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run_0.log
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Using 8 workers out of 40 possible
{'batch_size': 64, 'num_gpus': 1, 'num_workers': 8}
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No detector found.
113.9M total parameters. 113.9M training
-----
shape size requires_grad
name
module.bert.bert.embeddings.word_embeddings.weight [30522,768] 23440896 True
module.bert.classifier.weight [3129,768] 2403072 True
module.bert.bert.encoder.layer.0.intermediate.dense.weight [3072,768] 2359296 True
module.bert.bert.encoder.layer.0.output.dense.weight [768,3072] 2359296 True
module.bert.bert.encoder.layer.1.intermediate.dense.weight [3072,768] 2359296 True
module.bert.bert.encoder.layer.1.output.dense.weight [768,3072] 2359296 True
module.bert.bert.encoder.layer.2.intermediate.dense.weight [3072,768] 2359296 True
module.bert.bert.encoder.layer.2.output.dense.weight [768,3072] 2359296 True
module.bert.bert.encoder.layer.3.intermediate.dense.weight [3072,768] 2359296 True
module.bert.bert.encoder.layer.3.output.dense.weight [768,3072] 2359296 True
module.bert.bert.encoder.layer.4.intermediate.dense.weight [3072,768] 2359296 True
module.bert.bert.encoder.layer.4.output.dense.weight [768,3072] 2359296 True
module.bert.bert.encoder.layer.5.intermediate.dense.weight [3072,768] 2359296 True
module.bert.bert.encoder.layer.5.output.dense.weight [768,3072] 2359296 True
module.bert.bert.encoder.layer.6.intermediate.dense.weight [3072,768] 2359296 True
module.bert.bert.encoder.layer.6.output.dense.weight [768,3072] 2359296 True
module.bert.bert.encoder.layer.7.intermediate.dense.weight [3072,768] 2359296 True
module.bert.bert.encoder.layer.7.output.dense.weight [768,3072] 2359296 True
module.bert.bert.encoder.layer.8.intermediate.dense.weight [3072,768] 2359296 True
module.bert.bert.encoder.layer.8.output.dense.weight [768,3072] 2359296 True
module.bert.bert.encoder.layer.9.intermediate.dense.weight [3072,768] 2359296 True
module.bert.bert.encoder.layer.9.output.dense.weight [768,3072] 2359296 True
module.bert.bert.encoder.layer.10.intermediate.dense.weight [3072,768] 2359296 True
module.bert.bert.encoder.layer.10.output.dense.weight [768,3072] 2359296 True
module.bert.bert.encoder.layer.11.intermediate.dense.weight [3072,768] 2359296 True
module.bert.bert.encoder.layer.11.output.dense.weight [768,3072] 2359296 True
module.bert.bert.embeddings.projection.weight [768,2048] 1572864 True
module.bert.bert.encoder.layer.0.attention.self.query.weight [768,768] 589824 True
module.bert.bert.encoder.layer.0.attention.self.key.weight [768,768] 589824 True
module.bert.bert.encoder.layer.0.attention.self.value.weight [768,768] 589824 True
module.bert.bert.encoder.layer.0.attention.output.dense.weight [768,768] 589824 True
module.bert.bert.encoder.layer.1.attention.self.query.weight [768,768] 589824 True
module.bert.bert.encoder.layer.1.attention.self.key.weight [768,768] 589824 True
module.bert.bert.encoder.layer.1.attention.self.value.weight [768,768] 589824 True
module.bert.bert.encoder.layer.1.attention.output.dense.weight [768,768] 589824 True
module.bert.bert.encoder.layer.2.attention.self.query.weight [768,768] 589824 True
module.bert.bert.encoder.layer.2.attention.self.key.weight [768,768] 589824 True
module.bert.bert.encoder.layer.2.attention.self.value.weight [768,768] 589824 True
module.bert.bert.encoder.layer.2.attention.output.dense.weight [768,768] 589824 True
module.bert.bert.encoder.layer.3.attention.self.query.weight [768,768] 589824 True
module.bert.bert.encoder.layer.3.attention.self.key.weight [768,768] 589824 True
module.bert.bert.encoder.layer.3.attention.self.value.weight [768,768] 589824 True
module.bert.bert.encoder.layer.3.attention.output.dense.weight [768,768] 589824 True
module.bert.bert.encoder.layer.4.attention.self.query.weight [768,768] 589824 True
module.bert.bert.encoder.layer.4.attention.self.key.weight [768,768] 589824 True
module.bert.bert.encoder.layer.4.attention.self.value.weight [768,768] 589824 True
module.bert.bert.encoder.layer.4.attention.output.dense.weight [768,768] 589824 True
module.bert.bert.encoder.layer.5.attention.self.query.weight [768,768] 589824 True
module.bert.bert.encoder.layer.5.attention.self.key.weight [768,768] 589824 True
module.bert.bert.encoder.layer.5.attention.self.value.weight [768,768] 589824 True
module.bert.bert.encoder.layer.5.attention.output.dense.weight [768,768] 589824 True
module.bert.bert.encoder.layer.6.attention.self.query.weight [768,768] 589824 True
module.bert.bert.encoder.layer.6.attention.self.key.weight [768,768] 589824 True
module.bert.bert.encoder.layer.6.attention.self.value.weight [768,768] 589824 True
module.bert.bert.encoder.layer.6.attention.output.dense.weight [768,768] 589824 True
module.bert.bert.encoder.layer.7.attention.self.query.weight [768,768] 589824 True
module.bert.bert.encoder.layer.7.attention.self.key.weight [768,768] 589824 True
module.bert.bert.encoder.layer.7.attention.self.value.weight [768,768] 589824 True
module.bert.bert.encoder.layer.7.attention.output.dense.weight [768,768] 589824 True
module.bert.bert.encoder.layer.8.attention.self.query.weight [768,768] 589824 True
module.bert.bert.encoder.layer.8.attention.self.key.weight [768,768] 589824 True
module.bert.bert.encoder.layer.8.attention.self.value.weight [768,768] 589824 True
module.bert.bert.encoder.layer.8.attention.output.dense.weight [768,768] 589824 True
module.bert.bert.encoder.layer.9.attention.self.query.weight [768,768] 589824 True
module.bert.bert.encoder.layer.9.attention.self.key.weight [768,768] 589824 True
module.bert.bert.encoder.layer.9.attention.self.value.weight [768,768] 589824 True
module.bert.bert.encoder.layer.9.attention.output.dense.weight [768,768] 589824 True
module.bert.bert.encoder.layer.10.attention.self.query.weight [768,768] 589824 True
module.bert.bert.encoder.layer.10.attention.self.key.weight [768,768] 589824 True
module.bert.bert.encoder.layer.10.attention.self.value.weight [768,768] 589824 True
module.bert.bert.encoder.layer.10.attention.output.dense.weight [768,768] 589824 True
module.bert.bert.encoder.layer.11.attention.self.query.weight [768,768] 589824 True
module.bert.bert.encoder.layer.11.attention.self.key.weight [768,768] 589824 True
module.bert.bert.encoder.layer.11.attention.self.value.weight [768,768] 589824 True
module.bert.bert.encoder.layer.11.attention.output.dense.weight [768,768] 589824 True
module.bert.bert.pooler.dense.weight [768,768] 589824 True
module.bert.bert.embeddings.position_embeddings.weight [512,768] 393216 True
module.bert.bert.embeddings.position_embeddings_visual.weight [512,768] 393216 True
module.bert.classifier.bias [3129] 3129 True
module.bert.bert.encoder.layer.0.intermediate.dense.bias [3072] 3072 True
module.bert.bert.encoder.layer.1.intermediate.dense.bias [3072] 3072 True
module.bert.bert.encoder.layer.2.intermediate.dense.bias [3072] 3072 True
module.bert.bert.encoder.layer.3.intermediate.dense.bias [3072] 3072 True
module.bert.bert.encoder.layer.4.intermediate.dense.bias [3072] 3072 True
module.bert.bert.encoder.layer.5.intermediate.dense.bias [3072] 3072 True
module.bert.bert.encoder.layer.6.intermediate.dense.bias [3072] 3072 True
module.bert.bert.encoder.layer.7.intermediate.dense.bias [3072] 3072 True
module.bert.bert.encoder.layer.8.intermediate.dense.bias [3072] 3072 True
module.bert.bert.encoder.layer.9.intermediate.dense.bias [3072] 3072 True
module.bert.bert.encoder.layer.10.intermediate.dense.bias [3072] 3072 True
module.bert.bert.encoder.layer.11.intermediate.dense.bias [3072] 3072 True
module.bert.bert.embeddings.token_type_embeddings.weight [2,768] 1536 True
module.bert.bert.embeddings.token_type_embeddings_visual.weight [2,768] 1536 True
module.bert.bert.embeddings.LayerNorm.weight [768] 768 True
module.bert.bert.embeddings.LayerNorm.bias [768] 768 True
module.bert.bert.embeddings.projection.bias [768] 768 True
module.bert.bert.encoder.layer.0.attention.self.query.bias [768] 768 True
module.bert.bert.encoder.layer.0.attention.self.key.bias [768] 768 True
module.bert.bert.encoder.layer.0.attention.self.value.bias [768] 768 True
module.bert.bert.encoder.layer.0.attention.output.dense.bias [768] 768 True
module.bert.bert.encoder.layer.0.attention.output.LayerNorm.weight [768] 768 True
module.bert.bert.encoder.layer.0.attention.output.LayerNorm.bias [768] 768 True
module.bert.bert.encoder.layer.0.output.dense.bias [768] 768 True
module.bert.bert.encoder.layer.0.output.LayerNorm.weight [768] 768 True
module.bert.bert.encoder.layer.0.output.LayerNorm.bias [768] 768 True
module.bert.bert.encoder.layer.1.attention.self.query.bias [768] 768 True
module.bert.bert.encoder.layer.1.attention.self.key.bias [768] 768 True
module.bert.bert.encoder.layer.1.attention.self.value.bias [768] 768 True
module.bert.bert.encoder.layer.1.attention.output.dense.bias [768] 768 True
module.bert.bert.encoder.layer.1.attention.output.LayerNorm.weight [768] 768 True
module.bert.bert.encoder.layer.1.attention.output.LayerNorm.bias [768] 768 True
module.bert.bert.encoder.layer.1.output.dense.bias [768] 768 True
module.bert.bert.encoder.layer.1.output.LayerNorm.weight [768] 768 True
module.bert.bert.encoder.layer.1.output.LayerNorm.bias [768] 768 True
module.bert.bert.encoder.layer.2.attention.self.query.bias [768] 768 True
module.bert.bert.encoder.layer.2.attention.self.key.bias [768] 768 True
module.bert.bert.encoder.layer.2.attention.self.value.bias [768] 768 True
module.bert.bert.encoder.layer.2.attention.output.dense.bias [768] 768 True
module.bert.bert.encoder.layer.2.attention.output.LayerNorm.weight [768] 768 True
module.bert.bert.encoder.layer.2.attention.output.LayerNorm.bias [768] 768 True
module.bert.bert.encoder.layer.2.output.dense.bias [768] 768 True
module.bert.bert.encoder.layer.2.output.LayerNorm.weight [768] 768 True
module.bert.bert.encoder.layer.2.output.LayerNorm.bias [768] 768 True
module.bert.bert.encoder.layer.3.attention.self.query.bias [768] 768 True
module.bert.bert.encoder.layer.3.attention.self.key.bias [768] 768 True
module.bert.bert.encoder.layer.3.attention.self.value.bias [768] 768 True
module.bert.bert.encoder.layer.3.attention.output.dense.bias [768] 768 True
module.bert.bert.encoder.layer.3.attention.output.LayerNorm.weight [768] 768 True
module.bert.bert.encoder.layer.3.attention.output.LayerNorm.bias [768] 768 True
module.bert.bert.encoder.layer.3.output.dense.bias [768] 768 True
module.bert.bert.encoder.layer.3.output.LayerNorm.weight [768] 768 True
module.bert.bert.encoder.layer.3.output.LayerNorm.bias [768] 768 True
module.bert.bert.encoder.layer.4.attention.self.query.bias [768] 768 True
module.bert.bert.encoder.layer.4.attention.self.key.bias [768] 768 True
module.bert.bert.encoder.layer.4.attention.self.value.bias [768] 768 True
module.bert.bert.encoder.layer.4.attention.output.dense.bias [768] 768 True
module.bert.bert.encoder.layer.4.attention.output.LayerNorm.weight [768] 768 True
module.bert.bert.encoder.layer.4.attention.output.LayerNorm.bias [768] 768 True
module.bert.bert.encoder.layer.4.output.dense.bias [768] 768 True
module.bert.bert.encoder.layer.4.output.LayerNorm.weight [768] 768 True
module.bert.bert.encoder.layer.4.output.LayerNorm.bias [768] 768 True
module.bert.bert.encoder.layer.5.attention.self.query.bias [768] 768 True
module.bert.bert.encoder.layer.5.attention.self.key.bias [768] 768 True
module.bert.bert.encoder.layer.5.attention.self.value.bias [768] 768 True
module.bert.bert.encoder.layer.5.attention.output.dense.bias [768] 768 True
module.bert.bert.encoder.layer.5.attention.output.LayerNorm.weight [768] 768 True
module.bert.bert.encoder.layer.5.attention.output.LayerNorm.bias [768] 768 True
module.bert.bert.encoder.layer.5.output.dense.bias [768] 768 True
module.bert.bert.encoder.layer.5.output.LayerNorm.weight [768] 768 True
module.bert.bert.encoder.layer.5.output.LayerNorm.bias [768] 768 True
module.bert.bert.encoder.layer.6.attention.self.query.bias [768] 768 True
module.bert.bert.encoder.layer.6.attention.self.key.bias [768] 768 True
module.bert.bert.encoder.layer.6.attention.self.value.bias [768] 768 True
module.bert.bert.encoder.layer.6.attention.output.dense.bias [768] 768 True
module.bert.bert.encoder.layer.6.attention.output.LayerNorm.weight [768] 768 True
module.bert.bert.encoder.layer.6.attention.output.LayerNorm.bias [768] 768 True
module.bert.bert.encoder.layer.6.output.dense.bias [768] 768 True
module.bert.bert.encoder.layer.6.output.LayerNorm.weight [768] 768 True
module.bert.bert.encoder.layer.6.output.LayerNorm.bias [768] 768 True
module.bert.bert.encoder.layer.7.attention.self.query.bias [768] 768 True
module.bert.bert.encoder.layer.7.attention.self.key.bias [768] 768 True
module.bert.bert.encoder.layer.7.attention.self.value.bias [768] 768 True
module.bert.bert.encoder.layer.7.attention.output.dense.bias [768] 768 True
module.bert.bert.encoder.layer.7.attention.output.LayerNorm.weight [768] 768 True
module.bert.bert.encoder.layer.7.attention.output.LayerNorm.bias [768] 768 True
module.bert.bert.encoder.layer.7.output.dense.bias [768] 768 True
module.bert.bert.encoder.layer.7.output.LayerNorm.weight [768] 768 True
module.bert.bert.encoder.layer.7.output.LayerNorm.bias [768] 768 True
module.bert.bert.encoder.layer.8.attention.self.query.bias [768] 768 True
module.bert.bert.encoder.layer.8.attention.self.key.bias [768] 768 True
module.bert.bert.encoder.layer.8.attention.self.value.bias [768] 768 True
module.bert.bert.encoder.layer.8.attention.output.dense.bias [768] 768 True
module.bert.bert.encoder.layer.8.attention.output.LayerNorm.weight [768] 768 True
module.bert.bert.encoder.layer.8.attention.output.LayerNorm.bias [768] 768 True
module.bert.bert.encoder.layer.8.output.dense.bias [768] 768 True
module.bert.bert.encoder.layer.8.output.LayerNorm.weight [768] 768 True
module.bert.bert.encoder.layer.8.output.LayerNorm.bias [768] 768 True
module.bert.bert.encoder.layer.9.attention.self.query.bias [768] 768 True
module.bert.bert.encoder.layer.9.attention.self.key.bias [768] 768 True
module.bert.bert.encoder.layer.9.attention.self.value.bias [768] 768 True
module.bert.bert.encoder.layer.9.attention.output.dense.bias [768] 768 True
module.bert.bert.encoder.layer.9.attention.output.LayerNorm.weight [768] 768 True
module.bert.bert.encoder.layer.9.attention.output.LayerNorm.bias [768] 768 True
module.bert.bert.encoder.layer.9.output.dense.bias [768] 768 True
module.bert.bert.encoder.layer.9.output.LayerNorm.weight [768] 768 True
module.bert.bert.encoder.layer.9.output.LayerNorm.bias [768] 768 True
module.bert.bert.encoder.layer.10.attention.self.query.bias [768] 768 True
module.bert.bert.encoder.layer.10.attention.self.key.bias [768] 768 True
module.bert.bert.encoder.layer.10.attention.self.value.bias [768] 768 True
module.bert.bert.encoder.layer.10.attention.output.dense.bias [768] 768 True
module.bert.bert.encoder.layer.10.attention.output.LayerNorm.weight [768] 768 True
module.bert.bert.encoder.layer.10.attention.output.LayerNorm.bias [768] 768 True
module.bert.bert.encoder.layer.10.output.dense.bias [768] 768 True
module.bert.bert.encoder.layer.10.output.LayerNorm.weight [768] 768 True
module.bert.bert.encoder.layer.10.output.LayerNorm.bias [768] 768 True
module.bert.bert.encoder.layer.11.attention.self.query.bias [768] 768 True
module.bert.bert.encoder.layer.11.attention.self.key.bias [768] 768 True
module.bert.bert.encoder.layer.11.attention.self.value.bias [768] 768 True
module.bert.bert.encoder.layer.11.attention.output.dense.bias [768] 768 True
module.bert.bert.encoder.layer.11.attention.output.LayerNorm.weight [768] 768 True
module.bert.bert.encoder.layer.11.attention.output.LayerNorm.bias [768] 768 True
module.bert.bert.encoder.layer.11.output.dense.bias [768] 768 True
module.bert.bert.encoder.layer.11.output.LayerNorm.weight [768] 768 True
module.bert.bert.encoder.layer.11.output.LayerNorm.bias [768] 768 True
module.bert.bert.pooler.dense.bias [768] 768 True
----
AttrDict({'dataset': 'vqa', 'data_root': 'X_COCO', 'use_visual_genome': True, 'max_seq_length': 128, 'bert_model_name': '/home/chenkangyang/workspace/visualbert/models/bert-base-uncased', 'do_lower_case': True, 'train_batch_size': 64, 'eval_batch_size': 64, 'do_test': False, 'skip_training': True, 'epoch_to_load': None, 'pretraining': False, 'no_next_sentence': True, 'patience': 3, 'learning_rate': 2e-05, 'num_train_epochs': 10, 'warmup_proportion': 0.1, 'grad_norm': 0.25, 'gradient_accumulation_steps': 1, 'restore_bin': '/home/chenkangyang/workspace/visualbert/models/uclanlp/vqa_fine_tuned.th', 'include_res152': False, 'num_workers': 8, 'val_workers': 2, 'model': {'type': 'VisualBERTFixedImageEmbedding', 'special_visual_initialize': True, 'training_head_type': 'vqa', 'visual_embedding_dim': 2048}, 'folder': 'logs/vqa_finetune_0830', 'no_tqdm': False, 'config': '/home/chenkangyang/workspace/visualbert/visualbert/configs/vqa/fine-tune.json', 'fp16': False})
########### Starting from 0
Val epoch 0 has acc 0.82697 and loss 1.64888
Val epoch 1 has acc 0.82697 and loss 1.64888
Val epoch 2 has acc 0.82697 and loss 1.64888
Val epoch 3 has acc 0.82697 and loss 1.64888
Val epoch 4 has acc 0.82697 and loss 1.64888
Stopping at epoch 4
ipdb> Finish all epoch, Ready to Exit