/hub/devices/indiedroid-nova

Indiedroid Nova

Three W8A8 models ran through the RK3588S NPU. The result set includes speed and the observed answer-quality outcome from the shared state-capitals prompt.

3
records
3
published measurements
0
retained failures
1
test groups

System in this record

Processor
Rockchip RK3588S, 4 Cortex-A76 and 4 Cortex-A55 cores
Memory
16 GB LPDDR4x
Storage
64 GB eMMC 5.1
Cooling
Tested Nova configuration documented in the source article
Software
Debian 12, RKLLM 1.2.1, NPU driver 0.9.7

Measured on Trevor’s Indiedroid Nova.

Full tests

Published result2026-04-10

Indiedroid Nova RKLLM NPU Test

Three W8A8 RKLLM models ran on the RK3588S NPU with NPU utilization and memory monitored over SSH.

Open full test

Every retained row

Results on Indiedroid Nova

Model and artifactRuntime and modeGenerationPromptPeakStateFull test
DeepSeek-R1 Distill Qwen 1.5B
W8A8 RKLLM
RKLLM 1.2.1
NPU · 50 state-capitals prompt
11.5 tok/sn/an/aPublished resultNova NPU models
Open result details

Why this model is here

The Nova NPU run started at 11.5 tok/s, then the state-capitals answer degraded into invented cities.

It is the clearest example in the Hub of why throughput and useful output cannot be treated as the same result.

What ran

W8A8 RKLLM ran through RKLLM 1.2.1 using NPU in 50 state-capitals prompt mode on Indiedroid Nova.

Started fast, then invented cities around state seven.

Recorded setup

The full test page contains the shared controls and comparison boundary for this row.

Qwen 2.5 3B Instruct
W8A8 RKLLM
RKLLM 1.2.1
NPU · 50 state-capitals prompt
7 tok/sn/an/aPublished resultNova NPU models
Open result details

Why this model is here

The Nova NPU result reached 7.0 tok/s and returned all 50 state capitals correctly.

It was slower than the smaller DeepSeek row but produced the useful answer on the shared prompt.

What ran

W8A8 RKLLM ran through RKLLM 1.2.1 using NPU in 50 state-capitals prompt mode on Indiedroid Nova.

Returned all 50 state capitals correctly.

Recorded setup

The full test page contains the shared controls and comparison boundary for this row.

Llama 3.1 8B Instruct
W8A8 RKLLM
RKLLM 1.2.1
NPU · 50 state-capitals prompt
3.72 tok/sn/an/aPublished resultNova NPU models
Open result details

Why this model is here

The Nova NPU measured 3.72 tok/s. A separate 1.99 tok/s Pi 5 value remains labeled as an outside reference.

It connects Trevor-measured Nova data with a clearly separated published Pi reference without presenting the two methods as a matched hardware contest.

What ran

W8A8 RKLLM ran through RKLLM 1.2.1 using NPU in 50 state-capitals prompt mode on Indiedroid Nova.

Measured Nova NPU result.

Recorded setup

The full test page contains the shared controls and comparison boundary for this row.

© 2026 Trevor Unland. All rights reserved.

RSS Feed

$ echo "Built with React + TypeScript"