ellama 0.0.0

Embeddings interface for Ollama

Ellama

Embeddings library (i.e. vector database) built over Ollama.

export OLLAMA_BASE_URL="http://localhost:11434"
export OLLAMA_MODEL="qwen3-embedding:0.6b"
export CACHE_ROOT=".cache"

from ellama import EllamaDatabase, Document

db = EllamaDatabase("test")
db.add_documents([
    Document(page_content="hello world", id="one"),
    Document(page_content="goodbye and goodnight", id="two"),])
docs = db.similarity_search_with_relevance_scores("Hello, world!", k=1)
assert len(docs) == 1
assert docs[0].id == "one"