Mouchak TensorHive engine
Close-up of golden glass hive cells packed with glowing golden bits.
Benchmarks · 2× NVIDIA DGX Spark · ConnectX-7

Every number has a receipt.

What TensorHive measured on two DGX Sparks, how we measured it, and what is still only a target. No marketing math.

Head to head

Where TensorHive stands against the engine we measure ourselves against, on the same two machines.

Same hardware · same link

Rank-to-rank exchange latency

Median time for one 16 KiB exchange between the two Sparks, GPU in the loop. Lower is better.

TensorHiveBaseline engine
Exchange latency: TensorHive 6.0 to 6.5 microseconds, baseline engine 18.1 to 19.1 microseconds 0 5 10 15 20 µs TensorHive 6.0–6.5 Baseline 18.1–19.1
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Enginep50, 16 KiBTransport
TensorHive6.0–6.5 µsRDMA verbs
Baseline engine18.1–19.1 µsRoCE all-gather

Range covers both ranks and every rail policy tested. Microbenchmark, 22 Oct 2026.

Single-stream decode step

Time to produce one token for one user. Lower is better. The floor is the time just to read the active weights.

TensorHive targetBaseline, measuredWeight-read floor
Decode step: weight-read floor about 21 ms, TensorHive target 24 ms or less, baseline engine measured 25.44 ms 0 10 20 30 ms floor ≈21 TensorHive ≤24 target Baseline 25.44
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Rowms / stepStatus
Weight-read floor≈21Computed
TensorHive≤24Target
Baseline engine25.44Measured, 16 Oct 2026

Hatched bar is a target, not a result. We'll publish the measured number when the benchmark run shows it.

Receipts

Every claim on this page comes from a run that wrote its own evidence file. Here is what each one measured.

Parity
16 / 16
replies match reference
GLM-5.3-Flash, 321B MoE, TP=2
2,032 decode steps · both ranks agree on every token · 30 Oct 2026
Measured
Network
~3×
lower exchange latency
16 KiB rank-to-rank exchange, p50
6.0–6.5 µs vs 18.1–19.1 µs · ConnectX-7 · 22 Oct 2026
Measured
Kernels
89%
of 273 GB/s peak
Rust GPU kernels on GB10
240–245 GB/s · bit-exact against a CPU reference · built with cuda-oxide
Measured
Decode
≤24 ms
per token, one user
Beat the baseline's 25.44 ms
Within 1.14× of the ~21 ms weight-read floor
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