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kalman post fix
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JAlcocerT committed Mar 19, 2024
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5 changes: 2 additions & 3 deletions _posts/2023-05-02-pi-vs-orange.md
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Expand Up @@ -24,9 +24,8 @@ Migrating from Google Cloud Run to [self-hosting the Python DASH APP](https://fo

Its reliability and energy efficiency make it ideal for running my self-hosted services, offering a reliable and cost-effective alternative to cloud-based solutions.

* Rockchip RK3588S that features eight Arm Cortex-A76 cores running at 2.4GHz plus four 1.8GHz Cortex-A55 cores.
* The Rockchip SoC also features a Mali G510 MP4 graphics processor, which has open-source driver hope via the Panfrost driver stack
* The Orange Pi 5 utilizes a Mali-G610 GPU, providing solid graphics processing capabilities.
* Rockchip RK3588S that features eight Arm Cores (4xCortex-A76 @ 2.4GHz plus 4x1.8GHz Cortex-A55).
* The Rockchip SoC also features a Mali G510 MP4 graphics processor, which has open-source driver hope via the Panfrost driver stack - providing solid graphics processing capabilities.

### Orange Pi 5 - CPU Benchmark

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---
title: RPi IoT Project - GPS Data (VK-162) with Apache Superset
author: JAlcocerT
date: 2023-12-11 00:10:00 +0800
date: 2024-06-01 00:10:00 +0800
categories: [IoT & Data Analytics]
tags: [Sensors,Python,MongoDB]
image:
path: /img/superset.png
alt: IoT Project with Python, MongoDB, DHT11/22 sensors and Metabase.
# image:
# path: /img/superset.png
# alt: IoT Project with Python, MongoDB, DHT11/22 sensors and Metabase.
render_with_liquid: false
---

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6 changes: 3 additions & 3 deletions _posts/2024-01-01-kubernetes-rpi.md
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Expand Up @@ -4,9 +4,9 @@ author: JAlcocerT
date: 2024-01-01 00:10:00 +0800
categories: [IoT & Data Analytics]
tags: [Sensors,Python,MongoDB]
image:
path: /img/metabase.png
alt: IoT Project with Python, MongoDB, DHT11/22 sensors and Metabase.
# image:
# path: /img/metabase.png
# alt: IoT Project with Python, MongoDB, DHT11/22 sensors and Metabase.
render_with_liquid: false
---

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2 changes: 1 addition & 1 deletion _posts/2024-01-01-rpi-cv.md
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---
title: RPi IoT Project - SimpleCV and OpenCV + Scrypted & HA
author: JAlcocerT
date: 2024-01-01 00:10:00 +0800
date: 2024-12-31 00:10:00 +0800
categories: [IoT & Data Analytics]
tags: [Sensors,Python,MongoDB]
image:
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2 changes: 1 addition & 1 deletion _posts/2024-01-01-rpi-llm-local.md
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---
title: RPi IoT Project - SimpleCV and OpenCV + Scrypted & HA
author: JAlcocerT
date: 2024-01-01 00:10:00 +0800
date: 2024-12-31 00:10:00 +0800
categories: [IoT & Data Analytics]
tags: [Sensors,Python,MongoDB]
image:
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25 changes: 19 additions & 6 deletions _posts/2024-03-15-minipc-vs-pi.md
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Expand Up @@ -11,10 +11,13 @@ tags: [Self-Hosting, Docker]

Some time ago I was making a [performance comparison between 2 popular ARM boards](https://jalcocert.github.io/RPi/posts/pi-vs-orange/).

For benchmarking I used:
Now, it is the time to see how they stand when compared with a similar in cost mini-PC.

* https://github.com/JAlcocerT/Py_Trip_Planner/
For benchmarking I've used:

* Docker Building Image time for: <https://github.com/JAlcocerT/Py_Trip_Planner/>
* Sysbench
* Phoronix
* Netdata

> The Orange Pi (8gb) idles ~ and the RPi 4 (2gb) ~
Expand All @@ -28,7 +31,6 @@ For benchmarking I used:
lscpu
```


To connect via ssh I needed:

```sh
Expand All @@ -50,15 +52,15 @@ sysbench cpu --threads=4 run #https://github.com/akopytov/sysbench#general-comma
_BMAX B4 - Sysbench Test_


> The BMAX idles around ~9w with Lubuntu 22.4 LTS and the max I observed so far is ~
> The BMAX idles around ~9w with Lubuntu 22.4 LTS and the max I observed so far is ~16W. Wifi/Bluetooh and an additional sata ssd included.

```sh
git clone https://github.com/JAlcocerT/Py_Trip_Planner/
docker build -t pytripplanner .
```

It took ~45 seconds - Instead of 3600s and 1700s.
It took ~45 seconds for the N95 - Instead of 3600s and 1700s.


![BMAX B4 - Docker Build Test](/img/minipc-vs-pis/buildingtest.png)
Expand All @@ -73,12 +75,18 @@ And these are the temperatures [registered by NetData](https://fossengineer.com/

### BMAX B4 vs Orange Pi 5

Comparing N95 (x86) with the Rockchip RK3588S (ARM64).

For Synthetic benchmarks I have used [phoronix](#how-to-benchmark-with-phoronix-test-suite):

![BMAX B4 - Temperature during Docker Build](/img/minipc-vs-pis/n95-cpu-phoronix.png)
_Intel N95 4 cores with phoronix Open Source Benchmark_

![BMAX B4 - Temperature during Docker Build](/img/minipc-vs-pis/orangepi5-cpu-phoronix.png)
_The Orange Pi 8 Cores is a beast_



---

## FAQ
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_BMAX B4 - MiniPC Performance while LLM inference_


### How to Benchmark with Phoronix Test Suite
### How to Benchmark?

* Using Sysbench
* [Monitor with Netdata](https://fossengineer.com/selfhosting-netdata/)

#### with Phoronix Test Suite

We can have an idea by being part of [openbenchmarking](https://openbenchmarking.org/) by using the [F/OSS Phoronix Test Suite](https://github.com/phoronix-test-suite/phoronix-test-suite/releases)

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8 changes: 4 additions & 4 deletions _posts/2024-01-01-MLOps.md → _posts/2024-12-30-MLOps.md
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---
title: Machine Learning Ops with SBCs
author: JAlcocerT
date: 2024-01-01 00:10:00 +0800
date: 2024-12-31 00:10:00 +0800
categories: [IoT & Data Analytics]
tags: [Sensors,Python,MongoDB]
image:
path: /img/metabase.png
alt: IoT Project with Python, MongoDB, DHT11/22 sensors and Metabase.
# image:
# path: /img/metabase.png
# alt: IoT Project with Python, MongoDB, DHT11/22 sensors and Metabase.
render_with_liquid: false
---

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