guan404ming commented on PR #794:
URL: https://github.com/apache/mahout/pull/794#issuecomment-3709972253
```
(qdp-python) titan% uv run python benchmark/benchmark_latency.py --qubits 12
--batches 20 --batch-size 8 --prefetch 4
Uninstalled 1 package in 1ms
Installed 1 package in 5ms
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: 0.0423 s (0.264 ms/vector)
[Qiskit Initialize] Full Pipeline (DataLoader -> GPU)...
Total Time: 11.8223 s (73.890 ms/vector)
[Qiskit Statevector] Full Pipeline (DataLoader -> GPU)...
Total Time: 0.0222 s (0.139 ms/vector)
[Mahout] Full Pipeline (DataLoader -> GPU)...
Total Time: 0.0157 s (0.098 ms/vector)
======================================================================
LATENCY (Lower is Better)
Samples: 160, Qubits: 12
======================================================================
Mahout 0.098 ms/vector
Qiskit Statevector 0.139 ms/vector
PennyLane 0.264 ms/vector
Qiskit Initialize 73.890 ms/vector
----------------------------------------------------------------------
Speedup vs PennyLane: 2.69x
Speedup vs Qiskit Init: 751.84x
Speedup vs Qiskit Statevec: 1.41x
```
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