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zabir-nabil
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c518776
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Parent(s):
c913f51
Create config.py
Browse files
config.py
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import torch
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debug = True
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image_path = ""
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captions_path = ""
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dataset_root = "/data/comps"
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train_json = "/data/comps/train.json"
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val_json = "/data/comps/val.json"
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batch_size = 200
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num_workers = 5
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head_lr = 1e-3
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image_encoder_lr = 1e-4
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text_encoder_lr = 1e-5
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weight_decay = 1e-3
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patience = 2
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factor = 0.8
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epochs = 350
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gpu = 1
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device = torch.device(f"cuda:{gpu}" if torch.cuda.is_available() else "cpu")
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model_name = 'efficientnet_b2'
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image_embedding = 1408
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# model_name = 'resnet50'
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# image_embedding = 1000
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text_encoder_model = "neuralspace-reverie/indic-transformers-bn-bert"
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text_tokenizer = "neuralspace-reverie/indic-transformers-bn-bert"
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max_length = 100
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model_tag = f"{model_name}_{text_encoder_model.replace('/', '_')}_aug"
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log_tag = model_tag
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pretrained = True # for both image encoder and text encoder
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trainable = True # for both image encoder and text encoder
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temperature = 1.0
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# image size
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size = 224
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# proj. head
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num_projection_layers = 1
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projection_dim = 256
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dropout = 0.1
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