Docs: Refresh headlines

Author: ashvardanian

.gitignore

@@ -35,6 +35,7 @@
 build/
 build_debug/
 build_release/
+Testing/
 
 # Rust build artifacts
 Cargo.lock

CMakeLists.txt

@@ -3,7 +3,7 @@ cmake_minimum_required(VERSION 3.14)
 project(
     fork_union
     VERSION 2.1.1
-    DESCRIPTION "OpenMP-style cross-platform fine-grained parallelism library"
+    DESCRIPTION "Low-latency OpenMP-style NUMA-aware cross-platform fine-grained parallelism library"
     LANGUAGES CXX
 )
 

Cargo.toml

@@ -1,6 +1,6 @@
 [package]
 name = "fork_union"
-description = "OpenMP-style cross-platform fine-grained parallelism library"
+description = "Low-latency OpenMP-style NUMA-aware cross-platform fine-grained parallelism library"
 version = "2.1.1"
 edition = "2021"
 authors = ["Ash Vardanian"]

README.md

@@ -293,7 +293,7 @@ search_result_t search(std::span<float, dimensions> query) {
     fu::spin_mutex_t result_update; // ? Lighter `std::mutex` alternative w/out system calls
     
     auto concurrent_searcher = [&](auto first_prong, std::size_t count) noexcept {
-        auto [index, _, colocation] = first_prong;
+        auto [first_index, _, colocation] = first_prong;
         auto& vectors = colocation == 0 ? first_half : second_half;
         search_result_t thread_local_result;
         for (std::size_t task_index = first_index; task_index < first_index + count; ++task_index) {
@@ -355,6 +355,7 @@ Works in tight loops.
 One of the most common parallel workloads is the N-body simulation ¹.
 Implementations are available in both C++ and Rust in `scripts/nbody.cpp` and `scripts/nbody.rs`, respectively.
 Both are lightweight and involve little logic outside of number-crunching, so both can be easily profiled with `time` and introspected with `perf` Linux tools.
+Additional NUMA-aware Search examples are available in `scripts/search.rs`.
 
 ---
 

c/lib.cpp

@@ -1,5 +1,5 @@
 /**
- *  @brief  OpenMP-style NUMA-aware cross-platform fine-grained parallelism library.
+ *  @brief  Low-latency OpenMP-style NUMA-aware cross-platform fine-grained parallelism library.
  *  @file   lib.cpp
  *  @author Ash Vardanian
  *  @date   June 27, 2025

include/fork_union.h

@@ -1,5 +1,5 @@
 /**
- *  @brief  OpenMP-style NUMA-aware cross-platform fine-grained parallelism library.
+ *  @brief  Low-latency OpenMP-style NUMA-aware cross-platform fine-grained parallelism library.
  *  @file   fork_union.h
  *  @author Ash Vardanian
  *  @date   June 17, 2025

include/fork_union.hpp

@@ -1,5 +1,5 @@
 /**
- *  @brief  OpenMP-style NUMA-aware cross-platform fine-grained parallelism library.
+ *  @brief  Low-latency OpenMP-style NUMA-aware cross-platform fine-grained parallelism library.
  *  @file   fork_union.hpp
  *  @author Ash Vardanian
  *  @date   May 2, 2025

rust/lib.rs

@@ -1,4 +1,4 @@
-//! Low-latency OpenMP-style NUMA-aware thread pool for fork-join parallelism.
+//! Low-latency OpenMP-style NUMA-aware cross-platform fine-grained parallelism library.
 //!
 //! Fork Union provides a minimalistic cross-platform thread-pool implementation and Parallel Algorithms,
 //! avoiding dynamic memory allocations, exceptions, system calls, and heavy Compare-And-Swap instructions.