016 min

Which machine fits this task?

Choose a real task, change one meaningful condition, and see when the best fit changes.

The task structure and its conditions matter more than a universal speed ranking.

My computing task

Describe the work. Get a decision you can inspect.

Choose the structure, set only the conditions that matter, and see what would change the CPU, GPU, or QPU recommendation.

Start with one sentence

What does the computer need to do?

Describe the real work. Qubimi will suggest a task structure and show the words behind that suggestion.

Or choose directly

1. Confirm the task structure

The task stays fixed until you choose a different structure.

2. Set the task conditions

Repeated image or video work
16.8M pixelsTechnical scale: 2^24
Small imageLarge image batch
How uniform is each operation?
What matters most?

Qubimi computing decision report

Recommended now: GPU

Decision report

Recommended computing approach

Repeated image or video work · 16.8M pixels

Recommended nowGPUModel confidence: Clear fit

CPU / GPU / QPU decision map

The task stays the same. Only the selected condition moves across the decision boundary.

Task unchangedCurrent position: 16.8M pixels · Recommended now: GPU

Why it fits

The work is regular and large enough for parallel throughput to repay GPU launch and transfer costs.

Evidence statusWhy not now

Evidence status

Separate what you supplied from model assumptions and missing measurements.

KnownProvided by you

Repeated image or video work · 16.8M pixels

AssumedUsed by the teaching model

How uniform is each operation?: Highly regular · What matters most?: Total throughput

Not measuredNot completed

Real device speed, transfer cost, code efficiency, and hardware noise are not included.

Why not now

CPU

The batch is now too regular and too large for a small number of CPU cores to match GPU throughput.

QPU

Not applicable: this is regular classical arithmetic, not a quantum-structured algorithm.

What would change the answer?

The crossover was reached around 131.1K pixels. Lowering the condition below it can return the recommendation to CPU.

Validate the decision

Run the most relevant comparison and bring its completion status back to this report.

Explore 12 ready-made tasksOpen the full example library and optional device test.