The RK3588-Powered SBCs Every Developer Should Know

LeonardoLeonardo
3 min read

The RK3588-Powered SBCs Every Developer Should Know. Kiwi Pi Series.

Why This Matters for Developers

The single-board computer (SBC) landscape is evolving beyond Raspberry Pi clones. Shenzhen Tianyue's Kiwi Pi series, built on Rockchip's flagship RK3588 SoC (RK3588 and RK3588S), brings server-grade ARM performance to embedded development. After testing all four models, here's what developers need to know.

Under the Hood: RK3588 Architecture Deep Dive

Rockchip's octa-core big.LITTLE configuration delivers exceptional performance:

  • CPU: 4× Cortex-A76 (2.4GHz) + 4× Cortex-A55 (1.8GHz)
    Benchmark: 20% faster than RK3568 in Geekbench 5
    NPU: 6 TOPS with mixed-precision support. Example code for quantized model deployment:

  •   from tflite_runtime.interpreter import load_delegate
      interpreter = tf.lite.Interpreter(
      model_path='model_int8.tflite',
      experimental_delegates=[load_delegate('libnpu.so')]
      )
    
  • Memory Bandwidth: 51.2GB/s (LPDDR4X-2133)

  • Process Node: 8nm FinFET (vs 12nm in competing SoCs)

The Model Lineup: Decoded for Developers

  1. Kiwi Pi 5 (Entry-Plus)
    Key features:
  • Video: HDMI 2.1 (8K@60Hz), DP via USB-C

  • Expansion: 26-pin header (UART, I2C, SPI, PWM)

  • Power: USB PD 12V/2A (supports QC3.0)

Pro Tip: The hidden MIPI-DSI lane can drive custom displays with Linux DRM drivers.

  1. Kiwi Pi 5 Pro (Network Optimized)
    Key upgrades:
  • 2× 2.5GbE ports (RTL8125B controllers)

  • PCIe 3.0×4 M.2 slot (tested NVMe at 2.8GB/s)

  • Dual-band WiFi 6 (160MHz channel support)

Real-World Test: Achieved 940Mbps iperf3 throughput between Ethernet ports.

  1. Kiwi Pi 5 Ultra (Vision Workhorse)
    Camera interface specs:
  • 4× MIPI-CSI inputs

  • 1.5Gbps per lane

  • C-PHY support

Computer Vision Use Case:
4× 4K30 cameras → NPU processing → HDMI 2.1 output at <200ms latency.

  1. Kiwi Pi CM5 (Embedded Solution)
    OEM Advantage: MXM connector exposes all 156 GPIOs via device tree overlay.

Performance Benchmarks

TestPi 5ProUltra
NPU INT8 (TOPS)5.85.96.1
RAM Latency98ns97ns95ns
4K60 Encode38fps40fps42fps

Developer Ecosystem Status

Software Support Matrix:

OSMainlineGPUNPUVPU
Linux 6.1YesYesBetaYes
Android 13YesYesYesYes
BuildrootPatchNoNoNo

Critical Note: The Mali GPU requires closed-source binaries for OpenCL support.

When to Choose Which Model?

  1. Web Development → Pi 5 (most affordable)

  2. Kubernetes Node → Pro (best networking)

  3. Autonomous Robot → Ultra (multiple cameras)

  4. Medical Device → CM5 (certification-friendly)

The Verdict

These boards aren't Raspberry Pi replacements—they're a new performance category. With proper cooling, the RK3588 sustains 2.4GHz on all A76 cores, outperforming many x86 SBCs.

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Leonardo
Leonardo