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base_config.json
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base_config.json
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{
"n_gpu": 1,
"seed": 0,
"disable_nan_checks": false,
"log_name": "info.json",
"text_embedding_model_configs": "model/text_embedding_models.json",
"experts": {
"drop_feats": "",
"text_feat": "openai",
"text_agg": "vlad",
"modalities": [],
"ce_shared_dim": 768
},
"arch": {
"type": "CENet",
"args": {
"keep_missing_modalities": false,
"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": {
"ocr": 32,
"text": 25,
"audio": 16,
"speech": 32,
"detection-sem": 32
},
"ghost_clusters": {
"text": 0
},
"mimic_ce_dims": 0
}
},
"data_loader": {
"type": "ExpertDataLoader",
"args":{
"trn_cat": false,
"batch_size": 32,
"num_workers": 4,
"root_feat_folder": "high-quality/structured-symlinks",
"text_dropout": 0.0,
"feat_aggregation": {
"imagenet.senet154.0": {
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"stride": 1,
"pixel_dim": 256,
"aggregate-axis": 1,
"offset": 0,
"temporal": "avg",
"aggregate": "concat",
"type": "embed",
"feat_dims": {
"embed": 2048,
"logits": 1000
}
},
"trn.moments-trn.0": {
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"offset": 0,
"stride": 8,
"pixel_dim": 256,
"inner_stride": 5,
"temporal": "avg",
"aggregate": "concat",
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"type": "embed",
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}
},
"scene.densenet161.0": {
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"offset": 0,
"temporal": "avg",
"pixel_dim": 256,
"aggregate": "concat",
"aggregate-axis": 1,
"type": "embed",
"feat_dims": {
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}
},
"i3d.i3d.0": {
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"stride": 25,
"inner_stride": 1,
"pixel_dim": 256,
"temporal": "avg",
"aggregate": "concat",
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"type": "embed",
"feat_dims": {
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}
},
"i3d.i3d.1": {
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"stride": 4,
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"temporal": "avg",
"aggregate": "concat",
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"type": "embed",
"feat_dims": {
"embed": 1024,
"logits": 400
}
},
"moments_3d.moments-resnet3d50.0": {
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"offset": 0,
"stride": 8,
"pixel_dim": 256,
"inner_stride": 5,
"temporal": "avg",
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}
},
"s3dg.s3dg.1": {
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"type": "embed",
"feat_dims": {
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}
},
"s3dg.s3dg.0": {
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"offset": 0,
"stride": 16,
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"pixel_dim": 256,
"inner_stride": 1,
"temporal": "avg",
"aggregate": "concat",
"aggregate-axis": 1,
"type": "embed",
"feat_dims": {
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}
},
"r2p1d.r2p1d-ig65m.0": {
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"offset": 0,
"stride": 32,
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"temporal": "avg",
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"type": "embed",
"feat_dims": {
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}
},
"r2p1d.r2p1d-ig65m.1": {
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"stride": 32,
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"temporal": "avg",
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}
},
"r2p1d.r2p1d-ig65m-kinetics.0": {
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"temporal": "avg",
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}
},
"r2p1d.r2p1d-ig65m-kinetics.1": {
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"stride": 8,
"inner_stride": 1,
"pixel_dim": 256,
"temporal": "avg",
"aggregate": "concat",
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}
},
"moments_2d.resnet50.0": {
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"temporal": "avg",
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}
},
"imagenet.resnext101_32x48d.0": {
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"temporal": "avg",
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"aggregate-axis": 1,
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}
},
"imagenet.resnext101_32x48d.1": {
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"feat_dims": {
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}
},
"ocr": {
"model": "yang",
"temporal": "vlad",
"type": "embed",
"flaky": true,
"binarise": false,
"feat_dims": {
"embed": 300
}
},
"audio.vggish.0": {
"model": "vggish",
"flaky": true,
"temporal": "vlad",
"type": "embed",
"binarise": false
},
"audio": {
"model": "vggish",
"flaky": true,
"temporal": "vlad",
"type": "embed",
"binarise": false
},
"antoine-rgb": {
"model": "antoine",
"temporal": "avg",
"type": "embed",
"feat_dims": {
"embed": 2048
}
},
"flow": {
"model": "antoine",
"temporal": "avg",
"type": "embed",
"feat_dims": {
"embed": 1024
}
},
"speech": {
"model": "w2v",
"flaky": true,
"temporal": "vlad",
"type": "embed",
"binarise": false,
"feat_dims": {
"embed": 300
}
},
"face": {
"model": "antoine",
"temporal": "avg",
"flaky": true,
"binarise": false
},
"detection-sem": {
"fps": 1,
"stride": 3,
"temporal": "vlad",
"feat_type": "sem",
"model": "detection",
"type": "embed"
}
}
}
},
"optimizer": {
"type": "Ranger",
"args":{
"lr": 0.1,
"weight_decay": 1e-3
}
},
"loss": {
"type": "MaxMarginRankingLoss",
"args": {
"margin": 0.09381161988446174,
"fix_norm": true
}
},
"metrics": [
"t2v_metrics",
"v2t_metrics"
],
"visualizer": {
"type": "Visualizer",
"args":{
"src_video_dir": "data/MSRVTT/challenge-release-1/videos/all",
"vis_vid_freq": 1000,
"num_samples": 100
}
},
"lr_scheduler": {
"type": "StepLR",
"args": {
"step_size": 1,
"gamma": 0.95
}
},
"trainer": {
"save_only_best": true,
"save_dir": "data/saved/",
"save_period": 10,
"val_freq": 1,
"verbosity": 2,
"tensorboard": true,
"monitor": "max val_t2v_metrics_geometric_mean_R1-R5-R10"
}
}