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GEMM n2048 k8192

43 eligible runs
gemm

General matrix multiply (GEMM) C = A @ B.T. Captured from Llama-3.2-1B mlp.down_proj.

Source baseline · unbeaten
15.9µsmean
torch / matmulff95bcFlashInfer-Bench baselines · Apache-2.0 · python

Reported evidence · last observed 2026-04-20. The source's designated baseline implementation. Reported by source; not independently reproduced.

Current records

Source-native comparison · GPU NVIDIA B200 · Workload m = 2 · fp16 · CUDA 13.0 · Framework pytorch 2.11.0+cu130 · Protocol flashinfer-bench · mean · 1 results · last observed 2026-04-20Record history →
Estimated floor 4.20 µs · record 3.79× above itestimate, not evidence ›
DRAM 4.20 µs · compute 30 ns · bandwidth-bound on B200
every declared tensor crosses HBM exactly once (8,000 GB/s, B200 datasheet)
2·M·N·K with M=2, N=2048, K=8192 at the dense bf16 peak (2,250 TFLOP/s)
headroom-v1: a lower bound from declared tensors and datasheet peaks. A kernel can sit well above it for good reasons.
#
Implementation
Latency
vs #1
Trust
Observed
1
torch / matmulff95bcbaselineFlashInfer-Bench baselines
15.9µs
1.00×
Reported · Apache-2.0 · source
2026-04-20

Measured exactly what you asked. The source's designated baseline implementation. Reported by source; not independently reproduced.

source mirroredApache-2.0no install recipeView source →Run detail →

Scaling by m

50.0 µs100.0 µs150.0 µs200.0 µs14248825620538km →16.3 µs15.9 µs16.7 µs16.9 µs16.9 µs17.6 µs16.5 µs17.9 µs18.4 µs18.9 µs18.9 µs18.9 µs19.0 µs18.5 µs17.0 µs17.0 µs19.0 µs19.0 µs19.0 µs19.0 µs19.0 µs19.0 µs20.7 µs20.7 µs19.1 µs20.1 µs19.9 µs23.1 µs20.9 µs21.0 µs20.9 µs21.0 µs21.0 µs20.9 µs21.0 µs21.0 µs21.0 µs21.0 µs21.1 µs34.2 µs56.1 µs59.7 µs194.7 µstorch / matmul ff95bc
torch / matmul ff95bcbest per workload · NVIDIA B200 · CUDA 13.0 · pytorch 2.11.0+cu130 · flashinfer-bench held constant

Implementations

Implementation
Runtime
Best latency
Evidence
Availability
torch / matmulff95bcFlashInfer-Bench baselines
python
15.9µs
1.00×
Reported
Apache-2.0 · source

Semantics

Inputs and outputs
afp16 [m, k]
bfp16 [n, k]
cfp16 [m, n]
Axes and behavior
kconstant = 8192
mvariable
nconstant = 2048
determinismunspecified
constraintsNo mutation or aliasing
Identity
aliasgemm_n2048_k8192modelllama-3-2-1bsha2568c4376e27fdc…
Sources: FlashInfer-Bench (2026-04-20) · Apache-2.0last observed 2026-04-20How records are decidedJSON