Load NEF Model

This tutorial shows how to load NEF model to Kneron devices in the following three ways:
1. Upload NEF model by file path
2. Upload NEF model by binary data
3. Load NEF model from device flash

Note: Please upload firmware on Kneron device before the following tutorial. See the Upload SCPU/NCPU Firmware for details.

Upload NEF model by file path

Please replace MODEL_FILE_PATH by models_520.nef path (Please find target device NEF model under res/models folder) 

MODEL_FILE_PATH = 'res/models/KL520/tiny_yolo_v3/models_520.nef'

model_nef_descriptor = kp.core.load_model_from_file(device_group=device_group,
                                                    file_path=MODEL_FILE_PATH)

Upload NEF model by binary data

Please replace MODEL_FILE_PATH by models_520.nef path (Please find target device NEF model under res/models folder) 

MODEL_FILE_PATH = 'res/models/KL520/tiny_yolo_v3/models_520.nef'

with open(MODEL_FILE_PATH, 'rb') as file:
    nef_buffer = file.read()

model_nef_descriptor = kp.core.load_model(device_group=device_group,
                                          nef_buffer=nef_buffer)

Load NEF model from device flash

Please update NEF model in device flash by Kneron DFUT before load_model_from_flash. Reference chapter Write Model To Flash for more information. 

model_nef_descriptor = kp.core.load_model_from_flash(device_group=device_group)

Simply show ModelNefDescriptor information:

print(model_nef_descriptor)

'''
{
    "crc": "0x6CBF1FF9",
    "num_models": 1,
    "models": {
        "0": {
            "id": 19,
            "max_raw_out_size": 85752,
            "width": 224,
            "height": 224,
            "channel": 3,
            "img_format": "ImageFormat.KP_IMAGE_FORMAT_RGBA8888"
        }
    }
}
'''