Workload Parameters
LLM-FP8
Algorithmic Optimizations
Kernel Fusion (FlashAttention/Norm)
CUDA-X Async Memcpy (Async/Overlap)
Heuristic Graph Optimization
CUDA-X Kernel Execution Pipeline
Live Execution Stages
Live Roofline Model (Arithmetic Intensity vs TFLOPs)
Compute Bound (Tensor Core Saturation)
Performance Telemetry
H100 80GB SXM5
Algorithmic Speedup vs Naive Baseline
12.07x
Baseline: 142.5ms → CUDA-X: 11.8ms
Latency (ms)
11.8 ms
P99 execution
Arithmetic Intensity
142.8 FL/B
FLOPs per byte
HBM3 Bandwidth
2.84 TB/s
84.7% Saturation
Effective Compute
1,248 TFLOPS
Tensor Core ops
Active CUDA-X Library Stack
Deployment Manifest (JSON/YAML)