TinyComputers.io (Posts about single board computer)

Pine64 Board Comparison: RockPro64 vs Quartz64-B

A.C. Jokela — Wed, 24 Sep 2025 17:42:29 GMT

Pine64 Board Comparison: RockPro64 vs Quartz64-B

Executive Summary

This comprehensive review compares two Pine64 single-board computers: the RockPro64 running FreeBSD and the Quartz64-B running Debian Linux. Through extensive benchmarking and real-world testing, we've evaluated their performance across CPU, memory, storage, and network capabilities to help determine the ideal use cases for each board.

Test Environment

Hardware Specifications

RockPro64 (10.1.1.130)

CPU: Rockchip RK3399 - 6 cores (2x Cortex-A72 @ 2.0GHz + 4x Cortex-A53 @ 1.5GHz)
RAM: 4GB DDR4
OS: FreeBSD 14.1-RELEASE
Storage: 52GB UFS root filesystem
Network: Gigabit Ethernet (dwc0)

Quartz64-B (10.1.1.88)

CPU: Rockchip RK3566 - 4 cores (4x Cortex-A55 @ 1.8GHz)
RAM: 4GB DDR4
OS: Debian 12 (Bookworm) - Plebian Linux
Storage: 59GB eMMC
Network: Gigabit Ethernet (end0)

Performance Benchmarks

1. CPU Performance

The RockPro64's heterogeneous big.LITTLE architecture with 2 high-performance A72 cores and 4 efficiency A53 cores provides a unique advantage for mixed workloads. In our simple loop benchmark:

RockPro64: 0.92 seconds (100k iterations)
Quartz64-B: 0.99 seconds (100k iterations)

The RockPro64 shows approximately 7.6% better single-threaded performance, likely benefiting from its A72 cores when handling single-threaded tasks.

2. Memory Bandwidth

Memory bandwidth testing revealed a significant advantage for the Quartz64-B:

RockPro64: 1.7 GB/s
Quartz64-B: 3.7 GB/s

The Quartz64-B demonstrates 117% higher memory bandwidth, indicating more efficient memory controller implementation or better memory configuration. This advantage is crucial for memory-intensive applications.

3. Storage Performance

Storage benchmarks showed contrasting strengths:

Sequential Write (500MB file)

RockPro64: 332.8 MB/s
Quartz64-B: 20.1 MB/s

Sequential Read

RockPro64: 762.5 MB/s
Quartz64-B: 1,461.0 MB/s

The RockPro64 excels in write performance with 16.5x faster writes, while the Quartz64-B shows 1.9x faster reads. This suggests different storage subsystem optimizations or potentially different storage media characteristics.

Random I/O (100 operations)

RockPro64: 0.87 seconds
Quartz64-B: 0.605 seconds

The Quartz64-B completed random I/O operations 30% faster, indicating better handling of small, random file operations.

4. Network Performance

Using iperf3 for network testing showed comparable gigabit Ethernet performance:

Throughput (TCP)

RockPro64 → Quartz64-B: 93.5 Mbps
Quartz64-B → RockPro64: 95.4 Mbps

Both boards achieve similar network performance, approaching the theoretical maximum for 100Mbps connections. The slight variations are within normal network fluctuations.

Use Case Analysis

RockPro64 - Ideal Use Cases

Build Servers & CI/CD
Superior write performance makes it excellent for compilation tasks
6-core configuration provides better parallel build capabilities
FreeBSD's stability benefits long-running server applications
Database Servers
High sequential write speeds benefit transaction logs
Additional CPU cores help with concurrent queries
Better suited for write-heavy database workloads
File Servers & NAS
Excellent sequential write performance for large file transfers
6 cores provide overhead for file serving while maintaining responsiveness
FreeBSD's ZFS support (if configured) adds enterprise-grade features
Development Workstations
More CPU cores benefit compilation and development tools
Balanced performance across different workload types
FreeBSD environment suitable for BSD-specific development

Quartz64-B - Ideal Use Cases

Media Streaming Servers
Superior read performance benefits content delivery
Efficient Cortex-A55 cores provide good performance per watt
Better memory bandwidth helps with buffering
Web Servers
Fast random I/O benefits web application performance
High memory bandwidth helps with caching
Debian's extensive package repository provides easy deployment
Container Hosts
Docker already configured (as seen in network interfaces)
Better memory bandwidth benefits containerized applications
Efficient for running multiple lightweight services
IoT Gateway
Power-efficient Cortex-A55 cores
Good balance of performance and efficiency
Debian's wide hardware support for peripherals

Power Efficiency Considerations

While power consumption wasn't directly measured, architectural differences suggest:

Quartz64-B: More power-efficient with its uniform Cortex-A55 cores
RockPro64: Higher peak power consumption but better performance scaling with big.LITTLE

Software Ecosystem

FreeBSD (RockPro64)

Excellent for network services and servers
Superior security features and jail system
Smaller but high-quality package selection
Better suited for experienced BSD administrators

Debian Linux (Quartz64-B)

Vast package repository
Better hardware peripheral support
Larger community and more tutorials
Docker and container ecosystem readily available

Conclusion

Both boards offer compelling features for different use cases:

Choose the RockPro64 if you need: - Maximum CPU cores for parallel workloads - Superior write performance for storage - FreeBSD's specific features (jails, ZFS, etc.) - A proven platform for server workloads

Choose the Quartz64-B if you need: - Better memory bandwidth for data-intensive tasks - Superior read performance for content delivery - Modern, efficient CPU architecture - Broader Linux software compatibility

Overall Verdict

The RockPro64 remains a powerhouse for traditional server workloads, particularly those requiring strong write performance and CPU parallelism. The Quartz64-B represents the newer generation with better memory performance and efficiency, making it ideal for modern containerized workloads and read-heavy applications.

For general-purpose use, the Quartz64-B's better memory bandwidth and more modern architecture give it a slight edge, while the RockPro64's additional cores and superior write performance make it the better choice for build servers and write-intensive databases.

Benchmark Summary Table

Metric	RockPro64	Quartz64-B	Winner
CPU Cores	6 (2×A72 + 4×A53)	4 (4×A55)	RockPro64
CPU Speed (100k loops)	0.92s	0.99s	RockPro64
Memory Bandwidth	1.7 GB/s	3.7 GB/s	Quartz64-B
Storage Write	332.8 MB/s	20.1 MB/s	RockPro64
Storage Read	762.5 MB/s	1,461 MB/s	Quartz64-B
Random I/O	0.87s	0.605s	Quartz64-B
Network Send	93.5 Mbps	95.4 Mbps	Tie
Network Receive	94.1 Mbps	92.1 Mbps	Tie

Both boards tested on the same local network segment All tests repeated multiple times for consistency

RK3588 Orange Pi 5 Max Review

A.C. Jokela — Sun, 21 Sep 2025 02:21:34 GMT

The Orange Pi 5 Max is a significant step in the ARM single-board computer domain, taking the shape of a behemoth solution breaking the norm between development boards and desktop-level computing. Surrounded by Rockchip's flagship processor RK3588 system-on-chip, this board delivers a punch of unadulterated processing power, next-level AI acceleration functionalities, and diverse connectivity choices, from edge AI use-cases to home server application.

Hardware Architecture and Core Specifications

At the heart of the Orange Pi 5 Max is Rockchip's RK3588, a heterogeneous computing platform using ARM's big.LITTLE architecture to achieve a balance of performance and power efficiency. Its processor layout consists of four high-performance Cortex-A76 CPU cores at up to 2.256 GHz, and four power-optimised Cortex-A55 CPU cores at 1.8 GHz. With an octa-core layout, this provides the compute flexibility necessary to handle demanding workloads and background activity without consuming power gratuitously. Of particular interest in the exhaustive boot sequence and kernel initialization, the complete dmesg output of this test system is included.

My tested system was equipped with 16GB of LPDDR4X-2133 memory running in a 64-bit mode, so there's significant headroom for memory-intensive workloads. It's the huge memory capacity, though, that sets this particular configuration – at 16GB, it's on parity with many entry-level laptops and well ahead of most single-board computer designs. Memory usage is more efficient than you'd imagine, with the system reporting 14.4GB available after taking kernel overhead and graphics memory usage into account.

Storage options available on the Orange Pi 5 Max reflect careful design considerations for different use cases for deployment. The board includes several storage interfaces ranging from a microSD card slot supporting UHS-I speeds and, importantly, an M.2 M-key slot supporting PCIe 3.0 x4 for NVMe SSDs. My test setup sees the system boot off of a 64GB microSD card and use a 1TB NVMe SSD for mass storage. Using dual storage in this manner offers both the ease of hot swappable storage for the operating system and the performance of NVMe storage for applications and data.

Comprehensive Performance Analysis

CPU Performance Characteristics

The synthetic tests paint a formidable picture of the RK3588's processing capability. Operating Sysbench CPU tests, the machine was able to register 13,688.80 events per second within a 10-second test window and manage a total of 136,916 events. Additionally, Geekbench 5 benchmarks show impressive results with single-core and multi-core scores that demonstrate the effectiveness of the heterogeneous architecture. Performance at this level places the Orange Pi 5 Max firmly above typical ARM development boards and into ground familiar to entry-level x86 platforms.

The heterogeneous core design belongs in the real world. During experiments, I observed the system running jobs selectively over the appropriate core groups. Background jobs and system services always, or almost always, run on the efficiency cores, and computationally intensive jobs migrate naturally to the performance cores. The kernel's Linux scheduler, optimized especially for the RK3588, demonstrates mature optimization of this design.

Memory bandwidth tests display good performance profiles, though nothing outstanding. Our simple bandwidth test measured 0.10 GB/s, which may sound puny but must be put in perspective of the ARM environment in which memory controllers tend to be optimized for through-put efficiency over brute force through-put. Of more value are the storage subsystem tests, and here the NVMe interface excels at write speeds of 2.1 GB/s and read speeds of up to 5.7 GB/s for sequential accesses.

### Neural Processing Unit Capabilities

Possibly the RK3588's most compelling aspect is the onboard Neural Processing Unit, which delivers 6 TOPS of AI inference throughput. Its NPU operates at 1GHz in the test environment, and it does of course support dynamic frequencies between 300MHz and 1GHz depending on workload demand.

Testing under RKLLM (Rockchip's optimized large language model runtime) provides concrete evidence of the NPU's throughput. Running a quantized TinyLlama 1.1B model optimized for the RK3588, the system maintained a relatively constant inference rate of around 20.2 tokens per second. Of multiple runs in this test, performance was surprisingly uniform:

Run 1: 20.27 tokens/sec (1628ms for ~33
Run 2: 20.04 tokens/s (1646ms for ~33
Run 3: 20.40 tokens/sec (1617ms for ~33

These tests exhibit not only raw execution but also thermal and power efficiency of special-purpose AI acceleration silicon. Running the same model on CPU cores would result in substantially less execution and higher power consumption. The NPU maintains peak performance under sustained loads, and observation sees consistent 100% occupancy at the maximum 1GHz rate under inference workloads.

Connectivity and Expansion

Orange Pi 5 Max does not skimp on connectivity, and it offers an extremely comprehensive set of interfaces similar to desktop motherboards. Network connectivity consists of both gigabit Ethernet through the RJ45 port and dual-band WiFi with current protocols. During the tests, both interfaces proved reliable, and the wired connection was seen in the system under the name of "enP3p49s0", an indication of the PCIe-based ethernet controller for minimal CPU overhead for network usage.

Numerous high speed interfaces available on the board distinguish it from typical SBC solutions. Alongside the M.2 interface supporting NVMe SSD storage, the board provides a number of USB 3.0 interfaces, HDMI output, and GPIO headers for connections to hardware devices. With inclusion of both Ethernet and WiFi interfaces and capability for simultaneous use of both interfaces, the board is prepared for application in gateway and router usage where multiple network interfaces are needed.

Storage expansion deserves particular attention. The test system demonstrates a well-thought-out storage hierarchy: - Primary Operating System on 64GB microSD card (58GB usable after formatting) - Fast storage via 1TB NVMe SSD at /opt - zram-based temporary memory holding compressed data - Regular logging diverted to minimize microSD wear

This configuration illustrates good practices for embedded Linux systems, optimizing performance, reliability, and storage device lifetime.

Thermal Management and Power Consumption

Thermal performance typically determines real-world usefulness of high-performance ARM boards, and Orange Pi 5 Max confronts this head-on. During the tests, the system displayed temperatures in a number of thermal zones:

SoC thermal zone: 66.5
Large core cluster 0: 66.5°C
Large core cluster 1: 67.5°C
Small core cluster: 67.5°C
Center thermal: 65.6°C
GPU thermal: 65.6°C
NPU thermal: 65.6°C

These were tested under moderate load with the system exercising through a few of its usual benchmarks. Thermal distribution exhibits good heat spreading across the SoC, and no hot spot of large scale developing. The board retains these temperatures under active cooling, though the real cooling solution will be based on the selected case and configuration.

Power consumption remains in check for the performance tier, and the board typically draws between 15-25 watts loaded. That positions it comfortably in always-on use plans where power efficiency matters, and delivers desktop-level performance where needed.

Software Ecosystem and Operating System Support

It runs on Armbian 25.11.0-trunk.208, a special ARM board-optimized distribution of Debian 12 (Bookworm). Its kernel version 6.1.115-vendor-rk35xx denotes vendor-specific optimization guaranteeing complete support of hardware features. It is extremely important for the RK3588 platform, where the support of the mainline Linux kernel continues to mature but vendor kernels provide most complete hardware enablement.

Armbian deserves credit for bringing the Orange Pi 5 Max into a usable everyday computer. It provides a comfortable Debian environment without you needing to juggle ARM-specific tuning under the hood. Package availability through standard Debian repositories translates into most software running straight out of the box, but some software will need you to self-compile from source if ARM64 binaries are not available.

Docker support availability (denoted by the docker0 interface of the network configuration) significantly increases the range of available deployment options. Applications built around containers work perfectly on the ARM infrastructure, and the abundance of available RAM places no limits on having several services simultaneously active at once. It makes the Orange Pi 5 Max an excellent candidate for home lab scenarios wherein services like media servers, home automation infrastructure, and network monitoring software coexist.

## Real-World Applications and Use Cases

Orange Pi 5 Max distinguishes itself in several application scenarios which take advantage of its distinctive set of qualities:

Edge AI and Machine Learning: With the NPU, this board is of particular interest for edge AI inference. From executing computer vision workloads for security camera feeds, through localized language models for privacy-driven use cases, through real-time sensor analysis, the onboard AI acceleration provides performance levels not available through CPU solutions alone.

Network Attached Storage (NAS): Native SATA capability via adapter cards and fast NVMe storage allow the Orange Pi 5 Max to function as an efficient NAS device. Its powerful processor's ability to manage software RAID, encryption, and simultaneous client connections, which would stall weaker-featured boards, remains unparalleled among SoCs used in Open-intel Pi platforms.

Transcoding and Media Server: Even though the Mali-G610 GPU was not thoroughly tested in this evaluation, it does feature hardware video encode and decode. Together with the powerful CPU, the board is thus suitable for media server use-cases requiring real-time transcoding.

Development and Prototyping: Application developers targeting ARM platforms will discover the Orange Pi 5 Max provides a development environment of extremely high performance that is very similar to production deployment platforms. GPIO headers maintain typical SBC use case compatibility while the performance headroom allows for development of large and complicated applications.

Home Automation Hub: By including multiple network interfaces, GPIO, and sufficient processing power, this is the ultimate platform for complete home automation installations. It's possible for the board to simultaneously support multiple protocols (Zigbee, Z-Wave, WiFi, Bluetooth), run automation logic, and maintain end-user interfaces.

Comparative Market Position

Orange Pi 5 Max differs from other currently available single-board computers in a specific regard: it delivers significantly more raw computing muscle than widely used competitors, like the Raspberry Pi 5, and maintains the same form factor and development methodology, although slightly larger in scale. Incorporating an NPU provides you with capability offered on extremely few, if any, other platforms.

The 16GB of RAM is noteworthy in particular in the SBC market, where 8GB or 4GB is typically the limit. And this does make the Orange Pi 5 Max an actual replacement for low- end x86 hardware for some applications, especially those for which you can leverage the acceleration of the NPU.

Pricing is an issue here. While expensive for an entry-level board, the Orange Pi 5 Max provides value through its advanced feature set and capability to perform. For use cases requiring an x86 mini PC or multiple different boards, streamlined functionality can be budget-friendly.

Challenges and Considerations

While incredibly powerful, the potential users must remain aware of several issues. Software support, although acceptable under Armbian, still requires more technical experience than under x86 architectures. Not all programs provide ARM64 binaries, and compilation from source is required for some of these programs.

Vendor kernel dependence means you're in the hands of Rockchip and the community for ongoing support. While the track so far has been good, this isn't the same thing as the mainline kernel support you receive for more mature platforms.

Thermal management requires caution in application. Even though the board is good at managing heat with proper cooling, passive cooling may not suffice for long-duration, high-load application. Supply of adequate ventilation or active cooling will require planning for reliability.

## Conclusion and Future Perspective

Orange Pi 5 Max is a landmark product of ARM SoC-based single-board computers, and it provides performance and capability that blends development-board and general-purpose computer usage-scenarios. At nearly $160.00, it is not an insignificant cost. You could 3D print a case for the board, but I opted to buy an aluminum case that lacked in form but makdes up function. The designers of the this SBC should also be commended for using a USB-C jack for power; one less barrel-style connector is always a bonus. The RK3588 SoC shows ARM processors' capability of holding their own in performance-sensitive workloads while maintaining the power efficiency advantages typical of the architecture. Incorporating dedicated AI acceleration through the use of the NPU foreshadows the future of edge computing, where special-purpose processors excel over general-purpose cores in handling specific workloads. With AI models increasing in prevalence of use, hardware acceleration availability at the edge becomes a gigantic advantage. As a developer, enthusiast, or professional looking for a serious ARM platform, you owe it to yourself to strongly consider the Orange Pi 5 Max. It provides a most excellent balance of processing, memory, store flexibility, and AI acceleration of which relatively few others can boast. It does demand higher-level tech skills than turnkeys, but the return in capability and performance is worth it for the proper application scenarios. You can see from the test results that this is not merely some marginal jump in the SBC space, but a bona fide step up enabling new application classes at the edge. If you're looking at developing an AI-driven thing, needing a small-but-mighty server, or looking at the state of the art of ARM computing, then the Orange Pi 5 Max gives you the hardware platform upon which you can realize grand plans.