feat(cubecl): wire logical any/all reductions

[zhan-wei-919]

Checklist

• Confirmed that cargo run-checks command has been executed.
• Made sure the book is up to date with changes in this PR.

Related Issues/PRs

Depends on tracel-ai/cubek#302
Related with #5046

Changes

This PR wires Burn's CubeCL backend to cubek's logical any / all reductions.

Changes include:

• update cubek to the cubek PR commit from feat(reduce): add logical any/all reductions cubek#302
• update cubecl, cubecl-common, and cubecl-zspace to the matching cubek dependency revision
• implement CubeCL backend overrides for:
  • bool_any / bool_all
  • float_any / float_all
  • int_any / int_all
• route logical reductions through cubek ReduceOperationConfig::Any / All
• add large-dimension float tests for any_dim / all_dim
• adapt GlobalMemoryStrategy initialization to the newer cubek interpolate API

This makes Burn's contains_nan() path use a real logical reduction through is_nan().any() on CubeCL instead of relying on sum based behavior.

Testing

cargo check -p burn-cubecl
cargo test -p burn-backend-tests --features flex test_any_dim_large -- --nocapture
cargo test -p burn-backend-tests --features flex test_all_dim_large -- --nocapture
cargo test -p burn-backend-tests --features flex test_any -- --nocapture
cargo test -p burn-backend-tests --features flex test_all -- --nocapture
cargo test -p burn-backend-tests --features flex contains_nan -- --nocapture
cargo fmt --all -- --check
git diff --check