howtospark
benchmarks / gemma-4-26b-a4b-it--dgx-spark-x1--llama-cpp--q4-k-m--greedy-baseline--p2048-o256-c1--2026-07-06

Gemma 4 26B-A4B on NVIDIA DGX Spark

compare
50.5tok/s
926msttft
2.6kprefill
llama.cpp b15-ee445f9Q4_K_Mspec-decodingJul 6, 2026

Run configuration

nodes
1
batch size
concurrency
1
context
10240
prompt / output
2036 / 256

Metrics

decode tok/s
50.5
prefill tok/s
2.6k
ttft
926ms
total tok/s
43.2
inter-token
20ms
e2e latency
5.94s
req/s
0.169
peak memory
25 GB
avg power
37.8 W
energy/req
224.2 J
temperature
0

Reproduce

~/Dev/llama.cpp/build/bin/llama-server -m ~/models/gguf/gemma-4-26B-A4B-it-UD-Q4_K_M.gguf -c 10240 --parallel 1 -ngl 99 -fa on --host 127.0.0.1 --port 8080
python3 bench/harness.py bench/configs/gemma-4-26b-a4b-it--spec-baseline.json --rows-out data/benchmarks/gemma-4-26b-a4b-it.json

spec-decoding profile: greedy (temp 0) no-draft baseline; only comparable to other spec-decoding rows.