v0.2: Pushing FLOPS in Assembly 🏋️‍♂️

Release: v0.2.0 [skip ci]

Minor

• Add: Latency Hiding & Port Interleaving (086f8d7)
• Add: AMX kernels (0cb024d)
• Add: Inline Assembly kernels (89095a6)
• Add: BLAS & Eigen TOPs benchmarks (28ca39b)
• Add: AVX2 & low-precision AVX-512 TOPS (0a48108)
• Add: i8, f16, and bf16 kernels (3f54200)
• Add: Arm NEON FMAs (d0e521e)
• Add: vfmadd231ps kernels (7ca3161)
• Add: Assembly micro-kernels (2e71e76)

Patch

• Docs: Zen4 matmul-benchmarks (2476310)
• Docs: H100 Tensor Cores vs Intel (fa86663)
• Fix: Illegal instruction for AMX (a7243dd)
• Fix: Duplicate .global symbols (c732234)
• Docs: Recommended Eigen macros (7be2d58)
• Fix: Missing tops_u8_neon (d97bbfc)
• Fix: Missing tops_f64_neon (4afa7e3)
• Improve: Shorter TOPS names (be0c94b)