pypto-loop-view

Enforce compile-time constant shapes for loop-driven kernels by defining pypto.view with literal dimensions or closure constants inside pypto.loop. This ensures deterministic execution for matmul, norm, and elementwise patterns.

Runtime shape errors inside pypto.loop kernels occur when pypto.view uses non-constant shapes. Prevent these errors by restricting view shapes to compile-time constants so loop counts and derived dimensions are treated as closures.

Handle loop tail cases in pypto by applying compile-time constants to view shapes for both full-iterations and tail-handling strategies. This maintains deterministic shapes and prevents runtime errors during partial loop iterations.

Dynamic runtime values for pypto.view shapes inside pypto.loop are not supported. You must use compile-time constant literals or closure constants to limit the scope and ensure deterministic execution for matmul and elementwise patterns.

You need compile-time view shapes for loop-driven DSL patterns when deterministic shapes are required for operations like matmul, norm, and elementwise processing. This ensures reliable kernel safety and prevents runtime shape errors.