fix(docs): small fixes for customizer optimize throughput nb

[anubhutivyas]

Summary by CodeRabbit

• Documentation
  • Updated the throughput optimization tutorial to install dependencies directly through the notebook kernel.
  • Simplified installation instructions with quieter output.
  • Improved elapsed-time calculations in the results comparison example.

[coderabbitai]

📝 Walkthrough

Walkthrough

Changes

Throughput tutorial

Layer / File(s)	Summary
Notebook dependency installation docs/customizer/tutorials/optimize-throughput.ipynb	Instructions and installation logic now use quiet %pip in the active notebook kernel.
Elapsed time calculation docs/customizer/tutorials/optimize-throughput.ipynb	get_elapsed_time subtracts updated_at from created_at and converts the duration to seconds.

Suggested reviewers: mckornfield

🚥 Pre-merge checks | ✅ 5

✅ Passed checks (5 passed)

Check name	Status	Explanation
Description Check	✅ Passed	Check skipped - CodeRabbit’s high-level summary is enabled.
Title check	✅ Passed	The title matches the doc notebook fixes and accurately signals a small update to the optimize throughput tutorial.
Docstring Coverage	✅ Passed	No functions found in the changed files to evaluate docstring coverage. Skipping docstring coverage check.
Linked Issues check	✅ Passed	Check skipped because no linked issues were found for this pull request.
Out of Scope Changes check	✅ Passed	Check skipped because no linked issues were found for this pull request.

✨ Finishing Touches

🧪 Generate unit tests (beta)

• Create PR with unit tests
• Commit unit tests in branch fix-6493857/anubhutiv

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[coderabbitai]

Actionable comments posted: 1

🤖 Prompt for all review comments with AI agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

Inline comments:
In `@docs/customizer/tutorials/optimize-throughput.ipynb`:
- Line 888: Update the timing calculation in optimize-throughput.mdx to parse
created_at and updated_at into datetime values before subtracting them, matching
the notebook’s direct datetime-field subtraction behavior. Locate the relevant
step timing code and ensure it no longer treats either timestamp as a string.

🪄 Autofix (Beta)

Fix all unresolved CodeRabbit comments on this PR:

• Push a commit to this branch (recommended)
• Create a new PR with the fixes

---

ℹ️ Review info

⚙️ Run configuration

Configuration used: Path: .coderabbit.yaml

Review profile: CHILL

Plan: Enterprise

Run ID: c4567e5a-1867-4e8c-94d5-0d8dbb10b0f7

📥 Commits

Reviewing files that changed from the base of the PR and between 4e1a5d1 and 1f41b3b.

📒 Files selected for processing (1)

• docs/customizer/tutorials/optimize-throughput.ipynb

[coderabbitai]

🎯 Functional Correctness | 🟠 Major | ⚡ Quick win

🧩 Analysis chain

🏁 Script executed:

python3 - <<'PY'
import json, re, pathlib

paths = [
    "docs/customizer/tutorials/optimize-throughput.ipynb",
    "docs/customizer/tutorials/optimize-throughput.mdx",
]

for p in paths:
    path = pathlib.Path(p)
    print(f"\n## {p}")
    if not path.exists():
        print("MISSING")
        continue
    if p.endswith(".ipynb"):
        nb = json.loads(path.read_text())
        for i, cell in enumerate(nb.get("cells", [])):
            src = "".join(cell.get("source", []))
            if "created_at" in src or "updated_at" in src or "total_seconds()" in src:
                print(f"\n-- cell {i} ({cell.get('cell_type')}) --")
                print(src)
    else:
        text = path.read_text()
        for m in re.finditer(r".{0,120}(created_at|updated_at|total_seconds\(\)).{0,120}", text):
            print(m.group(0))
PY

Repository: NVIDIA-NeMo/nemo-platform

Length of output: 1953

---

Update docs/customizer/tutorials/optimize-throughput.mdx. It still parses created_at/updated_at as strings while the notebook subtracts the datetime fields directly, so the published tutorial keeps the wrong timing code.

🤖 Prompt for AI Agents

Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@docs/customizer/tutorials/optimize-throughput.ipynb` at line 888, Update the
timing calculation in optimize-throughput.mdx to parse created_at and updated_at
into datetime values before subtracting them, matching the notebook’s direct
datetime-field subtraction behavior. Locate the relevant step timing code and
ensure it no longer treats either timestamp as a string.

[github-actions]

Suite	Lines Covered	Line Rate	Branch Rate
Unit Tests	27113/34832	77.8%	62.1%
Integration Tests	15892/33443	47.5%	19.9%