# ExDataSketch v0.7.1 - Table of Contents Production-grade streaming data sketching algorithms (HLL, ULL, CMS, Theta, KLL, DDSketch, REQ, FrequentItems, MisraGries, Bloom, Cuckoo, Quotient, CQF, XorFilter, IBLT, FilterChain) with optional Rust NIF acceleration and XXHash3. ## Pages - [FI1 Binary State Format](frequent_items_format.md) - [Changelog](changelog.md) - Guides - [Quick Start](quick_start.md) - [Usage Guide](usage_guide.md) - [Integration Guide](integrations.md) ## Modules - [ExDataSketch](ExDataSketch.md): Production-grade streaming data sketching algorithms for Elixir. - [ExDataSketch.DataSketches.CompactSketch](ExDataSketch.DataSketches.CompactSketch.md): Apache DataSketches CompactSketch binary codec for Theta sketches. - [ExDataSketch.DataSketches.Murmur3](ExDataSketch.DataSketches.Murmur3.md): Minimal MurmurHash3_x64_128 implementation for DataSketches seed hash computation. - Sketch Algorithms - [ExDataSketch.Bloom](ExDataSketch.Bloom.md): Bloom filter for probabilistic membership testing. - [ExDataSketch.CMS](ExDataSketch.CMS.md): Count-Min Sketch (CMS) for frequency estimation. - [ExDataSketch.CQF](ExDataSketch.CQF.md): Counting Quotient Filter (CQF) for multiset membership with approximate counting. - [ExDataSketch.Cuckoo](ExDataSketch.Cuckoo.md): Cuckoo filter for probabilistic membership testing with deletion support. - [ExDataSketch.DDSketch](ExDataSketch.DDSketch.md): DDSketch quantiles sketch for value-relative-accuracy quantile estimation. - [ExDataSketch.FilterChain](ExDataSketch.FilterChain.md): Capability-aware composition framework for chaining membership filters. - [ExDataSketch.FrequentItems](ExDataSketch.FrequentItems.md): FrequentItems sketch for approximate heavy-hitter detection using the SpaceSaving algorithm. - [ExDataSketch.HLL](ExDataSketch.HLL.md): HyperLogLog (HLL) sketch for cardinality estimation. - [ExDataSketch.IBLT](ExDataSketch.IBLT.md): Invertible Bloom Lookup Table (IBLT) for set reconciliation. - [ExDataSketch.KLL](ExDataSketch.KLL.md): KLL (Karnin-Lang-Liberty) quantiles sketch for rank and quantile estimation. - [ExDataSketch.MisraGries](ExDataSketch.MisraGries.md): MisraGries sketch for deterministic heavy hitter detection. - [ExDataSketch.Quantiles](ExDataSketch.Quantiles.md): Facade for quantile sketch algorithms. - [ExDataSketch.Quotient](ExDataSketch.Quotient.md): Quotient filter for probabilistic membership testing with safe deletion and merge. - [ExDataSketch.REQ](ExDataSketch.REQ.md): REQ (Relative Error Quantiles) sketch for tail-accuracy quantile estimation. - [ExDataSketch.Theta](ExDataSketch.Theta.md): Theta Sketch for set operations on cardinalities. - [ExDataSketch.ULL](ExDataSketch.ULL.md): UltraLogLog (ULL) sketch for cardinality estimation. - [ExDataSketch.XorFilter](ExDataSketch.XorFilter.md): Xor filter for static, immutable probabilistic membership testing. - Infrastructure - [ExDataSketch.Backend](ExDataSketch.Backend.md): Behaviour defining the computation backend for ExDataSketch. - [ExDataSketch.Backend.Pure](ExDataSketch.Backend.Pure.md): Pure Elixir backend for ExDataSketch. - [ExDataSketch.Backend.Rust](ExDataSketch.Backend.Rust.md): Rust NIF-accelerated backend for ExDataSketch. - [ExDataSketch.Codec](ExDataSketch.Codec.md): ExDataSketch-native binary serialization codec (EXSK format). - [ExDataSketch.Hash](ExDataSketch.Hash.md): Stable 64-bit hash interface for ExDataSketch. - Errors - [ExDataSketch.Errors](ExDataSketch.Errors.md): Error types for ExDataSketch. - Exceptions - [ExDataSketch.Errors.DeserializationError](ExDataSketch.Errors.DeserializationError.md): Returned when binary data cannot be deserialized. - [ExDataSketch.Errors.IncompatibleSketchesError](ExDataSketch.Errors.IncompatibleSketchesError.md): Returned when attempting to merge sketches with incompatible parameters. - [ExDataSketch.Errors.InvalidChainCompositionError](ExDataSketch.Errors.InvalidChainCompositionError.md): Raised when a FilterChain stage composition is invalid. - [ExDataSketch.Errors.InvalidOptionError](ExDataSketch.Errors.InvalidOptionError.md): Returned when an option value is invalid. - [ExDataSketch.Errors.NotImplementedError](ExDataSketch.Errors.NotImplementedError.md): Raised when a stubbed function is called before its implementation is available. - [ExDataSketch.Errors.UnsupportedOperationError](ExDataSketch.Errors.UnsupportedOperationError.md): Raised when an operation is not supported by a structure.