Add combined CPU and GPU comparison report - #5
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Stacked on #4 (and transitively #3). Extends the existing embeddings-both profile benchmark with per-model CPU/GPU latency and throughput speedups plus retrieval-quality deltas in JSON and console output. Adds unit coverage for complete, failed, and incomplete pairs. Validation: Ruff format/check, Python compile, and 2 pytest tests.