Float8, Performance, Correctness, & Portability!

.editorconfig

@@ -0,0 +1,5 @@
+root = true
+
+[*.yml]
+indent_style = space
+indent_size = 2

.github/ISSUE_TEMPLATE/bug_report.yml

@@ -84,15 +84,15 @@ body:
     id: duplicate
     attributes:
       label: Is there an existing issue for this?
-      description: Please search [our issues](https://github.com/unum-cloud/usearch/issues) to see if this bug already exists.
+      description: Please search [our issues](https://github.com/unum-cloud/USearch/issues) to see if this bug already exists.
       options:
         - label: I have searched the existing issues
           required: true
   - type: checkboxes
     id: terms
     attributes:
       label: Code of Conduct
-      description: By submitting this issue, you agree to follow our [Code of Conduct](https://github.com/unum-cloud/usearch/blob/main/CODE_OF_CONDUCT.md)
+      description: By submitting this issue, you agree to follow our [Code of Conduct](https://github.com/unum-cloud/USearch/blob/main/CODE_OF_CONDUCT.md)
       options:
         - label: I agree to follow this project's Code of Conduct
           required: true

.github/ISSUE_TEMPLATE/feature_request.yml

@@ -9,7 +9,7 @@ body:
     attributes:
       value: |
         Thanks for taking the time to fill out this feature request!
-        We have already scheduled a few features for our [next milestone](https://github.com/unum-cloud/usearch/milestones).
+        We have already scheduled a few features for our [next milestone](https://github.com/unum-cloud/USearch/milestones).
         Still, if it is something we have yet to think about, we will happily extend our [roadmap](https://github.com/orgs/unum-cloud/projects/2).
         It is also worth noting that choosing between speed and functionality, we generally prefer the former.
         So in some cases, it makes more sense to build something on top of USearch rather than patch it 🤗
@@ -50,15 +50,15 @@ body:
     id: duplicate
     attributes:
       label: Is there an existing issue for this?
-      description: Please search [our issues](https://github.com/unum-cloud/usearch/issues) to see if this bug already exists.
+      description: Please search [our issues](https://github.com/unum-cloud/USearch/issues) to see if this bug already exists.
       options:
         - label: I have searched the existing issues
           required: true
   - type: checkboxes
     id: terms
     attributes:
       label: Code of Conduct
-      description: By submitting this issue, you agree to follow our [Code of Conduct](https://github.com/unum-cloud/usearch/blob/main/CODE_OF_CONDUCT.md)
+      description: By submitting this issue, you agree to follow our [Code of Conduct](https://github.com/unum-cloud/USearch/blob/main/CODE_OF_CONDUCT.md)
       options:
         - label: I agree to follow this project's Code of Conduct
           required: true

.github/workflows/prerelease.yml

@@ -9,11 +9,12 @@ on:
 env:
   GH_TOKEN: ${{ secrets.SEMANTIC_RELEASE_TOKEN }}
   PYTHONUTF8: 1
+  PYTHONFAULTHANDLER: 1
   PYTHON_VERSION: 3.11
   DOTNET_VERSION: 8.0.x
   NODE_VERSION: 20
   JAVA_VERSION: 21
-  GO_VERSION: "^1.21.0"
+  GO_VERSION: "^1.22.0"
   ANDROID_NDK_VERSION: 26.3.11579264
   ANDROID_SDK_VERSION: 21
 
@@ -38,10 +39,8 @@ jobs:
           version-file: "VERSION"
           update-version-in: |
             package.json:"version": "(\d+\.\d+\.\d+)"
-            package-lock.json:"usearch",\n\s+"version": "(\d+\.\d+\.\d+)"
             CITATION.cff:^version: (\d+\.\d+\.\d+)
             Cargo.toml:^version = "(\d+\.\d+\.\d+)"
-            Cargo.lock:name = "usearch"\nversion = "(\d+\.\d+\.\d+)"
             wasmer.toml:^version = "(\d+\.\d+\.\d+)"
             conanfile.py:version = "(\d+\.\d+\.\d+)"
             java/README.md:usearchVersion = '(\d+\.\d+\.\d+)'
@@ -74,8 +73,8 @@ jobs:
       - name: Build C/C++
         run: |
           sudo apt update
-          sudo apt install -y cmake build-essential libjemalloc-dev libomp-dev gcc-12 g++-12
-          cmake -B build_artifacts -D CMAKE_BUILD_TYPE=RelWithDebInfo -D USEARCH_BUILD_TEST_CPP=1 -D USEARCH_BUILD_TEST_C=1 -D USEARCH_BUILD_LIB_C=1 -D USEARCH_BUILD_SQLITE=1 -D USEARCH_USE_OPENMP=1 -D USEARCH_USE_SIMSIMD=1 -D USEARCH_USE_JEMALLOC=1
+          sudo apt install -y cmake build-essential libjemalloc-dev libomp-dev
+          cmake -B build_artifacts -D CMAKE_BUILD_TYPE=RelWithDebInfo -D USEARCH_BUILD_TEST_CPP=1 -D USEARCH_BUILD_TEST_C=1 -D USEARCH_BUILD_LIB_C=1 -D USEARCH_BUILD_SQLITE=1 -D USEARCH_USE_OPENMP=1 -D USEARCH_USE_NUMKONG=1 -D USEARCH_USE_JEMALLOC=1
           cmake --build build_artifacts --config RelWithDebInfo
       - name: Test C++
         run: build_artifacts/test_cpp
@@ -91,7 +90,7 @@ jobs:
         run: |
           python -m pip install --upgrade pip
           pip install pytest pytest-repeat numpy numba cppyy
-          pip install --upgrade git+https://github.com/Maratyszcza/PeachPy
+
           python -m pip install .
       - name: Test Python
         run: pytest
@@ -102,7 +101,7 @@ jobs:
         with:
           node-version: ${{ env.NODE_VERSION }}
       - name: Install dependencies
-        run: npm ci --skip-scripts
+        run: npm install --skip-scripts
       - name: Build JavaScript
         run: npm run build-js
       - name: Test JavaScript
@@ -113,7 +112,10 @@ jobs:
         run: |
           rustup update stable
           rustup default stable
+          rustup component add clippy
           rustc -vV
+      - name: Lint Rust
+        run: cargo clippy --all-targets -- -D warnings
       - name: Build Rust
         run: cargo build
       - name: Test Rust
@@ -155,11 +157,11 @@ jobs:
         working-directory: ${{ github.workspace }}/golang/
 
   test_ubuntu_clang:
-    name: Ubuntu (Clang 18)
+    name: Ubuntu (Clang 20)
     runs-on: ubuntu-24.04
     env:
-      CC: clang
-      CXX: clang++
+      CC: clang-20
+      CXX: clang++-20
 
     steps:
       - name: Checkout
@@ -168,12 +170,11 @@ jobs:
         run: git submodule update --init --recursive
 
         # C/C++
-        # Clang 16 isn't available from default repos on Ubuntu 22.04, so we have to install it manually
       - name: Build C/C++
         run: |
           sudo apt update
-          sudo apt install -y cmake build-essential libjemalloc-dev clang
-          cmake -B build_artifacts -D CMAKE_BUILD_TYPE=RelWithDebInfo -D USEARCH_BUILD_TEST_CPP=1 -D USEARCH_BUILD_TEST_C=1 -D USEARCH_BUILD_LIB_C=1 -D USEARCH_BUILD_SQLITE=1 -D USEARCH_USE_OPENMP=0 -D USEARCH_USE_SIMSIMD=1 -D USEARCH_USE_JEMALLOC=1
+          sudo apt install -y cmake build-essential libjemalloc-dev clang-20
+          cmake -B build_artifacts -D CMAKE_BUILD_TYPE=RelWithDebInfo -D USEARCH_BUILD_TEST_CPP=1 -D USEARCH_BUILD_TEST_C=1 -D USEARCH_BUILD_LIB_C=1 -D USEARCH_BUILD_SQLITE=1 -D USEARCH_USE_OPENMP=0 -D USEARCH_USE_NUMKONG=1 -D USEARCH_USE_JEMALLOC=1
           cmake --build build_artifacts --config RelWithDebInfo
       - name: Test C++
         run: build_artifacts/test_cpp
@@ -186,7 +187,7 @@ jobs:
         with:
           node-version: ${{ env.NODE_VERSION }}
       - name: Install dependencies
-        run: npm ci --skip-scripts
+        run: npm install --skip-scripts
       - name: Build JavaScript
         run: npm run build-js
       - name: Test JavaScript
@@ -201,7 +202,7 @@ jobs:
         run: |
           python -m pip install --upgrade pip
           pip install pytest pytest-repeat numpy numba cppyy
-          pip install --upgrade git+https://github.com/Maratyszcza/PeachPy
+
           python -m pip install .
         env:
           CXX: clang++
@@ -234,7 +235,7 @@ jobs:
         working-directory: ${{ github.workspace }}/csharp
 
   test_macos:
-    name: MacOS
+    name: macOS
     runs-on: macos-15
 
     steps:
@@ -261,7 +262,7 @@ jobs:
         with:
           node-version: ${{ env.NODE_VERSION }}
       - name: Install dependencies
-        run: npm ci --skip-scripts
+        run: npm install --skip-scripts
       - name: Build JavaScript
         run: npm run build-js
       - name: Test JavaScript
@@ -314,7 +315,7 @@ jobs:
         working-directory: ${{ github.workspace }}/csharp
 
   test_windows_x86:
-    name: Windows (x86)
+    name: Windows (X86)
     runs-on: windows-2022
     steps:
       - name: Checkout
@@ -352,7 +353,7 @@ jobs:
         with:
           node-version: ${{ env.NODE_VERSION }}
       - name: Install dependencies
-        run: npm ci --skip-scripts
+        run: npm install --skip-scripts
       - name: Build JavaScript
         run: npm run build-js
       - name: Test JavaScript
@@ -383,7 +384,7 @@ jobs:
         working-directory: ${{ github.workspace }}/csharp
 
   test_windows_arm:
-    name: Windows (Arm)
+    name: Windows (ARM)
     runs-on: windows-2022
     steps:
       - name: Checkout
@@ -407,8 +408,8 @@ jobs:
           Write-Host "ARM64 DLL built successfully"
 
   build_docker:
-    name: Docker
-    runs-on: ubuntu-22.04
+    name: Build Docker
+    runs-on: ubuntu-24.04
     steps:
       - name: Checkout
         uses: actions/checkout@v6
@@ -421,44 +422,110 @@ jobs:
           load: true
           push: false
 
-  build_wheels:
-    name: Build Python Wheels
-    runs-on: ${{ matrix.os }}
-    needs:
-      [
-        test_ubuntu_gcc,
-        test_ubuntu_clang,
-        test_macos,
-        test_windows_x86,
-        test_windows_arm,
-      ]
+  build_wheels_linux:
+    name: Build Python Wheels (Linux)
+    runs-on: ubuntu-24.04
+    needs: [test_ubuntu_gcc, test_ubuntu_clang]
     strategy:
       matrix:
-        os: [ubuntu-24.04, macos-14, windows-2022]
-        python-version: ["38", "39", "310", "311", "312", "313", "313t", "314", "314t"]
+        python-version: ["310", "311", "312", "313", "313t", "314", "314t"]
     steps:
       - name: Checkout
         uses: actions/checkout@v6
       - name: Set up Python
         uses: actions/setup-python@v6
         with:
-          python-version: 3.x
-
-        # We only need QEMU for Linux builds
+          python-version: "3.13"
       - name: Setup QEMU
-        if: matrix.os == 'ubuntu-24.04'
         uses: docker/setup-qemu-action@v3
       - name: Install cibuildwheel
-        run: python -m pip install cibuildwheel
+        uses: nick-fields/retry@v4
+        with:
+          max_attempts: 3
+          retry_wait_seconds: 10
+          timeout_minutes: 180
+          command: python -m pip install cibuildwheel
+      - name: Build wheels
+        uses: nick-fields/retry@v4
+        with:
+          max_attempts: 2
+          retry_wait_seconds: 30
+          timeout_minutes: 180
+          command: cibuildwheel --output-dir wheelhouse
+        env:
+          CIBW_BUILD: cp${{ matrix.python-version }}-*
+          CIBW_ENABLE: cpython-freethreading
+          CIBW_PLATFORM: linux
+
+  build_wheels_macos:
+    name: Build Python Wheels (macOS)
+    runs-on: macos-14
+    needs: [test_macos]
+    strategy:
+      matrix:
+        python-version: ["310", "311", "312", "313", "313t", "314", "314t"]
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v6
+      - name: Set up Python
+        uses: actions/setup-python@v6
+        with:
+          python-version: "3.13"
+      - name: Install cibuildwheel
+        uses: nick-fields/retry@v4
+        with:
+          max_attempts: 3
+          retry_wait_seconds: 10
+          timeout_minutes: 180
+          command: python -m pip install cibuildwheel
       - name: Build wheels
-        run: cibuildwheel --output-dir wheelhouse
+        uses: nick-fields/retry@v4
+        with:
+          max_attempts: 2
+          retry_wait_seconds: 30
+          timeout_minutes: 180
+          command: cibuildwheel --output-dir wheelhouse
         env:
           CIBW_BUILD: cp${{ matrix.python-version }}-*
-          CIBW_ENABLE: cpython-freethreading # No-GIL 3.13t builds
+          CIBW_ENABLE: cpython-freethreading
+          CIBW_PLATFORM: macos
+
+  build_wheels_windows:
+    name: Build Python Wheels (Windows)
+    runs-on: windows-2022
+    needs: [test_windows_x86]
+    strategy:
+      matrix:
+        python-version: ["310", "311", "312", "313", "313t", "314", "314t"]
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v6
+      - name: Set up Python
+        uses: actions/setup-python@v6
+        with:
+          python-version: "3.13"
+      - name: Install cibuildwheel
+        uses: nick-fields/retry@v4
+        with:
+          max_attempts: 3
+          retry_wait_seconds: 10
+          timeout_minutes: 180
+          command: python -m pip install cibuildwheel
+      - name: Build wheels
+        uses: nick-fields/retry@v4
+        with:
+          max_attempts: 2
+          retry_wait_seconds: 30
+          timeout_minutes: 180
+          command: cibuildwheel --output-dir wheelhouse
+        env:
+          CIBW_BUILD: cp${{ matrix.python-version }}-*
+          CIBW_ENABLE: cpython-freethreading
+          CIBW_PLATFORM: windows
 
   test_ubuntu_cross_compilation:
-    name: Cross Compilation
-    runs-on: ubuntu-22.04
+    name: Cross-Compile Linux
+    runs-on: ubuntu-24.04
     env:
       CC: clang
       CXX: clang++
@@ -512,7 +579,7 @@ jobs:
 
   test_android:
     name: Android
-    runs-on: ubuntu-22.04
+    runs-on: ubuntu-24.04
     strategy:
       fail-fast: false
       matrix: