High-performance experiment manager with Rust backend
Project description
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.
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