From aaf941e3bd764cdf3e3e7695da72f80f45078718 Mon Sep 17 00:00:00 2001 From: LucaCappelletti94 Date: Tue, 20 Aug 2024 17:41:30 +0200 Subject: [PATCH] Added and tested extensively arbitrary word sizes --- Cargo.toml | 3 +- benches/array.rs | 1 - benches/unique_count_from_sorted_iterators.rs | 43 ++ evaluate_composite_hash/collision_rates.csv | 547 +++++++++-------- evaluate_composite_hash/collision_rates.png | Bin 0 -> 408137 bytes evaluate_composite_hash/src/main.rs | 5 +- evaluate_composite_hash/visualization.py | 246 ++++++++ hyperloglog-derive/Cargo.toml | 2 +- hyperloglog-derive/src/lib.rs | 429 ++++++++++++-- src/basicloglog.rs | 4 +- src/estimator.rs | 24 +- src/hashset.rs | 19 +- src/hybrid.rs | 106 ++-- src/hyperloglog.rs | 4 +- src/lib.rs | 2 +- src/loglogbeta.rs | 74 +-- src/mle.rs | 53 +- src/plusplus.rs | 72 +-- src/precisions.rs | 28 +- src/registers.rs | 260 -------- src/registers/packed_array.rs | 557 +++++++++++++----- src/sketches.rs | 15 +- src/utils.rs | 23 +- src/utils/as_bytes.rs | 73 +++ src/utils/composite_hash.rs | 36 +- src/utils/matrix.rs | 13 +- src/utils/number.rs | 48 +- src/utils/random.rs | 87 ++- src/utils/variable_word.rs | 9 +- src/utils/variable_words.rs | 66 ++- .../benches/cardinality.rs | 2 +- statistical_comparisons/benches/insert.rs | 2 +- statistical_comparisons/benches/union.rs | 2 +- .../macro_test_utils/tests/test_derives.rs | 8 - .../src/estimation_tests.rs | 6 +- .../src/proxy_implementations.rs | 36 -- tests/test_hll.rs | 205 +++---- 37 files changed, 1899 insertions(+), 1211 deletions(-) delete mode 100644 benches/array.rs create mode 100644 benches/unique_count_from_sorted_iterators.rs create mode 100644 evaluate_composite_hash/collision_rates.png create mode 100644 evaluate_composite_hash/visualization.py create mode 100644 src/utils/as_bytes.rs diff --git a/Cargo.toml b/Cargo.toml index d82768b..b4b3e48 100644 --- a/Cargo.toml +++ b/Cargo.toml @@ -41,6 +41,7 @@ serde_json = "1.0" [dev-dependencies] serde_json = "1.0" wyhash = "0.5.0" +criterion = { version = "0.5", features = ["html_reports"] } [features] default = ["low_precisions", "beta", "plusplus"] @@ -118,5 +119,5 @@ debug-assertions = false # Enables debug assertions. opt-level = 3 [[bench]] -name = "array" +name = "unique_count_from_sorted_iterators" harness = false diff --git a/benches/array.rs b/benches/array.rs deleted file mode 100644 index 5c34f15..0000000 --- a/benches/array.rs +++ /dev/null @@ -1 +0,0 @@ -//! Benchmarks on the array data structure and its key operations. \ No newline at end of file diff --git a/benches/unique_count_from_sorted_iterators.rs b/benches/unique_count_from_sorted_iterators.rs new file mode 100644 index 0000000..dbe7f3d --- /dev/null +++ b/benches/unique_count_from_sorted_iterators.rs @@ -0,0 +1,43 @@ +//! Benchmarks to evaluate improvements on the unique_count_from_sorted_iterators function. + +use criterion::{criterion_group, criterion_main, Criterion, black_box}; +use hyperloglog_rs::hybrid::unique_count_from_sorted_iterators; +use hyperloglog_rs::prelude::{iter_var_len_random_values, splitmix64}; + +fn bench_unique_count_from_sorted_iterators(b: &mut Criterion) { + let mut group = b.benchmark_group("unique_count_from_sorted_iterators"); + let mut random_state = 76568342984735313_u64; + // We consider the case of hash of 32 bits in a precision of 18, using 6 bits per register. + let maximal_possible_size = ((1 << 18) * 6) / 32; + let entries: Vec<(Vec, Vec)> = (0..200) + .map(|_| { + random_state = splitmix64(random_state); + let mut a = + iter_var_len_random_values::(0, maximal_possible_size, None, Some(random_state)) + .collect::>(); + random_state = splitmix64(random_state); + let mut b = + iter_var_len_random_values::(0, maximal_possible_size, None, Some(random_state)) + .collect::>(); + a.sort(); + b.sort(); + + (a, b) + }) + .collect(); + + group.bench_function("unique_count_from_sorted_iterators", |b| { + b.iter(|| { + for (a, b) in &entries { + unique_count_from_sorted_iterators(black_box(a.iter()), black_box(b.iter())); + } + }) + }); + + group.finish(); +} + + +criterion_group!(benches, bench_unique_count_from_sorted_iterators); + +criterion_main!(benches); \ No newline at end of file diff --git a/evaluate_composite_hash/collision_rates.csv b/evaluate_composite_hash/collision_rates.csv index 46ef0cc..af2022a 100644 --- a/evaluate_composite_hash/collision_rates.csv +++ b/evaluate_composite_hash/collision_rates.csv @@ -1,251 +1,296 @@ -mean_collision_rate,mean_number_of_collisions,number_of_elements,number_of_bits,exponent,number_of_bits_composite_hash -0.0690105,0.552084,8,4,4,8 -0.0001165,0.000466,4,4,4,16 -0.0003196,0.001598,5,5,4,16 -0.0008173333333333332,0.004904,6,6,4,16 -0.000277,0.002216,8,4,5,16 -0.0007198,0.007198,10,5,5,16 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zJuqo+8k6oV_gUS7t^gjtFVML?&rXOIS|%f zM{~gqAgNa|neURHag<2V@!m>>^V&<`t7>2DiUk(4HgK4@i7}q|o)Z2s3s6akyK$dtOy5<%zT`f0xumJ%%D*@Zv*Qtatf(x`awr6bTANDplnBnM zz^R!?itSy>`1Gp45k0yu7@eL5U##(;@uN5MVo1xqA`H9t*;fMA`qCm%pe%)R1>Kj_7d) zAQ+QY!b?~P;dU3e-qzNJz|F^lYAm?@O`w)ivbP4=_y!3yMF^K;* klmCCRP5Iw1hIi`wg38DFs<@OK9{9*VSAJIf)F|Np0N>d=Q~&?~ literal 0 HcmV?d00001 diff --git a/evaluate_composite_hash/src/main.rs b/evaluate_composite_hash/src/main.rs index 83134b3..03f4b81 100644 --- a/evaluate_composite_hash/src/main.rs +++ b/evaluate_composite_hash/src/main.rs @@ -11,6 +11,8 @@ use wyhash::WyHash; #[derive(Serialize, Deserialize)] /// Struct to store the collision report. struct CollisionReport { + /// HLL theoretical error at this precision. + hll_error: f64, /// Average normalized number of elements that are missing in the set of composite hashes. mean_collision_rate: f64, /// Average number of elements that are missing in the set of composite hashes. @@ -89,6 +91,7 @@ where let mean_number_of_collisions = total_number_of_collisions as f64 / number_of_iterations as f64; Some(CollisionReport { + hll_error: P::error_rate(), mean_collision_rate, mean_number_of_collisions, number_of_elements, @@ -147,7 +150,7 @@ fn main() { test_composite_hash!(progress_bar, reports, u16, 11, Bits4, Bits5); test_composite_hash!(progress_bar, reports, u16, 12, Bits4); - test_collision_rate!(progress_bar, reports, u32, u40, u48, u56, u64); + test_collision_rate!(progress_bar, reports, u24, u32, u40, u48, u56, u64); // We write the reports to a CSV using csv and serde. diff --git a/evaluate_composite_hash/visualization.py b/evaluate_composite_hash/visualization.py new file mode 100644 index 0000000..0b6322e --- /dev/null +++ b/evaluate_composite_hash/visualization.py @@ -0,0 +1,246 @@ +"""Python script to visualize the collision rates of different composite hashes. + +We plot the number of elements on the abscissa and the collision rate on the ordinate. +We split the report into different plots, where in each plot we display a different composite hash. +In each plot, we display the performance for all combinations of precision and number of bits. +We distinguish the precisions (4-18) by color, and the number of bits (4, 5, 6) by the style of the line +and of the marker. + +The CSV report, for reference, looks like this: + +| hll_error | mean_collision_rate | mean_number_of_collisions | number_of_elements | number_of_bits | exponent | number_of_bits_composite_hash | +|---------------------|--------------------------|---------------------------|--------------------|----------------|----------|------------------------------| +| 0.26 | 0.0690105 | 0.552084 | 8 | 4 | 4 | 8 | +| 0.26 | 0.0001165 | 0.000466 | 4 | 4 | 4 | 16 | +| 0.26 | 0.0003196 | 0.001598 | 5 | 5 | 4 | 16 | +| 0.26 | 0.0008173333333333332 | 0.004904 | 6 | 6 | 4 | 16 | +| 0.18384776310850234 | 0.000277 | 0.002216 | 8 | 4 | 5 | 16 | +| 0.18384776310850234 | 0.0007198 | 0.007198 | 10 | 5 | 5 | 16 | +| 0.18384776310850234 | 0.0017856666666666665 | 0.021428 | 12 | 6 | 5 | 16 | + + +""" + +import matplotlib.pyplot as plt +import pandas as pd + + +def align_hashes(df) -> pd.DataFrame: + """Aligns and infers the performance of different composite hashes by the number of elements.""" + unique_number_of_elements = df["number_of_elements"].unique() + unique_hash_values = df["number_of_bits_composite_hash"].unique() + + # We increase the minimum mean_collision_rate to avoid zeros to the next non-zero value + df["mean_collision_rate"] = df["mean_collision_rate"].apply( + lambda x: 1e-20 if x == 0 else x + ) + + # We combine the number of bits and the exponent to create a unique identifier which we will plot. + df["hll"] = [ + f"P{precision}B{bits}" + for bits, precision in zip(df["number_of_bits"], df["exponent"]) + ] + + # We determine for precision the maximal number of elements it can handle + max_number_of_elements_per_hll = df.groupby(["hll"])["number_of_elements"].max() + min_number_of_elements_per_hll_and_hash = df.groupby( + ["hll", "number_of_bits_composite_hash"] + )["number_of_elements"].min() + + # We impute the performance of missing unique number of elements for each object + # were they are missing by putting the HLL expected error rate. + missing_values = [] + for hll, max_number_of_elements in max_number_of_elements_per_hll.items(): + # We get the precision associated at the current hll object + precision = int(hll.split("B")[0].split("P")[1]) + bits = int(hll.split("B")[1]) + hll_error = max(1.04 * (2 ** (-precision / 2.0)), 1e-20) + + for number_of_elements in unique_number_of_elements: + if number_of_elements > max_number_of_elements: + # This applies to all hashes. + for unique_hash_value in unique_hash_values: + # We verify that there is indeed at least an entry for this hash + # associated with the current hll object, so not to display values + # for hashes that are not compatible at all with a given combination + # of precision and bits. + if df[ + (df["hll"] == hll) + & (df["number_of_bits_composite_hash"] == unique_hash_value) + ].empty: + continue + + missing_values.append( + { + "hll": hll, + "hll_error": hll_error, + "mean_collision_rate": hll_error, + "mean_number_of_collisions": hll_error * (max_number_of_elements + 1), + "number_of_elements": max_number_of_elements + 1, + "number_of_bits": bits, + "exponent": precision, + "number_of_bits_composite_hash": unique_hash_value, + } + ) + missing_values.append( + { + "hll": hll, + "hll_error": hll_error, + "mean_collision_rate": hll_error, + "mean_number_of_collisions": hll_error * number_of_elements, + "number_of_elements": number_of_elements, + "number_of_bits": bits, + "exponent": precision, + "number_of_bits_composite_hash": unique_hash_value, + } + ) + # We do a similar procedure to infer the case where the number of elements is below the minimum + for ( + hll, + unique_hash_value, + ), min_number_of_elements in min_number_of_elements_per_hll_and_hash.items(): + for number_of_elements in unique_number_of_elements: + if number_of_elements < min_number_of_elements: + # We retrieve the row associated to the current hash, hll and min number of elements + # and we impute the missing values. If the row does not exist, as in some cases the + # hash function is not compatible with precision and bit size, we skip it. + row = df[ + (df["hll"] == hll) + & (df["number_of_elements"] == min_number_of_elements) + & (df["number_of_bits_composite_hash"] == unique_hash_value) + ].iloc[0] + + missing_values.append( + { + "hll": hll, + "hll_error": row.hll_error, + "mean_collision_rate": row.mean_collision_rate * (min_number_of_elements - 1) / min_number_of_elements, + "mean_number_of_collisions": row.mean_number_of_collisions, + "number_of_elements": min_number_of_elements - 1, + "number_of_bits": row.number_of_bits, + "exponent": row.exponent, + "number_of_bits_composite_hash": row.number_of_bits_composite_hash, + } + ) + + missing_values.append( + { + "hll": hll, + "hll_error": row.hll_error, + "mean_collision_rate": row.mean_collision_rate * number_of_elements / min_number_of_elements, + "mean_number_of_collisions": row.mean_number_of_collisions, + "number_of_elements": number_of_elements, + "number_of_bits": row.number_of_bits, + "exponent": row.exponent, + "number_of_bits_composite_hash": row.number_of_bits_composite_hash, + } + ) + + print(f"Imputed {len(missing_values)} missing values.") + + return pd.concat([df, pd.DataFrame(missing_values)]) + +def plot(): + """Plot the collision rates of different composite hashes.""" + # Load the collision rates of different composite hashes + df = pd.read_csv("collision_rates.csv") + + # We only keep the case at 4 bits because it is the only one we can compare + # across all hashes. + df = df[df["number_of_bits"] == 4] + + # We align the composite hashes performance by the number of elements + df = align_hashes(df) + + # We need to plot a total of 8 hashes. We place these subplots in a 4x2 grid. + fig, axs = plt.subplots(2, 4, figsize=(20, 10), sharex=True, sharey=True) + + # We iterate over the different hashes and we plot them in the corresponding subplot + unique_hashes = df["number_of_bits_composite_hash"].unique() + + colors_per_precision = { + 4: "tab:blue", + 5: "tab:orange", + 6: "tab:green", + 7: "tab:red", + 8: "tab:purple", + 9: "tab:brown", + 10: "tab:pink", + 11: "tab:gray", + 12: "tab:olive", + 13: "tab:cyan", + 14: "#FFA07A", + 15: "#FFD700", + 16: "#FF6347", + 17: "#FF4500", + 18: "#FF1493", + } + + marker_per_bit_size = { + 4: "o", + 5: "s", + 6: "^", + } + + line_style_per_bit_size = { + 4: "-", + 5: "--", + 6: "-.", + } + + for i, hash_value in enumerate(unique_hashes): + ax = axs[i // 4, i % 4] + + # We filter the data for the current hash + hash_df = df[df["number_of_bits_composite_hash"] == hash_value] + + assert not hash_df.empty, f"No data for hash {hash_value}" + + # We iterate the hll objects and we plot them in the corresponding subplot + for hll, group in hash_df.groupby("hll"): + precision = int(hll.split("P")[1].split("B")[0]) + bits = int(hll.split("B")[1]) + + # We sort the values by mean collision rate + group = group.sort_values("number_of_elements") + + # We plot the linear scale + ax.plot( + group["number_of_elements"], + group["mean_collision_rate"], + label=f"P{precision}B{bits}", + color=colors_per_precision[precision], + marker=marker_per_bit_size[bits], + markersize=1, + linewidth=1, + linestyle=line_style_per_bit_size[bits], + ) + + # We display the grids for the subplots + ax.grid(True, which="both") + + # We display the legend for these two subplots, splitting + # into 3 columns to avoid overlapping. + ax.legend(ncol=3, fontsize="small") + + # We set the title for the linear scale + ax.set_title(f"Composite Hash {hash_value} (Log Scale)") + + # We set the x-axis label for the linear scale + ax.set_xlabel("Number of Elements (Log Scale)") + ax.set_xscale("log") + ax.set_yscale("log") + + # We set the y-axis label for the linear scale + ax.set_ylabel("Collision Rate (Log Scale)") + + + # We adjust the layout of the subplots + fig.tight_layout() + + # We save the plot + fig.savefig("collision_rates.png") + + +if __name__ == "__main__": + plot() \ No newline at end of file diff --git a/hyperloglog-derive/Cargo.toml b/hyperloglog-derive/Cargo.toml index 4ffef31..621f5b9 100644 --- a/hyperloglog-derive/Cargo.toml +++ b/hyperloglog-derive/Cargo.toml @@ -4,7 +4,7 @@ version = "0.1.0" edition = "2021" [dependencies] -syn = "2.0" +syn = {version="2.0", features=["full"]} quote = "1.0" proc-macro2 = "1.0" diff --git a/hyperloglog-derive/src/lib.rs b/hyperloglog-derive/src/lib.rs index 6198ec4..c16ccaf 100644 --- a/hyperloglog-derive/src/lib.rs +++ b/hyperloglog-derive/src/lib.rs @@ -1,20 +1,12 @@ //! Submodule providing the derive macro for the VariableWord trait. -//! -//! A variable word is a trait that allows to define 'virtual' words, which -//! we use to define custom words that are multiples of 8 bits but not a power -//! of two, such as 40, 48, or 56 bits. The VariableWord derive not only derives -//! the variable word trait, but also all of the necessary traits for the word, -//! assuming that the underlying word is an u64 (we only cover 40, 48, and 56 bits). -//! These include for instance the Display, Debug, Add, Sub, Mul, Div, BitAnd, BitOr, -//! BitXor, Shl, Shr, AddAssign, SubAssign, MulAssign, DivAssign, BitAndAssign, BitOrAssign, -//! BitXorAssign, ShlAssign, ShrAssign, PartialEq, Eq, PartialOrd, Ord, Hash, and Default traits. -//! use proc_macro::TokenStream; use quote::quote; -use syn::{parse_macro_input, Data, DeriveInput, Fields, Ident}; +use syn::{parse_macro_input, Data, DeriveInput, Fields, Ident, ItemFn, Type}; /// Possible variants for the word size currently supported. enum WordSize { + /// 24-bit word. + U24, /// 40-bit word. U40, /// 48-bit word. @@ -25,14 +17,16 @@ enum WordSize { impl From<&Ident> for WordSize { fn from(ident: &Ident) -> Self { - if ident.to_string().contains("40") { + if ident.to_string().contains("24") { + WordSize::U24 + } else if ident.to_string().contains("40") { WordSize::U40 } else if ident.to_string().contains("48") { WordSize::U48 } else if ident.to_string().contains("56") { WordSize::U56 } else { - panic!("The struct name must contain either 40, 48, or 56"); + panic!("The struct name must contain either 24, 40, 48, or 56"); } } } @@ -40,6 +34,7 @@ impl From<&Ident> for WordSize { impl WordSize { fn number_of_bits(&self) -> u8 { match self { + WordSize::U24 => 24, WordSize::U40 => 40, WordSize::U48 => 48, WordSize::U56 => 56, @@ -48,6 +43,7 @@ impl WordSize { fn mask(&self) -> u64 { match self { + WordSize::U24 => 0xFF_FFFF, WordSize::U40 => 0xFF_FFFF_FFFF, WordSize::U48 => 0xFFFF_FFFF_FFFF, WordSize::U56 => 0xFF_FFFF_FFFF_FFFF, @@ -55,6 +51,44 @@ impl WordSize { } } +/// The words that can be used underneath the hood. +enum WordType { + U32, + U64, +} + +impl From for WordType { + fn from(ty: Type) -> Self { + match ty { + Type::Path(type_path) => { + let segment = type_path.path.segments.first().unwrap(); + let ident = &segment.ident; + if ident.to_string() == "u32" { + WordType::U32 + } else if ident.to_string() == "u64" { + WordType::U64 + } else { + panic!("The word type must be either u32 or u64"); + } + } + _ => panic!("The word type must be either u32 or u64"), + } + } +} + +impl WordType { + fn bits(&self) -> usize { + match self { + WordType::U32 => 32, + WordType::U64 => 64, + } + } + + fn bytes(&self) -> usize { + self.bits() / 8 + } +} + #[proc_macro_derive(VariableWord)] pub fn derive_variable_word(input: TokenStream) -> TokenStream { // Parse the input TokenStream into a syntax tree @@ -69,15 +103,21 @@ pub fn derive_variable_word(input: TokenStream) -> TokenStream { }; // Ensure the struct has exactly one unnamed field (i.e., a tuple struct) - let _field = match &data_struct.fields { + let field = match &data_struct.fields { Fields::Unnamed(fields) if fields.unnamed.len() == 1 => &fields.unnamed[0], _ => panic!("The struct must have exactly one unnamed field"), }; + // We get the type of the field + let field_type = &field.ty; + let word_type: WordType = WordType::from(field_type.clone()); + // Get the word size from the struct name let word_size = WordSize::from(name); let number_of_bits = word_size.number_of_bits(); + let number_of_bits_usize = number_of_bits as usize; let mask = word_size.mask(); + let word_bytes = word_type.bytes(); // Generate the necessary traits for the word let expanded = quote! { @@ -87,6 +127,36 @@ pub fn derive_variable_word(input: TokenStream) -> TokenStream { type Word = Self; } + impl crate::prelude::AsBytes for #name { + type Bytes = [u8; #number_of_bits_usize / 8]; + + #[inline] + #[must_use] + fn as_bytes(self) -> Self::Bytes { + self.into() + } + } + + impl From<[u8; #number_of_bits_usize / 8]> for #name { + #[inline] + #[must_use] + fn from(bytes: [u8; #number_of_bits_usize / 8]) -> Self { + let mut array = [0; #word_bytes]; + array[#word_bytes - #number_of_bits_usize / 8..].copy_from_slice(&bytes); + Self(#field_type::from_be_bytes(array)) + } + } + + impl Into<[u8; #number_of_bits_usize / 8]> for #name { + #[inline] + #[must_use] + fn into(self) -> [u8; #number_of_bits_usize / 8] { + let mut bytes = [0; #number_of_bits_usize / 8]; + bytes.copy_from_slice(&self.0.to_be_bytes()[#word_bytes - #number_of_bits_usize / 8..]); + bytes + } + } + impl core::fmt::Display for #name { fn fmt(&self, f: &mut core::fmt::Formatter<'_>) -> core::fmt::Result { write!(f, "{}", self.0) @@ -99,7 +169,7 @@ pub fn derive_variable_word(input: TokenStream) -> TokenStream { #[inline] #[must_use] fn add(self, rhs: Self) -> Self::Output { - Self((self.0 + rhs.0) & ::MASK) + Self((self.0 + rhs.0) & (::MASK as #field_type)) } } @@ -117,7 +187,7 @@ pub fn derive_variable_word(input: TokenStream) -> TokenStream { #[inline] #[must_use] fn sub(self, rhs: Self) -> Self::Output { - Self((self.0.wrapping_sub(rhs.0)) & ::MASK) + Self((self.0.wrapping_sub(rhs.0)) & (::MASK as #field_type)) } } @@ -135,7 +205,7 @@ pub fn derive_variable_word(input: TokenStream) -> TokenStream { #[inline] #[must_use] fn mul(self, rhs: Self) -> Self::Output { - Self((self.0 * rhs.0) & ::MASK) + Self((self.0 * rhs.0) & (::MASK as #field_type)) } } @@ -153,7 +223,7 @@ pub fn derive_variable_word(input: TokenStream) -> TokenStream { #[inline] #[must_use] fn div(self, rhs: Self) -> Self::Output { - Self((self.0 / rhs.0) & ::MASK) + Self((self.0 / rhs.0) & (::MASK as #field_type)) } } @@ -165,6 +235,24 @@ pub fn derive_variable_word(input: TokenStream) -> TokenStream { } } + impl core::ops::Rem for #name { + type Output = Self; + + #[inline] + #[must_use] + fn rem(self, rhs: Self) -> Self::Output { + Self((self.0 % rhs.0) & (::MASK as #field_type)) + } + } + + impl core::ops::RemAssign for #name { + #[inline] + #[must_use] + fn rem_assign(&mut self, rhs: Self) { + *self = *self % rhs; + } + } + impl core::ops::BitAnd for #name { type Output = Self; @@ -219,7 +307,7 @@ pub fn derive_variable_word(input: TokenStream) -> TokenStream { } } - impl core::ops::Shl for #name where u64: core::ops::Shl { + impl core::ops::Shl for #name where #field_type: core::ops::Shl { type Output = Self; #[inline] @@ -229,16 +317,16 @@ pub fn derive_variable_word(input: TokenStream) -> TokenStream { } } - impl core::ops::ShlAssign for #name where u64: core::ops::ShlAssign { + impl core::ops::ShlAssign for #name where #field_type: core::ops::ShlAssign { #[inline] #[must_use] fn shl_assign(&mut self, rhs: A) { self.0 <<= rhs; - self.0 &= ::MASK; + self.0 &= (::MASK as #field_type); } } - impl core::ops::Shr for #name where u64: core::ops::Shr { + impl core::ops::Shr for #name where #field_type: core::ops::Shr { type Output = Self; #[inline] @@ -248,7 +336,7 @@ pub fn derive_variable_word(input: TokenStream) -> TokenStream { } } - impl core::ops::ShrAssign for #name where u64: core::ops::ShrAssign { + impl core::ops::ShrAssign for #name where #field_type: core::ops::ShrAssign { #[inline] #[must_use] fn shr_assign(&mut self, rhs: A) { @@ -322,7 +410,7 @@ pub fn derive_variable_word(input: TokenStream) -> TokenStream { #[inline] #[must_use] unsafe fn unchecked_from_u64(value: u64) -> Self { - Self(value) + Self(value as #field_type) } #[inline] @@ -358,7 +446,7 @@ pub fn derive_variable_word(input: TokenStream) -> TokenStream { #[inline] #[must_use] fn not(self) -> Self::Output { - Self(!self.0 & ::MASK) + Self(!self.0 & (::MASK as #field_type)) } } @@ -387,7 +475,7 @@ pub fn derive_variable_word(input: TokenStream) -> TokenStream { if value > ::MASK { Err("Value is too large for the word size") } else { - Ok(Self(value)) + Ok(Self(value as #field_type)) } } } @@ -396,7 +484,7 @@ pub fn derive_variable_word(input: TokenStream) -> TokenStream { #[inline] #[must_use] fn from(value: u8) -> Self { - Self(value as u64) + Self(value as #field_type) } } @@ -404,7 +492,7 @@ pub fn derive_variable_word(input: TokenStream) -> TokenStream { #[inline] #[must_use] fn from(value: u16) -> Self { - Self(value as u64) + Self(value as #field_type) } } @@ -412,7 +500,7 @@ pub fn derive_variable_word(input: TokenStream) -> TokenStream { #[inline] #[must_use] fn from(value: u32) -> Self { - Self(value as u64) + Self(value as #field_type) } } @@ -420,7 +508,7 @@ pub fn derive_variable_word(input: TokenStream) -> TokenStream { #[inline] #[must_use] fn into(self) -> u64 { - self.0 + self.0 as u64 } } @@ -430,7 +518,7 @@ pub fn derive_variable_word(input: TokenStream) -> TokenStream { #[inline] #[must_use] fn try_into(self) -> Result { - if self.0 > u8::MAX as u64 { + if self.0 > u8::MAX as #field_type { Err("Value is too large for u8") } else { Ok(self.0 as u8) @@ -444,7 +532,7 @@ pub fn derive_variable_word(input: TokenStream) -> TokenStream { #[inline] #[must_use] fn try_into(self) -> Result { - if self.0 > u16::MAX as u64 { + if self.0 > u16::MAX as #field_type { Err("Value is too large for u16") } else { Ok(self.0 as u16) @@ -452,20 +540,6 @@ pub fn derive_variable_word(input: TokenStream) -> TokenStream { } } - impl TryInto for #name { - type Error = &'static str; - - #[inline] - #[must_use] - fn try_into(self) -> Result { - if self.0 > u32::MAX as u64 { - Err("Value is too large for u32") - } else { - Ok(self.0 as u32) - } - } - } - #[cfg(feature = "std")] impl crate::prelude::Named for #name { #[inline] @@ -479,3 +553,266 @@ pub fn derive_variable_word(input: TokenStream) -> TokenStream { // Return the generated impl TokenStream::from(expanded) } + +#[proc_macro_attribute] +pub fn test_variable_words(_attr: TokenStream, item: TokenStream) -> TokenStream { + // Parse the input token stream (the function we're deriving for) + let input = parse_macro_input!(item as ItemFn); + + // Extract the function name + let fn_name = &input.sig.ident; + + // Define a list of generics we want to cover + let mut generics = vec![ + Ident::new("u8", fn_name.span()), + Ident::new("u16", fn_name.span()), + Ident::new("u24", fn_name.span()), + Ident::new("u32", fn_name.span()), + Ident::new("u40", fn_name.span()), + Ident::new("u48", fn_name.span()), + Ident::new("u56", fn_name.span()), + Ident::new("u64", fn_name.span()), + ]; + + // We add the Bits{i} for the range 1-8 + for i in 1..=8 { + generics.push(Ident::new(&format!("Bits{}", i), fn_name.span())); + } + + // Generate the test functions + let test_functions = generics.iter().map(|generic| { + let test_fn_name = Ident::new( + &format!("{}_{}", fn_name, generic).to_lowercase(), + fn_name.span(), + ); + quote! { + #[test] + /// Test the #generic type + fn #test_fn_name() { + #fn_name::<#generic>(); + } + } + }); + + // Generate the final token stream + let expanded = quote! { + #input + + #(#test_functions)* + }; + + // Convert the expanded code into a token stream + TokenStream::from(expanded) +} + +#[proc_macro_attribute] +pub fn test_array(_attr: TokenStream, item: TokenStream) -> TokenStream { + // Parse the input token stream (the function we're deriving for) + let input = parse_macro_input!(item as ItemFn); + + // Extract the function name + let fn_name = &input.sig.ident; + + // Define a list of generics we want to cover + let mut generics = vec![ + Ident::new("u8", fn_name.span()), + Ident::new("u16", fn_name.span()), + Ident::new("u24", fn_name.span()), + Ident::new("u32", fn_name.span()), + Ident::new("u40", fn_name.span()), + Ident::new("u48", fn_name.span()), + Ident::new("u56", fn_name.span()), + Ident::new("u64", fn_name.span()), + ]; + + // We add the Bits{i} for the range 1-8 + for i in 1..=8 { + generics.push(Ident::new(&format!("Bits{}", i), fn_name.span())); + } + + // Generate the test functions + let test_functions = generics.iter().flat_map(|generic| { + [true, false].into_iter().flat_map(move |packed| { + [0_usize, 1_usize, 2_usize, 3_usize, 4_usize, 5_usize, 6_usize, 7_usize, 8_usize] + .into_iter() + .map(move |number_of_words| { + let packed_name = if packed { "packed_" } else { "" }; + + let test_fn_name = Ident::new( + &format!("{}_{}_{}{}", fn_name, generic, packed_name, number_of_words) + .to_lowercase(), + fn_name.span(), + ); + quote! { + #[test] + /// Test the #generic type + fn #test_fn_name() { + const NUMBER_OF_WORDS: usize = Array::<#number_of_words, #packed, #generic>::number_of_values() as usize; + let mut reference = [<<#generic as VariableWord>::Word as Zero>::ZERO; NUMBER_OF_WORDS]; + for (value, element) in iter_random_values::<#generic>(NUMBER_OF_WORDS as u64, None, None).zip(reference.iter_mut()) { + *element = value; + } + #fn_name::(reference); + } + } + }) + }) + }); + + // Generate the final token stream + let expanded = quote! { + #input + + #(#test_functions)* + }; + + // Convert the expanded code into a token stream + TokenStream::from(expanded) +} + +#[proc_macro_attribute] +pub fn test_all_precisions_and_bits(_attr: TokenStream, item: TokenStream) -> TokenStream { + // Parse the input token stream (the function we're deriving for) + let input = parse_macro_input!(item as ItemFn); + + // Extract the function name + let fn_name = &input.sig.ident; + + // Define a list of generics we want to cover + let precisions = (4..=18) + .map(|precision| Ident::new(&format!("Precision{}", precision), fn_name.span())) + .collect::>(); + let bits = (4..=6) + .map(|bits| Ident::new(&format!("Bits{}", bits), fn_name.span())) + .collect::>(); + + // Generate the test functions + let test_functions = precisions.iter().enumerate().flat_map(|(i, precision)| { + let precision_exponent = i + 4; + (bits).iter().flat_map(move |bit| { + let test_fn_name = Ident::new( + &format!( + "{fn_name}_{precision}_{bit}", + ) + .to_lowercase(), + fn_name.span(), + ); + + // For each precision, we need to check whether the feature precision_{exponent} is enabled + let precision_flag = format!("precision_{precision_exponent}"); + let feature_constraints = + vec![quote! { #[cfg(feature = #precision_flag)] }]; + + quote! { + #[test] + #(#feature_constraints)* + fn #test_fn_name() { + #fn_name::<#precision, #bit>(); + } + } + }) + }); + + // Generate the final token stream + let expanded = quote! { + #input + + #(#test_functions)* + }; + + // Convert the expanded code into a token stream + TokenStream::from(expanded) +} + + +#[proc_macro_attribute] +pub fn test_estimator(_attr: TokenStream, item: TokenStream) -> TokenStream { + // Parse the input token stream (the function we're deriving for) + let input = parse_macro_input!(item as ItemFn); + + // Extract the function name + let fn_name = &input.sig.ident; + + // Define a list of generics we want to cover + let precisions = (4..=18) + .map(|precision| Ident::new(&format!("Precision{}", precision), fn_name.span())) + .collect::>(); + let bits = (4..=6) + .map(|bits| Ident::new(&format!("Bits{}", bits), fn_name.span())) + .collect::>(); + let hashers = vec![ + Ident::new("XxHash", fn_name.span()), + Ident::new("WyHash", fn_name.span()), + ]; + + // Generate the test functions + let test_functions = precisions.iter().enumerate().flat_map(|(i, precision)| { + let precision_exponent = i + 4; + let hashers = hashers.clone(); + (bits).iter().flat_map(move |bit| { + let hashers = hashers.clone(); + hashers.into_iter().flat_map(move |hasher| { + [true, false].into_iter().map(move |packed| { + let packed_name = if packed { "packed_" } else { "" }; + + let test_fn_name = Ident::new( + &format!( + "{}_{}_{}{}_{}", + fn_name, precision, packed_name, bit, hasher + ) + .to_lowercase(), + fn_name.span(), + ); + + // For each precision, we need to check whether the feature precision_{exponent} is enabled + let precision_flag = format!("precision_{precision_exponent}"); + let mut feature_constraints = + vec![quote! { #[cfg(feature = #precision_flag)] }]; + + // If in the name of the function there appears the word MLE, we add the feature mle + if fn_name.to_string().contains("mle") { + feature_constraints.push(quote! { #[cfg(feature = "mle")] }); + } + + // If in the name of the function there appears the word plusplus, we add the feature plusplus + if fn_name.to_string().contains("plusplus") { + feature_constraints.push(quote! { #[cfg(feature = "plusplus")] }); + } + + // If in the name of the function there appears the word beta, we add the feature beta + if fn_name.to_string().contains("beta") { + feature_constraints.push(quote! { #[cfg(feature = "beta")] }); + } + + if packed { + quote! { + #[test] + #(#feature_constraints)* + fn #test_fn_name() { + #fn_name::<#precision, #bit, <#precision as ArrayRegister<#bit>>::Packed, #hasher>(); + } + } + } else { + quote! { + #[test] + #(#feature_constraints)* + fn #test_fn_name() { + #fn_name::<#precision, #bit, <#precision as ArrayRegister<#bit>>::Array, #hasher>(); + } + } + } + }) + }) + }) + }); + + // Generate the final token stream + let expanded = quote! { + #input + + #(#test_functions)* + }; + + // Convert the expanded code into a token stream + TokenStream::from(expanded) +} diff --git a/src/basicloglog.rs b/src/basicloglog.rs index c50f575..3137f02 100644 --- a/src/basicloglog.rs +++ b/src/basicloglog.rs @@ -79,7 +79,7 @@ impl, Hasher: HasherType> BasicLogLog< ) -> bool { // Count leading zeros. debug_assert!( - new_register_value < 1 << B::NUMBER_OF_BITS, + new_register_value <= u8::try_from(B::MASK).unwrap(), "Register value is too large." ); debug_assert!( @@ -359,7 +359,7 @@ impl> SetPropertie // is equal to 2^(exponent - max_multiplicity). self.harmonic_sum <= f64::integer_exp2_minus_signed( - i8::try_from(maximal_multeplicity(P::EXPONENT, B::NUMBER_OF_BITS)).unwrap() + i8::try_from(1 << B::NUMBER_OF_BITS).unwrap() - i8::try_from(P::EXPONENT).unwrap() - 1, ) diff --git a/src/estimator.rs b/src/estimator.rs index 261b84d..8480b20 100644 --- a/src/estimator.rs +++ b/src/estimator.rs @@ -44,17 +44,33 @@ pub trait Estimator: Sized + Send + Sync { fn estimate_cardinality(&self) -> F; /// Returns an estimate of two [`HyperLogLog`] counters union cardinality. - fn estimate_union_cardinality(&self, other: &Self) -> F; + fn estimate_union_cardinality_with_cardinalities( + &self, + other: &Self, + self_cardinality: F, + other_cardinality: F, + ) -> F; + + /// Returns an estimate of two [`HyperLogLog`] counters union cardinality. + fn estimate_union_cardinality(&self, other: &Self) -> F { + self.estimate_union_cardinality_with_cardinalities( + other, + self.estimate_cardinality(), + other.estimate_cardinality(), + ) + } /// Returns whether the union estimate is currently non-deterministic. - fn is_union_estimate_non_deterministic(&self, other: &Self) -> bool; + fn is_union_estimate_non_deterministic(&self, _: &Self) -> bool { + false + } #[inline] /// Returns an estimate of the intersection cardinality between two counters. fn estimate_intersection_cardinality(&self, other: &Self) -> F { let self_cardinality = self.estimate_cardinality(); let other_cardinality = other.estimate_cardinality(); - let union_cardinality = self.estimate_union_cardinality(other); + let union_cardinality = self.estimate_union_cardinality_with_cardinalities(other, self_cardinality, other_cardinality); // We apply correction to the union cardinality to get the intersection cardinality. if self_cardinality + other_cardinality < union_cardinality { @@ -69,7 +85,7 @@ pub trait Estimator: Sized + Send + Sync { fn estimate_jaccard_index(&self, other: &Self) -> F { let self_cardinality = self.estimate_cardinality(); let other_cardinality = other.estimate_cardinality(); - let union_cardinality = self.estimate_union_cardinality(other); + let union_cardinality = self.estimate_union_cardinality_with_cardinalities(other, self_cardinality, other_cardinality); // We apply correction to the union cardinality to get the intersection cardinality. if self_cardinality + other_cardinality < union_cardinality || union_cardinality.is_zero() { diff --git a/src/hashset.rs b/src/hashset.rs index 5f71f8c..fb3faea 100644 --- a/src/hashset.rs +++ b/src/hashset.rs @@ -25,7 +25,7 @@ where reason = "This is an adapter trait for tests." )] #[expect(clippy::as_conversions, reason = "There are no better options.")] - fn estimate_union_cardinality(&self, other: &Self) -> f64 { + fn estimate_union_cardinality_with_cardinalities(&self, other: &Self, _: f64, _: f64) -> f64 { self.union(other).count() as f64 } @@ -38,11 +38,6 @@ where fn estimate_cardinality(&self) -> f64 { self.len() as f64 } - - #[inline] - fn is_union_estimate_non_deterministic(&self, _other: &Self) -> bool { - false - } } impl Estimator for HashSet @@ -50,7 +45,12 @@ where I: Eq + Hash + Send + Sync, { #[inline] - fn estimate_union_cardinality(&self, other: &Self) -> usize { + fn estimate_union_cardinality_with_cardinalities( + &self, + other: &Self, + _: usize, + _: usize, + ) -> usize { self.union(other).count() } @@ -58,11 +58,6 @@ where fn estimate_cardinality(&self) -> usize { self.len() } - - #[inline] - fn is_union_estimate_non_deterministic(&self, _other: &Self) -> bool { - false - } } impl SetProperties for HashSet { diff --git a/src/hybrid.rs b/src/hybrid.rs index e320e1b..c6f23d5 100644 --- a/src/hybrid.rs +++ b/src/hybrid.rs @@ -10,7 +10,7 @@ use core::marker::PhantomData; #[cfg_attr(feature = "serde", derive(serde::Serialize, serde::Deserialize))] /// A struct representing the hybrid for approximate set cardinality estimation, /// where the hash values are kept explicit up until they fit into the registers. -pub struct Hybrid { +pub struct Hybrid { /// The inner counter. inner: H, /// The type of the composite hash to employ. @@ -102,7 +102,9 @@ impl, CH> PartialEq for Hybrid { impl Eq for Hybrid {} -impl, CH: CompositeHash> SetProperties for Hybrid { +impl, CH: CompositeHash> SetProperties + for Hybrid +{ #[inline] fn is_empty(&self) -> bool { if self.is_hybrid() { @@ -122,7 +124,11 @@ impl, CH: CompositeHash> SetProp } } -impl + Hybridazable, CH: CompositeHash> ApproximatedSet for Hybrid where CH: { +impl + Hybridazable, CH: CompositeHash> + ApproximatedSet for Hybrid +where + CH:, +{ #[inline] fn may_contain(&self, element: &T) -> bool { if self.is_hybrid() { @@ -140,8 +146,11 @@ impl, CH: CompositeHash> MutableSet } } -impl + Hybridazable, CH: CompositeHash> ExtendableApproximatedSet - for Hybrid +impl< + T: Hash, + H: ExtendableApproximatedSet + Hybridazable, + CH: CompositeHash, + > ExtendableApproximatedSet for Hybrid { #[inline] fn insert(&mut self, element: &T) -> bool { @@ -166,48 +175,37 @@ impl + Hybridazable, CH: CompositeH /// of the two sets is at most the sum of the number of unique values in each set, /// so at most 2**16 unique values. We can thus use a u32 to represent the number /// of unique values. -fn unique_values_from_sorted_iterators, J: Iterator>( +pub fn unique_count_from_sorted_iterators, J: ExactSizeIterator>( mut left: I, mut right: J, ) -> u32 { - let mut count = u32::ZERO; + let mut intersection = u32::ZERO; + let left_length = left.len() as u32; + let right_length = right.len() as u32; let mut maybe_left_value = left.next(); let mut maybe_right_value = right.next(); - while let Some(ord) = maybe_left_value.as_ref().and_then(|left_value| { - maybe_right_value - .as_ref() - .map(|right_value| left_value.cmp(right_value)) - }) { - count += u32::ONE; - match ord { - Ordering::Less => { - maybe_left_value = left.next(); - } - Ordering::Greater => { - maybe_right_value = right.next(); - } - Ordering::Equal => { - maybe_left_value = left.next(); - maybe_right_value = right.next(); - } - } - } + while let (Some(left_value), Some(right_value)) = + (maybe_left_value.as_ref(), maybe_right_value.as_ref()) + { + let cmp = left_value.cmp(right_value); - if maybe_left_value.is_some() { - count += u32::ONE; - } + intersection += u32::from(cmp == Ordering::Equal); - if maybe_right_value.is_some() { - count += u32::ONE; + if cmp == Ordering::Equal || cmp == Ordering::Less { + maybe_left_value = left.next(); + } + if cmp == Ordering::Equal || cmp == Ordering::Greater { + maybe_right_value = right.next(); + } } - count + u32::try_from(left.count()).unwrap() + u32::try_from(right.count()).unwrap() + left_length + right_length - intersection } /// Trait for a struct that can be used in the hybrid approach. pub trait Hybridazable>: Default { /// The type of the iterator over the sorted hashes. - type IterSortedHashes<'words>: Iterator + type IterSortedHashes<'words>: ExactSizeIterator where CH: 'words, Self: 'words; @@ -253,7 +251,8 @@ impl Named for Hybrid { } } -impl + Hybridazable + Default, CH: CompositeHash> Estimator for Hybrid +impl + Hybridazable + Default, CH: CompositeHash> + Estimator for Hybrid where Hybrid: Default, { @@ -277,13 +276,18 @@ where } #[inline] - fn estimate_union_cardinality(&self, other: &Self) -> f64 { + fn estimate_union_cardinality_with_cardinalities( + &self, + other: &Self, + self_cardinality: f64, + other_cardinality: f64, + ) -> f64 { match (self.is_hybrid(), other.is_hybrid()) { (true, true) => { // In the case where both counters are in hybrid mode, we can // simply iterate on the two sorted hash arrays and determine the number // of unique hashes. - f64::from(unique_values_from_sorted_iterators( + f64::from(unique_count_from_sorted_iterators( self.iter_sorted_hashes(), other.iter_sorted_hashes(), )) @@ -291,10 +295,22 @@ where (true, false) => { let mut copy = self.clone(); copy.dehybridize(); - copy.estimate_union_cardinality(other) + copy.estimate_union_cardinality_with_cardinalities( + other, + self_cardinality, + other_cardinality, + ) } - (false, true) => other.estimate_union_cardinality(self), - (false, false) => self.inner.estimate_union_cardinality(&other.inner), + (false, true) => other.estimate_union_cardinality_with_cardinalities( + self, + self_cardinality, + other_cardinality, + ), + (false, false) => self.inner.estimate_union_cardinality_with_cardinalities( + &other.inner, + self_cardinality, + other_cardinality, + ), } } } @@ -305,20 +321,22 @@ mod tests { use super::*; #[test] - fn test_unique_values_from_sorted_iterators() { + fn test_unique_count_from_sorted_iterators() { let number_of_iterations = 10; let mut random_state = splitmix64(3456789456776543); for _ in 0..number_of_iterations { random_state = splitmix64(random_state); - let mut left = iter_random_values(1000, None, random_state).collect::>(); + let mut left = iter_var_len_random_values::(0, 1000, None, Some(random_state)) + .collect::>(); left.sort(); random_state = splitmix64(random_state); - let mut right = iter_random_values(1000, None, random_state).collect::>(); + let mut right = iter_var_len_random_values::(0, 1000, None, Some(random_state)) + .collect::>(); right.sort(); let unique_values = - unique_values_from_sorted_iterators(left.iter().cloned(), right.iter().cloned()); + unique_count_from_sorted_iterators(left.iter().cloned(), right.iter().cloned()); let unique_values_set = u32::try_from( left.iter() .chain(right.iter()) @@ -354,7 +372,7 @@ mod tests { let mut exact_set = std::collections::HashSet::new(); let mut random_state = splitmix64(3456789456776543); - for element in iter_random_values(1000, None, random_state) { + for element in iter_var_len_random_values::(0, 1000, None, Some(random_state)) { random_state = splitmix64(random_state); hybrid.insert(&element); exact_set.insert(element); diff --git a/src/hyperloglog.rs b/src/hyperloglog.rs index 45114d5..b819c08 100644 --- a/src/hyperloglog.rs +++ b/src/hyperloglog.rs @@ -120,13 +120,13 @@ pub trait HyperLogLog: // than the maximal value that may be represented in a register // with BITS bits. if B::NUMBER_OF_BITS < 6_u8 { - censored_hash |= 1 << (64_u8 - ((u8::ONE << B::NUMBER_OF_BITS) - u8::ONE)); + censored_hash |= 1_u64 << 64_u64 - B::MASK; } let register_value = u8::try_from(censored_hash.leading_zeros() + 1).unwrap(); debug_assert!( - register_value <= (1 << B::NUMBER_OF_BITS) - 1, + register_value <= u8::try_from(B::MASK).unwrap(), "The register value {} must be less than or equal to the maximum register value {}.", register_value, (1 << B::NUMBER_OF_BITS) - 1 diff --git a/src/lib.rs b/src/lib.rs index 13bd9ea..857c93d 100644 --- a/src/lib.rs +++ b/src/lib.rs @@ -8,7 +8,7 @@ mod basicloglog; mod bits; mod estimator; -mod hybrid; +pub mod hybrid; mod hyperloglog; mod hyperloglog_macro; #[cfg(feature = "beta")] diff --git a/src/loglogbeta.rs b/src/loglogbeta.rs index 535ca95..92005b9 100644 --- a/src/loglogbeta.rs +++ b/src/loglogbeta.rs @@ -65,78 +65,20 @@ where } #[inline] - fn estimate_union_cardinality(&self, other: &Self) -> f64 { + fn estimate_union_cardinality_with_cardinalities( + &self, + other: &Self, + self_cardinality: f64, + other_cardinality: f64, + ) -> f64 { let (harmonic_sum, number_of_zero_registers) = self .registers() .get_harmonic_sum_and_zeros(other.registers()); correct_union_estimate( - P::beta_estimate(self.harmonic_sum(), self.get_number_of_zero_registers()), - P::beta_estimate(other.harmonic_sum(), other.get_number_of_zero_registers()), + self_cardinality, + other_cardinality, P::beta_estimate(harmonic_sum, number_of_zero_registers), ) } - - #[inline] - fn is_union_estimate_non_deterministic(&self, _other: &Self) -> bool { - false - } -} - -#[cfg(test)] -mod tests { - use super::*; - - #[test] - #[cfg(feature = "precision_5")] - fn test_estimate_cardinality() { - let mut hll = LogLogBeta::< - Precision5, - Bits6, - >::Array, - >::default(); - hll.extend(&[1, 2, 3, 4, 5, 6, 7, 8, 9, 10]); - let estimate: f64 = hll.estimate_cardinality(); - assert!(estimate > 10.0 * (1.0 - Precision5::error_rate())); - assert!(estimate < 10.0 * (1.0 + Precision5::error_rate())); - } - - #[test] - #[cfg(feature = "precision_5")] - /// In this test we verify that the output of the `estimate_union_cardinality` method always - /// yields the same result as the `estimate_cardinality` run on the bitor of the two sets. - fn test_union_bitor() { - let iterations = 10; - let mut random_state = splitmix64(6545345645876_u64); - - let mut hll1 = LogLogBeta::< - Precision5, - Bits6, - >::Array, - >::default(); - let mut hll2 = LogLogBeta::< - Precision5, - Bits6, - >::Array, - >::default(); - - for _ in 0..iterations { - random_state = splitmix64(random_state); - for (i, value) in iter_random_values(100_000, None, random_state).enumerate() { - if i % 2 == 0 { - hll1.insert(&value); - } else { - hll2.insert(&value); - } - - let union_estimate: f64 = hll1.estimate_union_cardinality(&hll2); - let union_inverted_estimate: f64 = hll2.estimate_union_cardinality(&hll1); - let bitor_estimate: f64 = (hll1 | hll2).estimate_cardinality(); - let bitor_inverted_estimate: f64 = (hll2 | hll1).estimate_cardinality(); - - assert_eq!(bitor_inverted_estimate, bitor_estimate); - assert_eq!(union_estimate, union_inverted_estimate); - } - } - } } diff --git a/src/mle.rs b/src/mle.rs index ed85ea8..937d6b1 100644 --- a/src/mle.rs +++ b/src/mle.rs @@ -46,18 +46,15 @@ fn mle_union_cardinality< >( left: &H, right: &H, + left_cardinality: f64, + right_cardinality: f64, estimate: fn(f64, P::NumberOfRegisters) -> f64, ) -> f64 { - let mut left_multiplicities_larger = - vec![f64::ZERO; usize::from(maximal_multeplicity(P::EXPONENT, B::NUMBER_OF_BITS))]; - let mut left_multiplicities_smaller = - vec![f64::ZERO; usize::from(maximal_multeplicity(P::EXPONENT, B::NUMBER_OF_BITS))]; - let mut right_multiplicities_larger = - vec![f64::ZERO; usize::from(maximal_multeplicity(P::EXPONENT, B::NUMBER_OF_BITS))]; - let mut right_multiplicities_smaller = - vec![f64::ZERO; usize::from(maximal_multeplicity(P::EXPONENT, B::NUMBER_OF_BITS))]; - let mut joint_multiplicities = - vec![f64::ZERO; usize::from(maximal_multeplicity(P::EXPONENT, B::NUMBER_OF_BITS))]; + let mut left_multiplicities_larger = vec![f64::ZERO; 1 << B::NUMBER_OF_BITS]; + let mut left_multiplicities_smaller = vec![f64::ZERO; 1 << B::NUMBER_OF_BITS]; + let mut right_multiplicities_larger = vec![f64::ZERO; 1 << B::NUMBER_OF_BITS]; + let mut right_multiplicities_smaller = vec![f64::ZERO; 1 << B::NUMBER_OF_BITS]; + let mut joint_multiplicities = vec![f64::ZERO; 1 << B::NUMBER_OF_BITS]; let mut union_harmonic_sum = f64::ZERO; let mut union_zeros = P::NumberOfRegisters::ZERO; @@ -86,10 +83,7 @@ fn mle_union_cardinality< } // We get the best estimates from HyperLogLog++ - let union_cardinality_estimate = estimate(union_harmonic_sum, union_zeros); - - let left_cardinality_estimate = left.estimate_cardinality(); - let right_cardinality_estimate = right.estimate_cardinality(); + let union_cardinality = estimate(union_harmonic_sum, union_zeros); // If the sum of the number of registers equal to zero, i.e. // the first value in the multiplicities vectors, is equal @@ -99,15 +93,12 @@ fn mle_union_cardinality< return f64::ZERO; } - let intersection: f64 = (left_cardinality_estimate + right_cardinality_estimate - - union_cardinality_estimate) - .max(f64::EPSILON); + let intersection: f64 = + (left_cardinality + right_cardinality - union_cardinality).max(f64::EPSILON); - let left_difference: f64 = - (union_cardinality_estimate - right_cardinality_estimate).max(f64::EPSILON); + let left_difference: f64 = (union_cardinality - right_cardinality).max(f64::EPSILON); - let right_difference: f64 = - (union_cardinality_estimate - left_cardinality_estimate).max(f64::EPSILON); + let right_difference: f64 = (union_cardinality - left_cardinality).max(f64::EPSILON); let relative_error_limit = 10.0_f64.powi(-ERROR) / f64::integer_exp2(P::EXPONENT).sqrt(); @@ -121,7 +112,7 @@ fn mle_union_cardinality< }; // We precompute q and q+1 for reference. - let q_plus_one: u8 = maximal_multeplicity(P::EXPONENT, B::NUMBER_OF_BITS) - 1; + let q_plus_one: u8 = (1 << B::NUMBER_OF_BITS) - 1; let q: u8 = q_plus_one - 1; // We initialize the vectors for the Adam optimizer. @@ -302,10 +293,17 @@ where } #[inline] - fn estimate_union_cardinality(&self, other: &Self) -> f64 { + fn estimate_union_cardinality_with_cardinalities( + &self, + other: &Self, + self_cardinality: f64, + other_cardinality: f64, + ) -> f64 { mle_union_cardinality::, ERROR>( &self.counter, &other.counter, + self_cardinality, + other_cardinality, P::beta_estimate, ) } @@ -327,10 +325,17 @@ where } #[inline] - fn estimate_union_cardinality(&self, other: &Self) -> f64 { + fn estimate_union_cardinality_with_cardinalities( + &self, + other: &Self, + self_cardinality: f64, + other_cardinality: f64, + ) -> f64 { mle_union_cardinality::, ERROR>( &self.counter, &other.counter, + self_cardinality, + other_cardinality, P::plusplus_estimate, ) } diff --git a/src/plusplus.rs b/src/plusplus.rs index 0590d36..7d36138 100644 --- a/src/plusplus.rs +++ b/src/plusplus.rs @@ -66,81 +66,15 @@ where } #[inline] - fn estimate_union_cardinality(&self, other: &Self) -> f64 { + fn estimate_union_cardinality_with_cardinalities(&self, other: &Self, self_cardinality: f64, other_cardinality: f64) -> f64 { let (harmonic_sum, number_of_zero_registers) = self .registers() .get_harmonic_sum_and_zeros(other.registers()); correct_union_estimate( - P::plusplus_estimate(self.harmonic_sum(), self.get_number_of_zero_registers()), - P::plusplus_estimate(other.harmonic_sum(), other.get_number_of_zero_registers()), + self_cardinality, + other_cardinality, P::plusplus_estimate(harmonic_sum, number_of_zero_registers), ) } - - #[inline] - fn is_union_estimate_non_deterministic(&self, _other: &Self) -> bool { - false - } -} - -#[cfg(test)] -mod tests { - use super::*; - - #[test] - #[cfg(feature = "precision_5")] - fn test_estimate_cardinality() { - let mut hll = PlusPlus::< - Precision5, - Bits6, - >::Array, - twox_hash::XxHash64, - >::default(); - hll.extend(&[1, 2, 3, 4, 5, 6, 7, 8, 9, 10]); - let estimate: f64 = hll.estimate_cardinality(); - assert!(estimate > 10.0 * (1.0 - Precision5::error_rate())); - assert!(estimate < 10.0 * (1.0 + Precision5::error_rate())); - } - - #[test] - #[cfg(feature = "precision_5")] - /// In this test we verify that the output of the `estimate_union_cardinality` method always - /// yields the same result as the `estimate_cardinality` run on the bitor of the two sets. - fn test_union_bitor() { - let iterations = 10; - let mut random_state = splitmix64(6545345645876_u64); - - let mut hll1 = PlusPlus::< - Precision5, - Bits6, - >::Array, - twox_hash::XxHash64, - >::default(); - let mut hll2 = PlusPlus::< - Precision5, - Bits6, - >::Array, - twox_hash::XxHash64, - >::default(); - - for _ in 0..iterations { - random_state = splitmix64(random_state); - for (i, value) in iter_random_values(100_000, None, random_state).enumerate() { - if i % 2 == 0 { - hll1.insert(&value); - } else { - hll2.insert(&value); - } - - let union_estimate: f64 = hll1.estimate_union_cardinality(&hll2); - let union_inverted_estimate: f64 = hll2.estimate_union_cardinality(&hll1); - let bitor_estimate: f64 = (hll1 | hll2).estimate_cardinality(); - let bitor_inverted_estimate: f64 = (hll2 | hll1).estimate_cardinality(); - - assert_eq!(bitor_inverted_estimate, bitor_estimate); - assert_eq!(union_estimate, union_inverted_estimate); - } - } - } } diff --git a/src/precisions.rs b/src/precisions.rs index 6a80b6d..ff7bd04 100644 --- a/src/precisions.rs +++ b/src/precisions.rs @@ -9,7 +9,7 @@ use core::{f64, fmt::Debug}; #[cfg(feature = "mem_dbg")] use mem_dbg::{MemDbg, MemSize}; -use crate::utils::{FloatOps, Number, One, PositiveInteger}; +use crate::utils::{FloatOps, Number, One, PositiveInteger, VariableWord}; #[cfg(feature = "plusplus")] use crate::utils::Two; @@ -110,10 +110,10 @@ pub trait Precision: Default + Copy + Eq + Debug + Send + Sync { /// when counting the number of zeros, as it will be corrected when computing /// the cardinality as it is known before hand whether this can happen at all. #[cfg(feature = "mem_dbg")] - type NumberOfRegisters: PositiveInteger + MemSize + MemDbg; + type NumberOfRegisters: PositiveInteger + VariableWord::NumberOfRegisters> + MemSize + MemDbg; #[cfg(not(feature = "mem_dbg"))] /// Se documentation above. - type NumberOfRegisters: PositiveInteger; + type NumberOfRegisters: PositiveInteger + VariableWord::NumberOfRegisters>; /// The exponent of the number of registers, meaning the number of registers /// that will be used is 2^EXPONENT. This is the p parameter in the [`HyperLogLog`]. const EXPONENT: u8; @@ -299,28 +299,6 @@ mod tests { fn []() { test_error_rate_simmetry::<[]>(); } - - #[test] - #[cfg(feature = "precision_" $exponent)] - fn []() { - // The smallest possible harmonic sum is determined by - // the number of registers, which is 2^EXPONENT, times - // the reciprocal of two to the the largest register value: - // 2^EXPONENT * 2^(-BITS) = 2^(EXPONENT - BITS). - // In this test, we check that the harmonic sum is able to - // store accurately the value 2^(EXPONENT - BITS). - for number_of_bits in [1, 2, 3, 4, 5, 6 , 7 , 8] { - let harmonic_sum = 2f64.powi([]::EXPONENT as i32 - number_of_bits); - let harmonic_sum_plus_one = 2f64.powi([]::EXPONENT as i32 - number_of_bits) + 1.0; - let harmonic_sum_minus_one = harmonic_sum_plus_one - 1.0; - assert_eq!(harmonic_sum, harmonic_sum_minus_one); - - let harmonic_sum = 2f32.powi([]::EXPONENT as i32 - number_of_bits); - let harmonic_sum_plus_one = 2f32.powi([]::EXPONENT as i32 - number_of_bits) + 1.0; - let harmonic_sum_minus_one = harmonic_sum_plus_one - 1.0; - assert_eq!(harmonic_sum, harmonic_sum_minus_one); - } - } } )* }; diff --git a/src/registers.rs b/src/registers.rs index ea8588a..079786c 100644 --- a/src/registers.rs +++ b/src/registers.rs @@ -69,263 +69,3 @@ pub trait Registers: /// Clears the registers to zero. fn clear_registers(&mut self); } - -#[cfg(test)] -#[cfg(feature = "std")] -mod tests { - use super::*; - - fn test_register_iterator>() { - let mut registers = R::default(); - let collected_values = registers.iter_registers().collect::>(); - assert_eq!( - P::NumberOfRegisters::try_from_u64(collected_values.len() as u64).unwrap(), - P::NUMBER_OF_REGISTERS - ); - // All the values should be zeroed. - assert!(collected_values.iter().all(|&value| value == 0)); - // We check that each collected value is identical to what we obtain using the get method. - assert!(collected_values - .iter() - .enumerate() - .all(|(index, &value)| value - == registers - .get_register(P::NumberOfRegisters::try_from_u64(index as u64).unwrap()))); - - // We check that, given all registers are currently zeroed, when we set them to the maximum value - // we get always returned a value and that value is equal to zero. - for index in 0_u64..P::NUMBER_OF_REGISTERS.into() { - let index = P::NumberOfRegisters::try_from_u64(index).unwrap(); - let max_value = u8::try_from(>::LOWER_REGISTER_MASK).unwrap(); - let old_value = registers.set_greater(index, max_value); - assert_eq!(old_value, (0, max_value)); - // If we try to do it again, we should receive the new value - let old_value = registers.set_greater(index, max_value); - assert_eq!(old_value, (max_value, max_value)); - } - } - - fn test_registers_self_consistency, B: Bits>() { - let iterations = 50; - let mut random_state = splitmix64(324564567865354); - let mut index_random_state = splitmix64(324566754567865354); - let mut packed_registers =

>::Packed::default(); - let mut array_registers =

>::Array::default(); - let mut reference = vec![0_u8; 1 << P::EXPONENT]; - - let maximal_register_value = >::LOWER_REGISTER_MASK; - - // We check that the arrays are full of zeros. - assert!(packed_registers.iter_registers().all(|value| value == 0)); - assert!(array_registers.iter_registers().all(|value| value == 0)); - - // We check that if we call get_register on all index we get zeros. - for index in 0..(1 << P::EXPONENT) { - let index = P::NumberOfRegisters::try_from_u64(index).unwrap(); - assert_eq!(packed_registers.get_register(index), 0); - assert_eq!(array_registers.get_register(index), 0); - } - - for i in 0..iterations { - random_state = splitmix64(random_state); - index_random_state = splitmix64(index_random_state); - - for (j, (index, value)) in - iter_random_values(1_000_000, Some(1 << P::EXPONENT), random_state) - .zip(iter_random_values( - 1_000_000, - Some(maximal_register_value.into()), - random_state, - )) - .enumerate() - { - let index_usize = index as usize; - let index: P::NumberOfRegisters = - P::NumberOfRegisters::try_from_u64(index).unwrap(); - let value: u8 = u8::try_from(value).unwrap(); - - // We expect that the values at index are the same in both packed and array registers. - assert_eq!( - packed_registers.get_register(index), - array_registers.get_register(index), - "Registers are dis-aligned at index {}, at inner iteration {} and outer iteration {}. Expected value {}.", - index, j, i, reference[index_usize] - ); - - // We retrieve the values immediately before and after the change and we verify that they - // have not been changed. - let prev_value_packed = (index_usize > 0) - .then(|| packed_registers.get_register(index - P::NumberOfRegisters::ONE)); - let next_value_packed = (index_usize < (1 << P::EXPONENT)) - .then(|| packed_registers.get_register(index + P::NumberOfRegisters::ONE)); - - let prev_value_array = (index_usize > 0) - .then(|| array_registers.get_register(index - P::NumberOfRegisters::ONE)); - let next_value_array = (index_usize < (1 << P::EXPONENT)) - .then(|| array_registers.get_register(index + P::NumberOfRegisters::ONE)); - - // We set the values in all of the registers, and we check that the values are consistent. - let old_value_packed = packed_registers.set_greater(index, value); - let old_value_array = array_registers.set_greater(index, value); - reference[index_usize] = reference[index_usize].max(value); - - assert_eq!( - old_value_packed, old_value_array, - "Failed while trying to set index {} with value {}.", - index, value - ); - - // Then, we check that the before and after values have not been changed. - if let Some(old_value) = prev_value_array { - assert_eq!( - old_value, - array_registers.get_register(index - P::NumberOfRegisters::ONE), - "Failed while trying to set index {} with value {} - Reference value {}.", - index, - value, - reference[index_usize - 1] - ); - } - if let Some(old_value) = next_value_array { - assert_eq!( - old_value, - array_registers.get_register(index + P::NumberOfRegisters::ONE), - "Failed while trying to set index {} with value {} - Reference value {}.", - index, - value, - reference[index_usize + 1] - ); - } - if let Some(old_value) = prev_value_packed { - assert_eq!( - old_value, - packed_registers.get_register(index - P::NumberOfRegisters::ONE), - "Failed while trying to set index {} with value {} - Reference value {}.", - index, - value, - reference[index_usize - 1] - ); - } - if let Some(old_value) = next_value_packed { - assert_eq!( - old_value, - packed_registers.get_register(index + P::NumberOfRegisters::ONE), - "Failed while trying to set index {} with value {} - Reference value {}.", - index, - value, - reference[index_usize + 1] - ); - } - - let largest_value = old_value_array.1; - - assert_eq!( - packed_registers.get_register(index), - array_registers.get_register(index) - ); - - // We check that the values are consistent with the get method. - assert_eq!(array_registers.get_register(index), largest_value); - assert_eq!(packed_registers.get_register(index), largest_value); - } - - // We check that the iterator works as expected. - for (index, value) in array_registers.iter_registers().enumerate() { - assert_eq!( - value, - array_registers - .get_register(P::NumberOfRegisters::try_from_u64(index as u64).unwrap()), - "Failed at index {}.", - index - ); - assert_eq!( - value, reference[index], - "Failed at index {}. Expected value {}.", - index, reference[index] - ); - } - for (index, value) in packed_registers.iter_registers().enumerate() { - assert_eq!( - value, - packed_registers - .get_register(P::NumberOfRegisters::try_from_u64(index as u64).unwrap()), - "Failed at index {}.", - index - ); - assert_eq!( - value, reference[index], - "Failed at index {}. Expected value {}.", - index, reference[index] - ); - } - - for index in 0..(1 << P::EXPONENT) { - let index = P::NumberOfRegisters::try_from_u64(index).unwrap(); - - // We check that the values are consistent with the get method. - assert_eq!( - packed_registers.get_register(index), - array_registers.get_register(index) - ); - } - } - } - - macro_rules! test_register_iterator { - ($precision:ty, $($bits:ty),*) => { - $( - paste::item! { - #[test] - #[cfg(feature = "std")] - fn [< test_registers_self_consistency_ $precision:lower _and_ $bits:lower _bits >]() { - test_registers_self_consistency::<$precision, $bits>(); - } - - #[test] - #[cfg(feature = "std")] - fn [< test_array_register_iterator_ $precision:lower _and_ $bits:lower _bits >]() { - test_register_iterator::<$precision, $bits, <$precision as ArrayRegister<$bits>>::Array>(); - } - - #[test] - #[cfg(feature = "std")] - fn [< test_packed_array_register_iterator_ $precision:lower _and_ $bits:lower _bits >]() { - test_register_iterator::<$precision, $bits, <$precision as ArrayRegister<$bits>>::Packed>(); - } - } - )* - }; - } - - macro_rules! test_register_iterators_by_precision { - ($($precision:ty),*) => { - $( - test_register_iterator!($precision, Bits1, Bits2, Bits3, Bits4, Bits5, Bits6, Bits7, Bits8); - )* - }; - } - - #[cfg(feature = "low_precisions")] - test_register_iterators_by_precision!( - Precision4, - Precision5, - Precision6, - Precision7, - Precision8, - Precision9, - Precision10 - ); - - #[cfg(feature = "medium_precisions")] - test_register_iterators_by_precision!( - Precision11, - Precision12, - Precision13, - Precision14, - Precision15, - Precision16 - ); - - #[cfg(feature = "high_precisions")] - test_register_iterators_by_precision!(Precision17, Precision18); -} diff --git a/src/registers/packed_array.rs b/src/registers/packed_array.rs index c43a96d..c423d64 100644 --- a/src/registers/packed_array.rs +++ b/src/registers/packed_array.rs @@ -55,25 +55,58 @@ use crate::prelude::Precision8; #[cfg(feature = "precision_9")] use crate::prelude::Precision9; +#[allow(unsafe_code)] +#[inline] /// Extracts the register from one or more words at the given offset. /// /// # Arguments /// * `word` - The word array from which the register is to be extracted. -/// * `offset` - The offset at which the register starts. +/// * `offset` - The offset (from the right) at which the register starts. +/// +/// # Implementative details +/// We store the values starting from the left-side of the word, so the offset is the number of bits +/// from the right side of the word at which the register starts. We then shift the word to the right +/// by the offset and apply a mask to extract the register. +/// +/// # Safety +/// This method uses an unsafe conversion from `u64` to `V::Word`, as we do not check +/// whether the value extracted from the word is a valid value for the register type. +/// This is okay because we apply a mask to the value, and it is not possible for the +/// value we cast to be greater than the mask. fn extract_value_from_word(word: u64, offset: u8) -> V::Word { debug_assert!( offset + V::NUMBER_OF_BITS <= 64, "The offset ({offset} + {}) should be less than or equal to 64", V::NUMBER_OF_BITS, ); - V::Word::try_from_u64((word >> offset) & V::MASK).unwrap() + unsafe { V::Word::unchecked_from_u64((word >> (64 - V::NUMBER_OF_BITS - offset)) & V::MASK) } +} + +#[inline] +/// We insert the value into the word at the given offset. +/// +/// # Arguments +/// * `word` - The word in which the value is to be inserted. +/// * `offset` - The offset (from the right) at which the value is to be inserted. +/// * `value` - The value to be inserted. +fn insert_value_into_word(word: &mut u64, offset: u8, value: u64) { + debug_assert!( + offset + V::NUMBER_OF_BITS <= 64, + "The offset ({offset} + {}) should be less than or equal to 64", + V::NUMBER_OF_BITS, + ); + + let flipped_offset = 64 - V::NUMBER_OF_BITS - offset; + *word &= !(V::MASK << flipped_offset); + *word |= value << flipped_offset; } +#[inline] /// Extracts the register from one or more words at the given offset. /// /// # Arguments /// * `word` - The word array from which the register is to be extracted. -/// * `offset` - The offset at which the register starts. +/// * `offset` - The offset (from the right) at which the register starts. fn extract_value_from_words( words: [u64; N], offset: u8, @@ -85,28 +118,68 @@ fn extract_value_from_words( values } -fn insert_value_into_word(word: &mut u64, offset: u8, value: u64) { - *word &= !(V::MASK << offset); - *word |= value << offset; +#[cfg(test)] +/// Test module for the [`extract_value_from_word`], [`extract_value_from_words`] and [`insert_value_into_word`] functions. +mod test_extract_value_from_word { + use super::*; + use crate::prelude::*; + use hyperloglog_derive::test_variable_words; + + #[test_variable_words] + /// Test the extraction of a V::Word from an u64 word. + fn test_extract_value_from_word() { + let mut word = 0_u64; + // We sample 250 random values of the word. + for value in iter_random_values::(V::MASK.min(200), None, None) { + // For each word, we iter all possible offset values. + for offset in 0_u8..=(64_u8 - V::NUMBER_OF_BITS) { + insert_value_into_word::(&mut word, offset, value.into()); + assert_eq!( + extract_value_from_word::(word, offset), + value, + "The value extracted from the word {} at offset {} should be equal to the value {}", + word, + offset, + value + ); + } + } + } } +#[inline] +#[allow(unsafe_code)] /// Returns the number of bits in the upper and lower value of a bridge value. -const fn value_from_bridge(lower_word: u64, upper_word: u64, offset: u8) -> u64 { +/// +/// # Arguments +/// * `lower_word` - The lower word of the bridge value. +/// * `upper_word` - The upper word of the bridge value. +/// * `offset` - The offset (from the right) of the bridge value. +/// +/// # Safety +/// * The method converts in an unchecked manner the value from a `u64` to a `V::Word`. +fn extract_bridge_value_from_word( + lower_word: u64, + upper_word: u64, + offset: u8, +) -> V::Word { debug_assert!(offset != 0, "Offset should be greater than 0"); debug_assert!(offset != 64, "Offset should be less than 64"); debug_assert!( offset > 64 - V::NUMBER_OF_BITS, "Offset should be greater than 64 - V::NUMBER_OF_BITS" ); - let number_of_bits_in_lower_value: u8 = 64 - offset; - let number_of_bits_in_upper_value = V::NUMBER_OF_BITS - number_of_bits_in_lower_value; - let upper_value_mask: u64 = (1 << number_of_bits_in_upper_value) - 1; - let lower_value = lower_word >> offset; + let number_of_high_bits_in_lower_value: u8 = 64 - offset; + let number_of_low_bits_in_upper_value = V::NUMBER_OF_BITS - number_of_high_bits_in_lower_value; + let higher_bits_mask = V::MASK >> number_of_low_bits_in_upper_value; + + let higher_bits = (lower_word & higher_bits_mask) << number_of_low_bits_in_upper_value; + let lower_bits = upper_word >> (64 - number_of_low_bits_in_upper_value); - let upper_value = upper_word & upper_value_mask; + let word = higher_bits | lower_bits; - (upper_value << number_of_bits_in_lower_value) | lower_value + unsafe { V::Word::unchecked_from_u64(word) } } /// Extracts a bridge register from a starting word and an ending word. @@ -115,31 +188,13 @@ fn extract_bridge_value_from_words( upper_word: [u64; N], offset: u8, ) -> [V::Word; N] { - debug_assert!( - offset + V::NUMBER_OF_BITS > 64, - "Offset + bits ({} + {}) should be greater than {}", - offset, - V::NUMBER_OF_BITS, - 64 - ); - debug_assert!(offset <= 64, "Offset {} should be less than {}", offset, 64); let mut values = [V::Word::ZERO; N]; for i in 0..N { - values[i] = - V::Word::try_from_u64(value_from_bridge::(lower_word[i], upper_word[i], offset)) - .unwrap(); + values[i] = extract_bridge_value_from_word::(lower_word[i], upper_word[i], offset); } values } -fn extract_bridge_value_from_word( - lower_word: u64, - upper_word: u64, - offset: u8, -) -> V::Word { - extract_bridge_value_from_words::([lower_word], [upper_word], offset)[0] -} - fn insert_bridge_value_into_word( lower_word: &mut u64, upper_word: &mut u64, @@ -156,13 +211,54 @@ fn insert_bridge_value_into_word( debug_assert!(offset < 64, "Offset {} should be less than {}", offset, 64); + let number_of_lower_bits = V::NUMBER_OF_BITS + offset - 64; + let lower_bits_mask = (1 << number_of_lower_bits) - 1; + let higher_bits_mask = V::MASK >> number_of_lower_bits; + let lower_bits = value & lower_bits_mask; + let higher_bits = value >> number_of_lower_bits; + // First, we clear the bits that will be replaced by the new value. - *lower_word &= !(V::MASK << offset); + *lower_word &= !higher_bits_mask; // Then, we insert the lower part of the new value. - *lower_word |= value << offset; + *lower_word |= higher_bits; // We do the same for the upper part of the new value. - *upper_word &= !(V::MASK >> (64 - offset)); - *upper_word |= value >> (64 - offset); + *upper_word &= !(lower_bits_mask << (64 - number_of_lower_bits)); + *upper_word |= lower_bits << (64 - number_of_lower_bits); +} + +#[cfg(test)] +/// Test module for the [`extract_bridge_value_from_word`], [`extract_bridge_value_from_words`] and [`insert_bridge_value_into_word`] functions. +mod test_extract_bridge_value_from_word { + use super::*; + use crate::prelude::*; + use hyperloglog_derive::test_variable_words; + + #[test_variable_words] + /// Test the extraction of a V::Word from an u64 word. + fn test_extract_bridge_value_from_word() { + let mut lower_word = 0_u64; + let mut upper_word = 0_u64; + // We sample 250 random values of the word. + for value in iter_random_values::(V::MASK.min(200), None, None) { + // For each value, we iter all possible offset values. + for offset in (65_u8 - V::NUMBER_OF_BITS)..64_u8 { + insert_bridge_value_into_word::( + &mut lower_word, + &mut upper_word, + offset, + value.into(), + ); + assert_eq!( + extract_bridge_value_from_words::([lower_word, lower_word], [upper_word, upper_word], offset), + [value, value], + "The value extracted from the word {} at offset {} should be equal to the value {}", + lower_word, + offset, + value + ); + } + } + } } /// Iterator over the registers of two packed arrays. @@ -195,13 +291,17 @@ impl ArrayIter { value_index: 0, word_offset: 0, word_index: 0, - column: arrays.column(0), + column: if N == 0 { + [u64::ZERO; M] + } else { + arrays.column(0) + }, arrays, } } } -/// Implementation of the Iterator trait for [`ArrayIter`]. +/// Implementation of the `Iterator` trait for [`ArrayIter`]. impl<'array, const PACKED: bool, const N: usize, const M: usize, V: VariableWord> Iterator for ArrayIter<&'array Array, M> { @@ -230,7 +330,6 @@ impl<'array, const PACKED: bool, const N: usize, const M: usize, V: VariableWord self.word_offset = V::NUMBER_OF_BITS - (64 - self.word_offset); values } else { - debug_assert!(self.word_offset + V::NUMBER_OF_BITS <= 64, "While iterating on an object of type {}, the offset ({} + {}) should be less than or equal to 64", core::any::type_name::(), self.word_offset, V::NUMBER_OF_BITS); let values = extract_value_from_words::(self.column, self.word_offset); self.word_offset += V::NUMBER_OF_BITS; if self.value_index < self.total_values @@ -245,6 +344,17 @@ impl<'array, const PACKED: bool, const N: usize, const M: usize, V: VariableWord }, ) } + + fn size_hint(&self) -> (usize, Option) { + let remaining_values = self.total_values - self.value_index; + (remaining_values as usize, Some(remaining_values as usize)) + } +} + +/// Implementation of the `ExactSizeIterator` trait for [`ArrayIter`]. +impl<'array, const PACKED: bool, const N: usize, const M: usize, V: VariableWord> ExactSizeIterator + for ArrayIter<&'array Array, M> +{ } #[derive(Debug, Clone, Copy, Eq, PartialEq, Hash)] @@ -275,7 +385,22 @@ impl< #[inline] #[allow(unsafe_code)] fn as_ref(&self) -> &Array { - unsafe { &*(self as *const Array as *const Array) } + unsafe { core::mem::transmute(self) } + } +} + +impl< + const N: usize, + const PACKED1: bool, + const PACKED2: bool, + V1: VariableWord, + V2: VariableWord, + > AsMut> for Array +{ + #[inline] + #[allow(unsafe_code)] + fn as_mut(&mut self) -> &mut Array { + unsafe { &mut *(self as *mut Array as *mut Array) } } } @@ -289,7 +414,7 @@ macro_rules! impl_as_ref_mut { #[allow(unsafe_code)] fn as_ref(&self) -> &[$typ] { let words_u64: &[u64] = self.words.as_ref(); - unsafe { core::slice::from_raw_parts(words_u64.as_ptr() as *const $typ, words_u64.len() * core::mem::size_of::() / core::mem::size_of::<$typ>()) } + unsafe { core::slice::from_raw_parts(words_u64.as_ptr() as *const $typ, words_u64.len() * 8 / core::mem::size_of::<$typ>()) } } } @@ -300,7 +425,7 @@ macro_rules! impl_as_ref_mut { #[allow(unsafe_code)] fn as_mut(&mut self) -> &mut [$typ] { let words_u64: &mut [u64] = self.words.as_mut(); - unsafe { core::slice::from_raw_parts_mut(words_u64.as_mut_ptr() as *mut $typ, words_u64.len() * core::mem::size_of::() / core::mem::size_of::<$typ>()) } + unsafe { core::slice::from_raw_parts_mut(words_u64.as_mut_ptr() as *mut $typ, words_u64.len() * 8 / core::mem::size_of::<$typ>()) } } } )* @@ -309,27 +434,74 @@ macro_rules! impl_as_ref_mut { impl_as_ref_mut!(u8, u16, u32, u64); -impl< - const N: usize, - const PACKED1: bool, - const PACKED2: bool, - V1: VariableWord, - V2: VariableWord, - > AsMut> for Array -{ - #[inline] - #[allow(unsafe_code)] - fn as_mut(&mut self) -> &mut Array { - unsafe { &mut *(self as *mut Array as *mut Array) } - } +macro_rules! impl_as_bytes_ref_mut { + ($($number:expr),*) => { + $( + impl AsRef<[[u8; $number]]> + for Array + { + #[inline] + #[allow(unsafe_code)] + fn as_ref(&self) -> &[[u8; $number]] { + let words_u64: &[u64] = self.words.as_ref(); + unsafe { core::slice::from_raw_parts(words_u64.as_ptr() as *const [u8; $number], words_u64.len() * 8 / $number) } + } + } + + impl AsMut<[[u8; $number]]> + for Array + { + #[inline] + #[allow(unsafe_code)] + fn as_mut(&mut self) -> &mut [[u8; $number]] { + let words_u64: &mut [u64] = self.words.as_mut(); + unsafe { core::slice::from_raw_parts_mut(words_u64.as_mut_ptr() as *mut [u8; $number], words_u64.len() * 8 / $number) } + } + } + )* + }; } +impl_as_bytes_ref_mut!(3, 5, 6, 7); + impl Array { #[inline] fn iter_values(&self, len: u64) -> Map, fn([V::Word; 1]) -> V::Word> { ArrayIter::new([self], len).map(|values| values[0]) } +} + +#[cfg(test)] +mod test_iter_values { + use super::*; + use crate::prelude::*; + use hyperloglog_derive::test_array; + + #[test_array] + /// Test the extraction of a V::Word from an u64 word. + fn test_iter_values( + reference: [V::Word; M], + ) { + let mut array = Array::::default(); + + // We populate the array with the values from the reference. + for (i, value) in reference.iter().enumerate() { + array.set(i as u64, *value); + } + + let iter: Map< + ArrayIter<&Array, 1>, + fn([::Word; 1]) -> ::Word, + > = array.iter_values(M as u64); + assert_eq!(iter.len(), M, "The iterator should have a length of {}", M); + + for (i, (reference_value, array_value)) in reference.iter().zip(iter).enumerate() { + assert_eq!(reference_value, &array_value, "The value ({array_value}) extracted from position ({i}) should be equal to the reference value ({reference_value})."); + } + } +} +impl Array { #[inline] fn iter_values_zipped<'words>( &'words self, @@ -338,15 +510,102 @@ impl Array { ) -> ArrayIter<&'_ Self, 2> { ArrayIter::new([self, other], len) } +} + +#[cfg(test)] +mod test_iter_values_zipped { + use super::*; + use crate::prelude::*; + use hyperloglog_derive::test_array; + + #[test_array] + /// Test the extraction of a V::Word from an u64 word. + fn test_iter_values_zipped< + const M: usize, + const N: usize, + const PACKED: bool, + V: VariableWord, + >( + reference: [V::Word; M], + ) { + let mut array = Array::::default(); + let mut rev_array = Array::::default(); + + // We populate an array with the values from the reference, and + // we populate the reverse array with the values in reverse order. + for (i, value) in reference.iter().enumerate() { + array.set(i as u64, *value); + rev_array.set((M - 1 - i) as u64, *value); + } + + let iter: ArrayIter<&Array, 2> = + array.iter_values_zipped(&rev_array, M as u64); + let swapped_iter: ArrayIter<&Array, 2> = + rev_array.iter_values_zipped(&array, M as u64); + assert_eq!(iter.len(), M, "The iterator should have a length of {}", M); + assert_eq!( + swapped_iter.len(), + M, + "The iterator should have a length of {}", + M + ); + + for (i, (reference_values, (array_value, swapped_array_value))) in (reference + .iter() + .copied() + .zip(reference.iter().copied().rev()) + .map(|(a, b)| [a, b])) + .zip(iter.zip(swapped_iter)) + .enumerate() + { + let swapped_reference = [reference_values[1], reference_values[0]]; + assert_eq!(reference_values, array_value, "The value ({array_value:?}) extracted from position ({i}) should be equal to the reference value ({reference_values:?})."); + assert_eq!(swapped_reference, swapped_array_value, "The value ({swapped_array_value:?}) extracted from position ({i}) should be equal to the reference value ({reference_values:?})."); + } + } +} +impl Array { /// Clears the packed array of registers. #[inline] fn clear(&mut self) { - for word in self.words.iter_mut() { - *word = u64::ZERO; + self.words.fill(0_u64); + } +} + +#[cfg(test)] +mod test_clear_array { + use super::*; + use crate::prelude::*; + use hyperloglog_derive::test_array; + + #[test_array] + /// Test the extraction of a V::Word from an u64 word. + fn test_clear_array( + reference: [V::Word; M], + ) { + let mut array = Array::::default(); + + // We populate the array with the values from the reference. + for (i, value) in reference.iter().enumerate() { + array.set(i as u64, *value); + } + + // We clear the array. + array.clear(); + + // We check that all the values in the array are zero. + for i in 0..M { + assert_eq!( + array.get(i as u64), + V::Word::ZERO, + "The value at position ({i}) should be zero." + ); } } +} +impl Array { #[inline] /// Returns whether a given offset is a bridge offset. const fn is_bridge_offset(offset: u8) -> bool { @@ -356,7 +615,7 @@ impl Array { } #[inline] - /// Returns whether the packed array has padding for a given length. + /// Returns whether the array has padding for a given length. const fn has_padding(len: u64) -> bool { if PACKED { len * V::NUMBER_OF_BITS_U64 < N as u64 * 64 @@ -365,9 +624,26 @@ impl Array { } } + #[inline] + /// Returns the number of values in the array. + const fn number_of_values() -> u64 { + if PACKED { + N as u64 * 64 / V::NUMBER_OF_BITS_U64 + } else { + N as u64 * V::NUMBER_OF_ENTRIES_U64 + } + } + #[inline] /// Returns the value stored at the given index. fn get(&self, index: u64) -> V::Word { + debug_assert!( + index < Self::number_of_values(), + "The index {index} should be less than {} (the number of registers) in an object of type {}", + N as u64 * V::NUMBER_OF_ENTRIES_U64, + core::any::type_name::() + ); + // We determine the word which contains the value and the position of the value, // taking into account the bridge values. let (word_index, relative_value_offset) = split_index::(index); @@ -394,6 +670,29 @@ impl Array { } } + #[inline] + /// Set the value at the given index. + /// + /// # Arguments + /// * `index` - The index at which the value is to be set. + /// * `value` - The value to be set. + pub fn set(&mut self, index: u64, value: V::Word) { + let (word_index, relative_value_offset) = split_index::(index); + + if Self::is_bridge_offset(relative_value_offset) { + let (low, high) = self.words.split_at_mut(word_index + 1); + let low = &mut low[word_index]; + let high = &mut high[0]; + insert_bridge_value_into_word::(low, high, relative_value_offset, value.into()); + } else { + insert_value_into_word::( + &mut self.words[word_index], + relative_value_offset, + value.into(), + ); + } + } + #[inline] /// Applies a function to the value at the given index. /// @@ -558,7 +857,7 @@ pub trait AllArrays: /// Extracts the word position and the relative register offset from the packed index. const fn split_packed_index(index: u64) -> (usize, u8) { let absolute_register_offset: u64 = V::NUMBER_OF_BITS_U64 * index; - let word_index: u64 = absolute_register_offset / 64; + let word_index: u64 = absolute_register_offset >> 6; let relative_register_offset = (absolute_register_offset - word_index * 64) as u8; (word_index as usize, relative_register_offset) } @@ -571,6 +870,69 @@ const fn split_not_packed_index(index: u64) -> (usize, u8) { (word_index as usize, relative_register_offset) } +#[cfg(test)] +/// Test module for the [`split_packed_index`] and [`split_not_packed_index`] functions. +mod test_split_index { + use super::*; + use crate::prelude::*; + use hyperloglog_derive::test_variable_words; + + #[test_variable_words] + /// Test the extraction of the word index and the relative register offset from the packed index. + fn test_split_packed_index() { + let minimum_index = 0_u64; + // The maximal precision is 18, so the maximum number of registers is 2^18, + // hence the maximum index is 2^18 - 1. + let maximum_index = 1_u64 << 18; + // We iter all possible values of the index. + for index in minimum_index..maximum_index { + let expected_word_index = (V::NUMBER_OF_BITS_U64 * index) / 64; + let expected_relative_register_offset = (V::NUMBER_OF_BITS_U64 * index) % 64; + let (word_index, relative_register_offset) = split_packed_index::(index); + assert_eq!( + word_index, expected_word_index as usize, + "The word index {} should be equal to the word index {}", + word_index, expected_word_index + ); + assert_eq!( + relative_register_offset, + expected_relative_register_offset as u8, + "The relative register offset {} should be equal to the relative register offset {}", + relative_register_offset, + expected_relative_register_offset + ); + } + } + + #[test_variable_words] + /// Test the extraction of the word index and the relative register offset from the non-packed index. + fn test_split_not_packed_index() { + let minimum_index = 0_u64; + // The maximal precision is 18, so the maximum number of registers is 2^18, + // hence the maximum index is 2^18 - 1. + let maximum_index = 1_u64 << 18; + // We iter all possible values of the index. + for index in minimum_index..maximum_index { + let expected_word_index = index / V::NUMBER_OF_ENTRIES_U64; + let expected_relative_register_offset = + (index % V::NUMBER_OF_ENTRIES_U64) as u8 * V::NUMBER_OF_BITS; + let (word_index, relative_register_offset) = split_not_packed_index::(index); + assert_eq!( + word_index, expected_word_index as usize, + "The word index {} should be equal to the word index {}", + word_index, expected_word_index + ); + assert_eq!( + relative_register_offset, + expected_relative_register_offset as u8, + "The relative register offset {} should be equal to the relative register offset {}", + relative_register_offset, + expected_relative_register_offset + ); + } + } +} + const fn split_index(index: u64) -> (usize, u8) { if PACKED { split_packed_index::(index) @@ -579,83 +941,6 @@ const fn split_index(index: u64) -> (usize, } } -// impl VariableWords -// for Array -// where -// ::Word: 'static, -// { -// type Iter<'words> = Map, 1>, fn([W::Word; 1]) -> W::Word> where Self: 'words, W: 'words; - -// #[must_use] -// #[inline] -// fn number_of_words(&self) -> usize { -// if PACKED { -// N * 64 / W::NUMBER_OF_BITS_U64 as usize -// } else { -// N * W::NUMBER_OF_ENTRIES_U64 as usize -// } -// } - -// #[must_use] -// #[inline] -// #[allow(unsafe_code)] -// fn find_sorted_with_len(&self, value: W::Word, len: usize) -> bool { -// debug_assert!( -// len <= >::number_of_words(self), -// "The length must be less than or equal to the number of words." -// ); -// debug_assert!( -// >::variable_words(self, len) -// .zip(>::variable_words(self, len).skip(1)) -// .all(|(a, b)| a <= b), -// "The array must be sorted." -// ); - -// // TODO! Actually implement a binary search! -// match core::any::TypeId::of::() { -// t if t == core::any::TypeId::of::() -// || t == core::any::TypeId::of::() -// || t == core::any::TypeId::of::() -// || t == core::any::TypeId::of::() => -// unsafe { W::transmutative_binary_search(self.words.as_slice(), len, value).is_ok() }, -// _ => >::variable_words(self, len).any(|v| v == value), -// } -// } - -// #[must_use] -// #[inline] -// #[allow(unsafe_code)] -// fn sorted_insert_with_len(&mut self, value: W::Word, len: usize) -> bool { -// debug_assert!( -// len <= >::number_of_words(self), -// "The length must be less than or equal to the number of words." -// ); - -// debug_assert!( -// >::variable_words(self, len) -// .zip(>::variable_words(self, len).skip(1)) -// .all(|(a, b)| a <= b), -// "The array must be sorted." -// ); - -// // TODO! Actually implement a binary search! -// match core::any::TypeId::of::() { -// t if t == core::any::TypeId::of::() -// || t == core::any::TypeId::of::() -// || t == core::any::TypeId::of::() -// || t == core::any::TypeId::of::() => -// unsafe { W::transmutative_sorted_insert(self.words.as_mut(), len, value) }, -// _ => todo!(), -// } -// } - -// #[must_use] -// #[inline] -// fn variable_words(&self, len: usize) -> Self::Iter<'_> { -// >>::as_ref(self).iter_values(len as u64) -// } -// } - /// Implement the packed array registers for a specific combination of precision and bits. macro_rules! impl_packed_array_register_for_precision_and_bits { ($exponent: expr, $($bits: expr),*) => { diff --git a/src/sketches.rs b/src/sketches.rs index f44e5f3..0f62dcd 100644 --- a/src/sketches.rs +++ b/src/sketches.rs @@ -59,7 +59,11 @@ pub trait HyperSpheresSketch: Estimator { }); let mut right_difference_cardinality_vector = [N::ZERO; R]; - let mut euc: EstimatedUnionCardinalities = EstimatedUnionCardinalities { left:N::ZERO, right:N::ZERO, union:N::ZERO }; + let mut euc: EstimatedUnionCardinalities = EstimatedUnionCardinalities { + left: N::ZERO, + right: N::ZERO, + union: N::ZERO, + }; let mut last_left_difference = N::ZERO; // Populate the overlap cardinality matrix. @@ -85,7 +89,9 @@ pub trait HyperSpheresSketch: Estimator { } else { delta }; + comulative_row += differential_overlap_cardinality_matrix[i][j]; + debug_assert!(comulative_row >= N::ZERO, "Expected comulative_row to be larger than zero, but it is not. Got: comulative_row: {comulative_row:?}, delta: {delta:?}"); // We always set the value of the right difference so that the // last time we write this will necessarily be with the last @@ -261,7 +267,12 @@ struct EstimatedUnionCardinalities { impl EstimatedUnionCardinalities { /// Returns the estimated cardinality of the intersection of the two sets. fn get_intersection_cardinality(&self) -> F { - self.left + self.right - self.union + let intersection = self.left + self.right - self.union; + debug_assert!( + intersection >= F::ZERO, + "Expected intersection to be larger than zero, but it is not. Got: intersection: {intersection:?}." + ); + intersection } /// Returns the estimated cardinality of the left set minus the right set. diff --git a/src/utils.rs b/src/utils.rs index 0de18a9..14d46a5 100644 --- a/src/utils.rs +++ b/src/utils.rs @@ -18,6 +18,7 @@ mod number; mod random; mod variable_word; mod variable_words; +mod as_bytes; pub use composite_hash::CompositeHash; pub use constants::*; @@ -25,7 +26,8 @@ pub use hasher_type::HasherType; pub use matrix::Matrix; pub(crate) use number::{FloatOps, Number, PositiveInteger}; pub use random::*; -pub use variable_word::{VariableWord, u40, u48, u56}; +pub use as_bytes::AsBytes; +pub use variable_word::{VariableWord, u24, u40, u48, u56}; pub use variable_words::VariableWords; #[cfg(feature = "std")] @@ -73,25 +75,6 @@ pub(crate) const fn ceil(numerator: usize, denominator: usize) -> usize { (numerator + denominator - 1) / denominator } -#[inline] -/// Returns the maximal multiplicity of the registers given the precision and the number of bits. -pub(crate) const fn maximal_multeplicity(precision: u8, bits: u8) -> u8 { - debug_assert!( - precision >= 4, - "The precision must be greater than or equal to 4." - ); - debug_assert!( - precision <= 18, - "The precision must be less than or equal to 16." - ); - - if bits < 6 { - 1 << bits - } else { - 64 - precision - } -} - #[inline] /// Applies a correction to the provided union cardinality estimate. pub(crate) fn correct_union_estimate( diff --git a/src/utils/as_bytes.rs b/src/utils/as_bytes.rs new file mode 100644 index 0000000..ef8e622 --- /dev/null +++ b/src/utils/as_bytes.rs @@ -0,0 +1,73 @@ +//! Submodule providing the trait AsBytes + +/// Trait for an object that can be represented as bytes. +pub trait AsBytes { + /// The bytes representation of the object. + type Bytes; + + /// Returns the bytes representation of the object. + fn as_bytes(self) -> Self::Bytes; +} + +impl AsBytes for u8 { + type Bytes = [u8; 1]; + + #[inline] + fn as_bytes(self) -> Self::Bytes { + [self] + } +} + +impl AsBytes for u16 { + type Bytes = [u8; 2]; + + #[inline] + fn as_bytes(self) -> Self::Bytes { + self.to_be_bytes() + } +} + +impl AsBytes for u32 { + type Bytes = [u8; 4]; + + #[inline] + fn as_bytes(self) -> Self::Bytes { + self.to_be_bytes() + } +} + +impl AsBytes for u64 { + type Bytes = [u8; 8]; + + #[inline] + fn as_bytes(self) -> Self::Bytes { + self.to_be_bytes() + } +} + +#[cfg(test)] +mod tests { + use crate::prelude::*; + use super::*; + + #[test] + fn test_as_bytes() { + let u8_value = 42u8; + let u16_value = 42u16; + let u24_value = u24::from(42_u32); + let u32_value = 42u32; + let u40_value = u40::from(42_u16); + let u48_value = u48::from(42_u16); + let u56_value = u56::from(42_u16); + let u64_value = 42u64; + + assert_eq!(u8_value.as_bytes(), [42]); + assert_eq!(u16_value.as_bytes(), [0, 42]); + assert_eq!(u24_value.as_bytes(), [0, 0, 42]); + assert_eq!(u32_value.as_bytes(), [0, 0, 0, 42]); + assert_eq!(u40_value.as_bytes(), [0, 0, 0, 0, 42]); + assert_eq!(u48_value.as_bytes(), [0, 0, 0, 0, 0, 42]); + assert_eq!(u56_value.as_bytes(), [0, 0, 0, 0, 0, 0, 42]); + assert_eq!(u64_value.as_bytes(), [0, 0, 0, 0, 0, 0, 0, 42]); + } +} \ No newline at end of file diff --git a/src/utils/composite_hash.rs b/src/utils/composite_hash.rs index a34a521..a4e4eb6 100644 --- a/src/utils/composite_hash.rs +++ b/src/utils/composite_hash.rs @@ -64,12 +64,6 @@ macro_rules! impl_composite_hash_all_bits { }; } -macro_rules! impl_composite_hash_everything { - ($w:ty) => { - impl_composite_hash_all_bits!($w, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18); - }; -} - impl_composite_hash!( u8, (4, Bits4), @@ -118,8 +112,28 @@ impl_composite_hash!( (15, Bits1) ); -impl_composite_hash_everything!(u32); -impl_composite_hash_everything!(u40); -impl_composite_hash_everything!(u48); -impl_composite_hash_everything!(u56); -impl_composite_hash_everything!(u64); +impl_composite_hash_all_bits!(u24, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16); + +impl_composite_hash!( + u24, + (17, Bits7), + (17, Bits6), + (17, Bits5), + (17, Bits4), + (17, Bits3), + (17, Bits2), + (17, Bits1), + (18, Bits6), + (18, Bits5), + (18, Bits4), + (18, Bits3), + (18, Bits2), + (18, Bits1) +); + + +impl CompositeHash for u32 {} +impl CompositeHash for u40 {} +impl CompositeHash for u48 {} +impl CompositeHash for u56 {} +impl CompositeHash for u64 {} \ No newline at end of file diff --git a/src/utils/matrix.rs b/src/utils/matrix.rs index 86a97b8..f137dd7 100644 --- a/src/utils/matrix.rs +++ b/src/utils/matrix.rs @@ -6,18 +6,25 @@ pub trait Matrix { fn column(&self, column: usize) -> [T; ROWS]; } -impl Matrix for [R; ROWS] +impl Matrix + for [R; ROWS] where R: AsRef<[T; COLUMNS]>, { #[inline] + #[allow(unsafe_code)] + /// Returns the column of the matrix. + /// + /// # Safety + /// We are guaranteed that the length of the row is equal to the number of columns, + /// hence we can safely use `get_unchecked`. fn column(&self, column: usize) -> [T; ROWS] { debug_assert!(column < COLUMNS); let mut result = [T::default(); ROWS]; for (i, row) in self.iter().enumerate() { debug_assert_eq!(row.as_ref().len(), COLUMNS); - result[i] = row.as_ref()[column]; + result[i] = unsafe { *row.as_ref().get_unchecked(column) }; } result } -} \ No newline at end of file +} diff --git a/src/utils/number.rs b/src/utils/number.rs index 813cff1..a456cd4 100644 --- a/src/utils/number.rs +++ b/src/utils/number.rs @@ -4,7 +4,7 @@ use core::fmt::{Debug, Display}; use core::hash::Hash; use core::ops::{ Add, AddAssign, BitAnd, BitAndAssign, BitOr, BitOrAssign, Div, Mul, Neg, Not, Shl, Shr, Sub, - SubAssign, + SubAssign, Rem }; /// A trait for numbers. @@ -51,6 +51,7 @@ pub trait PositiveInteger: + BitOr + BitOrAssign + Ord + + Rem + Shl + Shr + Hash @@ -106,8 +107,8 @@ macro_rules! impl_number { impl Number for $t { #[inline(always)] fn saturating_zero_sub(self, other: Self) -> Self { - debug_assert!(self >= Self::ZERO); - debug_assert!(other >= Self::ZERO); + debug_assert!(self >= Self::ZERO, "The first number must be positive, got: {}", self); + debug_assert!(other >= Self::ZERO, "The second number must be positive, got: {}", other); if self < other { Self::ZERO } else { @@ -178,33 +179,30 @@ impl FloatOps for f64 { #[cfg(test)] mod test_integer_exp2_minus { use super::*; - use crate::prelude::maximal_multeplicity; #[test] fn test_integer_exp2_minus() { // At the most, we create registers with 6 bits, which // means that the maximum values is 2^7 - 1 = 127. - for precision in 4..=16 { - for bits in 1..=6 { - for register_value in 0..=maximal_multeplicity(precision, bits) { - assert_eq!( - 2.0_f64.powf(-(register_value as f64)), - f64::integer_exp2_minus(register_value as u8), - "Expected: 2^(-{}), Got: {}", - register_value, - f64::integer_exp2_minus(register_value as u8) - ); - assert_eq!( - f64::from_bits( - u64::max_value().wrapping_sub(u64::from(register_value as u64)) << 54 - >> 2 - ), - f64::integer_exp2_minus(register_value as u8), - "Expected: 2^(-{}), Got: {}", - register_value, - f64::integer_exp2_minus(register_value as u8) - ); - } + for bits in 1..=8 { + for register_value in 0..(1 << bits) { + assert_eq!( + 2.0_f64.powf(-(register_value as f64)), + f64::integer_exp2_minus(register_value as u8), + "Expected: 2^(-{}), Got: {}", + register_value, + f64::integer_exp2_minus(register_value as u8) + ); + assert_eq!( + f64::from_bits( + u64::max_value().wrapping_sub(u64::from(register_value as u64)) << 54 + >> 2 + ), + f64::integer_exp2_minus(register_value as u8), + "Expected: 2^(-{}), Got: {}", + register_value, + f64::integer_exp2_minus(register_value as u8) + ); } } } diff --git a/src/utils/random.rs b/src/utils/random.rs index 34ab3c7..b7dc7e5 100644 --- a/src/utils/random.rs +++ b/src/utils/random.rs @@ -1,5 +1,7 @@ //! Random number generators. +use super::{One, Zero, PositiveInteger, VariableWord}; + #[must_use] #[inline] /// `SplitMix64` is a pseudorandom number generator that is very fast and has a good quality of randomness. @@ -21,37 +23,72 @@ pub fn xorshift64(mut x: u64) -> u64 { } #[inline] +#[allow(unsafe_code)] /// Returns an iterator over random values. /// /// # Arguments +/// * `minimal_size` - The minimal size of the iterator. /// * `maximal_size` - The maximal size of the iterator. -/// * `maximal_value` - The maximal value of the iterator. +/// * `maximal_value` - The maximal value of the iterator, by default `V::MASK` (the maximal value of the variable). /// * `random_state` - The random state. /// /// # Panics -/// Panics if the maximal size is greater than `u64::MAX`. -pub fn iter_random_values( - maximal_size: usize, - maximal_value: Option, - mut random_state: u64, -) -> impl Iterator { - random_state = splitmix64(splitmix64(random_state)); - - let actual_maximal_size = if maximal_size > 0 { - random_state % u64::try_from(maximal_size).unwrap() - } else { - 0 - }; - - random_state = splitmix64(splitmix64(random_state)); - let actual_maximal_value = maximal_value.map_or(u64::MAX, |mv| xorshift64(random_state) % mv); - (0..actual_maximal_size).map(move |_| { - random_state = splitmix64(splitmix64(random_state)); - random_state = xorshift64(random_state); - if actual_maximal_value > 0 { - random_state % actual_maximal_value - } else { - 0 - } +/// * Panics if the maximal value provided is zero. +/// +/// # Safety +/// We employ unchecked conversion from `u64` to `V::Word` to avoid the overhead of checking +/// if the value is within the bounds of the variable. This is safe because we ensure that +/// the value is within the bounds of the variable by using the `V::MASK` to mask the value. +pub fn iter_var_len_random_values( + minimal_size: u64, + maximal_size: u64, + maximal_value: Option, + random_state: Option, +) -> impl Iterator { + assert!(minimal_size <= maximal_size, "The minimal size ({minimal_size}) must be less than or equal to the maximal size ({maximal_size})."); + assert!( + maximal_value.as_ref().map_or(true, |mv| !mv.is_zero()), + "The maximal value must be provided if the variable mask is zero." + ); + + let delta = maximal_size - minimal_size; + + let mut state = random_state.unwrap_or(12_834_791_235_231_473_875_u64); + + state = splitmix64(state); + + let size = minimal_size + if delta > 0 { state % delta } else { 0 }; + + state = splitmix64(state); + let actual_maximal_value: V::Word = maximal_value.map_or( + unsafe { V::Word::unchecked_from_u64(V::MASK) }, + |mv| unsafe { + V::Word::ONE + V::Word::unchecked_from_u64(xorshift64(state) & V::MASK) % mv + }, + ); + state = splitmix64(state); + + (0..size).map(move |_| { + state = xorshift64(state); + unsafe { V::Word::unchecked_from_u64(state & V::MASK) % actual_maximal_value } }) } + +#[inline] +/// Returns an iterator over random values. +/// +/// # Arguments +/// * `size` - The size of the iterator. +/// * `maximal_value` - The maximal value of the iterator. +/// * `random_state` - The random state. If None, a strong random state is used. +/// +/// # Panics +/// Panics if the maximal size is greater than `u64::MAX`. +/// Panics if the minimal size is greater than the maximal size. +pub fn iter_random_values( + size: u64, + maximal_value: Option, + random_state: Option, +) -> impl Iterator { + iter_var_len_random_values::(size, size, maximal_value, random_state) +} diff --git a/src/utils/variable_word.rs b/src/utils/variable_word.rs index 2c52b0c..7cf11f7 100644 --- a/src/utils/variable_word.rs +++ b/src/utils/variable_word.rs @@ -18,9 +18,14 @@ pub trait VariableWord: Send + Sync + Clone + Copy + Debug + Default { /// The mask for the word. const MASK: u64; /// The word type. - type Word: PositiveInteger + TryInto + TryInto + TryInto + TryInto; + type Word: PositiveInteger + TryInto + TryInto + TryInto; } +/// Virtual word with 24 bits. +#[allow(non_camel_case_types)] +#[derive(VariableWord)] +pub struct u24(u32); + /// Virtual word with 40 bits. #[allow(non_camel_case_types)] #[derive(VariableWord)] @@ -58,4 +63,4 @@ impl VariableWord for u64 { const NUMBER_OF_BITS: u8 = 64; type Word = u64; const MASK: u64 = 0xFFFF_FFFF_FFFF_FFFF; -} \ No newline at end of file +} diff --git a/src/utils/variable_words.rs b/src/utils/variable_words.rs index c1edfd3..bd45923 100644 --- a/src/utils/variable_words.rs +++ b/src/utils/variable_words.rs @@ -1,12 +1,12 @@ //! Submodule for words-arrays -use super::VariableWord; -use core::iter::Copied; +use super::{u24, u40, u48, u56, VariableWord}; +use core::iter::{Copied, Map}; use core::slice::Iter; /// Trait for arrays of words. pub trait VariableWords { /// The type of the iterator over the words. - type Iter<'words>: Iterator + type Iter<'words>: ExactSizeIterator where W: 'words, Self: 'words; @@ -27,14 +27,50 @@ pub trait VariableWords { } /// Trait for arrays of words. -pub trait Words: AsRef<[W::Word]> + AsMut<[W::Word]> {} -impl + AsMut<[u8]>> Words for T {} -impl + AsMut<[u16]>> Words for T {} -impl + AsMut<[u32]>> Words for T {} -impl + AsMut<[u64]>> Words for T {} +pub trait Words: + AsRef<[>::SliceType]> + AsMut<[>::SliceType]> +where + W::Word: From<>::SliceType>, + W::Word: Into<>::SliceType>, +{ + type SliceType: Ord + Copy; +} +impl + AsMut<[u8]>> Words for T { + type SliceType = u8; +} +impl + AsMut<[u16]>> Words for T { + type SliceType = u16; +} +impl + AsMut<[[u8; 3]]>> Words for T { + type SliceType = [u8; 3]; +} +impl + AsMut<[u32]>> Words for T { + type SliceType = u32; +} +impl + AsMut<[[u8; 5]]>> Words for T { + type SliceType = [u8; 5]; +} +impl + AsMut<[[u8; 6]]>> Words for T { + type SliceType = [u8; 6]; +} +impl + AsMut<[[u8; 7]]>> Words for T { + type SliceType = [u8; 7]; +} +impl + AsMut<[u64]>> Words for T { + type SliceType = u64; +} -impl, W: VariableWord> VariableWords for WS { - type Iter<'words> = Copied> where Self: 'words, W: 'words; +impl, W: VariableWord> VariableWords for WS +where + W::Word: From<>::SliceType>, + W::Word: Into<>::SliceType>, +{ + type Iter<'words> = Map< + Copied>::SliceType>>, + fn(>::SliceType) -> W::Word, + > where + W: 'words, + Self: 'words; fn number_of_words(&self) -> usize { self.as_ref().len() @@ -49,7 +85,8 @@ impl, W: VariableWord> VariableWords for WS { self.as_ref()[0..len].windows(2).all(|w| w[0] < w[1]), "The array must be strictly sorted, i.e. sorted with no duplicates." ); - self.as_ref()[0..len].binary_search(&value).is_ok() + let slice_type: >::SliceType = value.into(); + self.as_ref()[0..len].binary_search(&slice_type).is_ok() } fn sorted_insert_with_len(&mut self, value: W::Word, len: usize) -> bool { @@ -64,11 +101,12 @@ impl, W: VariableWord> VariableWords for WS { "The array must be strictly sorted, i.e. sorted with no duplicates." ); - match self.as_mut()[0..len].binary_search(&value) { + let slice_type: >::SliceType = value.into(); + match self.as_mut()[0..len].binary_search(&slice_type) { Ok(_) => false, Err(index) => { self.as_mut()[index..=len].rotate_right(1); - self.as_mut()[index] = value; + self.as_mut()[index] = slice_type; true } } @@ -78,7 +116,7 @@ impl, W: VariableWord> VariableWords for WS { where W: 'words, { - self.as_ref()[0..len].iter().copied() + self.as_ref()[0..len].iter().copied().map(W::Word::from) } } diff --git a/statistical_comparisons/benches/cardinality.rs b/statistical_comparisons/benches/cardinality.rs index 80b6401..4d8d53f 100644 --- a/statistical_comparisons/benches/cardinality.rs +++ b/statistical_comparisons/benches/cardinality.rs @@ -24,7 +24,7 @@ fn cardinality_bencher< .map(|_| { let mut counter = H::default(); random_state = splitmix64(random_state); - for value in iter_random_values(NUMBER_OF_ELEMENTS, None, random_state) { + for value in iter_var_len_random_values(NUMBER_OF_ELEMENTS, None, random_state) { counter.insert(&value); } counter diff --git a/statistical_comparisons/benches/insert.rs b/statistical_comparisons/benches/insert.rs index 8c5847e..f117775 100644 --- a/statistical_comparisons/benches/insert.rs +++ b/statistical_comparisons/benches/insert.rs @@ -18,7 +18,7 @@ fn insert_bencher< b.bench_function(format!("Insert {}", H::default().name()).as_str(), |b| { b.iter(|| { let mut hll: H = Default::default(); - for i in iter_random_values(NUMBER_OF_ELEMENTS, None, RANDOM_STATE) { + for i in iter_var_len_random_values(NUMBER_OF_ELEMENTS, None, RANDOM_STATE) { hll.insert(black_box(&i)); } }) diff --git a/statistical_comparisons/benches/union.rs b/statistical_comparisons/benches/union.rs index 06bfd9a..d55539c 100644 --- a/statistical_comparisons/benches/union.rs +++ b/statistical_comparisons/benches/union.rs @@ -26,7 +26,7 @@ fn union_bencher< let mut left = H::default(); let mut right = H::default(); random_state = splitmix64(random_state); - for value in iter_random_values(NUMBER_OF_ELEMENTS, None, random_state) { + for value in iter_var_len_random_values(NUMBER_OF_ELEMENTS, None, random_state) { if value % 2 == 0 { left.insert(&value); } diff --git a/statistical_comparisons/macro_test_utils/tests/test_derives.rs b/statistical_comparisons/macro_test_utils/tests/test_derives.rs index a75ac60..93ac32e 100644 --- a/statistical_comparisons/macro_test_utils/tests/test_derives.rs +++ b/statistical_comparisons/macro_test_utils/tests/test_derives.rs @@ -24,10 +24,6 @@ impl Estimator for TestNamedA { fn estimate_union_cardinality(&self, _other: &Self) -> f64 { 0.0 } - - fn is_union_estimate_non_deterministic(&self, _other: &Self) -> bool { - false - } } #[derive(Default)] @@ -53,10 +49,6 @@ impl Estimator for TestNamedB { fn estimate_union_cardinality(&self, _other: &Self) -> f64 { 0.0 } - - fn is_union_estimate_non_deterministic(&self, _other: &Self) -> bool { - false - } } #[test] diff --git a/statistical_comparisons/src/estimation_tests.rs b/statistical_comparisons/src/estimation_tests.rs index c18ee0d..6008416 100644 --- a/statistical_comparisons/src/estimation_tests.rs +++ b/statistical_comparisons/src/estimation_tests.rs @@ -80,7 +80,7 @@ pub(crate) fn cardinality_test< let mut current_sample_rate = minimum_sample_interval; - for (i, element) in iter_random_values(2_000_000, None, random_state).enumerate() { + for (i, element) in iter_var_len_random_values(2_000_000, None, random_state).enumerate() { estimator.insert(&element); if u64::try_from(i).unwrap() % current_sample_rate == 0 { @@ -144,8 +144,8 @@ pub(crate) fn union_test< right_random_state.wrapping_mul(thread_number + 1), )); - let mut left_iter = iter_random_values(2_000_000, Some(1_000_000), left_random_state); - let mut right_iter = iter_random_values(2_000_000, Some(1_000_000), right_random_state); + let mut left_iter = iter_var_len_random_values(2_000_000, Some(1_000_000), left_random_state); + let mut right_iter = iter_var_len_random_values(2_000_000, Some(1_000_000), right_random_state); let mut current_sample_rate = minimum_sample_interval; diff --git a/statistical_comparisons/src/proxy_implementations.rs b/statistical_comparisons/src/proxy_implementations.rs index 79fa5e1..94908b6 100644 --- a/statistical_comparisons/src/proxy_implementations.rs +++ b/statistical_comparisons/src/proxy_implementations.rs @@ -281,10 +281,6 @@ impl Estimator for SimpleHLL

{ copy.estimator.merge(&other.estimator); copy.estimator.count() as f64 } - - fn is_union_estimate_non_deterministic(&self, _other: &Self) -> bool { - false - } } impl Estimator for CloudFlareHLL { @@ -305,10 +301,6 @@ impl Estimator for CloudFlar copy.estimator.merge(&other.estimator); copy.estimator.estimate() as f64 } - - fn is_union_estimate_non_deterministic(&self, _other: &Self) -> bool { - true - } } impl Estimator for HyperTwoBits { @@ -329,10 +321,6 @@ impl Estimator for Hype copy.estimator.merge(other.estimator.clone()); copy.estimator.count() as f64 } - - fn is_union_estimate_non_deterministic(&self, _other: &Self) -> bool { - false - } } impl Estimator for HyperThreeBits { @@ -353,10 +341,6 @@ impl Estimator for Hype copy.estimator.merge(other.estimator.clone()); copy.estimator.count() as f64 } - - fn is_union_estimate_non_deterministic(&self, _other: &Self) -> bool { - false - } } impl Estimator for SourMash

{ @@ -375,10 +359,6 @@ impl Estimator for SourMash

{ fn estimate_union_cardinality(&self, other: &Self) -> f64 { self.estimator.union(&other.estimator) as f64 } - - fn is_union_estimate_non_deterministic(&self, _other: &Self) -> bool { - false - } } impl Estimator for RustHLL

{ @@ -391,10 +371,6 @@ impl Estimator for RustHLL

{ copy.estimator.merge(&other.estimator); copy.estimator.len() } - - fn is_union_estimate_non_deterministic(&self, _other: &Self) -> bool { - false - } } impl Estimator for TabacHLLPlusPlus

{ @@ -407,10 +383,6 @@ impl Estimator for TabacHLLPlusPlus

{ copy.estimator.merge(&other.estimator).unwrap(); copy.estimator.count() } - - fn is_union_estimate_non_deterministic(&self, _other: &Self) -> bool { - false - } } impl Estimator for TabacHLL

{ @@ -423,10 +395,6 @@ impl Estimator for TabacHLL

{ copy.estimator.merge(&self.estimator).unwrap(); copy.estimator.count() } - - fn is_union_estimate_non_deterministic(&self, _other: &Self) -> bool { - false - } } impl Estimator for AlecHLL

{ @@ -439,8 +407,4 @@ impl Estimator for AlecHLL

{ copy.estimator.union(&other.estimator); copy.estimator.len() } - - fn is_union_estimate_non_deterministic(&self, _other: &Self) -> bool { - false - } } diff --git a/tests/test_hll.rs b/tests/test_hll.rs index b9010c0..3c625a5 100644 --- a/tests/test_hll.rs +++ b/tests/test_hll.rs @@ -1,3 +1,4 @@ +use hyperloglog_derive::test_estimator; use hyperloglog_rs::prelude::*; use twox_hash::XxHash; use wyhash::WyHash; @@ -5,9 +6,7 @@ use wyhash::WyHash; /// Test the HyperLogLog implementation with the provided precision and bits pub fn test_approximated_counter_at_precision_and_bits< P: Precision, - B: Bits, H: ExtendableApproximatedSet + Estimator + Default, - Hasher: HasherType, >() { let number_of_elements = 200_000; let mut total_cardinality_error_rate = 0.0; @@ -36,8 +35,13 @@ pub fn test_approximated_counter_at_precision_and_bits< let mut cardinality_sampling_rate = starting_cardinality_sampling_rate; let mut union_sampling_rate = starting_union_sampling_rate; - for (i, element) in - iter_random_values(number_of_elements, Some(1_000_000), left_random_state).enumerate() + for (i, element) in iter_var_len_random_values::( + 0, + number_of_elements, + Some(1_000_000), + Some(left_random_state), + ) + .enumerate() { if i % 2 == 0 { left.insert(&element); @@ -50,7 +54,8 @@ pub fn test_approximated_counter_at_precision_and_bits< if i % cardinality_sampling_rate == 0 { if cardinality_sampling_rate < maximal_cardinality_sampling_rate { left_random_state = splitmix64(left_random_state); - cardinality_sampling_rate += left_random_state as usize % cardinality_sampling_rate; + cardinality_sampling_rate += + left_random_state as usize % cardinality_sampling_rate; } let estimated_cardinality = left.estimate_cardinality(); let exact_cardinality = exact_left.len() as f64; @@ -88,13 +93,12 @@ pub fn test_approximated_counter_at_precision_and_bits< assert!( mean_error_rate <= P::error_rate(), concat!( - "Cardinality error rate ({}) over {} samples is higher than expected ({}) for a precision of {} and bits {}.", + "Cardinality error rate ({}) over {} samples is higher than expected ({}) for a precision of {}.", ), mean_error_rate, total_cardinality_samples, P::error_rate(), P::EXPONENT, - B::NUMBER_OF_BITS ); let mean_union_error_rate = total_union_error_rate / total_union_samples as f64; @@ -102,126 +106,101 @@ pub fn test_approximated_counter_at_precision_and_bits< assert!( mean_union_error_rate <= P::error_rate(), concat!( - "Union error rate ({}) (cardinalty was: {}) over {} samples is higher than the expected error rate ({}) for a precision of {} and bits {}.", + "Union error rate ({}) (cardinalty was: {}) over {} samples is higher than the expected error rate ({}) for a precision of {}.", ), mean_union_error_rate, mean_error_rate, total_union_samples, P::error_rate(), P::EXPONENT, - B::NUMBER_OF_BITS ); } -/// Macro to generate a range of tests with the provided lists of precisions, bits and register types -macro_rules! test_hll_at_precision_and_bits_and_register { - ($precision:ty, $hasher:ty, $bits:ty, $($register:ty),*) => { - $( - paste::item! { - #[test] - #[cfg(feature = "plusplus")] - pub fn [< test_plusplus_at_ $precision:lower _and_ $bits:lower _bits_and_ $hasher:lower _and_ $register:lower>]() { - test_approximated_counter_at_precision_and_bits::<$precision, $bits, PlusPlus<$precision, $bits, $register, $hasher>, $hasher>(); - } - #[test] - #[cfg(feature = "beta")] - pub fn [< test_beta_at_ $precision:lower _and_ $bits:lower _bits_and_ $hasher:lower _and_ $register:lower>]() { - test_approximated_counter_at_precision_and_bits::<$precision, $bits, LogLogBeta<$precision, $bits, $register, $hasher>, $hasher>(); - } - #[test] - #[cfg(feature = "plusplus")] - pub fn [< test_hybrid_plusplus_at_ $precision:lower _and_ $bits:lower _bits_and_ $hasher:lower _and_ $register:lower>]() { - test_approximated_counter_at_precision_and_bits::<$precision, $bits, Hybrid>, $hasher>(); - } - #[test] - #[cfg(feature = "beta")] - pub fn [< test_hybrid_beta_at_ $precision:lower _and_ $bits:lower _bits_and_ $hasher:lower _and_ $register:lower>]() { - test_approximated_counter_at_precision_and_bits::<$precision, $bits, Hybrid>, $hasher>(); - } - #[test] - #[cfg(all(feature = "mle", feature = "plusplus"))] - pub fn [< test_mleplusplus_at_ $precision:lower _and_ $bits:lower _bits_and_ $hasher:lower _and_ $register:lower>]() { - test_approximated_counter_at_precision_and_bits::<$precision, $bits, MLE>, $hasher>(); - } - #[test] - #[cfg(all(feature = "mle", feature = "beta"))] - pub fn [< test_mlebeta_at_ $precision:lower _and_ $bits:lower _bits_and_ $hasher:lower _and_ $register:lower>]() { - test_approximated_counter_at_precision_and_bits::<$precision, $bits, MLE>, $hasher>(); - } - #[test] - #[cfg(all(feature = "mle", feature = "plusplus"))] - pub fn [< test_hybrid_mleplusplus_at_ $precision:lower _and_ $bits:lower _bits_and_ $hasher:lower _and_ $register:lower>]() { - test_approximated_counter_at_precision_and_bits::<$precision, $bits, Hybrid>>, $hasher>(); - } - #[test] - #[cfg(all(feature = "mle", feature = "beta"))] - pub fn [< test_hybrid_mlebeta_at_ $precision:lower _and_ $bits:lower _bits_and_ $hasher:lower _and_ $register:lower>]() { - test_approximated_counter_at_precision_and_bits::<$precision, $bits, Hybrid>>, $hasher>(); - } - } - )* - } +#[test_estimator] +fn test_plusplus, H: HasherType>() { + test_approximated_counter_at_precision_and_bits::>(); } -/// Macro to generate a range of tests with the provided lists of precisions and bits -macro_rules! test_hll_at_precision_and_bits { - ($precision:ty, $hasher:ty, $($bits:ty),*) => { - $( - paste::paste!{ - type [] = <$precision as ArrayRegister<$bits>>::Array; - type [] = <$precision as ArrayRegister<$bits>>::Packed; - test_hll_at_precision_and_bits_and_register!($precision, $hasher, $bits, [], []); - } - )* - }; +#[test_estimator] +fn test_beta, H: HasherType>() { + test_approximated_counter_at_precision_and_bits::>(); +} + +#[test_estimator] +#[cfg(feature = "mle")] +fn test_mle_plusplus, H: HasherType>() { + test_approximated_counter_at_precision_and_bits::>>(); } -/// Macro to generate a range of tests with the provided lists of precisions -macro_rules! test_hll_at_precision_and_hashers { - ($precision:ty, $($hasher:ty),*) => { - $( - test_hll_at_precision_and_bits!($precision, $hasher, Bits4, Bits5, Bits6, Bits7, Bits8); - )* - }; +#[test_estimator] +#[cfg(feature = "mle")] +fn test_mle_beta, H: HasherType>() { + test_approximated_counter_at_precision_and_bits::>>(); } -/// Macro to generate a range of tests with the provided lists of precisions -macro_rules! test_hll_at_precisions { - ($($precision:ty),*) => { - $( - test_hll_at_precision_and_hashers!($precision, XxHash); - test_hll_at_precision_and_hashers!($precision, WyHash); - )* - }; +#[test_estimator] +fn test_hybrid_plusplus< + P: Precision, + B: Bits, + R: Registers + + VariableWords + + VariableWords + + VariableWords + + VariableWords + + VariableWords, + H: HasherType, +>() { + test_approximated_counter_at_precision_and_bits::, u32>>(); + test_approximated_counter_at_precision_and_bits::, u40>>(); + test_approximated_counter_at_precision_and_bits::, u48>>(); + test_approximated_counter_at_precision_and_bits::, u56>>(); + test_approximated_counter_at_precision_and_bits::, u64>>(); +} + +#[test_estimator] +fn test_hybrid_beta< + P: Precision, + B: Bits, + R: Registers + + VariableWords + + VariableWords + + VariableWords + + VariableWords + + VariableWords, + H: HasherType, +>() { + test_approximated_counter_at_precision_and_bits::, u32>>(); + test_approximated_counter_at_precision_and_bits::, u40>>(); + test_approximated_counter_at_precision_and_bits::, u48>>(); + test_approximated_counter_at_precision_and_bits::, u56>>(); + test_approximated_counter_at_precision_and_bits::, u64>>(); } -#[cfg(feature = "precision_4")] -test_hll_at_precisions!(Precision4); -#[cfg(feature = "precision_5")] -test_hll_at_precisions!(Precision5); -#[cfg(feature = "precision_6")] -test_hll_at_precisions!(Precision6); -#[cfg(feature = "precision_7")] -test_hll_at_precisions!(Precision7); -#[cfg(feature = "precision_8")] -test_hll_at_precisions!(Precision8); -#[cfg(feature = "precision_9")] -test_hll_at_precisions!(Precision9); -#[cfg(feature = "precision_10")] -test_hll_at_precisions!(Precision10); -#[cfg(feature = "precision_11")] -test_hll_at_precisions!(Precision11); -#[cfg(feature = "precision_12")] -test_hll_at_precisions!(Precision12); -#[cfg(feature = "precision_13")] -test_hll_at_precisions!(Precision13); -#[cfg(feature = "precision_14")] -test_hll_at_precisions!(Precision14); -#[cfg(feature = "precision_15")] -test_hll_at_precisions!(Precision15); -#[cfg(feature = "precision_16")] -test_hll_at_precisions!(Precision16); -#[cfg(feature = "precision_17")] -test_hll_at_precisions!(Precision17); -#[cfg(feature = "precision_18")] -test_hll_at_precisions!(Precision18); +#[test] +#[cfg(feature = "plusplus")] +fn test_hybrid_plusplus_low_bits_hash() { + test_approximated_counter_at_precision_and_bits::< + Precision4, + Hybrid>::Array, XxHash>, u8>, + >(); + test_approximated_counter_at_precision_and_bits::< + Precision4, + Hybrid>::Array, XxHash>, u16>, + >(); + test_approximated_counter_at_precision_and_bits::< + Precision4, + Hybrid>::Array, XxHash>, u24>, + >(); + test_approximated_counter_at_precision_and_bits::< + Precision4, + Hybrid>::Packed, XxHash>, u8>, + >(); + test_approximated_counter_at_precision_and_bits::< + Precision4, + Hybrid>::Packed, XxHash>, u16>, + >(); + test_approximated_counter_at_precision_and_bits::< + Precision4, + Hybrid>::Packed, XxHash>, u24>, + >(); +} \ No newline at end of file