scrutica_estimate_flops
Compute peak BF16 FLOP estimates for a hardware configuration. Returns point estimate + bounds. Methodology matches the Interactive Methodology Explorer at /methodology#flop-estimation. Do NOT present outputs as exact measurements — always relay the bounds and the is_estimated flag.
Input Schema
| Name | Required | Description | Default |
|---|---|---|---|
| sparsity | No | Structured-sparsity mode. NOTE: both values currently apply a 1.0x multiplier — the theoretical 2x speedup of 2:4 sparsity rarely materializes in wall-clock training throughput, so this estimator deliberately does not credit it (see the response note and /methodology#flop-estimation). The parameter is accepted and echoed for forward compatibility only. | dense |
| precision | No | bf16 | |
| unit_count | Yes | Number of accelerators | |
| utilization | No | Sustained utilization (MFU) fraction (default 0.40; documented range 0.20–0.50, calibrated to PaLM 540B 0.462 and LLaMA 3 405B 0.384) | |
| hardware_type | Yes | GPU / accelerator model |