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CountMinSketch

Struct CountMinSketch 

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

Count-Min Sketch for approximate frequency queries.

Answers “how many times did item X appear?” with bounded over-estimation. Mergeable across shards: element-wise addition of tables.

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impl CountMinSketch

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pub fn new() -> Self

Create a sketch with default parameters (width=1024, depth=4).

Error ≤ e/1024 ≈ 0.27% of total count, confidence ≥ 1 − e^(−4) ≈ 98.2%.

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pub fn with_params(width: usize, depth: usize) -> Self

Create with custom width and depth.

  • width — number of counters per row (controls accuracy; larger = less error)
  • depth — number of hash functions/rows (controls confidence; larger = higher)
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pub fn add(&mut self, item: u64)

Add an item occurrence.

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pub fn add_count(&mut self, item: u64, count: u64)

Add an item with a specified count.

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pub fn add_batch(&mut self, items: &[u64])

Add a batch of items (each with count 1).

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

Estimate the frequency of an item.

Returns the minimum count across all hash rows (point query). This is always ≥ the true count and ≤ true_count + ε·N.

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pub fn total(&self) -> u64

Total number of items added.

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pub fn merge(&mut self, other: &CountMinSketch)

Merge another sketch (element-wise addition).

Both sketches must have the same width and depth.

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pub fn memory_bytes(&self) -> usize

Memory usage in bytes.

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pub fn table_bytes(&self) -> Vec<u8>

Serialize the table as a flat byte array (row-major, little-endian u64).

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pub fn from_table_bytes(data: &[u8], width: usize, depth: usize) -> Self

Reconstruct from serialized table bytes.

Trait Implementations§

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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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impl Default for CountMinSketch

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fn default() -> Self

Returns the “default value” for a type. Read more

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impl<T> Any for T
where T: 'static + ?Sized,

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fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more
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impl<T> ArchivePointee for T

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type ArchivedMetadata = ()

The archived version of the pointer metadata for this type.
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fn pointer_metadata( _: &<T as ArchivePointee>::ArchivedMetadata, ) -> <T as Pointee>::Metadata

Converts some archived metadata to the pointer metadata for itself.
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impl<T> Borrow<T> for T
where T: ?Sized,

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fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more
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impl<T> BorrowMut<T> for T
where T: ?Sized,

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

Mutably borrows from an owned value. Read more
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impl<T> From<T> for T

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fn from(t: T) -> T

Returns the argument unchanged.

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impl<T, U> Into<U> for T
where U: From<T>,

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fn into(self) -> U

Calls U::from(self).

That is, this conversion is whatever the implementation of From<T> for U chooses to do.

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impl<T> LayoutRaw for T

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fn layout_raw(_: <T as Pointee>::Metadata) -> Result<Layout, LayoutError>

Returns the layout of the type.
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impl<T, N1, N2> Niching<NichedOption<T, N1>> for N2
where T: SharedNiching<N1, N2>, N1: Niching<T>, N2: Niching<T>,

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unsafe fn is_niched(niched: *const NichedOption<T, N1>) -> bool

Returns whether the given value has been niched. Read more
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fn resolve_niched(out: Place<NichedOption<T, N1>>)

Writes data to out indicating that a T is niched.
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impl<T> Pointee for T

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type Metadata = ()

The metadata type for pointers and references to this type.
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impl<T, U> TryFrom<U> for T
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type Error = Infallible

The type returned in the event of a conversion error.
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fn try_from(value: U) -> Result<T, <T as TryFrom<U>>::Error>

Performs the conversion.
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impl<T, U> TryInto<U> for T
where U: TryFrom<T>,

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

The type returned in the event of a conversion error.
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fn try_into(self) -> Result<U, <U as TryFrom<T>>::Error>

Performs the conversion.
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impl<V, T> VZip<V> for T
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fn vzip(self) -> V