Docs: Fix broken links (#708)

Author: nikkymen

CITATION.cff

@@ -5,7 +5,7 @@ authors:
     given-names: "Ash"
     orcid: "https://orcid.org/0000-0002-4882-1815"
 title: "USearch by Unum Cloud"
-version: 2.22.0
+version: 2.23.0
 doi: 10.5281/zenodo.7949416
 date-released: 2023-10-22
 url: "https://github.com/unum-cloud/usearch"

CMakeLists.txt

@@ -3,7 +3,7 @@
 cmake_minimum_required(VERSION 3.11 FATAL_ERROR)
 project(
     usearch
-    VERSION 2.22.0
+    VERSION 2.23.0
     LANGUAGES C CXX
     DESCRIPTION "Smaller & Faster Single-File Vector Search Engine from Unum"
     HOMEPAGE_URL "https://github.com/unum-cloud/usearch"

Cargo.lock

@@ -1,6 +1,6 @@
 [package]
 name = "usearch"
-version = "2.22.0"
+version = "2.23.0"
 authors = ["Ash Vardanian <1983160+ashvardanian@users.noreply.github.com>"]
 description = "Smaller & Faster Single-File Vector Search Engine from Unum"
 edition = "2021"

Cargo.toml

@@ -20,20 +20,20 @@ Similarity Search & Clustering Engine for <a href="https://github.com/ashvardani
 <p align="center">
 Spatial • Binary • Probabilistic • User-Defined Metrics
 <br/>
-<a href="https://unum-cloud.github.io/usearch/cpp">C++11</a> •
-<a href="https://unum-cloud.github.io/usearch/python">Python 3</a> •
-<a href="https://unum-cloud.github.io/usearch/javascript">JavaScript</a> •
-<a href="https://unum-cloud.github.io/usearch/java">Java</a> •
-<a href="https://unum-cloud.github.io/usearch/rust">Rust</a> •
-<a href="https://unum-cloud.github.io/usearch/c">C99</a> •
-<a href="https://unum-cloud.github.io/usearch/objective-c">Objective-C</a> •
-<a href="https://unum-cloud.github.io/usearch/swift">Swift</a> •
-<a href="https://unum-cloud.github.io/usearch/csharp">C#</a> •
-<a href="https://unum-cloud.github.io/usearch/golang">Go</a> •
-<a href="https://unum-cloud.github.io/usearch/wolfram">Wolfram</a>
+<a href="https://unum-cloud.github.io/USearch/cpp">C++11</a> •
+<a href="https://unum-cloud.github.io/USearch/python">Python 3</a> •
+<a href="https://unum-cloud.github.io/USearch/javascript">JavaScript</a> •
+<a href="https://unum-cloud.github.io/USearch/java">Java</a> •
+<a href="https://unum-cloud.github.io/USearch/rust">Rust</a> •
+<a href="https://unum-cloud.github.io/USearch/c">C99</a> •
+<a href="https://unum-cloud.github.io/USearch/objective-c">Objective-C</a> •
+<a href="https://unum-cloud.github.io/USearch/swift">Swift</a> •
+<a href="https://unum-cloud.github.io/USearch/csharp">C#</a> •
+<a href="https://unum-cloud.github.io/USearch/golang">Go</a> •
+<a href="https://unum-cloud.github.io/USearch/wolfram">Wolfram</a>
 <br/>
 Linux • macOS • Windows • iOS • Android • WebAssembly •
-<a href="https://unum-cloud.github.io/usearch/sqlite">SQLite</a>
+<a href="https://unum-cloud.github.io/USearch/sqlite">SQLite</a>
 </p>
 
 <div align="center">
@@ -57,7 +57,7 @@ Linux • macOS • Windows • iOS • Android • WebAssembly •
 - ✅ Binary Tanimoto and Sorensen coefficients for [Genomics and Chemistry applications](#usearch--rdkit--molecular-search).
 - ✅ Space-efficient point-clouds with `uint40_t`, accommodating 4B+ size.
 - ✅ Compatible with OpenMP and custom "executors" for fine-grained parallelism.
-- ✅ [Semantic Search](#usearch--ai--multi-modal-semantic-search) and [Joins](#joins-one-to-one-one-to-many-and-many-to-many-mappings).
+- ✅ [Semantic Search](#usearch--uform--ucall--multimodal-semantic-search) and [Joins](#joins-one-to-one-one-to-many-and-many-to-many-mappings).
 - 🔄 Near-real-time [clustering and sub-clustering](#clustering) for Tens or Millions of clusters.
 
 [faiss]: https://github.com/facebookresearch/faiss
@@ -195,7 +195,7 @@ When compared to FAISS's `IndexFlatL2` in Google Colab, __[USearch may offer up
 
 While most vector search packages concentrate on just two metrics, "Inner Product distance" and "Euclidean distance", USearch allows arbitrary user-defined metrics.
 This flexibility allows you to customize your search for various applications, from computing geospatial coordinates with the rare [Haversine][haversine] distance to creating custom metrics for composite embeddings from multiple AI models, like joint image-text embeddings.
-You can use [Numba][numba], [Cppyy][cppyy], or [PeachPy][peachpy] to define your [custom metric even in Python](https://unum-cloud.github.io/usearch/python#user-defined-metrics-and-jit-in-python):
+You can use [Numba][numba], [Cppyy][cppyy], or [PeachPy][peachpy] to define your [custom metric even in Python](https://unum-cloud.github.io/USearch/python#user-defined-metrics-and-jit-in-python):
 
 ```py
 from numba import cfunc, types, carray
@@ -552,7 +552,7 @@ doi = {10.5281/zenodo.7949416},
 author = {Vardanian, Ash},
 title = {{USearch by Unum Cloud}},
 url = {https://github.com/unum-cloud/usearch},
-version = {2.22.0},
+version = {2.23.0},
 year = {2023},
 month = oct,
 }

README.md

@@ -1 +1 @@
-2.22.0
+2.23.0

VERSION

@@ -7,7 +7,7 @@
 class USearchConan(ConanFile):
 
     name = "usearch"
-    version = "2.22.0"
+    version = "2.23.0"
     license = "Apache-2.0"
     description = "Smaller & Faster Single-File Vector Search Engine from Unum"
     homepage = "https://github.com/unum-cloud/usearch"

conanfile.py

@@ -1,7 +1,7 @@
 <?xml version="1.0" encoding="utf-8"?>
 <Project>
   <PropertyGroup>
-    <Version Condition="'$(Version)' == ''">2.22.0</Version>
+    <Version Condition="'$(Version)' == ''">2.23.0</Version>
 
     <Authors>Unum</Authors>
     <Company>Unum</Company>

csharp/nuget/nuget-package.props

@@ -8,7 +8,7 @@
 #define UNUM_USEARCH_HPP
 
 #define USEARCH_VERSION_MAJOR 2
-#define USEARCH_VERSION_MINOR 22
+#define USEARCH_VERSION_MINOR 23
 #define USEARCH_VERSION_PATCH 0
 
 // Inferring C++ version

include/usearch/index.hpp

@@ -19,7 +19,7 @@ repositories {
 // Task to download USearch JAR from GitHub releases
 task downloadUSearchJar {
     doLast {
-        def usearchVersion = '2.22.0'
+        def usearchVersion = '2.23.0'
         def usearchUrl = "https://github.com/unum-cloud/usearch/releases/download/v${usearchVersion}/usearch-${usearchVersion}.jar"
         def usearchFile = file("lib/usearch-${usearchVersion}.jar")
         
@@ -38,7 +38,7 @@ compileJava.dependsOn downloadUSearchJar
 
 dependencies {
     // USearch JAR from local lib directory (downloaded automatically)
-    implementation name: 'usearch', version: '2.22.0', ext: 'jar'
+    implementation name: 'usearch', version: '2.23.0', ext: 'jar'
 }
 ```