8,
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}
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pub struct LinearInterpolFastFieldSerializer {}
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impl<'a, W: Write> LinearInterpolFastFieldSerializer<'a, W> {
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impl LinearInterpolFastFieldSerializer {
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/// Creates a new fast field serializer.
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///
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/// The serializer in fact encode the values by bitpacking
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/// `(val - min_value)`.
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///
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/// It requires a `min_value` and a `max_value` to compute
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/// compute the minimum number of bits required to encode
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/// values.
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pub(crate) fn create(
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write: &'a mut W,
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fastfield_accessor: &impl FastFieldDataAccess,
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write: &mut impl Write,
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_fastfield_accessor: &impl FastFieldDataAccess,
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stats: FastFieldStats,
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data_iter: impl Iterator<Item = u64>,
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data_iter1: impl Iterator<Item = u64>,
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data_iter2: impl Iterator<Item = u64>,
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) -> io::Result<()> {
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assert!(stats.min_value <= stats.max_value);
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let step = (stats.max_value - stats.min_value) as f64 / (stats.num_vals as u64 - 1) as f64;
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// offset to ensure all values are positive
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let offset = data_iter1
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.enumerate()
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.map(|(pos, val)| {
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let calculated_value = stats.min_value + (pos as f64 * step) as u64;
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val as i64 - calculated_value as i64
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})
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.min()
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.unwrap()
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.abs() as u64;
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//calc new max
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let rel_max = data_iter2
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.enumerate()
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.map(|(pos, val)| {
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let calculated_value = stats.min_value + (pos as f64 * step) as u64;
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(val + offset) - calculated_value
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})
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.max()
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.unwrap();
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stats.min_value.serialize(write)?;
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let amplitude = stats.max_value - stats.min_value;
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let amplitude = rel_max;
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amplitude.serialize(write)?;
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offset.serialize(write)?;
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stats.min_value.serialize(write)?;
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let num_bits = compute_num_bits(amplitude);
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let mut serializer = LinearInterpolFastFieldSerializer {
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bit_packer: BitPacker::new(),
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write,
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min_value: stats.min_value,
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num_bits,
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};
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let mut bit_packer = BitPacker::new();
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for val in data_iter {
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serializer.add_val(val)?;
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bit_packer.write(val, num_bits, write)?;
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}
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serializer.close_field()?;
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bit_packer.close(write)?;
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Ok(())
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}
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}
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impl<'a, W: 'a + Write> FastFieldSerializer for LinearInterpolFastFieldSerializer<'a, W> {
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/// Pushes a new value to the currently open u64 fast field.
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fn add_val(&mut self, val: u64) -> io::Result<()> {
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let val_to_write: u64 = val - self.min_value;
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self.bit_packer
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.write(val_to_write, self.num_bits, &mut self.write)?;
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Ok(())
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}
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fn close_field(mut self) -> io::Result<()> {
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self.bit_packer.close(&mut self.write)
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}
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}
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impl<'a, W: 'a + Write> FastFieldSerializerEstimate for LinearInterpolFastFieldSerializer<'a, W> {
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impl FastFieldSerializerEstimate for LinearInterpolFastFieldSerializer {
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fn estimate(
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_fastfield_accessor: &impl FastFieldDataAccess,
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stats: FastFieldStats,
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@@ -78,6 +73,6 @@ impl<'a, W: 'a + Write> FastFieldSerializerEstimate for LinearInterpolFastFieldS
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(ratio, name)
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}
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fn codec_id() -> (&'static str, u8) {
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("Bitpacked", 2)
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("LinearInterpol", 2)
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}
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}
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