feat: MVP port — CLI standardization, lazy imports, build/eval/inspect/perf enhancements

[tezheng]

Summary

Port of mvp/main work to gh/main (13 commits, squashed from 44 originals).

Features

• CLI args standardization: shared decorator module (_options.py), global-only -v/-q, standardized --device/--ep/-m/-o/-t/-p across all 11 subcommands (10 ADRs in docs/design/cli/3_cli_args_spec.md)
• Lazy imports: 88x startup speedup (37s → 0.4s for winml --help)
• Build console: Rich StageLive progress, EP bar animation, summary sections
• Eval command: Rich console display, EPContext support
• Inspect: I/O extraction consolidation, inspect2 prototype
• Perf: resolved device/task/IO tensor display, ONNX monitor fix
• Analyzer: optim registry integration, EP pass-through

Fixes

• Circular import onnx ↔ compiler ↔ session broken with lazy __getattr__
• torch.device coercion in session
• QNN compiler output suppression
• ORT pre-process metadata injection
• Warning suppression for transformers/torch
• Pre-commit compliance (license headers, formatting)

Tests

• 19 CLI spec enforcement tests (test_cli_spec.py)
• 43 import-time regression tests (test_import_time.py)

[timenick]

static_analyzer -> analyzer? Since we rename it to analyzer in src/

In general, this class of problem is fixed by ensuring the variable is definitely assigned on all code paths before its first use, or by guarding its use so that it is never read when uninitialized. For Python, another option is to rely on a non-local or global binding, but that would change the intended scope; here, configs is clearly meant to be a local variable representing some configuration list.

The single best way to fix this without changing the existing functionality is to avoid depending on configs when it might not exist, because its only use here is to obtain a reference configuration when module is truthy. In the provided code, _ref_config is set with:

_ref_config = config_obj if not module else (configs[0] if configs else None)

This line both references configs and implicitly assumes it is defined. A safe and behavior-preserving change is to first initialize _ref_config to config_obj, then, only if module is true and configs is known to exist, override _ref_config from configs[0]. We can do this by:

1. Setting _ref_config = config_obj unconditionally.
2. Wrapping the override in a try/except NameError block (or another guard) so that if configs was not defined earlier in the function, the NameError is caught and _ref_config simply remains config_obj.

This keeps the existing intent—use configs[0] when in module mode and configs is available—while guaranteeing that line 422 no longer directly references an uninitialized local. All changes are localized to the small region around lines 420–423 in src/winml/modelkit/commands/config.py, and no new imports or helpers are required.