xwlazy 1.0.1.6

Convenience wrapper for exonware-xwlazy - provides 'import xwlazy' alias

xwlazy ⚡️

Missing import? Install it on first use. One line to enable; standard imports, no try/except. Per-package isolation—xwsystem can be lazy while xwnode stays normal. 🚀

---

Install 📦

pip install exonware-xwlazy
# or
pip install xwlazy

Works in both local/system Python and virtual environments (venv, virtualenv, conda, uv, etc.):

• On a system interpreter, xwlazy respects PEP 668 and will refuse to install into externally-managed environments.
• Inside a venv, it simply uses the active environment’s pip — recommended for real projects.

---

Quick start 🚀

1. Enable for your package (one line in __init__.py):

from xwlazy.lazy import config_package_lazy_install_enabled

config_package_lazy_install_enabled("your-package")  # or __package__

2. Use normal imports. First time a dependency is missing, xwlazy installs it; after that it’s a normal import. No changes elsewhere in your code.

Zero-code option: add to pyproject.toml:

[project]
keywords = ["xwlazy-enabled"]

Then pip install -e . — xwlazy picks it up from metadata.

---

What you get ⭐

Thing	What it means
On-demand install	Missing package → pip install when code first touches it. No manual install for optional features.
Per-package	Each package turns lazy on or off. xwsystem can be lazy, xwnode not—no cross-talk.
Keyword opt-in	"xwlazy-enabled" in pyproject → lazy on. No code change.
Two-stage load	Import time: missing imports logged, no crash. Use time: install then run. So you keep normal import style.
Control	Allow/deny lists, lockfile, SBOM. PEP 668 respected (no install into system Python).

DX highlights for developers ✨

• Copy-paste setup: pip install xwlazy + one config_package_lazy_install_enabled(...) call and you’re done.
• No import gymnastics: Keep normal import statements; xwlazy installs missing deps behind the scenes, then gets out of your way.
• Works with how you already develop: Local/system Python or venv/conda/uv — with PEP 668 checks so you don’t accidentally mutate system installs.
• Debuggable behavior: get_lazy_install_stats(...), lockfile/SBOM outputs, and clear logs when something is skipped or denied — so you always know why something happened.

Single implementation file: src/exonware/xwlazy.py; src/xwlazy.py re-exports. When browsing on GitHub, you may see src/_old/ — this is legacy/reference code only, safe to ignore, and not shipped or imported.

---

Built-in library mappings

xwlazy ships with a curated mapping file (src/exonware/xwlazy_external_libs.toml) so common ecosystems “just work” out of the box:

• Data & ML: numpy, pandas, scipy, scikit-learn, statsmodels, xgboost, lightgbm, catboost, joblib, dask, …
• Deep learning & AI: torch, tensorflow/tf, keras, transformers, jax, jaxlib, …
• Visualization & geo: matplotlib, seaborn, plotly, bokeh, altair, graphviz, folium, geopandas, …
• Web & APIs: requests, httpx, aiohttp, fastapi, uvicorn, django, flask, starlette, …
• Formats & I/O: PyYAML, ruamel.yaml, beautifulsoup4 (bs4), pyarrow, fastavro, h5py, and more.

You can extend or override these mappings by editing that TOML file in your own project.

Modes 🎛️

Two knobs: load (when modules load) and install (when pip runs). You usually pick a preset.

Preset	Load	Install	Use when
none	normal	none	Default; no lazy.
lite	lazy	none	Lazy load only; you pre-install deps.
smart	lazy	on first use	Dev default. Install when you hit the code path.
full	lazy	all at start	CI; install everything up front.
clean	lazy	on use + uninstall after	Ephemeral runs.
warn	lazy	log only, no install	See what would install; prod audit.

By environment: Dev → smart. Staging → lite. Prod → warn or smart + allow list. CI → full.

Example:

config_package_lazy_install_enabled("xwsystem", enabled=True, mode="smart")

---

Security and production 🛡️

• Allow list: only these packages can be auto-installed.
  set_package_allow_list("xwsystem", ["fastavro", "protobuf", "msgpack"])
• Deny list: block specific packages.
  set_package_deny_list("xwsystem", ["suspicious-package"])
• Lockfile: record what got installed.
  set_package_lockfile("xwsystem", "xwsystem-lock.json")
• SBOM: for compliance.
  generate_package_sbom("xwsystem", "xwsystem-sbom.json")

Production: use an allow list with smart, or use warn and install nothing. Don’t run smart in prod without allow list or lockfile if you care about audit.

PEP 668: xwlazy won’t install into externally-managed environments; it will tell you to use a venv.

---

Troubleshooting 🩺

See what’s going on:

from xwlazy.lazy import get_lazy_install_stats

stats = get_lazy_install_stats("xwsystem")  # enabled, mode, installed_packages, failed_packages

“Nothing gets installed”: Check get_lazy_install_stats("your-package") — enabled and mode. If you use an allow list, the package must be in it.

First import slow: That’s the first install. Use full to pre-install everything, or lite and install deps yourself; caching is on by default.

---

Docs and tests 📚

Content in this README is aligned with the project REFs and docs/GUIDE_01_USAGE.md (per GUIDE_63_README).

• Start: docs/INDEX.md — doc index and quick links.
• Use it: docs/GUIDE_01_USAGE.md — modes, integration, production, troubleshooting.
• Requirements and status: docs/REF_01_REQ.md, docs/REF_22_PROJECT.md.
• API and DX: docs/REF_15_API.md, docs/REF_14_DX.md.
• Architecture: docs/REF_13_ARCH.md.
• Quality: docs/REF_54_BENCH.md, docs/REF_51_TEST.md. Benchmark run logs: docs/logs/benchmarks/.

Tests:

python tests/runner.py
# or per layer: python tests/0.core/runner.py, python tests/1.unit/runner.py

See docs/REF_51_TEST.md for test layers and coverage.

---

---

---

🔬 Innovation: Where does this package fit?

Tier 1 — Genuinely novel (nothing like this exists)

xwlazy — Adaptive Intelligent Package Manager

Not just lazy imports — an adaptive runtime optimizer that learns from usage patterns. Multi-strategy caching (LRU/LFU/TTL/multi-tier), discovery (file/manifest/hybrid), security (allow-list/deny-list/SBOM), and an intelligent selector that picks strategies based on metrics.

• functools.lru_cache = one cache type; this has 6+ with auto-selection. Lock file (xwlazy.lock.toml), SBOM, async install, interactive mode

Verdict: 🟢 Nothing like this exists as a unified system. Part of the eXonware story — vertical integration across 20+ packages.

---

License and links 🔗

MIT — see LICENSE.

• Homepage: https://exonware.com
• Repository: https://github.com/exonware/xwlazy
• Contact: [e-mail] · Eng. Muhammad AlShehri

Version: 1.0.1.6

Built with ❤️ by eXonware.com - Revolutionizing Python Development Since 2025