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OM Simple Encoder

Project description

Om Simple Encoder

Om Simple Encoder is to fintune the query encoder. Currently it includes only query image encoder.

Install

pip install om_simple_encoder

How to start training

python train.py --img_dir {image_root_path} --data {data json} --num_workers=15 --gpus=1 --batch_size=64 

Data Format

[ {"key1": ["image1.jpg","image2.jpg"], "key2":  ["image1.jpg","image2.jpg"]},...]

Demo prediction

from om_simple_encoder.encoder import Encoder
h_enc = Encoder("brand_model_v1.ckpt")
encoded_embeddings = h_enc.images(["a.png"])
print (encoded_embeddings)

Demo Train

from om_simple_encoder import train 

if __name__ == '__main__':
    train.start_train(model_type="resnet50", img_dir="/mnt/soco1/brands", data="brands.json", batch_size=64)

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