LNMP - LLM Native Minimal Protocol

LNMP is a meta crate that provides unified access to all modules of the LLM Native Minimal Protocol ecosystem. Instead of managing multiple dependencies, simply add lnmp to your project and get everything you need.

Quick Start

Add this to your Cargo.toml:

[dependencies]
lnmp = "0.5.4"

Then use any LNMP module:

use lnmp::prelude::*;
use lnmp::core::{Message, MessageType};
use lnmp::codec::{encode, decode};
use lnmp::embedding::VectorDelta;
use lnmp::spatial::SpatialStreamer;

What's Included

This meta crate re-exports all LNMP modules:

Module	Description
`core`	Core type definitions and protocol structures
`codec`	Encoding and decoding functionality
`embedding`	Embedding vector operations and delta compression
`envelope`	Secure message enveloping and integrity
`llb`	Large Language Block operations
`quant`	Quantization utilities for efficient data representation
`sanitize`	Data sanitization and validation
`sfe`	Secure Function Evaluation primitives
`spatial`	Spatial data streaming and hybrid protocols

Why Use the Meta Crate?

Before (Multiple Dependencies)

[dependencies]
lnmp-core = "0.5.4"
lnmp-codec = "0.5.4"
lnmp-embedding = "0.5.4"
lnmp-spatial = "0.5.4"
# ... which ones do I need?

After (Single Dependency)

[dependencies]
lnmp = "0.5.4"  # Everything included!

Usage Examples

Basic Message Encoding

use lnmp::prelude::*;

let message = Message::new(MessageType::Text, b"Hello, LNMP!");
let encoded = encode(&message)?;
let decoded = decode(&encoded)?;

Embedding Delta Compression

use lnmp::embedding::{VectorDelta, DeltaMode};

let old_vector = vec![1.0, 2.0, 3.0];
let new_vector = vec![1.1, 2.0, 3.2];

let delta = VectorDelta::compute(&old_vector, &new_vector, DeltaMode::Sparse)?;

Spatial Streaming

use lnmp::spatial::{SpatialStreamer, HybridProtocol};

let streamer = SpatialStreamer::new(HybridProtocol::default());
// Stream spatial data efficiently...

Individual Modules

If you prefer fine-grained control and only need specific functionality, you can still depend on individual crates:

lnmp-core - Core protocol definitions
lnmp-codec - Encoding/decoding
lnmp-embedding - Embedding operations
lnmp-llb - Large Language Blocks
lnmp-quant - Quantization
lnmp-sanitize - Sanitization
lnmp-sfe - Secure Function Evaluation
lnmp-spatial - Spatial streaming

lnmp 0.5.11