GloVeEmbeddings

GloVe Embeddings — SKaiNET example

Companion code for the article glove.md ("Explaining GloVe Embeddings with SKaiNET and Kotlin"), plus an offline Compose Multiplatform app that explores word vectors.

Modules

• :glove — the teaching library. The full GloVe pipeline in plain Kotlin (Vocabulary, Cooccurrence, GloVePlain) with a SKaiNET-tensor counterpart (GloVeTensors), plus a reusable read-only vector store (Embeddings) supporting cosine similarity, nearest-neighbour search and vector algebra (analogy), and a GloVeTextReader for loading pretrained vectors in GloVe text format.
• :app — a Compose Multiplatform UI that loads vectors bundled in the app (fully offline) and lets you explore them:
  • Neighbours — type a word, see its nearest neighbours with similarity bars.
  • Analogy — vector algebra A − B + C, prefilled with the classic king − man + woman ≈ queen.

Run

./gradlew :glove:runDemo                      # the article pipeline, end to end (JVM)
./gradlew :app:run                            # desktop UI (needs a display)
./gradlew :app:wasmJsBrowserDevelopmentRun    # web UI in the browser
./gradlew :app:assembleDebug                  # Android APK (needs an Android SDK)

iOS targets are declared and build on a macOS host (:app produces a GloVeApp framework); they cannot be compiled from Linux/Windows.

Tests

./gradlew :glove:jvmTest :glove:jsNodeTest :glove:wasmJsNodeTest

About the bundled vectors

app/src/commonMain/composeResources/files/mini-glove.50d.txt is a small, didactic vector set (38 words, 50-d) constructed so the showcased analogies resolve exactly — it is not real pretrained GloVe. The format is standard GloVe text (word v1 v2 … vN per line), so you can drop in a trimmed slice of the real glove.6B.50d.txt (or any GloVe file) by replacing that resource; GloVeTextReader and the UI consume it unchanged.