aprender-core 0.31.2

Next-generation machine learning library in pure Rust
// CONTRACT: flash-attention-v1.yaml
// HASH: sha256:a3b4c5d6e7f89012
// Generated by: pv probar --binding
// DO NOT EDIT — regenerate with `pv probar --binding`

use proptest::prelude::*;

proptest! {
    /// Obligation: Numerically equivalent to standard attention (equivalence)
    /// Formal: |FlashAttn(Q,K,V) - softmax(QK^T/√d)V| < ε
    #[test]
    #[ignore = "Flash attention not implemented"]
    fn prop_standard_attention_equivalence(
        _x in proptest::collection::vec(-10.0f32..10.0, 1..32usize)
    ) {
        // Blocked: flash attention not implemented in aprender
    }

    /// Obligation: Memory O(N) not O(N²) (resource bound)
    /// Formal: peak memory ∝ N (sequence length), not N²
    #[test]
    #[ignore = "Flash attention not implemented"]
    fn prop_linear_memory(
        _x in proptest::collection::vec(-10.0f32..10.0, 1..32usize)
    ) {
        // Blocked: flash attention not implemented
    }

    /// Obligation: Causal mask correctness (invariant)
    /// Formal: output[i] depends only on input[0..=i]
    #[test]
    #[ignore = "Flash attention not implemented"]
    fn prop_causal_mask(
        _x in proptest::collection::vec(-10.0f32..10.0, 1..32usize)
    ) {
        // Blocked: flash attention not implemented
    }

    /// Obligation: SIMD matches scalar within ULP (equivalence)
    #[test]
    #[ignore = "Flash attention not implemented"]
    fn prop_simd_equivalence(
        _x in proptest::collection::vec(-10.0f32..10.0, 1..32usize)
    ) {
        // Blocked: flash attention not implemented
    }
}