Revert "Fix: Wasmer.io publication and docs paths"

.github/workflows/release.yml

@@ -271,18 +271,11 @@ jobs:
         tags: ${{ steps.meta.outputs.tags }}
         labels: ${{ steps.meta.outputs.labels }}
 
-  publish_wasm:
+  build_publish_wasm:
     name: WASM Build
-    needs: versioning
     runs-on: ubuntu-latest
-    permissions:
-      contents: read
-      packages: write
-
     steps:
     - uses: actions/checkout@v3
-      with:
-        ref: 'main'  
     - run: git submodule update --init --recursive
 
     - name: Prepare WASM Environment
@@ -295,19 +288,23 @@ jobs:
         ./emsdk/emsdk activate latest && source ./emsdk/emsdk_env.sh
         emcmake cmake -DUSEARCH_BUILD_TEST=0 -DUSEARCH_BUILD_BENCHMARK=0 -DUSEARCH_BUILD_WASM=1 -B ./build && emmake make -C ./build
 
-    - name: Trigger Wasmer.io CLI
+    - name: Install wasmer cli
       run: |
         curl https://get.wasmer.io -sSfL | sh
         source ~/.wasmer/wasmer.sh
-        wasmer login --token "${{ secrets.WASMER_TOKEN }}"
-        wasmer publish
+
+    - name: Login Wasmer.io
+      run: wasmer login --token "${{ secrets.WASMER_TOKEN }}"
+
+    - name: Publish binary to Wasmer.io
+      run: wasmer publish
 
 
   build_docs:
     name: Build Docs
     runs-on: ubuntu-22.04
     if: ${{ always() }}
-    needs: [publish_python, publish_javascript, publish_rust, publish_java, publish_swift, publish_docker, publish_wasmer]
+    needs: [publish_python, publish_javascript, publish_rust, publish_java, publish_swift, publish_docker]
     permissions:
       contents: write
     steps:

README.md

@@ -20,35 +20,34 @@ Vector Search Engine<br/>
 <p align="center">
 Euclidean • Angular • Jaccard • Hamming • Haversine • 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</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/golang">GoLang</a> •
-<a href="https://unum-cloud.github.io/usearch/wolfram">Wolfram</a>
+<a href="#c++">C++11</a> •
+<a href="#python">Python</a> •
+<a href="#javascript">JavaScript</a> •
+<a href="#java">Java</a> •
+<a href="#rust">Rust</a> •
+<a href="#objective-c">Objective-C</a> •
+<a href="#swift">Swift</a> •
+<a href="#golang">GoLang</a> •
+<a href="#wolfram">Wolfram</a>
 <br/>
-Linux • MacOS • Windows • Docker • WebAssembly
+Linux • MacOS • Windows • Docker • WebAssembly 🔜
 </p>
 
 ---
 
-- ✅ Benchmark-topping performance.
-- ✅ Simple and extensible [single C++11 header][usearch-header] implementation.
-- ✅ SIMD-optimized and [user-defined metrics](#user-defined-functions) with JIT-compilation.
-- ✅ Variable dimensionality vectors for unique applications, including GIS and Chess.
-- ✅ Advanced bitwise Tanimoto and Sorensen coefficients ideal for Genomics and Chemistry.
-- ✅ On-the-fly support for [half-precision `f16` and quarter-precision `f8`](#memory-efficiency-downcasting-and-quantization), compatible with any hardware.
-- ✅ [View large indexes from disk](#disk-based-indexes) without loading into RAM.
-- ✅ Space-efficient point-clouds with `uint40_t`, accommodating 4B+ size.
-- ✅ Optimized for concurrent threading, like OpenMP or C++23 executors with bring your threads.
-- ✅ Support for multiple vectors per label.
-- ✅ On-the-fly deletions.
-- ✅ Utilize [USearch and UForm Transformers for Semantic Search](#usearch--ai--multi-modal-semantic-search).
-- ✅ Combine [USearch and RDKit for Molecule Search](#usearch--rdkit--molecular-search).
+- [x] Benchmark-topping performance.
+- [x] Simple and extensible [single C++11 header][usearch-header] implementation.
+- [x] SIMD-optimized and [user-defined metrics](#user-defined-functions) with JIT-compilation.
+- [x] Variable dimensionality vectors for unique applications, including GIS and Chess.
+- [x] Advanced bitwise Tanimoto and Sorensen coefficients ideal for Genomics and Chemistry.
+- [x] On-the-fly support for [half-precision `f16` and quarter-precision `f8`](#memory-efficiency-downcasting-and-quantization), compatible with any hardware.
+- [x] [View large indexes from disk](#disk-based-indexes) without loading into RAM.
+- [x] Space-efficient point-clouds with `uint40_t`, accommodating 4B+ size.
+- [x] Optimized for concurrent threading, like OpenMP or C++23 executors with bring your threads.
+- [x] Support for multiple vectors per label.
+- [ ] On-the-fly deletions.
+- [x] Utilize [USearch and UForm Transformers for Semantic Search](#usearch--ai--multi-modal-semantic-search).
+- [x] Combine [USearch and RDKit for Molecule Search](#usearch--rdkit--molecular-search).
 
 [usearch-header]: https://github.com/unum-cloud/usearch/blob/main/include/usearch/index.hpp
 [obscure-use-cases]: https://ashvardanian.com/posts/abusing-vector-search
@@ -154,7 +153,9 @@ This can result in **20x costs reduction** on AWS and other public clouds.
 ```py
 index.save("index.usearch")
 
+direct_copy = index.copy()
 loaded_copy = index.load("index.usearch")
+
 view = Index.restore("index.usearch", view=True)
 
 other_view = Index(ndim=..., metric=CompiledMetric(...))
@@ -233,19 +234,16 @@ server.run()
 
 We have pre-processed some commonly used datasets, cleaning the images, producing the vectors, and pre-building the index.
 
-| Dataset                                |            Modalities | Images |                              Download |
-| :------------------------------------- | --------------------: | -----: | ------------------------------------: |
-| [Unsplash 25K][unsplash-25k-origin]    | Images & Descriptions |   25 K | [HuggingFace / Unum][unsplash-25k-hf] |
-| [Conceptual Captions 3M][cc-3m-origin] | Images & Descriptions |    3 M |        [HuggingFace / Unum][cc-3m-hf] |
-| [Arxiv 2M][arxiv-2m-origin]            |    Titles & Abstracts |    2 M |     [HuggingFace / Unum][arxiv-2m-hf] |
+| Dataset                              | Size | Images |          Preprocessed |
+| :----------------------------------- | ---: | -----: | --------------------: |
+| [Unsplash 25K][unsplash-25k-origin]  |    - |   25 K | [HF][unsplash-25k-hf] |
+| [Createve Captions 3M][cc-3m-origin] |    - |    3 M |        [HF][cc-3m-hf] |
 
-[unsplash-25k-origin]: https://github.com/unsplash/datasets
-[cc-3m-origin]: https://huggingface.co/datasets/conceptual_captions
-[arxiv-2m-origin]: https://www.kaggle.com/datasets/Cornell-University/arxiv
 
-[unsplash-25k-hf]: https://huggingface.co/datasets/unum-cloud/ann-unsplash-25k
-[cc-3m-hf]: https://huggingface.co/datasets/unum-cloud/ann-cc-3m
-[arxiv-2m-hf]: https://huggingface.co/datasets/unum-cloud/ann-arxiv-2m
+[unsplash-25k-origin]: https://unum.cloud
+[cc-3m-origin]: https://unum.cloud
+[unsplash-25k-hf]: https://unum.cloud
+[cc-3m-hf]: https://unum.cloud
 
 ### USearch + RDKit = Molecular Search
 
@@ -288,7 +286,7 @@ matches = index.search(fingerprints, 10)
 ## Integrations
 
 - [x] GPT-Cache.
-- [ ] LangChain.
+- [ ] Langchain.
 - [ ] Microsoft Semantic Kernel.
 - [ ] PyTorch.
 

docs/golang/index.rst

@@ -3,4 +3,4 @@ GoLang SDK
 ==============
 
 
-.. mdinclude:: ../../golang/README.md
+.. mdinclude:: ../golang/README.md

docs/index.rst

@@ -16,13 +16,12 @@ Overview
 
    cpp/index
    python/index
-   javascript/index
    java/index
+   javascript/index
    rust/index
-   c/index
    swift/index
+   c/index
    golang/index
-   wolfram/index
 
 .. toctree:: 
    :hidden:

docs/javascript/index.rst

@@ -3,7 +3,7 @@ JavaScript SDK
 ==============
 
 
-.. mdinclude:: ../../javascript/README.md
+.. mdinclude:: ../javascript/README.md
 
 .. toctree::
    :hidden:

docs/python/index.rst

@@ -3,7 +3,7 @@ Python SDK
 ==============
 
 
-.. mdinclude:: ../../python/README.md
+.. mdinclude:: ../python/README.md
 
 .. toctree::
    :hidden:

docs/rust/index.rst

@@ -3,4 +3,4 @@ Rust SDK
 ==============
 
 
-.. mdinclude:: ../../rust/README.md
+.. mdinclude:: ../rust/README.md

docs/swift/index.rst

@@ -3,4 +3,4 @@ Swift SDK
 ==============
 
 
-.. mdinclude:: ../../swift/README.md
+.. mdinclude:: ../swift/README.md

javascript/README.md

@@ -2,19 +2,10 @@
 
 ## Installation
 
-USearch is available both for Node.js backend runtime and WASM frontend runtime.
-For first use the conventional `npm install`:
-
 ```sh
 npm install usearch
 ```
 
-For latter:
-
-```sh
-
-```
-
 ## Quickstart
 
 ```js