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data_loader_queryd.json
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data_loader_queryd.json
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{
"inherit_from": "configs/base_config_queryd.json",
"eval_mode": "test_run",
"experts": {
"text_feat": "w2v",
"modalities": [
"imagenet.resnext101_32x48d.0",
"r2p1d.r2p1d-ig65m.0",
"scene.densenet161.0",
"audio"
]
},
"arch": {
"type": "CENet",
"args": {
"test_caption_mode": "indep",
"use_ce": "pairwise",
"use_mish": 1,
"use_bn_reason": 1,
"num_g_layers": 3,
"num_h_layers": 0,
"include_self": 1,
"l2renorm": false,
"randomise_feats": "",
"vlad_clusters": {
"text": 20,
"audio": 16
},
"ghost_clusters": {
"text": 1
},
"mimic_ce_dims": 0
}
},
"optimizer": {
"type": "Ranger",
"args": {
"lr": 0.01,
"weight_decay": 1E-03
}
},
"loss": {
"type": "MaxMarginRankingLoss",
"args": {
"margin": 0.2,
"fix_norm": true
}
},
"data_loader": {
"type": "ExpertDataLoader",
"args":{
"dataset_name": "QuerYD",
"data_dir": "data/QuerYD",
"root_feat_folder": "structured-symlinks",
"trn_cat": 0,
"batch_size": 128,
"split_name": "val",
"fuse_captions": true,
"num_test_captions": 1,
"max_tokens": {
"text": 20,
"audio": 29
},
"feat_aggregation": {
"imagenet.senet154.0": {
"fps": 25,
"stride": 1,
"pixel_dim": 256,
"aggregate-axis": 1,
"offset": 0,
"temporal": "avg",
"aggregate": "concat",
"type": "embed",
"feat_dims": {
"embed": 2048,
"logits": 1000
}
},
"imagenet.resnext101_32x48d.0": {
"fps": 25,
"stride": 1,
"offset": 0,
"pixel_dim": 256,
"temporal": "avg",
"aggregate": "concat",
"aggregate-axis": 1,
"type": "embed",
"feat_dims": {
"embed": 2048,
"logits": 1000
}
},
"scene.densenet161.0": {
"stride": 1,
"fps": 25,
"offset": 0,
"temporal": "avg",
"pixel_dim": 256,
"aggregate": "concat",
"aggregate-axis": 1,
"type": "embed",
"feat_dims": {
"embed": 2208,
"logits": 1000
}
},
"i3d.i3d.0": {
"fps": 25,
"offset": 0,
"stride": 25,
"inner_stride": 1,
"pixel_dim": 256,
"temporal": "avg",
"aggregate": "concat",
"aggregate-axis": 1,
"type": "embed",
"feat_dims": {
"embed": 1024,
"logits": 400
}
},
"r2p1d.r2p1d-ig65m.0": {
"fps": 30,
"offset": 0,
"stride": 32,
"inner_stride": 1,
"pixel_dim": 256,
"temporal": "avg",
"aggregate": "concat",
"aggregate-axis": 1,
"type": "embed",
"feat_dims": {
"embed": 512,
"logits": 359
}
},
"r2p1d.r2p1d-ig65m-kinetics.0": {
"fps": 30,
"offset": 0,
"stride": 32,
"inner_stride": 1,
"pixel_dim": 256,
"temporal": "avg",
"aggregate": "concat",
"aggregate-axis": 1,
"type": "embed",
"feat_dims": {
"embed": 512,
"logits": 400
}
}
}
}
},
"trainer": {
"epochs": 20
},
"eval_settings": {
"data_loader": {
"args": {
"split_name": "test"
}
},
"tester": {
"save_dir": "data/saved/",
"verbosity": 2
},
"disable_gpu": true
},
"visualizer": {
"type": "Visualizer",
"args":{
"src_video_dir": "data/QuerYD/videos",
"vis_vid_freq": 500,
"num_samples": 100
}
}
}