expman-rs 0.4.6

High-performance experiment manager with Rust backend

ExpMan Python Wrapper

The expman Python package provides a seamless, idiomatic interface for logging experiments in Python projects while leveraging the high-performance Rust core.

Key Features

• Idiomatic Python: Uses context managers and singletons for clean integration into scripts and notebooks.
• Fast Logging: Native calls to the Rust engine ensure sub-microsecond logging latency.
• Automatic Cleanup: Ensures all file handles are closed and data is flushed upon script completion.

Installation

pip install expman-rs

Basic Usage

Global Singleton

import expman as exp

exp.init("my_model")
exp.log_vector({"loss": 0.42})

Context Manager

from expman import Experiment

with Experiment("my_model") as exp:
    exp.log_vector({"loss": 0.42})

Internal Architecture

The wrapper uses PyO3 to create native Python extension modules that link directly to the Rust expman library.