hailo-ai / hailo_model_zoo

The Hailo Model Zoo includes pre-trained models and a full building and evaluation environment
MIT License
186 stars 35 forks source link

Regarding retraining and deployment issues #107

Open Fackyhub opened 3 days ago

Fackyhub commented 3 days ago

I currently have a Raspberry Pi 5 and the Hailo8L AI kit. My current plan is to perform retraining on Windows, export the ONNX model, and then convert it from ONNX to HEF format on the Raspberry Pi. Is this feasible? If not, what should I do?

It's clear that the Raspberry Pi 5 combined with the HailoAI kit cannot perform training. My goal is for the conversion of ONNX to HEF to run on the Raspberry Pi kit. I've tried downloading and installing the Hailo Model Zoo, but it seems I couldn't successfully install it on Raspberry Pi OS.

After downloading and installing the Hailo Software Suite on the Raspberry Pi, will the installation requirements be satisfied, or do I need to switch to a different operating system?

nadaved1 commented 3 days ago

Hi Fackyhub, The best way to have this discussion is on our community forum: Hailo Community https://community.hailo.ai/latest

In short, the conversion to HEF needs to be done on a build machine, might be able to do it inside WSL2 on your windows.

‫בתאריך יום ה׳, 4 ביולי 2024 ב-14:02 מאת ‪Fackyhub‬‏ <‪ @.***‬‏>:‬

I currently have a Raspberry Pi 5 and the Hailo8L AI kit. My current plan is to perform retraining on Windows, export the ONNX model, and then convert it from ONNX to HEF format on the Raspberry Pi. Is this feasible? If not, what should I do?

It's clear that the Raspberry Pi 5 combined with the HailoAI kit cannot perform training. My goal is for the conversion of ONNX to HEF to run on the Raspberry Pi kit. I've tried downloading and installing the Hailo Model Zoo, but it seems I couldn't successfully install it on Raspberry Pi OS.

After downloading and installing the Hailo Software Suite on the Raspberry Pi, will the installation requirements be satisfied, or do I need to switch to a different operating system?

— Reply to this email directly, view it on GitHub https://github.com/hailo-ai/hailo_model_zoo/issues/107, or unsubscribe https://github.com/notifications/unsubscribe-auth/ADBIQYBW7TFMKA56NQBMCZTZKUTTRAVCNFSM6AAAAABKLJ7NJGVHI2DSMVQWIX3LMV43ASLTON2WKOZSGM4TANJYGYZDQNA . You are receiving this because you are subscribed to this thread.Message ID: @.***>

-- Regards, Nadav Eden

Fackyhub commented 3 days ago

Hi Fackyhub, The best way to have this discussion is on our community forum: Hailo Community https://community.hailo.ai/latest In short, the conversion to HEF needs to be done on a build machine, might be able to do it inside WSL2 on your windows. ‫בתאריך יום ה׳, 4 ביולי 2024 ב-14:02 מאת ‪Fackyhub‬‏ <‪ @.***‬‏>:‬ 嗨,Fackyhub, 进行此讨论的最佳方式是在我们的社区论坛上: Hailo 社区 https://community.hailo.ai/latest

简而言之,到 HEF 的转换需要在构建机器上完成,可能 能够在 Windows 上的 WSL2 内完成此操作。

2024 年 4 月 14 日 14:02 Fackyhub‏ < @.‏>: I currently have a Raspberry Pi 5 and the Hailo8L AI kit. My current plan is to perform retraining on Windows, export the ONNX model, and then convert it from ONNX to HEF format on the Raspberry Pi. Is this feasible? If not, what should I do? It's clear that the Raspberry Pi 5 combined with the HailoAI kit cannot perform training. My goal is for the conversion of ONNX to HEF to run on the Raspberry Pi kit. I've tried downloading and installing the Hailo Model Zoo, but it seems I couldn't successfully install it on Raspberry Pi OS. After downloading and installing the Hailo Software Suite on the Raspberry Pi, will the installation requirements be satisfied, or do I need to switch to a different operating system? — Reply to this email directly, view it on GitHub <#107>, or unsubscribe https://github.com/notifications/unsubscribe-auth/ADBIQYBW7TFMKA56NQBMCZTZKUTTRAVCNFSM6AAAAABKLJ7NJGVHI2DSMVQWIX3LMV43ASLTON2WKOZSGM4TANJYGYZDQNA . You are receiving this because you are subscribed to this thread.Message ID: @.> -- Regards, Nadav Eden

Sure, here is the translation:

Okay, I roughly understand. So, I need to install the Hailo Software Suite on WSL2, and then install the Hailo Model Zoo, and ONNX to HEF to run on the WSL2 right? I will continue the discussion on Hailo Community later. Sure, here is the translation:

Apart from hailo-example, are there any related documents that can be used to deploy with my own training data? Additionally, in the code, hailo.HAILO_DETECTION cannot be viewed in more detail. Has this part been made open? Currently, I am unable to open and view the detailed code.