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Oct-20-2023_03-43-46.log
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Oct-20-2023_03-43-46.log
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Fri 20 Oct 2023 03:43:46 INFO Change train stage from 'transductive_ft' to 'inductive_ft'
Fri 20 Oct 2023 03:43:46 INFO
General Hyper Parameters:
gpu_id = 0
use_gpu = True
seed = 2020
state = INFO
reproducibility = True
data_path = dataset/downstream/Instruments_mm_full
checkpoint_dir = saved
show_progress = True
save_dataset = False
dataset_save_path = None
save_dataloaders = False
dataloaders_save_path = None
log_wandb = False
Training Hyper Parameters:
epochs = 300
train_batch_size = 512
learner = adam
learning_rate = 0.001
neg_sampling = None
eval_step = 1
stopping_step = 10
clip_grad_norm = None
weight_decay = 0.0
loss_decimal_place = 4
Evaluation Hyper Parameters:
eval_args = {'split': {'LS': 'valid_and_test'}, 'order': 'TO', 'mode': 'full', 'group_by': 'user'}
repeatable = True
metrics = ['HIT', 'NDCG']
topk = [10, 50]
valid_metric = NDCG@10
valid_metric_bigger = True
eval_batch_size = 1024
metric_decimal_place = 4
Dataset Hyper Parameters:
field_separator =
seq_separator =
USER_ID_FIELD = user_id
ITEM_ID_FIELD = item_id
RATING_FIELD = rating
TIME_FIELD = timestamp
seq_len = None
LABEL_FIELD = label
threshold = None
NEG_PREFIX = neg_
load_col = {'inter': ['user_id', 'item_id_list', 'item_id']}
unload_col = None
unused_col = None
additional_feat_suffix = None
rm_dup_inter = None
val_interval = None
filter_inter_by_user_or_item = True
user_inter_num_interval = [0,inf)
item_inter_num_interval = [0,inf)
alias_of_user_id = None
alias_of_item_id = ['item_id_list']
alias_of_entity_id = None
alias_of_relation_id = None
preload_weight = None
normalize_field = None
normalize_all = None
ITEM_LIST_LENGTH_FIELD = item_length
LIST_SUFFIX = _list
MAX_ITEM_LIST_LENGTH = 50
POSITION_FIELD = position_id
HEAD_ENTITY_ID_FIELD = head_id
TAIL_ENTITY_ID_FIELD = tail_id
RELATION_ID_FIELD = relation_id
ENTITY_ID_FIELD = entity_id
benchmark_filename = ['train', 'valid', 'test']
Other Hyper Parameters:
wandb_project = recbole
require_pow = False
MODEL_TYPE = ModelType.SEQUENTIAL
n_layers = 2
n_heads = 4
hidden_size = 300
inner_size = 256
hidden_dropout_prob = 0.5
attn_dropout_prob = 0.5
hidden_act = gelu
layer_norm_eps = 1e-12
initializer_range = 0.02
loss_type = CE
item_drop_ratio = 0.2
item_drop_coefficient = 0.9
lambda = 0.001
gamma = 0.0001
plm_suffix = feat1CLS
plm_suffix_aug = feat2CLS
img_suffix = feat3CLS
id_type = id
modal_type = img_text
plm_size = 512
img_size = 512
temperature = 0.07
seq_mm_fusion = add
item_mm_fusion = dynamic_shared
transform = None
train_stage = inductive_ft
log_prefix = gpu4
log_suffix =
interest_ratio = 0.5
knn_local_ratio = 0.2
MODEL_INPUT_TYPE = InputType.POINTWISE
eval_type = EvaluatorType.RANKING
device = cuda
train_neg_sample_args = {'strategy': 'none'}
eval_neg_sample_args = {'strategy': 'full', 'distribution': 'uniform'}
Fri 20 Oct 2023 03:43:50 INFO Instruments_mm_full
The number of users: 24963
Average actions of users: 7.369762038298213
The number of items: 9965
Average actions of items: 18.46286631874749
The number of inters: 183964
The sparsity of the dataset: 99.92604649462238%
Remain Fields: ['user_id', 'item_id_list', 'item_id', 'item_length']
Fri 20 Oct 2023 03:43:52 INFO [Training]: train_batch_size = [512] negative sampling: [None]
Fri 20 Oct 2023 03:43:52 INFO [Evaluation]: eval_batch_size = [1024] eval_args: [{'split': {'LS': 'valid_and_test'}, 'order': 'TO', 'mode': 'full', 'group_by': 'user'}]
Fri 20 Oct 2023 03:43:54 INFO MISSRec(
(item_embedding): None
(position_embedding): Embedding(50, 300)
(trm_model): Transformer(
(encoder): TransformerEncoder(
(layers): ModuleList(
(0): TransformerEncoderLayer(
(self_attn): MultiheadAttention(
(out_proj): NonDynamicallyQuantizableLinear(in_features=300, out_features=300, bias=True)
)
(linear1): Linear(in_features=300, out_features=256, bias=True)
(dropout): Dropout(p=0.5, inplace=False)
(linear2): Linear(in_features=256, out_features=300, bias=True)
(norm1): LayerNorm((300,), eps=1e-12, elementwise_affine=True)
(norm2): LayerNorm((300,), eps=1e-12, elementwise_affine=True)
(dropout1): Dropout(p=0.5, inplace=False)
(dropout2): Dropout(p=0.5, inplace=False)
)
)
(norm): LayerNorm((300,), eps=1e-12, elementwise_affine=True)
)
(decoder): TransformerDecoder(
(layers): ModuleList(
(0): TransformerDecoderLayer(
(self_attn): MultiheadAttention(
(out_proj): NonDynamicallyQuantizableLinear(in_features=300, out_features=300, bias=True)
)
(multihead_attn): MultiheadAttention(
(out_proj): NonDynamicallyQuantizableLinear(in_features=300, out_features=300, bias=True)
)
(linear1): Linear(in_features=300, out_features=256, bias=True)
(dropout): Dropout(p=0.5, inplace=False)
(linear2): Linear(in_features=256, out_features=300, bias=True)
(norm1): LayerNorm((300,), eps=1e-12, elementwise_affine=True)
(norm2): LayerNorm((300,), eps=1e-12, elementwise_affine=True)
(norm3): LayerNorm((300,), eps=1e-12, elementwise_affine=True)
(dropout1): Dropout(p=0.5, inplace=False)
(dropout2): Dropout(p=0.5, inplace=False)
(dropout3): Dropout(p=0.5, inplace=False)
)
)
(norm): LayerNorm((300,), eps=1e-12, elementwise_affine=True)
)
)
(LayerNorm): LayerNorm((300,), eps=1e-12, elementwise_affine=True)
(dropout): Dropout(p=0.5, inplace=False)
(loss_fct): CrossEntropyLoss()
(plm_embedding): Embedding(9965, 512, padding_idx=0)
(img_embedding): Embedding(9965, 512, padding_idx=0)
(text_adaptor): Linear(in_features=512, out_features=300, bias=True)
(img_adaptor): Linear(in_features=512, out_features=300, bias=True)
)
Trainable parameters: 1719513.0
Fri 20 Oct 2023 03:43:54 INFO Trainable parameters: ['fusion_factor', 'position_embedding.weight', 'trm_model.encoder.layers.0.self_attn.in_proj_weight', 'trm_model.encoder.layers.0.self_attn.in_proj_bias', 'trm_model.encoder.layers.0.self_attn.out_proj.weight', 'trm_model.encoder.layers.0.self_attn.out_proj.bias', 'trm_model.encoder.layers.0.linear1.weight', 'trm_model.encoder.layers.0.linear1.bias', 'trm_model.encoder.layers.0.linear2.weight', 'trm_model.encoder.layers.0.linear2.bias', 'trm_model.encoder.layers.0.norm1.weight', 'trm_model.encoder.layers.0.norm1.bias', 'trm_model.encoder.layers.0.norm2.weight', 'trm_model.encoder.layers.0.norm2.bias', 'trm_model.encoder.norm.weight', 'trm_model.encoder.norm.bias', 'trm_model.decoder.layers.0.self_attn.in_proj_weight', 'trm_model.decoder.layers.0.self_attn.in_proj_bias', 'trm_model.decoder.layers.0.self_attn.out_proj.weight', 'trm_model.decoder.layers.0.self_attn.out_proj.bias', 'trm_model.decoder.layers.0.multihead_attn.in_proj_weight', 'trm_model.decoder.layers.0.multihead_attn.in_proj_bias', 'trm_model.decoder.layers.0.multihead_attn.out_proj.weight', 'trm_model.decoder.layers.0.multihead_attn.out_proj.bias', 'trm_model.decoder.layers.0.linear1.weight', 'trm_model.decoder.layers.0.linear1.bias', 'trm_model.decoder.layers.0.linear2.weight', 'trm_model.decoder.layers.0.linear2.bias', 'trm_model.decoder.layers.0.norm1.weight', 'trm_model.decoder.layers.0.norm1.bias', 'trm_model.decoder.layers.0.norm2.weight', 'trm_model.decoder.layers.0.norm2.bias', 'trm_model.decoder.layers.0.norm3.weight', 'trm_model.decoder.layers.0.norm3.bias', 'trm_model.decoder.norm.weight', 'trm_model.decoder.norm.bias', 'LayerNorm.weight', 'LayerNorm.bias', 'text_adaptor.weight', 'text_adaptor.bias', 'img_adaptor.weight', 'img_adaptor.bias']
Fri 20 Oct 2023 03:43:56 INFO Discovering multi-modal user interest before 0-th epoch
Fri 20 Oct 2023 03:43:59 INFO Finish multi-modal interest discovery before 0-th epoch
Fri 20 Oct 2023 03:44:42 INFO epoch 0 training [time: 46.25s, train loss: 2145.5959]
Fri 20 Oct 2023 03:44:48 INFO epoch 0 evaluating [time: 6.32s, valid_score: 0.067000]
Fri 20 Oct 2023 03:44:48 INFO valid result:
hit@10 : 0.1167 hit@50 : 0.2049 ndcg@10 : 0.067 ndcg@50 : 0.0858
Fri 20 Oct 2023 03:44:49 INFO Saving current: saved/MISSRec-Oct-20-2023_03-43-56.pth
Fri 20 Oct 2023 03:44:49 INFO Discovering multi-modal user interest before 1-th epoch
Fri 20 Oct 2023 03:44:49 INFO Finish multi-modal interest discovery before 1-th epoch
Fri 20 Oct 2023 03:45:28 INFO epoch 1 training [time: 39.93s, train loss: 2082.5082]
Fri 20 Oct 2023 03:45:36 INFO epoch 1 evaluating [time: 7.40s, valid_score: 0.071500]
Fri 20 Oct 2023 03:45:36 INFO valid result:
hit@10 : 0.1238 hit@50 : 0.2211 ndcg@10 : 0.0715 ndcg@50 : 0.0922
Fri 20 Oct 2023 03:45:36 INFO Saving current: saved/MISSRec-Oct-20-2023_03-43-56.pth
Fri 20 Oct 2023 03:45:36 INFO Discovering multi-modal user interest before 2-th epoch
Fri 20 Oct 2023 03:45:36 INFO Finish multi-modal interest discovery before 2-th epoch
Fri 20 Oct 2023 03:46:21 INFO epoch 2 training [time: 44.28s, train loss: 2058.0952]
Fri 20 Oct 2023 03:46:28 INFO epoch 2 evaluating [time: 7.47s, valid_score: 0.073400]
Fri 20 Oct 2023 03:46:28 INFO valid result:
hit@10 : 0.1283 hit@50 : 0.2285 ndcg@10 : 0.0734 ndcg@50 : 0.0948
Fri 20 Oct 2023 03:46:28 INFO Saving current: saved/MISSRec-Oct-20-2023_03-43-56.pth
Fri 20 Oct 2023 03:46:28 INFO Discovering multi-modal user interest before 3-th epoch
Fri 20 Oct 2023 03:46:28 INFO Finish multi-modal interest discovery before 3-th epoch
Fri 20 Oct 2023 03:47:13 INFO epoch 3 training [time: 44.21s, train loss: 2041.6209]
Fri 20 Oct 2023 03:47:20 INFO epoch 3 evaluating [time: 7.00s, valid_score: 0.074500]
Fri 20 Oct 2023 03:47:20 INFO valid result:
hit@10 : 0.13 hit@50 : 0.2338 ndcg@10 : 0.0745 ndcg@50 : 0.0967
Fri 20 Oct 2023 03:47:20 INFO Saving current: saved/MISSRec-Oct-20-2023_03-43-56.pth
Fri 20 Oct 2023 03:47:20 INFO Discovering multi-modal user interest before 4-th epoch
Fri 20 Oct 2023 03:47:20 INFO Finish multi-modal interest discovery before 4-th epoch
Fri 20 Oct 2023 03:47:57 INFO epoch 4 training [time: 36.72s, train loss: 2031.3690]
Fri 20 Oct 2023 03:48:03 INFO epoch 4 evaluating [time: 6.26s, valid_score: 0.075800]
Fri 20 Oct 2023 03:48:03 INFO valid result:
hit@10 : 0.1323 hit@50 : 0.2382 ndcg@10 : 0.0758 ndcg@50 : 0.0985
Fri 20 Oct 2023 03:48:03 INFO Saving current: saved/MISSRec-Oct-20-2023_03-43-56.pth
Fri 20 Oct 2023 03:48:03 INFO Discovering multi-modal user interest before 5-th epoch
Fri 20 Oct 2023 03:48:03 INFO Finish multi-modal interest discovery before 5-th epoch
Fri 20 Oct 2023 03:48:19 INFO epoch 5 training [time: 15.37s, train loss: 2022.4744]
Fri 20 Oct 2023 03:48:21 INFO epoch 5 evaluating [time: 1.86s, valid_score: 0.076800]
Fri 20 Oct 2023 03:48:21 INFO valid result:
hit@10 : 0.1335 hit@50 : 0.2384 ndcg@10 : 0.0768 ndcg@50 : 0.0992
Fri 20 Oct 2023 03:48:21 INFO Saving current: saved/MISSRec-Oct-20-2023_03-43-56.pth
Fri 20 Oct 2023 03:48:21 INFO Discovering multi-modal user interest before 6-th epoch
Fri 20 Oct 2023 03:48:21 INFO Finish multi-modal interest discovery before 6-th epoch
Fri 20 Oct 2023 03:48:36 INFO epoch 6 training [time: 15.37s, train loss: 2016.0717]
Fri 20 Oct 2023 03:48:38 INFO epoch 6 evaluating [time: 2.07s, valid_score: 0.078900]
Fri 20 Oct 2023 03:48:38 INFO valid result:
hit@10 : 0.1351 hit@50 : 0.2409 ndcg@10 : 0.0789 ndcg@50 : 0.1014
Fri 20 Oct 2023 03:48:39 INFO Saving current: saved/MISSRec-Oct-20-2023_03-43-56.pth
Fri 20 Oct 2023 03:48:39 INFO Discovering multi-modal user interest before 7-th epoch
Fri 20 Oct 2023 03:48:39 INFO Finish multi-modal interest discovery before 7-th epoch
Fri 20 Oct 2023 03:48:54 INFO epoch 7 training [time: 15.00s, train loss: 2012.7395]
Fri 20 Oct 2023 03:48:56 INFO epoch 7 evaluating [time: 1.92s, valid_score: 0.078700]
Fri 20 Oct 2023 03:48:56 INFO valid result:
hit@10 : 0.136 hit@50 : 0.2403 ndcg@10 : 0.0787 ndcg@50 : 0.101
Fri 20 Oct 2023 03:48:56 INFO Discovering multi-modal user interest before 8-th epoch
Fri 20 Oct 2023 03:48:56 INFO Finish multi-modal interest discovery before 8-th epoch
Fri 20 Oct 2023 03:49:10 INFO epoch 8 training [time: 14.48s, train loss: 2006.8944]
Fri 20 Oct 2023 03:49:12 INFO epoch 8 evaluating [time: 1.95s, valid_score: 0.079200]
Fri 20 Oct 2023 03:49:12 INFO valid result:
hit@10 : 0.1369 hit@50 : 0.2411 ndcg@10 : 0.0792 ndcg@50 : 0.1015
Fri 20 Oct 2023 03:49:12 INFO Saving current: saved/MISSRec-Oct-20-2023_03-43-56.pth
Fri 20 Oct 2023 03:49:12 INFO Discovering multi-modal user interest before 9-th epoch
Fri 20 Oct 2023 03:49:12 INFO Finish multi-modal interest discovery before 9-th epoch
Fri 20 Oct 2023 03:49:27 INFO epoch 9 training [time: 14.38s, train loss: 2003.8608]
Fri 20 Oct 2023 03:49:29 INFO epoch 9 evaluating [time: 2.06s, valid_score: 0.079700]
Fri 20 Oct 2023 03:49:29 INFO valid result:
hit@10 : 0.1385 hit@50 : 0.2447 ndcg@10 : 0.0797 ndcg@50 : 0.1023
Fri 20 Oct 2023 03:49:29 INFO Saving current: saved/MISSRec-Oct-20-2023_03-43-56.pth
Fri 20 Oct 2023 03:49:29 INFO Discovering multi-modal user interest before 10-th epoch
Fri 20 Oct 2023 03:49:29 INFO Finish multi-modal interest discovery before 10-th epoch
Fri 20 Oct 2023 03:49:44 INFO epoch 10 training [time: 14.67s, train loss: 1999.9955]
Fri 20 Oct 2023 03:49:46 INFO epoch 10 evaluating [time: 2.23s, valid_score: 0.079600]
Fri 20 Oct 2023 03:49:46 INFO valid result:
hit@10 : 0.1389 hit@50 : 0.2461 ndcg@10 : 0.0796 ndcg@50 : 0.1025
Fri 20 Oct 2023 03:49:46 INFO Discovering multi-modal user interest before 11-th epoch
Fri 20 Oct 2023 03:49:46 INFO Finish multi-modal interest discovery before 11-th epoch
Fri 20 Oct 2023 03:50:01 INFO epoch 11 training [time: 14.55s, train loss: 1996.0405]
Fri 20 Oct 2023 03:50:03 INFO epoch 11 evaluating [time: 1.99s, valid_score: 0.079800]
Fri 20 Oct 2023 03:50:03 INFO valid result:
hit@10 : 0.1382 hit@50 : 0.2447 ndcg@10 : 0.0798 ndcg@50 : 0.1026
Fri 20 Oct 2023 03:50:03 INFO Saving current: saved/MISSRec-Oct-20-2023_03-43-56.pth
Fri 20 Oct 2023 03:50:03 INFO Discovering multi-modal user interest before 12-th epoch
Fri 20 Oct 2023 03:50:03 INFO Finish multi-modal interest discovery before 12-th epoch
Fri 20 Oct 2023 03:50:18 INFO epoch 12 training [time: 14.56s, train loss: 1993.8512]
Fri 20 Oct 2023 03:50:20 INFO epoch 12 evaluating [time: 1.94s, valid_score: 0.079700]
Fri 20 Oct 2023 03:50:20 INFO valid result:
hit@10 : 0.1389 hit@50 : 0.2475 ndcg@10 : 0.0797 ndcg@50 : 0.1029
Fri 20 Oct 2023 03:50:20 INFO Discovering multi-modal user interest before 13-th epoch
Fri 20 Oct 2023 03:50:20 INFO Finish multi-modal interest discovery before 13-th epoch
Fri 20 Oct 2023 03:50:34 INFO epoch 13 training [time: 14.38s, train loss: 1991.6877]
Fri 20 Oct 2023 03:50:36 INFO epoch 13 evaluating [time: 1.94s, valid_score: 0.081400]
Fri 20 Oct 2023 03:50:36 INFO valid result:
hit@10 : 0.14 hit@50 : 0.2491 ndcg@10 : 0.0814 ndcg@50 : 0.1046
Fri 20 Oct 2023 03:50:36 INFO Saving current: saved/MISSRec-Oct-20-2023_03-43-56.pth
Fri 20 Oct 2023 03:50:36 INFO Discovering multi-modal user interest before 14-th epoch
Fri 20 Oct 2023 03:50:36 INFO Finish multi-modal interest discovery before 14-th epoch
Fri 20 Oct 2023 03:50:51 INFO epoch 14 training [time: 14.60s, train loss: 1989.7295]
Fri 20 Oct 2023 03:50:53 INFO epoch 14 evaluating [time: 1.92s, valid_score: 0.079700]
Fri 20 Oct 2023 03:50:53 INFO valid result:
hit@10 : 0.1398 hit@50 : 0.2462 ndcg@10 : 0.0797 ndcg@50 : 0.1024
Fri 20 Oct 2023 03:50:53 INFO Discovering multi-modal user interest before 15-th epoch
Fri 20 Oct 2023 03:50:53 INFO Finish multi-modal interest discovery before 15-th epoch
Fri 20 Oct 2023 03:51:08 INFO epoch 15 training [time: 15.02s, train loss: 1988.0456]
Fri 20 Oct 2023 03:51:10 INFO epoch 15 evaluating [time: 1.92s, valid_score: 0.082800]
Fri 20 Oct 2023 03:51:10 INFO valid result:
hit@10 : 0.1429 hit@50 : 0.25 ndcg@10 : 0.0828 ndcg@50 : 0.1056
Fri 20 Oct 2023 03:51:10 INFO Saving current: saved/MISSRec-Oct-20-2023_03-43-56.pth
Fri 20 Oct 2023 03:51:10 INFO Discovering multi-modal user interest before 16-th epoch
Fri 20 Oct 2023 03:51:10 INFO Finish multi-modal interest discovery before 16-th epoch
Fri 20 Oct 2023 03:51:25 INFO epoch 16 training [time: 14.75s, train loss: 1984.9946]
Fri 20 Oct 2023 03:51:27 INFO epoch 16 evaluating [time: 2.03s, valid_score: 0.081600]
Fri 20 Oct 2023 03:51:27 INFO valid result:
hit@10 : 0.142 hit@50 : 0.2506 ndcg@10 : 0.0816 ndcg@50 : 0.1048
Fri 20 Oct 2023 03:51:27 INFO Discovering multi-modal user interest before 17-th epoch
Fri 20 Oct 2023 03:51:27 INFO Finish multi-modal interest discovery before 17-th epoch
Fri 20 Oct 2023 03:51:41 INFO epoch 17 training [time: 14.37s, train loss: 1984.1884]
Fri 20 Oct 2023 03:51:43 INFO epoch 17 evaluating [time: 1.94s, valid_score: 0.081600]
Fri 20 Oct 2023 03:51:43 INFO valid result:
hit@10 : 0.139 hit@50 : 0.2488 ndcg@10 : 0.0816 ndcg@50 : 0.105
Fri 20 Oct 2023 03:51:43 INFO Discovering multi-modal user interest before 18-th epoch
Fri 20 Oct 2023 03:51:43 INFO Finish multi-modal interest discovery before 18-th epoch
Fri 20 Oct 2023 03:51:58 INFO epoch 18 training [time: 14.52s, train loss: 1982.2666]
Fri 20 Oct 2023 03:52:00 INFO epoch 18 evaluating [time: 1.91s, valid_score: 0.083800]
Fri 20 Oct 2023 03:52:00 INFO valid result:
hit@10 : 0.1422 hit@50 : 0.2491 ndcg@10 : 0.0838 ndcg@50 : 0.1066
Fri 20 Oct 2023 03:52:00 INFO Saving current: saved/MISSRec-Oct-20-2023_03-43-56.pth
Fri 20 Oct 2023 03:52:00 INFO Discovering multi-modal user interest before 19-th epoch
Fri 20 Oct 2023 03:52:00 INFO Finish multi-modal interest discovery before 19-th epoch
Fri 20 Oct 2023 03:52:14 INFO epoch 19 training [time: 14.60s, train loss: 1980.9270]
Fri 20 Oct 2023 03:52:16 INFO epoch 19 evaluating [time: 1.98s, valid_score: 0.084000]
Fri 20 Oct 2023 03:52:16 INFO valid result:
hit@10 : 0.1426 hit@50 : 0.2511 ndcg@10 : 0.084 ndcg@50 : 0.1071
Fri 20 Oct 2023 03:52:17 INFO Saving current: saved/MISSRec-Oct-20-2023_03-43-56.pth
Fri 20 Oct 2023 03:52:17 INFO Discovering multi-modal user interest before 20-th epoch
Fri 20 Oct 2023 03:52:17 INFO Finish multi-modal interest discovery before 20-th epoch
Fri 20 Oct 2023 03:52:32 INFO epoch 20 training [time: 15.21s, train loss: 1979.1440]
Fri 20 Oct 2023 03:52:34 INFO epoch 20 evaluating [time: 1.91s, valid_score: 0.083600]
Fri 20 Oct 2023 03:52:34 INFO valid result:
hit@10 : 0.1427 hit@50 : 0.2514 ndcg@10 : 0.0836 ndcg@50 : 0.1067
Fri 20 Oct 2023 03:52:34 INFO Discovering multi-modal user interest before 21-th epoch
Fri 20 Oct 2023 03:52:34 INFO Finish multi-modal interest discovery before 21-th epoch
Fri 20 Oct 2023 03:52:49 INFO epoch 21 training [time: 14.59s, train loss: 1985.2642]
Fri 20 Oct 2023 03:52:51 INFO epoch 21 evaluating [time: 2.08s, valid_score: 0.083400]
Fri 20 Oct 2023 03:52:51 INFO valid result:
hit@10 : 0.1412 hit@50 : 0.2497 ndcg@10 : 0.0834 ndcg@50 : 0.1065
Fri 20 Oct 2023 03:52:51 INFO Discovering multi-modal user interest before 22-th epoch
Fri 20 Oct 2023 03:52:51 INFO Finish multi-modal interest discovery before 22-th epoch
Fri 20 Oct 2023 03:53:05 INFO epoch 22 training [time: 14.69s, train loss: 1978.3933]
Fri 20 Oct 2023 03:53:07 INFO epoch 22 evaluating [time: 1.93s, valid_score: 0.082900]
Fri 20 Oct 2023 03:53:07 INFO valid result:
hit@10 : 0.1391 hit@50 : 0.248 ndcg@10 : 0.0829 ndcg@50 : 0.1062
Fri 20 Oct 2023 03:53:07 INFO Discovering multi-modal user interest before 23-th epoch
Fri 20 Oct 2023 03:53:07 INFO Finish multi-modal interest discovery before 23-th epoch
Fri 20 Oct 2023 03:53:22 INFO epoch 23 training [time: 14.84s, train loss: 1976.4786]
Fri 20 Oct 2023 03:53:24 INFO epoch 23 evaluating [time: 2.09s, valid_score: 0.083000]
Fri 20 Oct 2023 03:53:24 INFO valid result:
hit@10 : 0.1415 hit@50 : 0.2518 ndcg@10 : 0.083 ndcg@50 : 0.1065
Fri 20 Oct 2023 03:53:24 INFO Discovering multi-modal user interest before 24-th epoch
Fri 20 Oct 2023 03:53:24 INFO Finish multi-modal interest discovery before 24-th epoch
Fri 20 Oct 2023 03:53:39 INFO epoch 24 training [time: 14.97s, train loss: 1974.6485]
Fri 20 Oct 2023 03:53:41 INFO epoch 24 evaluating [time: 1.99s, valid_score: 0.085100]
Fri 20 Oct 2023 03:53:41 INFO valid result:
hit@10 : 0.1423 hit@50 : 0.2493 ndcg@10 : 0.0851 ndcg@50 : 0.1079
Fri 20 Oct 2023 03:53:41 INFO Saving current: saved/MISSRec-Oct-20-2023_03-43-56.pth
Fri 20 Oct 2023 03:53:41 INFO Discovering multi-modal user interest before 25-th epoch
Fri 20 Oct 2023 03:53:41 INFO Finish multi-modal interest discovery before 25-th epoch
Fri 20 Oct 2023 03:53:56 INFO epoch 25 training [time: 14.36s, train loss: 1973.0871]
Fri 20 Oct 2023 03:53:58 INFO epoch 25 evaluating [time: 2.15s, valid_score: 0.082700]
Fri 20 Oct 2023 03:53:58 INFO valid result:
hit@10 : 0.1411 hit@50 : 0.2499 ndcg@10 : 0.0827 ndcg@50 : 0.1059
Fri 20 Oct 2023 03:53:58 INFO Discovering multi-modal user interest before 26-th epoch
Fri 20 Oct 2023 03:53:58 INFO Finish multi-modal interest discovery before 26-th epoch
Fri 20 Oct 2023 03:54:13 INFO epoch 26 training [time: 14.58s, train loss: 1971.7720]
Fri 20 Oct 2023 03:54:15 INFO epoch 26 evaluating [time: 1.97s, valid_score: 0.083800]
Fri 20 Oct 2023 03:54:15 INFO valid result:
hit@10 : 0.1423 hit@50 : 0.2526 ndcg@10 : 0.0838 ndcg@50 : 0.1073
Fri 20 Oct 2023 03:54:15 INFO Discovering multi-modal user interest before 27-th epoch
Fri 20 Oct 2023 03:54:15 INFO Finish multi-modal interest discovery before 27-th epoch
Fri 20 Oct 2023 03:54:29 INFO epoch 27 training [time: 14.80s, train loss: 1971.1337]
Fri 20 Oct 2023 03:54:31 INFO epoch 27 evaluating [time: 2.01s, valid_score: 0.084800]
Fri 20 Oct 2023 03:54:31 INFO valid result:
hit@10 : 0.1433 hit@50 : 0.2535 ndcg@10 : 0.0848 ndcg@50 : 0.1083
Fri 20 Oct 2023 03:54:31 INFO Discovering multi-modal user interest before 28-th epoch
Fri 20 Oct 2023 03:54:31 INFO Finish multi-modal interest discovery before 28-th epoch
Fri 20 Oct 2023 03:54:46 INFO epoch 28 training [time: 14.99s, train loss: 1969.9392]
Fri 20 Oct 2023 03:54:48 INFO epoch 28 evaluating [time: 1.96s, valid_score: 0.084900]
Fri 20 Oct 2023 03:54:48 INFO valid result:
hit@10 : 0.1419 hit@50 : 0.2501 ndcg@10 : 0.0849 ndcg@50 : 0.1079
Fri 20 Oct 2023 03:54:48 INFO Discovering multi-modal user interest before 29-th epoch
Fri 20 Oct 2023 03:54:48 INFO Finish multi-modal interest discovery before 29-th epoch
Fri 20 Oct 2023 03:55:03 INFO epoch 29 training [time: 14.48s, train loss: 1968.6373]
Fri 20 Oct 2023 03:55:05 INFO epoch 29 evaluating [time: 2.00s, valid_score: 0.087600]
Fri 20 Oct 2023 03:55:05 INFO valid result:
hit@10 : 0.1441 hit@50 : 0.2523 ndcg@10 : 0.0876 ndcg@50 : 0.1107
Fri 20 Oct 2023 03:55:05 INFO Saving current: saved/MISSRec-Oct-20-2023_03-43-56.pth
Fri 20 Oct 2023 03:55:05 INFO Discovering multi-modal user interest before 30-th epoch
Fri 20 Oct 2023 03:55:05 INFO Finish multi-modal interest discovery before 30-th epoch
Fri 20 Oct 2023 03:55:20 INFO epoch 30 training [time: 14.83s, train loss: 1968.1174]
Fri 20 Oct 2023 03:55:22 INFO epoch 30 evaluating [time: 1.95s, valid_score: 0.087400]
Fri 20 Oct 2023 03:55:22 INFO valid result:
hit@10 : 0.1432 hit@50 : 0.2527 ndcg@10 : 0.0874 ndcg@50 : 0.1108
Fri 20 Oct 2023 03:55:22 INFO Discovering multi-modal user interest before 31-th epoch
Fri 20 Oct 2023 03:55:22 INFO Finish multi-modal interest discovery before 31-th epoch
Fri 20 Oct 2023 03:55:37 INFO epoch 31 training [time: 15.09s, train loss: 1966.7802]
Fri 20 Oct 2023 03:55:39 INFO epoch 31 evaluating [time: 2.05s, valid_score: 0.088200]
Fri 20 Oct 2023 03:55:39 INFO valid result:
hit@10 : 0.1441 hit@50 : 0.2506 ndcg@10 : 0.0882 ndcg@50 : 0.1108
Fri 20 Oct 2023 03:55:40 INFO Saving current: saved/MISSRec-Oct-20-2023_03-43-56.pth
Fri 20 Oct 2023 03:55:40 INFO Discovering multi-modal user interest before 32-th epoch
Fri 20 Oct 2023 03:55:40 INFO Finish multi-modal interest discovery before 32-th epoch
Fri 20 Oct 2023 03:55:55 INFO epoch 32 training [time: 15.42s, train loss: 1965.4799]
Fri 20 Oct 2023 03:55:57 INFO epoch 32 evaluating [time: 2.05s, valid_score: 0.086100]
Fri 20 Oct 2023 03:55:57 INFO valid result:
hit@10 : 0.1438 hit@50 : 0.2531 ndcg@10 : 0.0861 ndcg@50 : 0.1094
Fri 20 Oct 2023 03:55:57 INFO Discovering multi-modal user interest before 33-th epoch
Fri 20 Oct 2023 03:55:57 INFO Finish multi-modal interest discovery before 33-th epoch
Fri 20 Oct 2023 03:56:12 INFO epoch 33 training [time: 15.00s, train loss: 1965.3073]
Fri 20 Oct 2023 03:56:14 INFO epoch 33 evaluating [time: 2.10s, valid_score: 0.087800]
Fri 20 Oct 2023 03:56:14 INFO valid result:
hit@10 : 0.1437 hit@50 : 0.2538 ndcg@10 : 0.0878 ndcg@50 : 0.1113
Fri 20 Oct 2023 03:56:14 INFO Discovering multi-modal user interest before 34-th epoch
Fri 20 Oct 2023 03:56:14 INFO Finish multi-modal interest discovery before 34-th epoch
Fri 20 Oct 2023 03:56:29 INFO epoch 34 training [time: 14.97s, train loss: 1963.4906]
Fri 20 Oct 2023 03:56:31 INFO epoch 34 evaluating [time: 1.92s, valid_score: 0.087400]
Fri 20 Oct 2023 03:56:31 INFO valid result:
hit@10 : 0.1441 hit@50 : 0.2535 ndcg@10 : 0.0874 ndcg@50 : 0.1107
Fri 20 Oct 2023 03:56:31 INFO Discovering multi-modal user interest before 35-th epoch
Fri 20 Oct 2023 03:56:31 INFO Finish multi-modal interest discovery before 35-th epoch
Fri 20 Oct 2023 03:56:46 INFO epoch 35 training [time: 14.60s, train loss: 1963.9229]
Fri 20 Oct 2023 03:56:47 INFO epoch 35 evaluating [time: 1.92s, valid_score: 0.088300]
Fri 20 Oct 2023 03:56:47 INFO valid result:
hit@10 : 0.1441 hit@50 : 0.2552 ndcg@10 : 0.0883 ndcg@50 : 0.112
Fri 20 Oct 2023 03:56:48 INFO Saving current: saved/MISSRec-Oct-20-2023_03-43-56.pth
Fri 20 Oct 2023 03:56:48 INFO Discovering multi-modal user interest before 36-th epoch
Fri 20 Oct 2023 03:56:48 INFO Finish multi-modal interest discovery before 36-th epoch
Fri 20 Oct 2023 03:57:03 INFO epoch 36 training [time: 15.05s, train loss: 1962.8753]
Fri 20 Oct 2023 03:57:05 INFO epoch 36 evaluating [time: 2.08s, valid_score: 0.087500]
Fri 20 Oct 2023 03:57:05 INFO valid result:
hit@10 : 0.143 hit@50 : 0.2548 ndcg@10 : 0.0875 ndcg@50 : 0.1113
Fri 20 Oct 2023 03:57:05 INFO Discovering multi-modal user interest before 37-th epoch
Fri 20 Oct 2023 03:57:05 INFO Finish multi-modal interest discovery before 37-th epoch
Fri 20 Oct 2023 03:57:21 INFO epoch 37 training [time: 15.58s, train loss: 1962.3322]
Fri 20 Oct 2023 03:57:22 INFO epoch 37 evaluating [time: 1.92s, valid_score: 0.089700]
Fri 20 Oct 2023 03:57:22 INFO valid result:
hit@10 : 0.1431 hit@50 : 0.2509 ndcg@10 : 0.0897 ndcg@50 : 0.1128
Fri 20 Oct 2023 03:57:23 INFO Saving current: saved/MISSRec-Oct-20-2023_03-43-56.pth
Fri 20 Oct 2023 03:57:23 INFO Discovering multi-modal user interest before 38-th epoch
Fri 20 Oct 2023 03:57:23 INFO Finish multi-modal interest discovery before 38-th epoch
Fri 20 Oct 2023 03:57:37 INFO epoch 38 training [time: 14.38s, train loss: 1961.0293]
Fri 20 Oct 2023 03:57:39 INFO epoch 38 evaluating [time: 1.96s, valid_score: 0.088000]
Fri 20 Oct 2023 03:57:39 INFO valid result:
hit@10 : 0.1433 hit@50 : 0.2539 ndcg@10 : 0.088 ndcg@50 : 0.1116
Fri 20 Oct 2023 03:57:39 INFO Discovering multi-modal user interest before 39-th epoch
Fri 20 Oct 2023 03:57:39 INFO Finish multi-modal interest discovery before 39-th epoch
Fri 20 Oct 2023 03:57:54 INFO epoch 39 training [time: 14.75s, train loss: 1960.1366]
Fri 20 Oct 2023 03:57:56 INFO epoch 39 evaluating [time: 1.99s, valid_score: 0.088100]
Fri 20 Oct 2023 03:57:56 INFO valid result:
hit@10 : 0.1453 hit@50 : 0.2549 ndcg@10 : 0.0881 ndcg@50 : 0.1115
Fri 20 Oct 2023 03:57:56 INFO Discovering multi-modal user interest before 40-th epoch
Fri 20 Oct 2023 03:57:56 INFO Finish multi-modal interest discovery before 40-th epoch
Fri 20 Oct 2023 03:58:11 INFO epoch 40 training [time: 14.71s, train loss: 1959.6363]
Fri 20 Oct 2023 03:58:13 INFO epoch 40 evaluating [time: 1.95s, valid_score: 0.089000]
Fri 20 Oct 2023 03:58:13 INFO valid result:
hit@10 : 0.1435 hit@50 : 0.2543 ndcg@10 : 0.089 ndcg@50 : 0.1127
Fri 20 Oct 2023 03:58:13 INFO Discovering multi-modal user interest before 41-th epoch
Fri 20 Oct 2023 03:58:13 INFO Finish multi-modal interest discovery before 41-th epoch
Fri 20 Oct 2023 03:58:27 INFO epoch 41 training [time: 14.76s, train loss: 1959.1803]
Fri 20 Oct 2023 03:58:29 INFO epoch 41 evaluating [time: 1.96s, valid_score: 0.087000]
Fri 20 Oct 2023 03:58:29 INFO valid result:
hit@10 : 0.1436 hit@50 : 0.2552 ndcg@10 : 0.087 ndcg@50 : 0.1108
Fri 20 Oct 2023 03:58:29 INFO Discovering multi-modal user interest before 42-th epoch
Fri 20 Oct 2023 03:58:29 INFO Finish multi-modal interest discovery before 42-th epoch
Fri 20 Oct 2023 03:58:45 INFO epoch 42 training [time: 15.37s, train loss: 1958.5573]
Fri 20 Oct 2023 03:58:47 INFO epoch 42 evaluating [time: 2.10s, valid_score: 0.088800]
Fri 20 Oct 2023 03:58:47 INFO valid result:
hit@10 : 0.1438 hit@50 : 0.2559 ndcg@10 : 0.0888 ndcg@50 : 0.1128
Fri 20 Oct 2023 03:58:47 INFO Discovering multi-modal user interest before 43-th epoch
Fri 20 Oct 2023 03:58:47 INFO Finish multi-modal interest discovery before 43-th epoch
Fri 20 Oct 2023 03:59:01 INFO epoch 43 training [time: 14.68s, train loss: 1957.2342]
Fri 20 Oct 2023 03:59:03 INFO epoch 43 evaluating [time: 1.91s, valid_score: 0.089900]
Fri 20 Oct 2023 03:59:03 INFO valid result:
hit@10 : 0.1437 hit@50 : 0.2563 ndcg@10 : 0.0899 ndcg@50 : 0.1139
Fri 20 Oct 2023 03:59:04 INFO Saving current: saved/MISSRec-Oct-20-2023_03-43-56.pth
Fri 20 Oct 2023 03:59:04 INFO Discovering multi-modal user interest before 44-th epoch
Fri 20 Oct 2023 03:59:04 INFO Finish multi-modal interest discovery before 44-th epoch
Fri 20 Oct 2023 03:59:18 INFO epoch 44 training [time: 14.65s, train loss: 1956.9461]
Fri 20 Oct 2023 03:59:20 INFO epoch 44 evaluating [time: 1.97s, valid_score: 0.088400]
Fri 20 Oct 2023 03:59:20 INFO valid result:
hit@10 : 0.1458 hit@50 : 0.2554 ndcg@10 : 0.0884 ndcg@50 : 0.1118
Fri 20 Oct 2023 03:59:20 INFO Discovering multi-modal user interest before 45-th epoch
Fri 20 Oct 2023 03:59:20 INFO Finish multi-modal interest discovery before 45-th epoch
Fri 20 Oct 2023 03:59:35 INFO epoch 45 training [time: 14.44s, train loss: 1956.3741]
Fri 20 Oct 2023 03:59:37 INFO epoch 45 evaluating [time: 2.08s, valid_score: 0.088900]
Fri 20 Oct 2023 03:59:37 INFO valid result:
hit@10 : 0.1433 hit@50 : 0.2527 ndcg@10 : 0.0889 ndcg@50 : 0.1122
Fri 20 Oct 2023 03:59:37 INFO Discovering multi-modal user interest before 46-th epoch
Fri 20 Oct 2023 03:59:37 INFO Finish multi-modal interest discovery before 46-th epoch
Fri 20 Oct 2023 03:59:52 INFO epoch 46 training [time: 14.78s, train loss: 1954.8379]
Fri 20 Oct 2023 03:59:54 INFO epoch 46 evaluating [time: 2.27s, valid_score: 0.090100]
Fri 20 Oct 2023 03:59:54 INFO valid result:
hit@10 : 0.1446 hit@50 : 0.2551 ndcg@10 : 0.0901 ndcg@50 : 0.1137
Fri 20 Oct 2023 03:59:54 INFO Saving current: saved/MISSRec-Oct-20-2023_03-43-56.pth
Fri 20 Oct 2023 03:59:54 INFO Discovering multi-modal user interest before 47-th epoch
Fri 20 Oct 2023 03:59:54 INFO Finish multi-modal interest discovery before 47-th epoch
Fri 20 Oct 2023 04:00:09 INFO epoch 47 training [time: 14.52s, train loss: 1955.4578]
Fri 20 Oct 2023 04:00:11 INFO epoch 47 evaluating [time: 1.91s, valid_score: 0.090200]
Fri 20 Oct 2023 04:00:11 INFO valid result:
hit@10 : 0.1444 hit@50 : 0.2545 ndcg@10 : 0.0902 ndcg@50 : 0.1136
Fri 20 Oct 2023 04:00:11 INFO Saving current: saved/MISSRec-Oct-20-2023_03-43-56.pth
Fri 20 Oct 2023 04:00:11 INFO Discovering multi-modal user interest before 48-th epoch
Fri 20 Oct 2023 04:00:11 INFO Finish multi-modal interest discovery before 48-th epoch
Fri 20 Oct 2023 04:00:26 INFO epoch 48 training [time: 14.68s, train loss: 1955.1267]
Fri 20 Oct 2023 04:00:28 INFO epoch 48 evaluating [time: 1.95s, valid_score: 0.089300]
Fri 20 Oct 2023 04:00:28 INFO valid result:
hit@10 : 0.143 hit@50 : 0.2542 ndcg@10 : 0.0893 ndcg@50 : 0.1131
Fri 20 Oct 2023 04:00:28 INFO Discovering multi-modal user interest before 49-th epoch
Fri 20 Oct 2023 04:00:28 INFO Finish multi-modal interest discovery before 49-th epoch
Fri 20 Oct 2023 04:00:42 INFO epoch 49 training [time: 14.37s, train loss: 1954.0738]
Fri 20 Oct 2023 04:00:44 INFO epoch 49 evaluating [time: 1.94s, valid_score: 0.090000]
Fri 20 Oct 2023 04:00:44 INFO valid result:
hit@10 : 0.1451 hit@50 : 0.2552 ndcg@10 : 0.09 ndcg@50 : 0.1135
Fri 20 Oct 2023 04:00:44 INFO Discovering multi-modal user interest before 50-th epoch
Fri 20 Oct 2023 04:00:44 INFO Finish multi-modal interest discovery before 50-th epoch
Fri 20 Oct 2023 04:00:59 INFO epoch 50 training [time: 14.72s, train loss: 1953.4278]
Fri 20 Oct 2023 04:01:01 INFO epoch 50 evaluating [time: 2.12s, valid_score: 0.088500]
Fri 20 Oct 2023 04:01:01 INFO valid result:
hit@10 : 0.143 hit@50 : 0.2545 ndcg@10 : 0.0885 ndcg@50 : 0.1123
Fri 20 Oct 2023 04:01:01 INFO Discovering multi-modal user interest before 51-th epoch
Fri 20 Oct 2023 04:01:01 INFO Finish multi-modal interest discovery before 51-th epoch
Fri 20 Oct 2023 04:01:16 INFO epoch 51 training [time: 14.77s, train loss: 1952.7902]
Fri 20 Oct 2023 04:01:18 INFO epoch 51 evaluating [time: 1.90s, valid_score: 0.090800]
Fri 20 Oct 2023 04:01:18 INFO valid result:
hit@10 : 0.1455 hit@50 : 0.2552 ndcg@10 : 0.0908 ndcg@50 : 0.1141
Fri 20 Oct 2023 04:01:18 INFO Saving current: saved/MISSRec-Oct-20-2023_03-43-56.pth
Fri 20 Oct 2023 04:01:18 INFO Discovering multi-modal user interest before 52-th epoch
Fri 20 Oct 2023 04:01:18 INFO Finish multi-modal interest discovery before 52-th epoch
Fri 20 Oct 2023 04:01:33 INFO epoch 52 training [time: 14.69s, train loss: 1952.5105]
Fri 20 Oct 2023 04:01:35 INFO epoch 52 evaluating [time: 1.97s, valid_score: 0.091500]
Fri 20 Oct 2023 04:01:35 INFO valid result:
hit@10 : 0.1448 hit@50 : 0.2549 ndcg@10 : 0.0915 ndcg@50 : 0.1149
Fri 20 Oct 2023 04:01:35 INFO Saving current: saved/MISSRec-Oct-20-2023_03-43-56.pth
Fri 20 Oct 2023 04:01:35 INFO Discovering multi-modal user interest before 53-th epoch
Fri 20 Oct 2023 04:01:35 INFO Finish multi-modal interest discovery before 53-th epoch
Fri 20 Oct 2023 04:01:49 INFO epoch 53 training [time: 14.55s, train loss: 1951.7786]
Fri 20 Oct 2023 04:01:51 INFO epoch 53 evaluating [time: 1.96s, valid_score: 0.090600]
Fri 20 Oct 2023 04:01:51 INFO valid result:
hit@10 : 0.1453 hit@50 : 0.2559 ndcg@10 : 0.0906 ndcg@50 : 0.1141
Fri 20 Oct 2023 04:01:51 INFO Discovering multi-modal user interest before 54-th epoch
Fri 20 Oct 2023 04:01:51 INFO Finish multi-modal interest discovery before 54-th epoch
Fri 20 Oct 2023 04:02:06 INFO epoch 54 training [time: 14.47s, train loss: 1951.3254]
Fri 20 Oct 2023 04:02:08 INFO epoch 54 evaluating [time: 1.90s, valid_score: 0.089700]
Fri 20 Oct 2023 04:02:08 INFO valid result:
hit@10 : 0.1441 hit@50 : 0.255 ndcg@10 : 0.0897 ndcg@50 : 0.1132
Fri 20 Oct 2023 04:02:08 INFO Discovering multi-modal user interest before 55-th epoch
Fri 20 Oct 2023 04:02:08 INFO Finish multi-modal interest discovery before 55-th epoch
Fri 20 Oct 2023 04:02:23 INFO epoch 55 training [time: 14.92s, train loss: 1950.8845]
Fri 20 Oct 2023 04:02:25 INFO epoch 55 evaluating [time: 1.91s, valid_score: 0.090100]
Fri 20 Oct 2023 04:02:25 INFO valid result:
hit@10 : 0.1439 hit@50 : 0.2565 ndcg@10 : 0.0901 ndcg@50 : 0.1141
Fri 20 Oct 2023 04:02:25 INFO Discovering multi-modal user interest before 56-th epoch
Fri 20 Oct 2023 04:02:25 INFO Finish multi-modal interest discovery before 56-th epoch
Fri 20 Oct 2023 04:02:39 INFO epoch 56 training [time: 14.81s, train loss: 1950.6611]
Fri 20 Oct 2023 04:02:41 INFO epoch 56 evaluating [time: 1.91s, valid_score: 0.089900]
Fri 20 Oct 2023 04:02:41 INFO valid result:
hit@10 : 0.1455 hit@50 : 0.2565 ndcg@10 : 0.0899 ndcg@50 : 0.1135
Fri 20 Oct 2023 04:02:41 INFO Discovering multi-modal user interest before 57-th epoch
Fri 20 Oct 2023 04:02:41 INFO Finish multi-modal interest discovery before 57-th epoch
Fri 20 Oct 2023 04:02:56 INFO epoch 57 training [time: 14.91s, train loss: 1949.6412]
Fri 20 Oct 2023 04:02:58 INFO epoch 57 evaluating [time: 1.91s, valid_score: 0.089500]
Fri 20 Oct 2023 04:02:58 INFO valid result:
hit@10 : 0.1444 hit@50 : 0.2549 ndcg@10 : 0.0895 ndcg@50 : 0.1131
Fri 20 Oct 2023 04:02:58 INFO Discovering multi-modal user interest before 58-th epoch
Fri 20 Oct 2023 04:02:58 INFO Finish multi-modal interest discovery before 58-th epoch
Fri 20 Oct 2023 04:03:13 INFO epoch 58 training [time: 14.62s, train loss: 1949.5071]
Fri 20 Oct 2023 04:03:15 INFO epoch 58 evaluating [time: 1.96s, valid_score: 0.090700]
Fri 20 Oct 2023 04:03:15 INFO valid result:
hit@10 : 0.1441 hit@50 : 0.2554 ndcg@10 : 0.0907 ndcg@50 : 0.1146
Fri 20 Oct 2023 04:03:15 INFO Discovering multi-modal user interest before 59-th epoch
Fri 20 Oct 2023 04:03:15 INFO Finish multi-modal interest discovery before 59-th epoch
Fri 20 Oct 2023 04:03:29 INFO epoch 59 training [time: 14.47s, train loss: 1948.5523]
Fri 20 Oct 2023 04:03:31 INFO epoch 59 evaluating [time: 2.22s, valid_score: 0.089900]
Fri 20 Oct 2023 04:03:31 INFO valid result:
hit@10 : 0.1445 hit@50 : 0.2549 ndcg@10 : 0.0899 ndcg@50 : 0.1135
Fri 20 Oct 2023 04:03:31 INFO Discovering multi-modal user interest before 60-th epoch
Fri 20 Oct 2023 04:03:31 INFO Finish multi-modal interest discovery before 60-th epoch
Fri 20 Oct 2023 04:03:47 INFO epoch 60 training [time: 15.14s, train loss: 1949.1024]
Fri 20 Oct 2023 04:03:49 INFO epoch 60 evaluating [time: 1.95s, valid_score: 0.092000]
Fri 20 Oct 2023 04:03:49 INFO valid result:
hit@10 : 0.1454 hit@50 : 0.2533 ndcg@10 : 0.092 ndcg@50 : 0.115
Fri 20 Oct 2023 04:03:49 INFO Saving current: saved/MISSRec-Oct-20-2023_03-43-56.pth
Fri 20 Oct 2023 04:03:49 INFO Discovering multi-modal user interest before 61-th epoch
Fri 20 Oct 2023 04:03:49 INFO Finish multi-modal interest discovery before 61-th epoch
Fri 20 Oct 2023 04:04:04 INFO epoch 61 training [time: 14.82s, train loss: 1947.7639]
Fri 20 Oct 2023 04:04:06 INFO epoch 61 evaluating [time: 1.93s, valid_score: 0.090900]
Fri 20 Oct 2023 04:04:06 INFO valid result:
hit@10 : 0.1433 hit@50 : 0.2544 ndcg@10 : 0.0909 ndcg@50 : 0.1146
Fri 20 Oct 2023 04:04:06 INFO Discovering multi-modal user interest before 62-th epoch
Fri 20 Oct 2023 04:04:06 INFO Finish multi-modal interest discovery before 62-th epoch
Fri 20 Oct 2023 04:04:21 INFO epoch 62 training [time: 14.89s, train loss: 1947.5614]
Fri 20 Oct 2023 04:04:22 INFO epoch 62 evaluating [time: 1.91s, valid_score: 0.091700]
Fri 20 Oct 2023 04:04:22 INFO valid result:
hit@10 : 0.145 hit@50 : 0.257 ndcg@10 : 0.0917 ndcg@50 : 0.1156
Fri 20 Oct 2023 04:04:22 INFO Discovering multi-modal user interest before 63-th epoch
Fri 20 Oct 2023 04:04:22 INFO Finish multi-modal interest discovery before 63-th epoch
Fri 20 Oct 2023 04:04:37 INFO epoch 63 training [time: 14.69s, train loss: 1947.1095]
Fri 20 Oct 2023 04:04:39 INFO epoch 63 evaluating [time: 1.93s, valid_score: 0.090600]
Fri 20 Oct 2023 04:04:39 INFO valid result:
hit@10 : 0.1449 hit@50 : 0.2545 ndcg@10 : 0.0906 ndcg@50 : 0.1139
Fri 20 Oct 2023 04:04:39 INFO Discovering multi-modal user interest before 64-th epoch
Fri 20 Oct 2023 04:04:39 INFO Finish multi-modal interest discovery before 64-th epoch
Fri 20 Oct 2023 04:04:54 INFO epoch 64 training [time: 14.61s, train loss: 1946.3148]
Fri 20 Oct 2023 04:04:56 INFO epoch 64 evaluating [time: 1.91s, valid_score: 0.091400]
Fri 20 Oct 2023 04:04:56 INFO valid result:
hit@10 : 0.1448 hit@50 : 0.2548 ndcg@10 : 0.0914 ndcg@50 : 0.115
Fri 20 Oct 2023 04:04:56 INFO Discovering multi-modal user interest before 65-th epoch
Fri 20 Oct 2023 04:04:56 INFO Finish multi-modal interest discovery before 65-th epoch
Fri 20 Oct 2023 04:05:10 INFO epoch 65 training [time: 14.73s, train loss: 1946.5654]
Fri 20 Oct 2023 04:05:13 INFO epoch 65 evaluating [time: 2.22s, valid_score: 0.092800]
Fri 20 Oct 2023 04:05:13 INFO valid result:
hit@10 : 0.1471 hit@50 : 0.2558 ndcg@10 : 0.0928 ndcg@50 : 0.1159
Fri 20 Oct 2023 04:05:13 INFO Saving current: saved/MISSRec-Oct-20-2023_03-43-56.pth
Fri 20 Oct 2023 04:05:13 INFO Discovering multi-modal user interest before 66-th epoch
Fri 20 Oct 2023 04:05:13 INFO Finish multi-modal interest discovery before 66-th epoch
Fri 20 Oct 2023 04:05:28 INFO epoch 66 training [time: 14.98s, train loss: 1945.7177]
Fri 20 Oct 2023 04:05:30 INFO epoch 66 evaluating [time: 1.95s, valid_score: 0.091500]
Fri 20 Oct 2023 04:05:30 INFO valid result:
hit@10 : 0.1449 hit@50 : 0.2551 ndcg@10 : 0.0915 ndcg@50 : 0.1151
Fri 20 Oct 2023 04:05:30 INFO Discovering multi-modal user interest before 67-th epoch
Fri 20 Oct 2023 04:05:30 INFO Finish multi-modal interest discovery before 67-th epoch
Fri 20 Oct 2023 04:05:45 INFO epoch 67 training [time: 14.96s, train loss: 1945.5157]
Fri 20 Oct 2023 04:05:47 INFO epoch 67 evaluating [time: 1.96s, valid_score: 0.092100]
Fri 20 Oct 2023 04:05:47 INFO valid result:
hit@10 : 0.1461 hit@50 : 0.2559 ndcg@10 : 0.0921 ndcg@50 : 0.1156
Fri 20 Oct 2023 04:05:47 INFO Discovering multi-modal user interest before 68-th epoch
Fri 20 Oct 2023 04:05:47 INFO Finish multi-modal interest discovery before 68-th epoch
Fri 20 Oct 2023 04:06:02 INFO epoch 68 training [time: 14.91s, train loss: 1945.7378]
Fri 20 Oct 2023 04:06:04 INFO epoch 68 evaluating [time: 1.92s, valid_score: 0.090800]
Fri 20 Oct 2023 04:06:04 INFO valid result:
hit@10 : 0.1426 hit@50 : 0.2539 ndcg@10 : 0.0908 ndcg@50 : 0.1147
Fri 20 Oct 2023 04:06:04 INFO Discovering multi-modal user interest before 69-th epoch
Fri 20 Oct 2023 04:06:04 INFO Finish multi-modal interest discovery before 69-th epoch
Fri 20 Oct 2023 04:06:18 INFO epoch 69 training [time: 14.62s, train loss: 1944.2791]
Fri 20 Oct 2023 04:06:20 INFO epoch 69 evaluating [time: 1.91s, valid_score: 0.092900]
Fri 20 Oct 2023 04:06:20 INFO valid result:
hit@10 : 0.1457 hit@50 : 0.2563 ndcg@10 : 0.0929 ndcg@50 : 0.1166
Fri 20 Oct 2023 04:06:21 INFO Saving current: saved/MISSRec-Oct-20-2023_03-43-56.pth
Fri 20 Oct 2023 04:06:21 INFO Discovering multi-modal user interest before 70-th epoch
Fri 20 Oct 2023 04:06:21 INFO Finish multi-modal interest discovery before 70-th epoch
Fri 20 Oct 2023 04:06:35 INFO epoch 70 training [time: 14.75s, train loss: 1944.4758]
Fri 20 Oct 2023 04:06:37 INFO epoch 70 evaluating [time: 1.92s, valid_score: 0.093100]
Fri 20 Oct 2023 04:06:37 INFO valid result:
hit@10 : 0.146 hit@50 : 0.2555 ndcg@10 : 0.0931 ndcg@50 : 0.1166
Fri 20 Oct 2023 04:06:38 INFO Saving current: saved/MISSRec-Oct-20-2023_03-43-56.pth
Fri 20 Oct 2023 04:06:38 INFO Discovering multi-modal user interest before 71-th epoch
Fri 20 Oct 2023 04:06:38 INFO Finish multi-modal interest discovery before 71-th epoch
Fri 20 Oct 2023 04:06:53 INFO epoch 71 training [time: 15.18s, train loss: 1944.4895]
Fri 20 Oct 2023 04:06:55 INFO epoch 71 evaluating [time: 2.01s, valid_score: 0.091000]
Fri 20 Oct 2023 04:06:55 INFO valid result:
hit@10 : 0.145 hit@50 : 0.2548 ndcg@10 : 0.091 ndcg@50 : 0.1145
Fri 20 Oct 2023 04:06:55 INFO Discovering multi-modal user interest before 72-th epoch
Fri 20 Oct 2023 04:06:55 INFO Finish multi-modal interest discovery before 72-th epoch
Fri 20 Oct 2023 04:07:09 INFO epoch 72 training [time: 14.49s, train loss: 1943.5741]
Fri 20 Oct 2023 04:07:11 INFO epoch 72 evaluating [time: 1.97s, valid_score: 0.092400]
Fri 20 Oct 2023 04:07:11 INFO valid result:
hit@10 : 0.1449 hit@50 : 0.2548 ndcg@10 : 0.0924 ndcg@50 : 0.1159
Fri 20 Oct 2023 04:07:11 INFO Discovering multi-modal user interest before 73-th epoch
Fri 20 Oct 2023 04:07:11 INFO Finish multi-modal interest discovery before 73-th epoch
Fri 20 Oct 2023 04:07:26 INFO epoch 73 training [time: 14.79s, train loss: 1943.1844]
Fri 20 Oct 2023 04:07:28 INFO epoch 73 evaluating [time: 1.98s, valid_score: 0.092200]
Fri 20 Oct 2023 04:07:28 INFO valid result:
hit@10 : 0.1446 hit@50 : 0.2545 ndcg@10 : 0.0922 ndcg@50 : 0.1156
Fri 20 Oct 2023 04:07:28 INFO Discovering multi-modal user interest before 74-th epoch
Fri 20 Oct 2023 04:07:28 INFO Finish multi-modal interest discovery before 74-th epoch
Fri 20 Oct 2023 04:07:43 INFO epoch 74 training [time: 15.41s, train loss: 1942.7923]
Fri 20 Oct 2023 04:07:46 INFO epoch 74 evaluating [time: 2.15s, valid_score: 0.091700]
Fri 20 Oct 2023 04:07:46 INFO valid result:
hit@10 : 0.1441 hit@50 : 0.2564 ndcg@10 : 0.0917 ndcg@50 : 0.1158
Fri 20 Oct 2023 04:07:46 INFO Discovering multi-modal user interest before 75-th epoch
Fri 20 Oct 2023 04:07:46 INFO Finish multi-modal interest discovery before 75-th epoch
Fri 20 Oct 2023 04:08:01 INFO epoch 75 training [time: 15.58s, train loss: 1942.4118]
Fri 20 Oct 2023 04:08:03 INFO epoch 75 evaluating [time: 2.10s, valid_score: 0.093000]
Fri 20 Oct 2023 04:08:03 INFO valid result:
hit@10 : 0.1462 hit@50 : 0.2561 ndcg@10 : 0.093 ndcg@50 : 0.1164
Fri 20 Oct 2023 04:08:03 INFO Discovering multi-modal user interest before 76-th epoch
Fri 20 Oct 2023 04:08:03 INFO Finish multi-modal interest discovery before 76-th epoch
Fri 20 Oct 2023 04:08:19 INFO epoch 76 training [time: 15.39s, train loss: 1942.1113]
Fri 20 Oct 2023 04:08:21 INFO epoch 76 evaluating [time: 2.11s, valid_score: 0.091900]
Fri 20 Oct 2023 04:08:21 INFO valid result:
hit@10 : 0.1461 hit@50 : 0.2554 ndcg@10 : 0.0919 ndcg@50 : 0.1153
Fri 20 Oct 2023 04:08:21 INFO Discovering multi-modal user interest before 77-th epoch
Fri 20 Oct 2023 04:08:21 INFO Finish multi-modal interest discovery before 77-th epoch
Fri 20 Oct 2023 04:08:36 INFO epoch 77 training [time: 14.89s, train loss: 1942.3403]
Fri 20 Oct 2023 04:08:38 INFO epoch 77 evaluating [time: 1.93s, valid_score: 0.091700]
Fri 20 Oct 2023 04:08:38 INFO valid result:
hit@10 : 0.1452 hit@50 : 0.2569 ndcg@10 : 0.0917 ndcg@50 : 0.1157
Fri 20 Oct 2023 04:08:38 INFO Discovering multi-modal user interest before 78-th epoch
Fri 20 Oct 2023 04:08:38 INFO Finish multi-modal interest discovery before 78-th epoch
Fri 20 Oct 2023 04:08:52 INFO epoch 78 training [time: 14.80s, train loss: 1941.2073]
Fri 20 Oct 2023 04:08:54 INFO epoch 78 evaluating [time: 1.91s, valid_score: 0.091600]
Fri 20 Oct 2023 04:08:54 INFO valid result:
hit@10 : 0.1458 hit@50 : 0.2574 ndcg@10 : 0.0916 ndcg@50 : 0.1155
Fri 20 Oct 2023 04:08:54 INFO Discovering multi-modal user interest before 79-th epoch
Fri 20 Oct 2023 04:08:54 INFO Finish multi-modal interest discovery before 79-th epoch
Fri 20 Oct 2023 04:09:09 INFO epoch 79 training [time: 14.97s, train loss: 1940.5073]
Fri 20 Oct 2023 04:09:11 INFO epoch 79 evaluating [time: 1.92s, valid_score: 0.092900]
Fri 20 Oct 2023 04:09:11 INFO valid result:
hit@10 : 0.1457 hit@50 : 0.2565 ndcg@10 : 0.0929 ndcg@50 : 0.1165
Fri 20 Oct 2023 04:09:11 INFO Discovering multi-modal user interest before 80-th epoch
Fri 20 Oct 2023 04:09:11 INFO Finish multi-modal interest discovery before 80-th epoch
Fri 20 Oct 2023 04:09:26 INFO epoch 80 training [time: 14.67s, train loss: 1940.0327]
Fri 20 Oct 2023 04:09:28 INFO epoch 80 evaluating [time: 1.95s, valid_score: 0.091400]
Fri 20 Oct 2023 04:09:28 INFO valid result:
hit@10 : 0.1448 hit@50 : 0.2566 ndcg@10 : 0.0914 ndcg@50 : 0.1153
Fri 20 Oct 2023 04:09:28 INFO Discovering multi-modal user interest before 81-th epoch
Fri 20 Oct 2023 04:09:28 INFO Finish multi-modal interest discovery before 81-th epoch
Fri 20 Oct 2023 04:09:42 INFO epoch 81 training [time: 14.53s, train loss: 1940.2502]
Fri 20 Oct 2023 04:09:45 INFO epoch 81 evaluating [time: 2.11s, valid_score: 0.092300]
Fri 20 Oct 2023 04:09:45 INFO valid result:
hit@10 : 0.1446 hit@50 : 0.2549 ndcg@10 : 0.0923 ndcg@50 : 0.1159
Fri 20 Oct 2023 04:09:45 INFO Finished training, best eval result in epoch 70
Fri 20 Oct 2023 04:09:45 INFO Loading model structure and parameters from saved/MISSRec-Oct-20-2023_03-43-56.pth
Fri 20 Oct 2023 04:09:47 INFO best valid : OrderedDict([('hit@10', 0.146), ('hit@50', 0.2555), ('ndcg@10', 0.0931), ('ndcg@50', 0.1166)])
Fri 20 Oct 2023 04:09:47 INFO test result: OrderedDict([('hit@10', 0.1207), ('hit@50', 0.2191), ('ndcg@10', 0.0771), ('ndcg@50', 0.0981)])
Fri 20 Oct 2023 04:09:47 INFO Write log to /data/wangjinpeng/MISSRec_clear/log/MISSRec_gpu4/Oct-20-2023_03-43-46_.log