hermes-core-python 0.4.4

Python bindings for Hermes search engine

Hermes

A high-performance, embeddable full-text search engine written in Rust.

Features

• Fast indexing - Parallel segment building and compression
• BM25 ranking - Industry-standard relevance scoring
• WAND optimization - Efficient top-k query processing
• Multiple platforms - Native, WASM, and Python bindings
• Flexible schema - SDL-based schema definition language
• Compression - Zstd compression with configurable levels
• Slice caching - Optimized for cold-start latency

Packages

Package	Description	Registry
hermes-core	Core search engine library	crates.io
hermes-tool	CLI for index management and data processing	crates.io
hermes-server	gRPC server for remote search	crates.io
hermes-core-python	Python bindings	PyPI
hermes-wasm	WASM bindings for browsers	npm

Quick Start

Installation

# Install CLI tool
cargo install hermes-tool

# Or use as a library
cargo add hermes-core

Create an Index

# Create index from SDL schema
hermes-tool create -i ./my_index -s schema.sdl

# Index documents from JSONL
cat documents.jsonl | hermes-tool index -i ./my_index --stdin

# Or from compressed file
zstdcat dump.zst | hermes-tool index -i ./my_index --stdin -p 50000

# Merge segments
hermes-tool merge -i ./my_index

# Show index info
hermes-tool info -i ./my_index

Schema Definition (SDL)

index documents {
    field title: text [indexed, stored]
    field content: text [indexed]
    field author: text [indexed, stored]
    field published_at: u64 [indexed, stored]
}

Data Processing Tools

# Calculate SimHash for near-duplicate detection
cat docs.jsonl | hermes-tool simhash -f title -o title_hash

# Sort documents by field
cat docs.jsonl | hermes-tool sort -f score -N -r

# Pipeline example
zstdcat dump.zst \
    | hermes-tool simhash -f title -o hash \
    | hermes-tool sort -f hash -N \
    | hermes-tool index -i ./my_index --stdin

Using as a Library

use hermes_core::{Index, IndexConfig, FsDirectory};

#[tokio::main]
async fn main() -> Result<(), Box<dyn std::error::Error>> {
    let dir = FsDirectory::new("./my_index");
    let config = IndexConfig::default();
    let index = Index::open(dir, config).await?;

    println!("Documents: {}", index.num_docs());

    Ok(())
}

Python Usage

import hermes_core

# Open index
index = hermes_core.Index("./my_index")

# Search
results = index.search("query text", limit=10)
for doc in results:
    print(doc.score, doc.fields)

WASM Usage

import init, { HermesIndex } from "hermes-wasm";

await init();
const index = await HermesIndex.open("/ipfs/Qm.../");
const results = await index.search("query text", 10);

Development

Prerequisites

• Rust 1.92+
• Python 3.12+ (for Python bindings)
• Node.js 20+ (for WASM)
• wasm-pack (for WASM builds)

Building

# Build all packages
cargo build --release

# Build WASM
cd hermes-wasm && wasm-pack build --release --target web

# Build Python wheel
cd hermes-core-python && maturin build --release

Testing

cargo test --all-features

Linting

# Install pre-commit hooks
pip install pre-commit
pre-commit install

# Run linters
cargo fmt --all
cargo clippy --all-targets --all-features

License

MIT