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CountMinSketch

Struct CountMinSketch 

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pub struct CountMinSketch { /* private fields */ }
Expand description

Count-Min Sketch for approximate frequency estimation.

Uses depth independent hash functions (derived from a single hash via mixing) and width counters per row. Each counter is a u8 saturating at [CountMinSketch::MAX_COUNT] (15 by default, representing 4-bit counters).

§Error Bounds

For a sketch with width w and depth d, after N total increments:

  • estimate(x) <= true_count(x) + epsilon * N with probability >= 1 - delta
  • where epsilon = e / w and delta = (1/2)^d

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impl CountMinSketch

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pub fn new(width: usize, depth: usize, reset_interval: u64) -> Self

Create a new Count-Min Sketch with the given dimensions.

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pub fn with_defaults() -> Self

Create a sketch with default parameters (w=1024, d=4, reset=8192).

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pub fn increment(&mut self, hash: u64)

Increment the count for a key.

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pub fn estimate(&self, hash: u64) -> u8

Estimate the frequency of a key (minimum across all rows).

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pub fn total_increments(&self) -> u64

Total number of increments since creation or last reset.

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pub fn clear(&mut self)

Clear all counters to zero.

Trait Implementations§

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impl Clone for CountMinSketch

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fn clone(&self) -> CountMinSketch

Returns a duplicate of the value. Read more
1.0.0 · Source§

fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more
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impl Debug for CountMinSketch

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fn fmt(&self, f: &mut Formatter<'_>) -> Result

Formats the value using the given formatter. Read more

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fn borrow_mut(&mut self) -> &mut T

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unsafe fn clone_to_uninit(&self, dest: *mut u8)

🔬This is a nightly-only experimental API. (clone_to_uninit)
Performs copy-assignment from self to dest. Read more
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impl<T> From<T> for T

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type Error = <U as TryFrom<T>>::Error

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