fix(deps): bump argminmax to 0.6.3 to fix AVX-512 build error

[jvdd]

Update argminmax 0.6.1 -> 0.6.3, which ships the _mm512_loadu_si512 type-mismatch fix and resolves the build failure on newer rustc toolchains (jvdd/argminmax#77).

Also refresh the remaining Rust dependencies:

• pyo3 0.26 -> 0.28, numpy 0.26 -> 0.28
• half 2.3.1 -> 2.7.1, num-traits 0.2.17 -> 0.2.19
• once_cell 1 -> 1.21, rayon 1.8.0 -> 1.12.0
• dev: rstest 0.18.2 -> 0.26.1, rstest_reuse 0.6 -> 0.7.0, criterion 0.5.1 -> 0.8.2, paste 1.0.14 -> 1.0.15

[codspeed-hq]

Merging this PR will not alter performance

⚠️ Different runtime environments detected

Some benchmarks with significant performance changes were compared across different runtime environments,
which may affect the accuracy of the results.

Open the report in CodSpeed to investigate

⚡ 12 improved benchmarks
❌ 5 regressed benchmarks
✅ 661 untouched benchmarks

Warning

Please fix the performance issues or acknowledge them on CodSpeed.

Performance Changes

	Benchmark	BASE	HEAD	Efficiency
❌	test_nanminmaxlttb_with_x[True-float64-100-100,000]	1.3 ms	2.3 ms	-44.87%
❌	test_nanminmax_with_x[True-float32-1,000-100,000]	1.4 ms	1.9 ms	-26.32%
❌	test_m4_with_x[True-float32-1,000-100,000]	1.3 ms	1.8 ms	-26.17%
❌	test_nanminmax_with_x[True-int64-1,000-100,000]	1.8 ms	2.3 ms	-21.45%
❌	test_nanminmax_with_x[True-int32-1,000-1,000,000]	3.6 ms	4 ms	-10.49%
⚡	test_minmaxlttb_with_x[True-float32-100-100,000]	2 ms	1 ms	+99.97%
⚡	test_minmax_with_x[True-int32-1,000-100,000]	2.7 ms	1.6 ms	+63.1%
⚡	test_nanminmax_with_x[True-int32-1,000-100,000]	2.5 ms	1.6 ms	+54.12%
⚡	test_m4_with_x[True-int64-1,000-100,000]	2.3 ms	1.7 ms	+36.44%
⚡	test_nanminmax_no_x[True-float64-1,000-100,000]	855.5 µs	712.6 µs	+20.05%
⚡	test_nanminmaxlttb_no_x[True-float32-1,000-100,000]	927.2 µs	791.5 µs	+17.15%
⚡	test_nanminmax_no_x[True-float32-5,000-100,000]	802.6 µs	686.9 µs	+16.85%
⚡	test_minmaxlttb_no_x[True-int32-100-100,000]	692 µs	598.4 µs	+15.64%
⚡	test_m4_no_x[True-float32-100-100,000]	487.2 µs	428.5 µs	+13.68%
⚡	test_minmax_no_x[True-int64-100-100,000]	892.8 µs	786.9 µs	+13.45%
⚡	test_nanminmaxlttb_with_x[True-float32-100-1,000,000]	3.5 ms	3.1 ms	+13.21%
⚡	test_nanm4_with_x[True-float32-1,000-100,000]	1.5 ms	1.3 ms	+11.72%

Tip

Investigate this regression by commenting @codspeedbot fix this regression on this PR, or directly use the CodSpeed MCP with your agent.

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_{Comparing chore/update-rust-deps (a2df7ea) with main (6d12e9e)}