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

  Update argminmax 0.6.1 -> 0.6.3, which ships the _mm512_loadu_si512
  type-mismatch fix (#73) and resolves the build failure on newer rustc
  toolchains (#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

Author: jvdd

Cargo.toml

@@ -9,10 +9,10 @@ license = "MIT"
 
 [dependencies]
 downsample_rs = { path = "downsample_rs", features = ["half"]}
-pyo3 = { version = "0.26", features = ["extension-module", "generate-import-lib"] }
-numpy = { version = "0.26", features = ["half"] }
-half = { version = "2.3.1", default-features = false }
-paste = { version = "1.0.14", default-features = false }
+pyo3 = { version = "0.28", features = ["extension-module", "generate-import-lib"] }
+numpy = { version = "0.28", features = ["half"] }
+half = { version = "2.7.1", default-features = false }
+paste = { version = "1.0.15", default-features = false }
 
 [lib]
 name = "tsdownsample"

downsample_rs/Cargo.toml

@@ -8,16 +8,16 @@ license = "MIT"
 
 [dependencies]
 # TODO: perhaps use polars?
-argminmax = { version = "0.6.1", features = ["half"] }
-half = { version = "2.3.1", default-features = false , features=["num-traits"], optional = true}
-num-traits = { version = "0.2.17", default-features = false }
-once_cell = "1"
-rayon = { version = "1.8.0", default-features = false }
+argminmax = { version = "0.6.3", features = ["half"] }
+half = { version = "2.7.1", default-features = false , features=["num-traits"], optional = true}
+num-traits = { version = "0.2.19", default-features = false }
+once_cell = "1.21"
+rayon = { version = "1.12.0", default-features = false }
 
 [dev-dependencies]
-rstest = { version = "0.18.2", default-features = false }
-rstest_reuse = { version = "0.6", default-features = false }
-criterion = "0.5.1"
+rstest = { version = "0.26.1", default-features = false }
+rstest_reuse = { version = "0.7.0", default-features = false }
+criterion = "0.8.2"
 dev_utils = { path = "dev_utils" }
 
 [[bench]]