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How to deploy a quantized model on an embedded platform

Hello everyone, I have a pytorch model (mymodel.pth) obtained by running the mixed-precision quantization of this algorithm: * https://github.com/eml-eda/q-ppg. I followed the instructions in the readme section.Python models are not natively supporte...

A self-trained model takes too much flash

Hi, I have a self-trained image classification model with two classes with dynamic range quantization(unquantized model is about 1.5mb and it is 500kb after quantization). And this model takes too much flash and ram after benchmarking. Is there any m...

undefined reference to `ai_emotion_model_create_and_init'

Hi, I am trying to create an STM32Cube.AI application using X-Cube-AI. I am following the documentation under Content 6. I trained my own model and configure the .ioc file as shown below. I wanted to get input from the ADC and feed directly into the ...

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goldmine by Associate
  • 1110 Views
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HardFault error in ai_platform_network_process()

Hello, I have implemented https://wiki.st.com/stm32mcu/wiki/AI:How_to_perform_motion_sensing_on_STM32L4_IoTnode this project. When I run the program I had a hard fault error when function enters  ai_platform_network_process().  I have incremented the...

Resolved! hsdatalog_to_wav.py conversion not working

Hi, I am currently using SensorTile.box Pro with FP-SNS-DATALOG2 FW. After acquisition, I would need to convert the data from the microphone from .dat to .wav and to do this I am using the hsdatalog_to_wav.py example provided. Unfortunately, the resu...

Gerva by Associate II
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  • 3 replies
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Resolved! NanoEdgeAIStudio : is it possible to log ultrasounds ? (STWINKT1B)

Hi, I am using NanoEdgeAIStudio to detect anomalies on microphone signal. I am particularly interested in logging ultrasounds (from 20kHz to 100kHz). I used the Datalogger tool (in NanoEdgeAIStudio) to set up the datalogger and generate the neai_data...

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Can you generate ai_model_config.h from cubeMX?

The deploy.py script in stm32ai-modelzoo/image_classification/getting_started generates an extra file, ai_model_config.h which is convenient as it contains the class names and other usefull defines.Is there a way to generate this file from cubeMX?Mor...

AEfth by Associate II
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Does cube.ai support quantized onnx models?

I used a quantization tool called ppq to quantize my onnx model because the activation values in the middle layer of this model were too large and I needed to quantize it from float32 type to int8 type. By the way, this model was defined and trained ...

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Resolved! Unicleo-GUI not Detecting my NUCLEO-IKS01A3 Board

Hi all, I installed Unicleo-GUI on my Windows laptop, and was able to read sensor data from my NUCLEO-IKS01A3 board successfully. The board was automatically identified by the software as being connected to COM4 yesterday. For some reason today the s...