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Crate burn_telemetry

Crate burn_telemetry 

Source
Expand description

Training logger plugins for Burn 0.19

This crate provides MetricLogger implementations that export training metrics to various observability platforms.

§Features

§OpenTelemetry (otel feature)

  • Efficient metric export with minimal overhead
  • Support for multi-GPU/node training via resource attributes
  • Configurable export intervals and batching
  • Compatible with OpenTelemetry SDK and OTLP protocol

§Rerun.io (rerun feature)

  • Rich visualization of training metrics, images, and tensors
  • Support for images, videos, text, and other visual formats
  • Real-time visualization during training
  • Timeline-based metric exploration

§Multi-Logger Support

Use MultiLogger to combine multiple loggers and send metrics to multiple backends simultaneously (e.g., OpenTelemetry + Rerun).

§Example (OpenTelemetry)

use burn_telemetry::otel::{OpenTelemetryLogger, OpenTelemetryConfig};

let logger = OpenTelemetryLogger::new(
    OpenTelemetryConfig::default(),
    "my-training-job",
    Some("gpu-0"),
).expect("Failed to create logger");

§Example (Rerun)

use burn_telemetry::rerun::{RerunLogger, RerunConfig};

let logger = RerunLogger::new(
    RerunConfig::default(),
    "my-training-job",
).expect("Failed to create logger");

§Example (Multiple Loggers)

use burn_telemetry::MultiLogger;
use burn_telemetry::otel::{OpenTelemetryLogger, OpenTelemetryConfig};
use burn_telemetry::rerun::{RerunLogger, RerunConfig};

let multi_logger = MultiLogger::new()
    .add_logger(OpenTelemetryLogger::new(
        OpenTelemetryConfig::default(), "job", Some("device-0")
    ).unwrap())
    .add_logger(RerunLogger::new(
        RerunConfig::default(), "job"
    ).unwrap());

Re-exports§

pub use multi_logger::MultiLogger;

Modules§

factory
Helper factories for constructing metric loggers based on enabled features.
multi_logger
Multi-logger wrapper for combining multiple MetricLogger implementations
otel
OpenTelemetry logger backend
rerun
Rerun.io logger backend