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deepseek-v3

best known per operation on the selected GPU
21 operations · 8 families · 1,285 eligible runs

0 of 21 operations have a usable best known on NVIDIA B200 · 21 without one

Best known on NVIDIA B200

Operation · workload
Best known
Record
Trust
Observed
mla-paged-attention4 operations
RIAC as wellnot usable
387.8µs
Reported · license unknown · no source
2026-08-21

No entry in this cohort passes the usability policy (no public source, no install recipe, license unknown); the fastest known is shown. Measured by the source's own harness. Ranked by its metric under ranking-v1. 37 more entries in this cohort.

no sourcelicense unknownno install recipeCohort on the operation page →Run detail →
MLA fused QKV RoPE splitsuite of 16 cases
RIAC as wellnot usable
153.6µs
Reported · license unknown · no source
2026-08-19

No entry in this cohort passes the usability policy (no public source, no install recipe, license unknown); the fastest known is shown. Measured by the source's own harness. Ranked by its metric under ranking-v1. 23 more entries in this cohort.

no sourcelicense unknownno install recipeCohort on the operation page →Run detail →
MLA paged decode h16 ckv512 kpe64 ps1bf16 · [1, 16, 64] · num kv indices 8
15.1µs
Reported · Apache-2.0 · source
2025-10-21stale

No entry in this cohort passes the usability policy (no install recipe); the fastest known is shown. Measured by the source's own harness. Ranked by its metric under ranking-v1. 3 more entries in this cohort.

16.3µs
Reported · Apache-2.0 · source
2025-10-21stale

No entry in this cohort passes the usability policy (no install recipe); the fastest known is shown. Measured by the source's own harness. Ranked by its metric under ranking-v1. 4 more entries in this cohort.

rmsnorm4 operations
Fused add RMSNorm h7168bf16 · [7168] · batch 18
8.19µs
Reported · Apache-2.0 · source
2025-10-16stale

No entry in this cohort passes the usability policy (no install recipe); the fastest known is shown. Measured by the source's own harness. Ranked by its metric under ranking-v1. 6 more entries in this cohort.

RMSNorm h1536bf16 · [1536] · batch 32
6.26µs
Reproduction-ready · Apache-2.0 · source
2025-10-16stale

No entry in this cohort passes the usability policy (no install recipe); the fastest known is shown. Measured by the source's own harness. Ranked by its metric under ranking-v1. 7 more entries in this cohort.

RMSNorm h512bf16 · [512] · batch 32
6.18µs
Reported · Apache-2.0 · source
2025-10-16stale

No entry in this cohort passes the usability policy (no install recipe); the fastest known is shown. Measured by the source's own harness. Ranked by its metric under ranking-v1. 6 more entries in this cohort.

RMSNorm h7168bf16 · [7168] · batch 32
8.05µs
Reproduction-ready · Apache-2.0 · source
2025-10-16stale

No entry in this cohort passes the usability policy (no install recipe); the fastest known is shown. Measured by the source's own harness. Ranked by its metric under ranking-v1. 6 more entries in this cohort.

gemm1 operation
GEMM n256 k7168fp16 · [16, 7168]
15.7µs
Reported · Apache-2.0 · source
2025-10-20stale

No entry in this cohort passes the usability policy (no install recipe); the fastest known is shown. Measured by the source's own harness. Ranked by its metric under ranking-v1. 6 more entries in this cohort.

moe3 operations
FP8 shared expert MLPsuite of 16 cases
164.6µs
Reported · license unknown · no source
2026-08-01

No entry in this cohort passes the usability policy (no public source, no install recipe, license unknown); the fastest known is shown. Measured by the source's own harness. Ranked by its metric under ranking-v1. 22 more entries in this cohort.

no sourcelicense unknownno install recipeCohort on the operation page →Run detail →
MoE expert computationsuite of 16 cases
Databricksnot usable
3.86ms
Reported · license unknown · no source
2026-07-10

No entry in this cohort passes the usability policy (no public source, no install recipe, license unknown); the fastest known is shown. Measured by the source's own harness. Ranked by its metric under ranking-v1. 13 more entries in this cohort.

no sourcelicense unknownno install recipeCohort on the operation page →Run detail →
MoE FP8 block scale ds routing topk8 ng8 kg4 e32 h7168 i2048bf16/fp32/fp8_e4m3 · [256] · seq len 1
1.51ms
Reproduction-ready · Apache-2.0 · source
2025-10-16stale

No entry in this cohort passes the usability policy (no install recipe); the fastest known is shown. Measured by the source's own harness. Ranked by its metric under ranking-v1. 2 more entries in this cohort.

quantization1 operation
Lasernot usable
351.4µs
Reported · license unknown · no source
2026-08-23

No entry in this cohort passes the usability policy (no public source, no install recipe, license unknown); the fastest known is shown. Measured by the source's own harness. Ranked by its metric under ranking-v1. 23 more entries in this cohort.

no sourcelicense unknownno install recipeCohort on the operation page →Run detail →
mla-ragged1 operation
10.2µs
Reported · Apache-2.0 · source
2026-04-06

No entry in this cohort passes the usability policy (no install recipe); the fastest known is shown. Measured by the source's own harness. Ranked by its metric under ranking-v1. 1 more entry in this cohort.

Coverage gaps on NVIDIA B200

Operation
Family
Status
mla-attention
0 eligible runs on NVIDIA B200 · measured on AMD Instinct MI300X
mla-paged-attention
0 eligible runs · gap
mla-paged-attention
0 eligible runs · gap
moe
0 eligible runs on NVIDIA B200 · measured on AMD Instinct MI300X
sampling
0 eligible runs · gap
sampling
0 eligible runs · gap
sampling
0 eligible runs · gap
mla-paged-attention
measured · no usable entry (no public source, no install recipe, license unknown)
mla-paged-attention
measured · no usable entry (no public source, no install recipe, license unknown)
mla-paged-attention
measured · no usable entry (no install recipe)
mla-paged-attention
measured · no usable entry (no install recipe)
rmsnorm
measured · no usable entry (no install recipe)
rmsnorm
measured · no usable entry (no install recipe)
rmsnorm
measured · no usable entry (no install recipe)
rmsnorm
measured · no usable entry (no install recipe)
gemm
measured · no usable entry (no install recipe)
moe
measured · no usable entry (no public source, no install recipe, license unknown)
moe
measured · no usable entry (no public source, no install recipe, license unknown)
moe
measured · no usable entry (no install recipe)
quantization
measured · no usable entry (no public source, no install recipe, license unknown)
mla-ragged
measured · no usable entry (no install recipe)

No eligible evidence yet for these operations. Challenges →

Sources: FlashInfer-Bench (2026-04-06) · Apache-2.0 · NVIDIA SOL-ExecBench (2026-08-24) · GPU MODE KernelBot (2025-08-09) · June 9 Researcher Reciprocity License v1.0How comparison worksJSON