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@session decorator + lifecycle (auto-CLI, output dir tree, RandomStateManager) — standalone module from the SciTeX ecosystem

Project description

scitex-session

SciTeX

`@session` decorator + lifecycle (auto-CLI, output dir tree, randomstate, configs).

Full Documentation · uv pip install scitex-session[all]

PyPI Python Tests Coverage Docs License: AGPL v3


Installation

pip install scitex-session

Architecture

src/scitex_session/
├── __init__.py        # public re-exports (session, INJECTED, start, close, ...)
├── _decorator.py      # @session — auto-CLI + DI + output-dir lifecycle
├── _manager.py        # SessionManager (class-style alternative)
├── _lifecycle/        # start / close / FINISHED_SUCCESS dir tree
└── template.py        # boilerplate template for new scripts
flowchart LR
    fn["@sess.session\ndef main(...)"] --> cli["auto-CLI\n(argparse from signature)"]
    cli --> inject["DI: CONFIG / logger / plt / rng"]
    cfg["./config/*.yaml"] --> inject
    inject --> body["main() body"]
    body --> save["stx.io.save"]
    save --> rundir[("script_out/FINISHED_SUCCESS/<ID>/")]
    rundir --> cfgsnap[("CONFIGS/CONFIG.yaml")]
    rundir --> logs[("logs/{stdout,stderr}.log")]
    rundir --> outputs[("results.csv, plots, ...")]

1 Interfaces

Python API
import scitex_session as sess

# Decorator — wraps main() with auto-CLI, output dir, configs, RNG.
@sess.session
def main(CONFIG=sess.INJECTED, logger=sess.INJECTED, rng=sess.INJECTED):
    ...

# Manual lifecycle (advanced / internal — prefer the decorator above).
# `_start` is the low-level entry point: `_start(sys, plt, ...)`, NOT a
# decorator. The bare `sess.start` name is deprecated.
sess._start(sys, plt, ...)
sess.close(CONFIG)

# Class-style manager
mgr = sess.SessionManager()

Demo

sequenceDiagram
    participant User as $ python script.py --param1 X
    participant Dec as @sess.session
    participant Main as main()
    participant FS as Filesystem
    User->>Dec: invoke
    Dec->>Dec: parse args, fix RNG, build CONFIG
    Dec->>FS: mkdir script_out/RUNNING_<ID>/
    Dec->>Main: call(CONFIG, logger, rng, plt)
    Main->>FS: stx.io.save(...)
    Main-->>Dec: return 0
    Dec->>FS: rename → FINISHED_SUCCESS/<ID>/
    Dec->>FS: write CONFIGS/CONFIG.yaml + logs/

Quick Start

import scitex_session as sess

@sess.session
def main(
    param1="default",
    CONFIG=sess.INJECTED,
    plt=sess.INJECTED,
    logger=sess.INJECTED,
    rng=sess.INJECTED,
):
    """Docstring becomes --help."""
    logger.info("hi")
    return 0

Status

Standalone fork of scitex.session. Deps: matplotlib + scitex-dict / -logging / -repro / -str (already-standalone peer packages).

Decoupling notes:

  • scitex.dict.DotDictscitex_dict.DotDict
  • scitex.repro.RandomStateManager / gen_IDscitex_repro.*
  • scitex.str.clean_path / printcscitex_str.*
  • scitex.logging.getLogger → stdlib logging.getLogger
  • scitex.plt.utils._configure_mpl → optional via try/except with no-op fallback (matplotlib uses defaults if scitex umbrella isn't installed).
  • scitex.utils._notify → optional via try/except (silent no-op fallback).

The umbrella package's scitex.session import path is preserved via a sys.modules-alias bridge.

Part of SciTeX

scitex-session is part of SciTeX. Install via the umbrella with pip install scitex[session] to use as scitex.session (Python) or scitex session ... (CLI).

Four Freedoms for Research

  1. The freedom to run your research anywhere — your machine, your terms.
  2. The freedom to study how every step works — from raw data to final manuscript.
  3. The freedom to redistribute your workflows, not just your papers.
  4. The freedom to modify any module and share improvements with the community.

AGPL-3.0 — because we believe research infrastructure deserves the same freedoms as the software it runs on.

License

AGPL-3.0-only (see LICENSE).


SciTeX

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