btlightning 0.2.1

QUIC transport layer for Bittensor

Ligh𝞽ning

Rust QUIC transport layer for Bittensor

Persistent QUIC connections with sr25519 handshake authentication for validator-miner communication.

Python

pip install btlightning

from btlightning import Lightning

client = Lightning(wallet_hotkey="5GrwvaEF...")
client.set_python_signer(my_signer_callback)
client.initialize_connections([
    {"hotkey": "5FHneW46...", "ip": "192.168.1.1", "port": 8443}
])
response = client.query_axon(
    {"hotkey": "5FHneW46...", "ip": "192.168.1.1", "port": 8443},
    {"synapse_type": "MyQuery", "data": {"key": "value"}}
)

Rust

[dependencies]
btlightning = { version = "0.1", features = ["subtensor"] }

With the subtensor feature, the client discovers miners from the metagraph and keeps connections in sync automatically:

use btlightning::{LightningClient, LightningClientConfig, Sr25519Signer, MetagraphMonitorConfig};

let config = LightningClientConfig {
    metagraph: Some(MetagraphMonitorConfig::finney(YOUR_NETUID)),
    ..Default::default()
};
let mut client = LightningClient::with_config("5GrwvaEF...".into(), config)?;
client.set_signer(Box::new(Sr25519Signer::from_seed(seed)));
client.initialize_connections(vec![]).await?;

Without subtensor, pass miner addresses directly:

use btlightning::{LightningClient, Sr25519Signer, QuicAxonInfo};

let mut client = LightningClient::new("5GrwvaEF...".into());
client.set_signer(Box::new(Sr25519Signer::from_seed(seed)));
client.initialize_connections(vec![
    QuicAxonInfo::new("5FHneW46...".into(), "192.168.1.1".into(), 8443, 4)
]).await?;

Query a single miner by axon info and deserialize the response:

use btlightning::QuicRequest;
use serde::{Serialize, Deserialize};

#[derive(Serialize)]
struct MyQuery { prompt: String }

#[derive(Deserialize)]
struct MyResult { answer: String }

let request = QuicRequest::from_typed("MyQuery", &MyQuery { prompt: "hello".into() })?;
let response = client.query_axon(axon_info, request).await?.into_result()?;
let result: MyResult = response.deserialize_data()?;

Fan out to every QUIC miner on the subnet concurrently:

use std::sync::Arc;
use tokio::task::JoinSet;

let client = Arc::new(client);
let miners = metagraph.quic_miners();
let mut tasks = JoinSet::new();
for miner in miners {
    let req = QuicRequest::from_typed("MyQuery", &MyQuery { prompt: "hello".into() })?;
    let client = Arc::clone(&client);
    tasks.spawn(async move {
        (miner.hotkey.clone(), client.query_axon(miner, req).await)
    });
}
while let Some(Ok((hotkey, result))) = tasks.join_next().await {
    match result {
        Ok(resp) => { /* handle response from hotkey */ }
        Err(e) => { /* miner failed */ }
    }
}

Build from source

cargo build -p btlightning
maturin develop --manifest-path crates/btlightning-py/Cargo.toml

Performance

Benchmarked on Apple Silicon (M-series), macOS, loopback networking. Echo handler returns input unchanged. Connection setup includes first request-response round trip. Lightning authenticates once at connection time and amortizes over all subsequent requests; bittensor signs and verifies every request. Bittensor payloads are base64-encoded (JSON has no binary type), adding ~33% wire overhead beyond the nominal payload size. Source: benchmarks/.

	bittensor (dendrite/axon)	lightning
Protocol	HTTP/1.1	QUIC
Serialization	JSON	MessagePack
Transport encryption	None	TLS 1.3
Auth model	Per-request	Per-connection

Metric	bittensor	lightning (Python)	lightning (Rust)
Connection setup (p50)	114.46 ms	2.68 ms	0.71 ms
Latency p50 (1KB)	24.01 ms	0.08 ms	0.05 ms
Latency p99 (1KB)	28.80 ms	0.09 ms	0.07 ms
Throughput (1KB)	41 req/s	26,539 req/s	68,650 req/s
Wire size (1KB payload)	2,032 bytes	1,052 bytes	1,052 bytes

Color	System
	bittensor
	lightning (Python)
	lightning (Rust)

[!NOTE] Charts use log10 scale. Refer to the tables below for raw values.

Latency p50

---
config:
    xyChart:
        plotReservedSpacePercent: 60
    themeVariables:
        xyChart:
            backgroundColor: "#000000"
            plotColorPalette: "#808080, #FF8C00, #FFE000"
            titleColor: "#ffffff"
            xAxisLabelColor: "#aaaaaa"
            xAxisTitleColor: "#cccccc"
            xAxisTickColor: "#666666"
            xAxisLineColor: "#444444"
            yAxisLabelColor: "#aaaaaa"
            yAxisTitleColor: "#cccccc"
            yAxisTickColor: "#666666"
            yAxisLineColor: "#444444"
---
xychart-beta
    x-axis ["256B", "1KB", "10KB", "100KB", "1MB"]
    y-axis "log10(us)" 0 --> 5
    bar "bittensor" [4.39, 4.38, 4.39, 4.42, 4.61]
    bar "lightning (Python)" [1.90, 1.90, 2.36, 3.27, 4.31]
    bar "lightning (Rust)" [1.70, 1.70, 2.04, 2.84, 3.87]

Throughput (req/s)

---
config:
    xyChart:
        plotReservedSpacePercent: 60
    themeVariables:
        xyChart:
            backgroundColor: "#000000"
            plotColorPalette: "#FFE000, #FF8C00, #808080"
            titleColor: "#ffffff"
            xAxisLabelColor: "#aaaaaa"
            xAxisTitleColor: "#cccccc"
            xAxisTickColor: "#666666"
            xAxisLineColor: "#444444"
            yAxisLabelColor: "#aaaaaa"
            yAxisTitleColor: "#cccccc"
            yAxisTickColor: "#666666"
            yAxisLineColor: "#444444"
---
xychart-beta
    x-axis ["256B", "1KB", "10KB", "100KB", "1MB"]
    y-axis "log10(req/s)" 0 --> 5
    bar "lightning (Rust)" [4.92, 4.84, 4.27, 3.26, 2.26]
    bar "lightning (Python)" [4.55, 4.42, 3.83, 2.94, 1.94]
    bar "bittensor" [1.61, 1.61, 1.60, 1.57, 1.40]

Full results (all payload sizes)

Latency (ms)

Payload	System	p50	p95	p99
256B	bittensor	24.50	28.04	35.05
	lightning (py)	0.08	0.19	0.23
	lightning (rust)	0.05	0.06	0.07
1KB	bittensor	24.01	25.57	28.80
	lightning (py)	0.08	0.09	0.09
	lightning (rust)	0.05	0.06	0.07
10KB	bittensor	24.70	25.70	26.59
	lightning (py)	0.23	0.24	0.26
	lightning (rust)	0.11	0.12	0.13
100KB	bittensor	26.13	27.31	29.42
	lightning (py)	1.88	2.25	2.37
	lightning (rust)	0.69	0.73	0.75
1MB	bittensor	40.72	43.11	48.00
	lightning (py)	20.55	22.48	23.31
	lightning (rust)	7.40	12.36	17.02

Throughput (req/s)

Payload	bittensor	lightning (Python)	lightning (Rust)
256B	41	35,181	83,460
1KB	41	26,539	68,650
10KB	40	6,729	18,686
100KB	38	875	1,819
1MB	25	88	181

Wire overhead (bytes)

Payload	bittensor	lightning
256B	1,008	284
1KB	2,032	1,052
10KB	14,321	10,268
100KB	137,202	102,430
1MB	1,398,771	1,048,606