Unlocking the Future of AI with Efficient FHE
Fully Homomorphic Encryption (FHE) is poised to transform secure computing, yet significant performance bottlenecks have limited its adoption. Enter the sparse-ternary-fma kernel, a cutting-edge solution that enhances TFHE efficiency with remarkable innovations:
- 2-Bit Ternary Encoding: Dramatically improves data density, packing 256 trits into a single 512-bit vector, yielding 4x-16x gains.
- Sparse Processing: Optimizes processing by focusing on non-zero elements, offering speedups over 16x in typical key distributions.
- SIMD Acceleration: Utilizes advanced AVX-512 architecture to enhance throughput by 2.38x.
Performance Proof: Benchmarks reveal substantial improvements in throughput and latency, paving the way for next-gen applications in AI and FHE.
This open-source kernel is not just a breakthrough but an invitation to collaborators. Join our mission at HyperFold Technologies to revolutionize AI and secure computing!
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