Initial pass at onnx wiring into SpotObserver

[jPorterDosch]

• given MeTRICS streaming onnx file, wire it in for live demo
• modular function calls for each ONNX model type so live pipeline switch is possible

[github-actions]

🧹 Ruff — ❌ 15 new issues

Check	Result
Lint	❌ 15 new (10 auto-fixable), 91 inherited
Top new	I001 +7 🔴
Format	❌ 5 file(s) need formatting (5 checked)

Files needing format:

onnx/set_window.py
tests/streaming-harness/gen_integ_test.py
tests/streaming-harness/gen_kernel_test.py
tests/streaming-harness/gen_ort_check.py
tests/streaming-harness/make_stub_model.py

Important

1. Auto-fix issues:
   • VSCode: "Ruff: Format document" + "Ruff: Format imports" + "Ruff: Fix all auto-fixable problems"
   • CLI: ruff check --fix . && ruff format .
   • Bot: Comment /ruff fix on this PR
2. Manually fix 5 new issue(s) that can't be auto-fixed (see Files changed)
3. Push

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Settings UI: Search "format on save" and "code actions on save"

settings.json:

"editor.formatOnSave": true,
"editor.codeActionsOnSave": {
  "source.fixAll.ruff": "explicit",
  "source.organizeImports.ruff": "explicit"
}

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🔴 New Issues (15)

📦 I — isort

Rule	Description	Main	PR	Δ	Auto-fixable
I001	Import block is un-sorted or un-formatted	2	9	+7 🔴	7 Safe (100%) ✅
Subtotal		2	9	+7 🔴	7 Safe (100%) ✅

🎨 E — pycodestyle

Rule	Description	Main	PR	Δ	Auto-fixable
E402	Module level import not at top of file	0	3	+3 🔴	0 ❌
E401	Multiple imports on one line	0	3	+3 🔴	3 Safe (100%) ✅
Subtotal		0	6	+6 🔴	3 Safe (50%) ✅

📝 ANN — flake8-annotations

Rule	Description	Main	PR	Δ	Auto-fixable
ANN202	Missing return type annotation for private function	5	6	+1 🔴	0 ❌
ANN001	Missing type annotation for function argument	16	17	+1 🔴	0 ❌
Subtotal		44	46	+2 🔴	0 ❌

Summary

Category	Tool	Main	PR	Δ	Auto-fixable
📦 I	isort	2	9	+7 🔴	7 Safe (100%) ✅
🎨 E	pycodestyle	0	6	+6 🔴	3 Safe (50%) ✅
📝 ANN	flake8-annotations	44	46	+2 🔴	0 ❌
Total		91	106	+15 🔴	10 Safe (66%) ✅

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check	Run lint check only (no changes)
check --fix	Auto-fix lint issues, commit to PR
format	Auto-format code, commit to PR
format --check	Check formatting only (no changes)
fix	Recommended: check --fix + format

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