rich7420 commented on PR #778:
URL: https://github.com/apache/mahout/pull/778#issuecomment-3707935183
uv run python benchmark/benchmark_latency.py --qubits 12 --batches 20
--batch-size 8 --prefetch 4
Generating 160 samples of 12 qubits...
Batch size : 8
Vector length: 4096
Batches : 20
Prefetch : 4
Frameworks : pennylane, qiskit-init, qiskit-statevector, mahout
Generated 160 samples
PennyLane/Qiskit format: 5.00 MB
Mahout format: 5.00 MB
======================================================================
DATA-TO-STATE LATENCY BENCHMARK: 12 Qubits, 160 Samples
======================================================================
[PennyLane] Full Pipeline (DataLoader -> GPU)...
Total Time: 0.0641 s (0.401 ms/vector)
[Qiskit Initialize] Full Pipeline (DataLoader -> GPU)...
Total Time: 10.5576 s (65.985 ms/vector)
[Qiskit Statevector] Full Pipeline (DataLoader -> GPU)...
Total Time: 0.0329 s (0.205 ms/vector)
[Mahout] Full Pipeline (DataLoader -> GPU)...
Total Time: 0.1763 s (1.102 ms/vector)
======================================================================
LATENCY (Lower is Better)
Samples: 160, Qubits: 12
======================================================================
Qiskit Statevector 0.205 ms/vector
PennyLane 0.401 ms/vector
Mahout 1.102 ms/vector
Qiskit Initialize 65.985 ms/vector
----------------------------------------------------------------------
Speedup vs PennyLane: 0.36x
Speedup vs Qiskit Init: 59.89x
Speedup vs Qiskit Statevec: 0.19x
uv run python benchmark/benchmark_latency.py --qubits 18 --batches 20
--batch-size 32 --prefetch 4
Generating 640 samples of 18 qubits...
Batch size : 32
Vector length: 262144
Batches : 20
Prefetch : 4
Frameworks : pennylane, qiskit-init, qiskit-statevector, mahout
Generated 640 samples
PennyLane/Qiskit format: 1280.00 MB
Mahout format: 1280.00 MB
======================================================================
DATA-TO-STATE LATENCY BENCHMARK: 18 Qubits, 640 Samples
======================================================================
[PennyLane] Full Pipeline (DataLoader -> GPU)...
Total Time: 3.4523 s (5.394 ms/vector)
[Qiskit Initialize] Full Pipeline (DataLoader -> GPU)...
Total Time: 227.0904 s (354.829 ms/vector)
[Qiskit Statevector] Full Pipeline (DataLoader -> GPU)...
Total Time: 3.7708 s (5.892 ms/vector)
[Mahout] Full Pipeline (DataLoader -> GPU)...
Total Time: 7.3243 s (11.444 ms/vector)
======================================================================
LATENCY (Lower is Better)
Samples: 640, Qubits: 18
======================================================================
PennyLane 5.394 ms/vector
Qiskit Statevector 5.892 ms/vector
Mahout 11.444 ms/vector
Qiskit Initialize 354.829 ms/vector
----------------------------------------------------------------------
Speedup vs PennyLane: 0.47x
Speedup vs Qiskit Init: 31.01x
Speedup vs Qiskit Statevec: 0.51x
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