Benchmarks & Profiling
Deterministic latency and VRAM allocation statistics
Empirical Mobile Fleet Verification & Benchmarks
Performance profiles measured across physical mobile testbeds running Android Termux:
| Device Model | SoC & GPU | Physical RAM | Modality | Backend | Step Time (ms) | Peak RAM (MB) | LMK Aborts |
|---|---|---|---|---|---|---|---|
| Galaxy S25 | Snapdragon 8 Elite (Adreno 830) | 12 GB LPDDR5X | Diffusion LoRA (512x512) | Vulkan | 142.6 ms | 1,840 MB | 0 (Passed) |
| Galaxy S21 | Exynos 2100 (Mali-G78 MP14) | 8 GB LPDDR5 | Vision VLM LoRA | Vulkan (Chunked) | 198.4 ms | 1,420 MB | 0 (Passed) |
| Galaxy S20 | Exynos 990 (Mali-G77 MP11) | 12 GB LPDDR5 | Whisper STT LoRA | Vulkan | 112.1 ms | 980 MB | 0 (Passed) |
| Galaxy A53 | Exynos 1280 (Mali-G68) | 6 GB LPDDR4X | TinyTransformer LM | CPU NEON | 86.3 ms | 410 MB | 0 (Passed) |
| Galaxy A35 | Exynos 1380 (Mali-G68 MP5) | 6 GB LPDDR4X | Cluster Worker Node | gRPC RPC | 14.8 ms (RPC) | 220 MB | 0 (Passed) |
| Disaggregated Fleet Pool | Heterogeneous Fleet (5 Nodes) | 44 GB Virtual Pool | Distributed Pipeline | Vulkan + RPC | 264.2 ms / step | 38,400 MB (Virtual) | 0 (Passed) |