GitHub user PG1204 added a comment to the discussion: RFC: Workflow Performance 
Profiler - full design & implementation walkthrough

> My general comment is that visual diagrams can make your design easier to 
> understand. Maybe you can add both diagrams then we can decide?

<img width="1713" height="921" alt="image" 
src="https://github.com/user-attachments/assets/89ea98f4-8fe0-4f4b-9712-c8170382b4fc";
 />

Profiler on a HuggingFace Sentiment Analysis workflow (100 rows). The heatmap 
surfaces HF inference as the bottleneck; RUNTIME_OUTLIER quantifies it at 
379.5× the workflow median; LOW_PARALLELISM_HOT_OP explains why (single-worker 
Python op); and the orange ghost overlay (+ workers (4)) is the canvas-side 
actionable suggestion. Heatmap + diagnostics + suggestion, all live in one 
view. Note: for Python/HF ops the ghost's Apply is a no-op today, refer to open 
question no.7 in the description.


GitHub link: 
https://github.com/apache/texera/discussions/5216#discussioncomment-17212820

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