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Oct-20-2023_03-43-56.log
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Fri 20 Oct 2023 03:43:56 INFO Change train stage from 'transductive_ft' to 'inductive_ft'
Fri 20 Oct 2023 03:43:56 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 = gpu2
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 03:44:00 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 03:44:02 INFO [Training]: train_batch_size = [512] negative sampling: [None]
Fri 20 Oct 2023 03:44:02 INFO [Evaluation]: eval_batch_size = [1024] eval_args: [{'split': {'LS': 'valid_and_test'}, 'order': 'TO', 'mode': 'full', 'group_by': 'user'}]
Fri 20 Oct 2023 03:44:04 INFO Loading from pretrained_models/MISSRec-FHCKM_mm_full-100-gamma1e-4.pth
Fri 20 Oct 2023 03:44:04 INFO Transfer [FHCKM_mm_full] -> [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 03:44:04 INFO Fix encoder parameters.
Fri 20 Oct 2023 03:44:04 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: 308401.0
Fri 20 Oct 2023 03:44:04 INFO Trainable parameters: ['fusion_factor', 'LayerNorm.weight', 'LayerNorm.bias', 'text_adaptor.weight', 'text_adaptor.bias', 'img_adaptor.weight', 'img_adaptor.bias']
Fri 20 Oct 2023 03:44:06 INFO Discovering multi-modal user interest before 0-th epoch
Fri 20 Oct 2023 03:44:08 INFO Finish multi-modal interest discovery before 0-th epoch
Fri 20 Oct 2023 03:44:22 INFO epoch 0 training [time: 16.21s, train loss: 2199.8515]
Fri 20 Oct 2023 03:44:24 INFO epoch 0 evaluating [time: 2.10s, valid_score: 0.063500]
Fri 20 Oct 2023 03:44:24 INFO valid result:
hit@10 : 0.0992 hit@50 : 0.1629 ndcg@10 : 0.0635 ndcg@50 : 0.0771
Fri 20 Oct 2023 03:44:25 INFO Saving current: saved/MISSRec-Oct-20-2023_03-44-06.pth
Fri 20 Oct 2023 03:44:25 INFO Discovering multi-modal user interest before 1-th epoch
Fri 20 Oct 2023 03:44:25 INFO Finish multi-modal interest discovery before 1-th epoch
Fri 20 Oct 2023 03:44:39 INFO epoch 1 training [time: 14.07s, train loss: 2138.9640]
Fri 20 Oct 2023 03:44:41 INFO epoch 1 evaluating [time: 2.09s, valid_score: 0.072400]
Fri 20 Oct 2023 03:44:41 INFO valid result:
hit@10 : 0.1107 hit@50 : 0.1813 ndcg@10 : 0.0724 ndcg@50 : 0.0873
Fri 20 Oct 2023 03:44:41 INFO Saving current: saved/MISSRec-Oct-20-2023_03-44-06.pth
Fri 20 Oct 2023 03:44:41 INFO Discovering multi-modal user interest before 2-th epoch
Fri 20 Oct 2023 03:44:41 INFO Finish multi-modal interest discovery before 2-th epoch
Fri 20 Oct 2023 03:44:56 INFO epoch 2 training [time: 14.55s, train loss: 2116.1629]
Fri 20 Oct 2023 03:44:58 INFO epoch 2 evaluating [time: 2.08s, valid_score: 0.075900]
Fri 20 Oct 2023 03:44:58 INFO valid result:
hit@10 : 0.1159 hit@50 : 0.1951 ndcg@10 : 0.0759 ndcg@50 : 0.0927
Fri 20 Oct 2023 03:44:58 INFO Saving current: saved/MISSRec-Oct-20-2023_03-44-06.pth
Fri 20 Oct 2023 03:44:58 INFO Discovering multi-modal user interest before 3-th epoch
Fri 20 Oct 2023 03:44:58 INFO Finish multi-modal interest discovery before 3-th epoch
Fri 20 Oct 2023 03:45:13 INFO epoch 3 training [time: 14.49s, train loss: 2101.5228]
Fri 20 Oct 2023 03:45:15 INFO epoch 3 evaluating [time: 2.10s, valid_score: 0.077700]
Fri 20 Oct 2023 03:45:15 INFO valid result:
hit@10 : 0.12 hit@50 : 0.2035 ndcg@10 : 0.0777 ndcg@50 : 0.0955
Fri 20 Oct 2023 03:45:15 INFO Saving current: saved/MISSRec-Oct-20-2023_03-44-06.pth
Fri 20 Oct 2023 03:45:15 INFO Discovering multi-modal user interest before 4-th epoch
Fri 20 Oct 2023 03:45:15 INFO Finish multi-modal interest discovery before 4-th epoch
Fri 20 Oct 2023 03:45:29 INFO epoch 4 training [time: 14.20s, train loss: 2090.7841]
Fri 20 Oct 2023 03:45:31 INFO epoch 4 evaluating [time: 2.12s, valid_score: 0.079300]
Fri 20 Oct 2023 03:45:31 INFO valid result:
hit@10 : 0.1225 hit@50 : 0.2067 ndcg@10 : 0.0793 ndcg@50 : 0.0974
Fri 20 Oct 2023 03:45:32 INFO Saving current: saved/MISSRec-Oct-20-2023_03-44-06.pth
Fri 20 Oct 2023 03:45:32 INFO Discovering multi-modal user interest before 5-th epoch
Fri 20 Oct 2023 03:45:32 INFO Finish multi-modal interest discovery before 5-th epoch
Fri 20 Oct 2023 03:45:46 INFO epoch 5 training [time: 14.21s, train loss: 2082.3914]
Fri 20 Oct 2023 03:45:48 INFO epoch 5 evaluating [time: 2.08s, valid_score: 0.079400]
Fri 20 Oct 2023 03:45:48 INFO valid result:
hit@10 : 0.1225 hit@50 : 0.2105 ndcg@10 : 0.0794 ndcg@50 : 0.0983
Fri 20 Oct 2023 03:45:48 INFO Saving current: saved/MISSRec-Oct-20-2023_03-44-06.pth
Fri 20 Oct 2023 03:45:48 INFO Discovering multi-modal user interest before 6-th epoch
Fri 20 Oct 2023 03:45:48 INFO Finish multi-modal interest discovery before 6-th epoch
Fri 20 Oct 2023 03:46:03 INFO epoch 6 training [time: 14.38s, train loss: 2076.1949]
Fri 20 Oct 2023 03:46:05 INFO epoch 6 evaluating [time: 2.07s, valid_score: 0.081400]
Fri 20 Oct 2023 03:46:05 INFO valid result:
hit@10 : 0.1249 hit@50 : 0.2146 ndcg@10 : 0.0814 ndcg@50 : 0.1006
Fri 20 Oct 2023 03:46:05 INFO Saving current: saved/MISSRec-Oct-20-2023_03-44-06.pth
Fri 20 Oct 2023 03:46:05 INFO Discovering multi-modal user interest before 7-th epoch
Fri 20 Oct 2023 03:46:05 INFO Finish multi-modal interest discovery before 7-th epoch
Fri 20 Oct 2023 03:46:19 INFO epoch 7 training [time: 14.17s, train loss: 2070.7100]
Fri 20 Oct 2023 03:46:21 INFO epoch 7 evaluating [time: 2.11s, valid_score: 0.083200]
Fri 20 Oct 2023 03:46:21 INFO valid result:
hit@10 : 0.1269 hit@50 : 0.2179 ndcg@10 : 0.0832 ndcg@50 : 0.1027
Fri 20 Oct 2023 03:46:22 INFO Saving current: saved/MISSRec-Oct-20-2023_03-44-06.pth
Fri 20 Oct 2023 03:46:22 INFO Discovering multi-modal user interest before 8-th epoch
Fri 20 Oct 2023 03:46:22 INFO Finish multi-modal interest discovery before 8-th epoch
Fri 20 Oct 2023 03:46:36 INFO epoch 8 training [time: 14.06s, train loss: 2064.7549]
Fri 20 Oct 2023 03:46:38 INFO epoch 8 evaluating [time: 2.06s, valid_score: 0.084100]
Fri 20 Oct 2023 03:46:38 INFO valid result:
hit@10 : 0.1296 hit@50 : 0.221 ndcg@10 : 0.0841 ndcg@50 : 0.1036
Fri 20 Oct 2023 03:46:38 INFO Saving current: saved/MISSRec-Oct-20-2023_03-44-06.pth
Fri 20 Oct 2023 03:46:38 INFO Discovering multi-modal user interest before 9-th epoch
Fri 20 Oct 2023 03:46:38 INFO Finish multi-modal interest discovery before 9-th epoch
Fri 20 Oct 2023 03:46:52 INFO epoch 9 training [time: 14.07s, train loss: 2060.2774]
Fri 20 Oct 2023 03:46:54 INFO epoch 9 evaluating [time: 2.08s, valid_score: 0.084700]
Fri 20 Oct 2023 03:46:54 INFO valid result:
hit@10 : 0.1312 hit@50 : 0.2231 ndcg@10 : 0.0847 ndcg@50 : 0.1042
Fri 20 Oct 2023 03:46:54 INFO Saving current: saved/MISSRec-Oct-20-2023_03-44-06.pth
Fri 20 Oct 2023 03:46:54 INFO Discovering multi-modal user interest before 10-th epoch
Fri 20 Oct 2023 03:46:54 INFO Finish multi-modal interest discovery before 10-th epoch
Fri 20 Oct 2023 03:47:08 INFO epoch 10 training [time: 13.99s, train loss: 2056.6146]
Fri 20 Oct 2023 03:47:10 INFO epoch 10 evaluating [time: 2.07s, valid_score: 0.084900]
Fri 20 Oct 2023 03:47:10 INFO valid result:
hit@10 : 0.1313 hit@50 : 0.2247 ndcg@10 : 0.0849 ndcg@50 : 0.1049
Fri 20 Oct 2023 03:47:11 INFO Saving current: saved/MISSRec-Oct-20-2023_03-44-06.pth
Fri 20 Oct 2023 03:47:11 INFO Discovering multi-modal user interest before 11-th epoch
Fri 20 Oct 2023 03:47:11 INFO Finish multi-modal interest discovery before 11-th epoch
Fri 20 Oct 2023 03:47:25 INFO epoch 11 training [time: 14.15s, train loss: 2052.9983]
Fri 20 Oct 2023 03:47:27 INFO epoch 11 evaluating [time: 2.05s, valid_score: 0.085900]
Fri 20 Oct 2023 03:47:27 INFO valid result:
hit@10 : 0.1324 hit@50 : 0.2266 ndcg@10 : 0.0859 ndcg@50 : 0.106
Fri 20 Oct 2023 03:47:27 INFO Saving current: saved/MISSRec-Oct-20-2023_03-44-06.pth
Fri 20 Oct 2023 03:47:27 INFO Discovering multi-modal user interest before 12-th epoch
Fri 20 Oct 2023 03:47:27 INFO Finish multi-modal interest discovery before 12-th epoch
Fri 20 Oct 2023 03:47:41 INFO epoch 12 training [time: 13.96s, train loss: 2049.0417]
Fri 20 Oct 2023 03:47:43 INFO epoch 12 evaluating [time: 2.11s, valid_score: 0.085600]
Fri 20 Oct 2023 03:47:43 INFO valid result:
hit@10 : 0.1333 hit@50 : 0.2285 ndcg@10 : 0.0856 ndcg@50 : 0.106
Fri 20 Oct 2023 03:47:43 INFO Discovering multi-modal user interest before 13-th epoch
Fri 20 Oct 2023 03:47:43 INFO Finish multi-modal interest discovery before 13-th epoch
Fri 20 Oct 2023 03:47:57 INFO epoch 13 training [time: 14.01s, train loss: 2046.5220]
Fri 20 Oct 2023 03:48:00 INFO epoch 13 evaluating [time: 2.23s, valid_score: 0.085900]
Fri 20 Oct 2023 03:48:00 INFO valid result:
hit@10 : 0.1332 hit@50 : 0.2296 ndcg@10 : 0.0859 ndcg@50 : 0.1065
Fri 20 Oct 2023 03:48:00 INFO Saving current: saved/MISSRec-Oct-20-2023_03-44-06.pth
Fri 20 Oct 2023 03:48:00 INFO Discovering multi-modal user interest before 14-th epoch
Fri 20 Oct 2023 03:48:00 INFO Finish multi-modal interest discovery before 14-th epoch
Fri 20 Oct 2023 03:48:14 INFO epoch 14 training [time: 13.85s, train loss: 2043.8703]
Fri 20 Oct 2023 03:48:16 INFO epoch 14 evaluating [time: 2.09s, valid_score: 0.085400]
Fri 20 Oct 2023 03:48:16 INFO valid result:
hit@10 : 0.132 hit@50 : 0.2301 ndcg@10 : 0.0854 ndcg@50 : 0.1063
Fri 20 Oct 2023 03:48:16 INFO Discovering multi-modal user interest before 15-th epoch
Fri 20 Oct 2023 03:48:16 INFO Finish multi-modal interest discovery before 15-th epoch
Fri 20 Oct 2023 03:48:30 INFO epoch 15 training [time: 14.18s, train loss: 2041.0933]
Fri 20 Oct 2023 03:48:32 INFO epoch 15 evaluating [time: 2.03s, valid_score: 0.086400]
Fri 20 Oct 2023 03:48:32 INFO valid result:
hit@10 : 0.1347 hit@50 : 0.231 ndcg@10 : 0.0864 ndcg@50 : 0.1069
Fri 20 Oct 2023 03:48:32 INFO Saving current: saved/MISSRec-Oct-20-2023_03-44-06.pth
Fri 20 Oct 2023 03:48:32 INFO Discovering multi-modal user interest before 16-th epoch
Fri 20 Oct 2023 03:48:32 INFO Finish multi-modal interest discovery before 16-th epoch
Fri 20 Oct 2023 03:48:46 INFO epoch 16 training [time: 13.81s, train loss: 2038.5450]
Fri 20 Oct 2023 03:48:48 INFO epoch 16 evaluating [time: 2.03s, valid_score: 0.087500]
Fri 20 Oct 2023 03:48:48 INFO valid result:
hit@10 : 0.1363 hit@50 : 0.2338 ndcg@10 : 0.0875 ndcg@50 : 0.1083
Fri 20 Oct 2023 03:48:48 INFO Saving current: saved/MISSRec-Oct-20-2023_03-44-06.pth
Fri 20 Oct 2023 03:48:48 INFO Discovering multi-modal user interest before 17-th epoch
Fri 20 Oct 2023 03:48:48 INFO Finish multi-modal interest discovery before 17-th epoch
Fri 20 Oct 2023 03:49:02 INFO epoch 17 training [time: 13.90s, train loss: 2036.0797]
Fri 20 Oct 2023 03:49:04 INFO epoch 17 evaluating [time: 2.04s, valid_score: 0.087300]
Fri 20 Oct 2023 03:49:04 INFO valid result:
hit@10 : 0.1349 hit@50 : 0.2352 ndcg@10 : 0.0873 ndcg@50 : 0.1086
Fri 20 Oct 2023 03:49:04 INFO Discovering multi-modal user interest before 18-th epoch
Fri 20 Oct 2023 03:49:04 INFO Finish multi-modal interest discovery before 18-th epoch
Fri 20 Oct 2023 03:49:18 INFO epoch 18 training [time: 13.85s, train loss: 2034.1732]
Fri 20 Oct 2023 03:49:20 INFO epoch 18 evaluating [time: 2.02s, valid_score: 0.086700]
Fri 20 Oct 2023 03:49:20 INFO valid result:
hit@10 : 0.1352 hit@50 : 0.235 ndcg@10 : 0.0867 ndcg@50 : 0.108
Fri 20 Oct 2023 03:49:20 INFO Discovering multi-modal user interest before 19-th epoch
Fri 20 Oct 2023 03:49:20 INFO Finish multi-modal interest discovery before 19-th epoch
Fri 20 Oct 2023 03:49:34 INFO epoch 19 training [time: 13.79s, train loss: 2032.2880]
Fri 20 Oct 2023 03:49:36 INFO epoch 19 evaluating [time: 2.03s, valid_score: 0.087700]
Fri 20 Oct 2023 03:49:36 INFO valid result:
hit@10 : 0.1351 hit@50 : 0.2364 ndcg@10 : 0.0877 ndcg@50 : 0.1093
Fri 20 Oct 2023 03:49:36 INFO Saving current: saved/MISSRec-Oct-20-2023_03-44-06.pth
Fri 20 Oct 2023 03:49:36 INFO Discovering multi-modal user interest before 20-th epoch
Fri 20 Oct 2023 03:49:36 INFO Finish multi-modal interest discovery before 20-th epoch
Fri 20 Oct 2023 03:49:51 INFO epoch 20 training [time: 14.14s, train loss: 2030.6470]
Fri 20 Oct 2023 03:49:53 INFO epoch 20 evaluating [time: 2.03s, valid_score: 0.087400]
Fri 20 Oct 2023 03:49:53 INFO valid result:
hit@10 : 0.136 hit@50 : 0.2372 ndcg@10 : 0.0874 ndcg@50 : 0.1089
Fri 20 Oct 2023 03:49:53 INFO Discovering multi-modal user interest before 21-th epoch
Fri 20 Oct 2023 03:49:53 INFO Finish multi-modal interest discovery before 21-th epoch
Fri 20 Oct 2023 03:50:06 INFO epoch 21 training [time: 13.84s, train loss: 2028.6896]
Fri 20 Oct 2023 03:50:08 INFO epoch 21 evaluating [time: 2.03s, valid_score: 0.087900]
Fri 20 Oct 2023 03:50:08 INFO valid result:
hit@10 : 0.1362 hit@50 : 0.2378 ndcg@10 : 0.0879 ndcg@50 : 0.1096
Fri 20 Oct 2023 03:50:09 INFO Saving current: saved/MISSRec-Oct-20-2023_03-44-06.pth
Fri 20 Oct 2023 03:50:09 INFO Discovering multi-modal user interest before 22-th epoch
Fri 20 Oct 2023 03:50:09 INFO Finish multi-modal interest discovery before 22-th epoch
Fri 20 Oct 2023 03:50:23 INFO epoch 22 training [time: 13.99s, train loss: 2026.3976]
Fri 20 Oct 2023 03:50:25 INFO epoch 22 evaluating [time: 2.10s, valid_score: 0.088100]
Fri 20 Oct 2023 03:50:25 INFO valid result:
hit@10 : 0.1367 hit@50 : 0.2378 ndcg@10 : 0.0881 ndcg@50 : 0.1096
Fri 20 Oct 2023 03:50:25 INFO Saving current: saved/MISSRec-Oct-20-2023_03-44-06.pth
Fri 20 Oct 2023 03:50:25 INFO Discovering multi-modal user interest before 23-th epoch
Fri 20 Oct 2023 03:50:25 INFO Finish multi-modal interest discovery before 23-th epoch
Fri 20 Oct 2023 03:50:39 INFO epoch 23 training [time: 13.70s, train loss: 2025.3051]
Fri 20 Oct 2023 03:50:41 INFO epoch 23 evaluating [time: 2.05s, valid_score: 0.088400]
Fri 20 Oct 2023 03:50:41 INFO valid result:
hit@10 : 0.1371 hit@50 : 0.239 ndcg@10 : 0.0884 ndcg@50 : 0.1101
Fri 20 Oct 2023 03:50:41 INFO Saving current: saved/MISSRec-Oct-20-2023_03-44-06.pth
Fri 20 Oct 2023 03:50:41 INFO Discovering multi-modal user interest before 24-th epoch
Fri 20 Oct 2023 03:50:41 INFO Finish multi-modal interest discovery before 24-th epoch
Fri 20 Oct 2023 03:50:55 INFO epoch 24 training [time: 13.90s, train loss: 2023.8524]
Fri 20 Oct 2023 03:50:57 INFO epoch 24 evaluating [time: 2.02s, valid_score: 0.088600]
Fri 20 Oct 2023 03:50:57 INFO valid result:
hit@10 : 0.1377 hit@50 : 0.2406 ndcg@10 : 0.0886 ndcg@50 : 0.1105
Fri 20 Oct 2023 03:50:57 INFO Saving current: saved/MISSRec-Oct-20-2023_03-44-06.pth
Fri 20 Oct 2023 03:50:57 INFO Discovering multi-modal user interest before 25-th epoch
Fri 20 Oct 2023 03:50:57 INFO Finish multi-modal interest discovery before 25-th epoch
Fri 20 Oct 2023 03:51:11 INFO epoch 25 training [time: 13.67s, train loss: 2022.5464]
Fri 20 Oct 2023 03:51:13 INFO epoch 25 evaluating [time: 2.02s, valid_score: 0.089200]
Fri 20 Oct 2023 03:51:13 INFO valid result:
hit@10 : 0.1387 hit@50 : 0.2404 ndcg@10 : 0.0892 ndcg@50 : 0.1109
Fri 20 Oct 2023 03:51:13 INFO Saving current: saved/MISSRec-Oct-20-2023_03-44-06.pth
Fri 20 Oct 2023 03:51:13 INFO Discovering multi-modal user interest before 26-th epoch
Fri 20 Oct 2023 03:51:13 INFO Finish multi-modal interest discovery before 26-th epoch
Fri 20 Oct 2023 03:51:27 INFO epoch 26 training [time: 13.73s, train loss: 2021.2858]
Fri 20 Oct 2023 03:51:29 INFO epoch 26 evaluating [time: 2.01s, valid_score: 0.088600]
Fri 20 Oct 2023 03:51:29 INFO valid result:
hit@10 : 0.1388 hit@50 : 0.2409 ndcg@10 : 0.0886 ndcg@50 : 0.1104
Fri 20 Oct 2023 03:51:29 INFO Discovering multi-modal user interest before 27-th epoch
Fri 20 Oct 2023 03:51:29 INFO Finish multi-modal interest discovery before 27-th epoch
Fri 20 Oct 2023 03:51:43 INFO epoch 27 training [time: 13.66s, train loss: 2019.3995]
Fri 20 Oct 2023 03:51:45 INFO epoch 27 evaluating [time: 2.04s, valid_score: 0.089400]
Fri 20 Oct 2023 03:51:45 INFO valid result:
hit@10 : 0.1397 hit@50 : 0.2418 ndcg@10 : 0.0894 ndcg@50 : 0.1112
Fri 20 Oct 2023 03:51:45 INFO Saving current: saved/MISSRec-Oct-20-2023_03-44-06.pth
Fri 20 Oct 2023 03:51:45 INFO Discovering multi-modal user interest before 28-th epoch
Fri 20 Oct 2023 03:51:45 INFO Finish multi-modal interest discovery before 28-th epoch
Fri 20 Oct 2023 03:51:59 INFO epoch 28 training [time: 13.66s, train loss: 2018.1122]
Fri 20 Oct 2023 03:52:01 INFO epoch 28 evaluating [time: 2.22s, valid_score: 0.089600]
Fri 20 Oct 2023 03:52:01 INFO valid result:
hit@10 : 0.1391 hit@50 : 0.2416 ndcg@10 : 0.0896 ndcg@50 : 0.1115
Fri 20 Oct 2023 03:52:01 INFO Saving current: saved/MISSRec-Oct-20-2023_03-44-06.pth
Fri 20 Oct 2023 03:52:01 INFO Discovering multi-modal user interest before 29-th epoch
Fri 20 Oct 2023 03:52:01 INFO Finish multi-modal interest discovery before 29-th epoch
Fri 20 Oct 2023 03:52:15 INFO epoch 29 training [time: 13.67s, train loss: 2017.3854]
Fri 20 Oct 2023 03:52:17 INFO epoch 29 evaluating [time: 2.02s, valid_score: 0.088900]
Fri 20 Oct 2023 03:52:17 INFO valid result:
hit@10 : 0.1382 hit@50 : 0.2423 ndcg@10 : 0.0889 ndcg@50 : 0.1111
Fri 20 Oct 2023 03:52:17 INFO Discovering multi-modal user interest before 30-th epoch
Fri 20 Oct 2023 03:52:17 INFO Finish multi-modal interest discovery before 30-th epoch
Fri 20 Oct 2023 03:52:31 INFO epoch 30 training [time: 13.70s, train loss: 2015.6674]
Fri 20 Oct 2023 03:52:33 INFO epoch 30 evaluating [time: 2.01s, valid_score: 0.088400]
Fri 20 Oct 2023 03:52:33 INFO valid result:
hit@10 : 0.1371 hit@50 : 0.2437 ndcg@10 : 0.0884 ndcg@50 : 0.1111
Fri 20 Oct 2023 03:52:33 INFO Discovering multi-modal user interest before 31-th epoch
Fri 20 Oct 2023 03:52:33 INFO Finish multi-modal interest discovery before 31-th epoch
Fri 20 Oct 2023 03:52:46 INFO epoch 31 training [time: 13.62s, train loss: 2014.8473]
Fri 20 Oct 2023 03:52:48 INFO epoch 31 evaluating [time: 2.00s, valid_score: 0.089000]
Fri 20 Oct 2023 03:52:48 INFO valid result:
hit@10 : 0.1385 hit@50 : 0.2435 ndcg@10 : 0.089 ndcg@50 : 0.1114
Fri 20 Oct 2023 03:52:48 INFO Discovering multi-modal user interest before 32-th epoch
Fri 20 Oct 2023 03:52:48 INFO Finish multi-modal interest discovery before 32-th epoch
Fri 20 Oct 2023 03:53:02 INFO epoch 32 training [time: 13.69s, train loss: 2013.6526]
Fri 20 Oct 2023 03:53:04 INFO epoch 32 evaluating [time: 2.10s, valid_score: 0.089000]
Fri 20 Oct 2023 03:53:04 INFO valid result:
hit@10 : 0.138 hit@50 : 0.2433 ndcg@10 : 0.089 ndcg@50 : 0.1114
Fri 20 Oct 2023 03:53:04 INFO Discovering multi-modal user interest before 33-th epoch
Fri 20 Oct 2023 03:53:04 INFO Finish multi-modal interest discovery before 33-th epoch
Fri 20 Oct 2023 03:53:18 INFO epoch 33 training [time: 13.87s, train loss: 2012.6746]
Fri 20 Oct 2023 03:53:20 INFO epoch 33 evaluating [time: 2.06s, valid_score: 0.089400]
Fri 20 Oct 2023 03:53:20 INFO valid result:
hit@10 : 0.1395 hit@50 : 0.2447 ndcg@10 : 0.0894 ndcg@50 : 0.1118
Fri 20 Oct 2023 03:53:20 INFO Discovering multi-modal user interest before 34-th epoch
Fri 20 Oct 2023 03:53:20 INFO Finish multi-modal interest discovery before 34-th epoch
Fri 20 Oct 2023 03:53:34 INFO epoch 34 training [time: 13.83s, train loss: 2011.3608]
Fri 20 Oct 2023 03:53:36 INFO epoch 34 evaluating [time: 2.02s, valid_score: 0.090200]
Fri 20 Oct 2023 03:53:36 INFO valid result:
hit@10 : 0.1415 hit@50 : 0.2446 ndcg@10 : 0.0902 ndcg@50 : 0.1122
Fri 20 Oct 2023 03:53:36 INFO Saving current: saved/MISSRec-Oct-20-2023_03-44-06.pth
Fri 20 Oct 2023 03:53:36 INFO Discovering multi-modal user interest before 35-th epoch
Fri 20 Oct 2023 03:53:36 INFO Finish multi-modal interest discovery before 35-th epoch
Fri 20 Oct 2023 03:53:50 INFO epoch 35 training [time: 13.67s, train loss: 2010.1284]
Fri 20 Oct 2023 03:53:52 INFO epoch 35 evaluating [time: 2.02s, valid_score: 0.089800]
Fri 20 Oct 2023 03:53:52 INFO valid result:
hit@10 : 0.1404 hit@50 : 0.2443 ndcg@10 : 0.0898 ndcg@50 : 0.1119
Fri 20 Oct 2023 03:53:52 INFO Discovering multi-modal user interest before 36-th epoch
Fri 20 Oct 2023 03:53:52 INFO Finish multi-modal interest discovery before 36-th epoch
Fri 20 Oct 2023 03:54:06 INFO epoch 36 training [time: 13.58s, train loss: 2009.3834]
Fri 20 Oct 2023 03:54:08 INFO epoch 36 evaluating [time: 2.02s, valid_score: 0.089500]
Fri 20 Oct 2023 03:54:08 INFO valid result:
hit@10 : 0.1401 hit@50 : 0.2454 ndcg@10 : 0.0895 ndcg@50 : 0.1119
Fri 20 Oct 2023 03:54:08 INFO Discovering multi-modal user interest before 37-th epoch
Fri 20 Oct 2023 03:54:08 INFO Finish multi-modal interest discovery before 37-th epoch
Fri 20 Oct 2023 03:54:21 INFO epoch 37 training [time: 13.75s, train loss: 2008.7586]
Fri 20 Oct 2023 03:54:23 INFO epoch 37 evaluating [time: 2.01s, valid_score: 0.090300]
Fri 20 Oct 2023 03:54:23 INFO valid result:
hit@10 : 0.141 hit@50 : 0.2457 ndcg@10 : 0.0903 ndcg@50 : 0.1125
Fri 20 Oct 2023 03:54:24 INFO Saving current: saved/MISSRec-Oct-20-2023_03-44-06.pth
Fri 20 Oct 2023 03:54:24 INFO Discovering multi-modal user interest before 38-th epoch
Fri 20 Oct 2023 03:54:24 INFO Finish multi-modal interest discovery before 38-th epoch
Fri 20 Oct 2023 03:54:37 INFO epoch 38 training [time: 13.58s, train loss: 2007.9226]
Fri 20 Oct 2023 03:54:39 INFO epoch 38 evaluating [time: 2.04s, valid_score: 0.090200]
Fri 20 Oct 2023 03:54:39 INFO valid result:
hit@10 : 0.141 hit@50 : 0.246 ndcg@10 : 0.0902 ndcg@50 : 0.1126
Fri 20 Oct 2023 03:54:39 INFO Discovering multi-modal user interest before 39-th epoch
Fri 20 Oct 2023 03:54:39 INFO Finish multi-modal interest discovery before 39-th epoch
Fri 20 Oct 2023 03:54:53 INFO epoch 39 training [time: 13.59s, train loss: 2007.2105]
Fri 20 Oct 2023 03:54:55 INFO epoch 39 evaluating [time: 2.00s, valid_score: 0.090400]
Fri 20 Oct 2023 03:54:55 INFO valid result:
hit@10 : 0.1409 hit@50 : 0.2467 ndcg@10 : 0.0904 ndcg@50 : 0.1129
Fri 20 Oct 2023 03:54:55 INFO Saving current: saved/MISSRec-Oct-20-2023_03-44-06.pth
Fri 20 Oct 2023 03:54:55 INFO Discovering multi-modal user interest before 40-th epoch
Fri 20 Oct 2023 03:54:55 INFO Finish multi-modal interest discovery before 40-th epoch
Fri 20 Oct 2023 03:55:09 INFO epoch 40 training [time: 13.62s, train loss: 2005.8109]
Fri 20 Oct 2023 03:55:11 INFO epoch 40 evaluating [time: 2.00s, valid_score: 0.089400]
Fri 20 Oct 2023 03:55:11 INFO valid result:
hit@10 : 0.1399 hit@50 : 0.2464 ndcg@10 : 0.0894 ndcg@50 : 0.1121
Fri 20 Oct 2023 03:55:11 INFO Discovering multi-modal user interest before 41-th epoch
Fri 20 Oct 2023 03:55:11 INFO Finish multi-modal interest discovery before 41-th epoch
Fri 20 Oct 2023 03:55:24 INFO epoch 41 training [time: 13.51s, train loss: 2005.0490]
Fri 20 Oct 2023 03:55:26 INFO epoch 41 evaluating [time: 2.12s, valid_score: 0.091100]
Fri 20 Oct 2023 03:55:26 INFO valid result:
hit@10 : 0.1421 hit@50 : 0.2465 ndcg@10 : 0.0911 ndcg@50 : 0.1134
Fri 20 Oct 2023 03:55:27 INFO Saving current: saved/MISSRec-Oct-20-2023_03-44-06.pth
Fri 20 Oct 2023 03:55:27 INFO Discovering multi-modal user interest before 42-th epoch
Fri 20 Oct 2023 03:55:27 INFO Finish multi-modal interest discovery before 42-th epoch
Fri 20 Oct 2023 03:55:41 INFO epoch 42 training [time: 13.90s, train loss: 2004.3345]
Fri 20 Oct 2023 03:55:43 INFO epoch 42 evaluating [time: 2.21s, valid_score: 0.090800]
Fri 20 Oct 2023 03:55:43 INFO valid result:
hit@10 : 0.1416 hit@50 : 0.2485 ndcg@10 : 0.0908 ndcg@50 : 0.1135
Fri 20 Oct 2023 03:55:43 INFO Discovering multi-modal user interest before 43-th epoch
Fri 20 Oct 2023 03:55:43 INFO Finish multi-modal interest discovery before 43-th epoch
Fri 20 Oct 2023 03:55:56 INFO epoch 43 training [time: 13.63s, train loss: 2002.6500]
Fri 20 Oct 2023 03:55:59 INFO epoch 43 evaluating [time: 2.07s, valid_score: 0.089800]
Fri 20 Oct 2023 03:55:59 INFO valid result:
hit@10 : 0.1395 hit@50 : 0.2479 ndcg@10 : 0.0898 ndcg@50 : 0.1129
Fri 20 Oct 2023 03:55:59 INFO Discovering multi-modal user interest before 44-th epoch
Fri 20 Oct 2023 03:55:59 INFO Finish multi-modal interest discovery before 44-th epoch
Fri 20 Oct 2023 03:56:12 INFO epoch 44 training [time: 13.57s, train loss: 2002.7732]
Fri 20 Oct 2023 03:56:14 INFO epoch 44 evaluating [time: 2.08s, valid_score: 0.089600]
Fri 20 Oct 2023 03:56:14 INFO valid result:
hit@10 : 0.1404 hit@50 : 0.2474 ndcg@10 : 0.0896 ndcg@50 : 0.1124
Fri 20 Oct 2023 03:56:14 INFO Discovering multi-modal user interest before 45-th epoch
Fri 20 Oct 2023 03:56:14 INFO Finish multi-modal interest discovery before 45-th epoch
Fri 20 Oct 2023 03:56:28 INFO epoch 45 training [time: 13.56s, train loss: 2002.4808]
Fri 20 Oct 2023 03:56:30 INFO epoch 45 evaluating [time: 2.02s, valid_score: 0.091300]
Fri 20 Oct 2023 03:56:30 INFO valid result:
hit@10 : 0.1426 hit@50 : 0.2491 ndcg@10 : 0.0913 ndcg@50 : 0.114
Fri 20 Oct 2023 03:56:30 INFO Saving current: saved/MISSRec-Oct-20-2023_03-44-06.pth
Fri 20 Oct 2023 03:56:30 INFO Discovering multi-modal user interest before 46-th epoch
Fri 20 Oct 2023 03:56:30 INFO Finish multi-modal interest discovery before 46-th epoch
Fri 20 Oct 2023 03:56:44 INFO epoch 46 training [time: 13.55s, train loss: 2001.7345]
Fri 20 Oct 2023 03:56:46 INFO epoch 46 evaluating [time: 2.20s, valid_score: 0.091400]
Fri 20 Oct 2023 03:56:46 INFO valid result:
hit@10 : 0.1428 hit@50 : 0.2468 ndcg@10 : 0.0914 ndcg@50 : 0.1135
Fri 20 Oct 2023 03:56:46 INFO Saving current: saved/MISSRec-Oct-20-2023_03-44-06.pth
Fri 20 Oct 2023 03:56:46 INFO Discovering multi-modal user interest before 47-th epoch
Fri 20 Oct 2023 03:56:46 INFO Finish multi-modal interest discovery before 47-th epoch
Fri 20 Oct 2023 03:57:00 INFO epoch 47 training [time: 13.59s, train loss: 2000.5126]
Fri 20 Oct 2023 03:57:02 INFO epoch 47 evaluating [time: 2.04s, valid_score: 0.090800]
Fri 20 Oct 2023 03:57:02 INFO valid result:
hit@10 : 0.1421 hit@50 : 0.2499 ndcg@10 : 0.0908 ndcg@50 : 0.1137
Fri 20 Oct 2023 03:57:02 INFO Discovering multi-modal user interest before 48-th epoch
Fri 20 Oct 2023 03:57:02 INFO Finish multi-modal interest discovery before 48-th epoch
Fri 20 Oct 2023 03:57:15 INFO epoch 48 training [time: 13.49s, train loss: 1999.7349]
Fri 20 Oct 2023 03:57:17 INFO epoch 48 evaluating [time: 2.05s, valid_score: 0.091200]
Fri 20 Oct 2023 03:57:17 INFO valid result:
hit@10 : 0.1425 hit@50 : 0.2492 ndcg@10 : 0.0912 ndcg@50 : 0.1139
Fri 20 Oct 2023 03:57:17 INFO Discovering multi-modal user interest before 49-th epoch
Fri 20 Oct 2023 03:57:17 INFO Finish multi-modal interest discovery before 49-th epoch
Fri 20 Oct 2023 03:57:31 INFO epoch 49 training [time: 13.60s, train loss: 1998.5336]
Fri 20 Oct 2023 03:57:33 INFO epoch 49 evaluating [time: 2.01s, valid_score: 0.092300]
Fri 20 Oct 2023 03:57:33 INFO valid result:
hit@10 : 0.1435 hit@50 : 0.2499 ndcg@10 : 0.0923 ndcg@50 : 0.1149
Fri 20 Oct 2023 03:57:33 INFO Saving current: saved/MISSRec-Oct-20-2023_03-44-06.pth
Fri 20 Oct 2023 03:57:33 INFO Discovering multi-modal user interest before 50-th epoch
Fri 20 Oct 2023 03:57:33 INFO Finish multi-modal interest discovery before 50-th epoch
Fri 20 Oct 2023 03:57:47 INFO epoch 50 training [time: 13.51s, train loss: 1998.7170]
Fri 20 Oct 2023 03:57:49 INFO epoch 50 evaluating [time: 1.98s, valid_score: 0.090700]
Fri 20 Oct 2023 03:57:49 INFO valid result:
hit@10 : 0.1421 hit@50 : 0.2485 ndcg@10 : 0.0907 ndcg@50 : 0.1134
Fri 20 Oct 2023 03:57:49 INFO Discovering multi-modal user interest before 51-th epoch
Fri 20 Oct 2023 03:57:49 INFO Finish multi-modal interest discovery before 51-th epoch
Fri 20 Oct 2023 03:58:02 INFO epoch 51 training [time: 13.73s, train loss: 1997.6191]
Fri 20 Oct 2023 03:58:04 INFO epoch 51 evaluating [time: 2.01s, valid_score: 0.091500]
Fri 20 Oct 2023 03:58:04 INFO valid result:
hit@10 : 0.1433 hit@50 : 0.2488 ndcg@10 : 0.0915 ndcg@50 : 0.114
Fri 20 Oct 2023 03:58:04 INFO Discovering multi-modal user interest before 52-th epoch
Fri 20 Oct 2023 03:58:04 INFO Finish multi-modal interest discovery before 52-th epoch
Fri 20 Oct 2023 03:58:18 INFO epoch 52 training [time: 13.50s, train loss: 1996.8526]
Fri 20 Oct 2023 03:58:20 INFO epoch 52 evaluating [time: 2.00s, valid_score: 0.091500]
Fri 20 Oct 2023 03:58:20 INFO valid result:
hit@10 : 0.1433 hit@50 : 0.2505 ndcg@10 : 0.0915 ndcg@50 : 0.1143
Fri 20 Oct 2023 03:58:20 INFO Discovering multi-modal user interest before 53-th epoch
Fri 20 Oct 2023 03:58:20 INFO Finish multi-modal interest discovery before 53-th epoch
Fri 20 Oct 2023 03:58:33 INFO epoch 53 training [time: 13.55s, train loss: 1996.7263]
Fri 20 Oct 2023 03:58:36 INFO epoch 53 evaluating [time: 2.08s, valid_score: 0.092100]
Fri 20 Oct 2023 03:58:36 INFO valid result:
hit@10 : 0.143 hit@50 : 0.2509 ndcg@10 : 0.0921 ndcg@50 : 0.1152
Fri 20 Oct 2023 03:58:36 INFO Discovering multi-modal user interest before 54-th epoch
Fri 20 Oct 2023 03:58:36 INFO Finish multi-modal interest discovery before 54-th epoch
Fri 20 Oct 2023 03:58:49 INFO epoch 54 training [time: 13.44s, train loss: 1995.7573]
Fri 20 Oct 2023 03:58:51 INFO epoch 54 evaluating [time: 1.97s, valid_score: 0.091100]
Fri 20 Oct 2023 03:58:51 INFO valid result:
hit@10 : 0.1418 hit@50 : 0.2502 ndcg@10 : 0.0911 ndcg@50 : 0.1143
Fri 20 Oct 2023 03:58:51 INFO Discovering multi-modal user interest before 55-th epoch
Fri 20 Oct 2023 03:58:51 INFO Finish multi-modal interest discovery before 55-th epoch
Fri 20 Oct 2023 03:59:05 INFO epoch 55 training [time: 13.75s, train loss: 1994.7212]
Fri 20 Oct 2023 03:59:07 INFO epoch 55 evaluating [time: 2.03s, valid_score: 0.091800]
Fri 20 Oct 2023 03:59:07 INFO valid result:
hit@10 : 0.1427 hit@50 : 0.2508 ndcg@10 : 0.0918 ndcg@50 : 0.1148
Fri 20 Oct 2023 03:59:07 INFO Discovering multi-modal user interest before 56-th epoch
Fri 20 Oct 2023 03:59:07 INFO Finish multi-modal interest discovery before 56-th epoch
Fri 20 Oct 2023 03:59:20 INFO epoch 56 training [time: 13.49s, train loss: 1994.1052]
Fri 20 Oct 2023 03:59:22 INFO epoch 56 evaluating [time: 2.01s, valid_score: 0.091300]
Fri 20 Oct 2023 03:59:22 INFO valid result:
hit@10 : 0.1433 hit@50 : 0.25 ndcg@10 : 0.0913 ndcg@50 : 0.114
Fri 20 Oct 2023 03:59:22 INFO Discovering multi-modal user interest before 57-th epoch
Fri 20 Oct 2023 03:59:22 INFO Finish multi-modal interest discovery before 57-th epoch
Fri 20 Oct 2023 03:59:36 INFO epoch 57 training [time: 13.71s, train loss: 1994.4362]
Fri 20 Oct 2023 03:59:38 INFO epoch 57 evaluating [time: 2.12s, valid_score: 0.091700]
Fri 20 Oct 2023 03:59:38 INFO valid result:
hit@10 : 0.144 hit@50 : 0.2503 ndcg@10 : 0.0917 ndcg@50 : 0.1144
Fri 20 Oct 2023 03:59:38 INFO Discovering multi-modal user interest before 58-th epoch
Fri 20 Oct 2023 03:59:38 INFO Finish multi-modal interest discovery before 58-th epoch
Fri 20 Oct 2023 03:59:52 INFO epoch 58 training [time: 13.59s, train loss: 1993.4079]
Fri 20 Oct 2023 03:59:54 INFO epoch 58 evaluating [time: 2.11s, valid_score: 0.091800]
Fri 20 Oct 2023 03:59:54 INFO valid result:
hit@10 : 0.143 hit@50 : 0.25 ndcg@10 : 0.0918 ndcg@50 : 0.1146
Fri 20 Oct 2023 03:59:54 INFO Discovering multi-modal user interest before 59-th epoch
Fri 20 Oct 2023 03:59:54 INFO Finish multi-modal interest discovery before 59-th epoch
Fri 20 Oct 2023 04:00:07 INFO epoch 59 training [time: 13.47s, train loss: 1993.4404]
Fri 20 Oct 2023 04:00:09 INFO epoch 59 evaluating [time: 1.99s, valid_score: 0.092600]
Fri 20 Oct 2023 04:00:09 INFO valid result:
hit@10 : 0.1447 hit@50 : 0.2519 ndcg@10 : 0.0926 ndcg@50 : 0.1154
Fri 20 Oct 2023 04:00:10 INFO Saving current: saved/MISSRec-Oct-20-2023_03-44-06.pth
Fri 20 Oct 2023 04:00:10 INFO Discovering multi-modal user interest before 60-th epoch
Fri 20 Oct 2023 04:00:10 INFO Finish multi-modal interest discovery before 60-th epoch
Fri 20 Oct 2023 04:00:23 INFO epoch 60 training [time: 13.72s, train loss: 1991.7571]
Fri 20 Oct 2023 04:00:25 INFO epoch 60 evaluating [time: 2.00s, valid_score: 0.092100]
Fri 20 Oct 2023 04:00:25 INFO valid result:
hit@10 : 0.1435 hit@50 : 0.2511 ndcg@10 : 0.0921 ndcg@50 : 0.115
Fri 20 Oct 2023 04:00:25 INFO Discovering multi-modal user interest before 61-th epoch
Fri 20 Oct 2023 04:00:25 INFO Finish multi-modal interest discovery before 61-th epoch
Fri 20 Oct 2023 04:00:39 INFO epoch 61 training [time: 13.51s, train loss: 1991.2048]
Fri 20 Oct 2023 04:00:41 INFO epoch 61 evaluating [time: 1.97s, valid_score: 0.092200]
Fri 20 Oct 2023 04:00:41 INFO valid result:
hit@10 : 0.1432 hit@50 : 0.2495 ndcg@10 : 0.0922 ndcg@50 : 0.1148
Fri 20 Oct 2023 04:00:41 INFO Discovering multi-modal user interest before 62-th epoch
Fri 20 Oct 2023 04:00:41 INFO Finish multi-modal interest discovery before 62-th epoch
Fri 20 Oct 2023 04:00:54 INFO epoch 62 training [time: 13.48s, train loss: 1991.5426]
Fri 20 Oct 2023 04:00:56 INFO epoch 62 evaluating [time: 2.07s, valid_score: 0.091900]
Fri 20 Oct 2023 04:00:56 INFO valid result:
hit@10 : 0.1428 hit@50 : 0.2512 ndcg@10 : 0.0919 ndcg@50 : 0.115
Fri 20 Oct 2023 04:00:56 INFO Discovering multi-modal user interest before 63-th epoch
Fri 20 Oct 2023 04:00:56 INFO Finish multi-modal interest discovery before 63-th epoch
Fri 20 Oct 2023 04:01:10 INFO epoch 63 training [time: 13.46s, train loss: 1990.4465]
Fri 20 Oct 2023 04:01:12 INFO epoch 63 evaluating [time: 2.04s, valid_score: 0.091500]
Fri 20 Oct 2023 04:01:12 INFO valid result:
hit@10 : 0.1429 hit@50 : 0.251 ndcg@10 : 0.0915 ndcg@50 : 0.1146
Fri 20 Oct 2023 04:01:12 INFO Discovering multi-modal user interest before 64-th epoch
Fri 20 Oct 2023 04:01:12 INFO Finish multi-modal interest discovery before 64-th epoch
Fri 20 Oct 2023 04:01:25 INFO epoch 64 training [time: 13.63s, train loss: 1989.8608]
Fri 20 Oct 2023 04:01:27 INFO epoch 64 evaluating [time: 1.97s, valid_score: 0.092200]
Fri 20 Oct 2023 04:01:27 INFO valid result:
hit@10 : 0.143 hit@50 : 0.2516 ndcg@10 : 0.0922 ndcg@50 : 0.1154
Fri 20 Oct 2023 04:01:27 INFO Discovering multi-modal user interest before 65-th epoch
Fri 20 Oct 2023 04:01:27 INFO Finish multi-modal interest discovery before 65-th epoch
Fri 20 Oct 2023 04:01:41 INFO epoch 65 training [time: 13.50s, train loss: 1989.8315]
Fri 20 Oct 2023 04:01:43 INFO epoch 65 evaluating [time: 2.06s, valid_score: 0.092000]
Fri 20 Oct 2023 04:01:43 INFO valid result:
hit@10 : 0.1436 hit@50 : 0.2526 ndcg@10 : 0.092 ndcg@50 : 0.1152
Fri 20 Oct 2023 04:01:43 INFO Discovering multi-modal user interest before 66-th epoch
Fri 20 Oct 2023 04:01:43 INFO Finish multi-modal interest discovery before 66-th epoch
Fri 20 Oct 2023 04:01:56 INFO epoch 66 training [time: 13.38s, train loss: 1988.8930]
Fri 20 Oct 2023 04:01:58 INFO epoch 66 evaluating [time: 1.98s, valid_score: 0.092600]
Fri 20 Oct 2023 04:01:58 INFO valid result:
hit@10 : 0.1441 hit@50 : 0.2527 ndcg@10 : 0.0926 ndcg@50 : 0.1157
Fri 20 Oct 2023 04:01:59 INFO Saving current: saved/MISSRec-Oct-20-2023_03-44-06.pth
Fri 20 Oct 2023 04:01:59 INFO Discovering multi-modal user interest before 67-th epoch
Fri 20 Oct 2023 04:01:59 INFO Finish multi-modal interest discovery before 67-th epoch
Fri 20 Oct 2023 04:02:12 INFO epoch 67 training [time: 13.51s, train loss: 1988.7306]
Fri 20 Oct 2023 04:02:14 INFO epoch 67 evaluating [time: 2.02s, valid_score: 0.092300]
Fri 20 Oct 2023 04:02:14 INFO valid result:
hit@10 : 0.1445 hit@50 : 0.252 ndcg@10 : 0.0923 ndcg@50 : 0.1153
Fri 20 Oct 2023 04:02:14 INFO Discovering multi-modal user interest before 68-th epoch
Fri 20 Oct 2023 04:02:14 INFO Finish multi-modal interest discovery before 68-th epoch
Fri 20 Oct 2023 04:02:27 INFO epoch 68 training [time: 13.35s, train loss: 1988.4301]
Fri 20 Oct 2023 04:02:30 INFO epoch 68 evaluating [time: 2.07s, valid_score: 0.092000]
Fri 20 Oct 2023 04:02:30 INFO valid result:
hit@10 : 0.1435 hit@50 : 0.2523 ndcg@10 : 0.092 ndcg@50 : 0.1151
Fri 20 Oct 2023 04:02:30 INFO Discovering multi-modal user interest before 69-th epoch
Fri 20 Oct 2023 04:02:30 INFO Finish multi-modal interest discovery before 69-th epoch
Fri 20 Oct 2023 04:02:43 INFO epoch 69 training [time: 13.65s, train loss: 1987.7890]
Fri 20 Oct 2023 04:02:45 INFO epoch 69 evaluating [time: 1.98s, valid_score: 0.092000]
Fri 20 Oct 2023 04:02:45 INFO valid result:
hit@10 : 0.1438 hit@50 : 0.2507 ndcg@10 : 0.092 ndcg@50 : 0.1149
Fri 20 Oct 2023 04:02:45 INFO Discovering multi-modal user interest before 70-th epoch
Fri 20 Oct 2023 04:02:45 INFO Finish multi-modal interest discovery before 70-th epoch
Fri 20 Oct 2023 04:02:59 INFO epoch 70 training [time: 13.41s, train loss: 1987.0253]
Fri 20 Oct 2023 04:03:01 INFO epoch 70 evaluating [time: 1.98s, valid_score: 0.092600]
Fri 20 Oct 2023 04:03:01 INFO valid result:
hit@10 : 0.1438 hit@50 : 0.2511 ndcg@10 : 0.0926 ndcg@50 : 0.1155
Fri 20 Oct 2023 04:03:01 INFO Saving current: saved/MISSRec-Oct-20-2023_03-44-06.pth
Fri 20 Oct 2023 04:03:01 INFO Discovering multi-modal user interest before 71-th epoch
Fri 20 Oct 2023 04:03:01 INFO Finish multi-modal interest discovery before 71-th epoch
Fri 20 Oct 2023 04:03:14 INFO epoch 71 training [time: 13.40s, train loss: 1986.9496]
Fri 20 Oct 2023 04:03:16 INFO epoch 71 evaluating [time: 1.98s, valid_score: 0.092100]
Fri 20 Oct 2023 04:03:16 INFO valid result:
hit@10 : 0.144 hit@50 : 0.2527 ndcg@10 : 0.0921 ndcg@50 : 0.1152
Fri 20 Oct 2023 04:03:16 INFO Discovering multi-modal user interest before 72-th epoch
Fri 20 Oct 2023 04:03:16 INFO Finish multi-modal interest discovery before 72-th epoch
Fri 20 Oct 2023 04:03:30 INFO epoch 72 training [time: 13.46s, train loss: 1985.8546]
Fri 20 Oct 2023 04:03:32 INFO epoch 72 evaluating [time: 2.10s, valid_score: 0.092300]
Fri 20 Oct 2023 04:03:32 INFO valid result:
hit@10 : 0.1437 hit@50 : 0.2527 ndcg@10 : 0.0923 ndcg@50 : 0.1156
Fri 20 Oct 2023 04:03:32 INFO Discovering multi-modal user interest before 73-th epoch
Fri 20 Oct 2023 04:03:32 INFO Finish multi-modal interest discovery before 73-th epoch
Fri 20 Oct 2023 04:03:45 INFO epoch 73 training [time: 13.63s, train loss: 1985.7910]
Fri 20 Oct 2023 04:03:47 INFO epoch 73 evaluating [time: 1.99s, valid_score: 0.092100]
Fri 20 Oct 2023 04:03:47 INFO valid result:
hit@10 : 0.1435 hit@50 : 0.2526 ndcg@10 : 0.0921 ndcg@50 : 0.1154
Fri 20 Oct 2023 04:03:47 INFO Discovering multi-modal user interest before 74-th epoch
Fri 20 Oct 2023 04:03:47 INFO Finish multi-modal interest discovery before 74-th epoch
Fri 20 Oct 2023 04:04:01 INFO epoch 74 training [time: 13.43s, train loss: 1985.8928]
Fri 20 Oct 2023 04:04:03 INFO epoch 74 evaluating [time: 1.98s, valid_score: 0.092600]
Fri 20 Oct 2023 04:04:03 INFO valid result:
hit@10 : 0.145 hit@50 : 0.2534 ndcg@10 : 0.0926 ndcg@50 : 0.1157
Fri 20 Oct 2023 04:04:03 INFO Saving current: saved/MISSRec-Oct-20-2023_03-44-06.pth
Fri 20 Oct 2023 04:04:03 INFO Discovering multi-modal user interest before 75-th epoch
Fri 20 Oct 2023 04:04:03 INFO Finish multi-modal interest discovery before 75-th epoch
Fri 20 Oct 2023 04:04:17 INFO epoch 75 training [time: 13.47s, train loss: 1984.1995]
Fri 20 Oct 2023 04:04:19 INFO epoch 75 evaluating [time: 1.99s, valid_score: 0.092100]
Fri 20 Oct 2023 04:04:19 INFO valid result:
hit@10 : 0.1436 hit@50 : 0.2537 ndcg@10 : 0.0921 ndcg@50 : 0.1156
Fri 20 Oct 2023 04:04:19 INFO Discovering multi-modal user interest before 76-th epoch
Fri 20 Oct 2023 04:04:19 INFO Finish multi-modal interest discovery before 76-th epoch
Fri 20 Oct 2023 04:04:32 INFO epoch 76 training [time: 13.42s, train loss: 1984.0960]
Fri 20 Oct 2023 04:04:34 INFO epoch 76 evaluating [time: 2.02s, valid_score: 0.092600]
Fri 20 Oct 2023 04:04:34 INFO valid result:
hit@10 : 0.1441 hit@50 : 0.2523 ndcg@10 : 0.0926 ndcg@50 : 0.1157
Fri 20 Oct 2023 04:04:34 INFO Saving current: saved/MISSRec-Oct-20-2023_03-44-06.pth
Fri 20 Oct 2023 04:04:34 INFO Discovering multi-modal user interest before 77-th epoch
Fri 20 Oct 2023 04:04:34 INFO Finish multi-modal interest discovery before 77-th epoch
Fri 20 Oct 2023 04:04:48 INFO epoch 77 training [time: 13.43s, train loss: 1984.4636]
Fri 20 Oct 2023 04:04:50 INFO epoch 77 evaluating [time: 2.22s, valid_score: 0.092700]
Fri 20 Oct 2023 04:04:50 INFO valid result:
hit@10 : 0.1443 hit@50 : 0.2535 ndcg@10 : 0.0927 ndcg@50 : 0.116
Fri 20 Oct 2023 04:04:50 INFO Saving current: saved/MISSRec-Oct-20-2023_03-44-06.pth
Fri 20 Oct 2023 04:04:50 INFO Discovering multi-modal user interest before 78-th epoch
Fri 20 Oct 2023 04:04:50 INFO Finish multi-modal interest discovery before 78-th epoch
Fri 20 Oct 2023 04:05:04 INFO epoch 78 training [time: 13.38s, train loss: 1983.5350]
Fri 20 Oct 2023 04:05:06 INFO epoch 78 evaluating [time: 1.98s, valid_score: 0.093100]
Fri 20 Oct 2023 04:05:06 INFO valid result:
hit@10 : 0.145 hit@50 : 0.2542 ndcg@10 : 0.0931 ndcg@50 : 0.1164
Fri 20 Oct 2023 04:05:06 INFO Saving current: saved/MISSRec-Oct-20-2023_03-44-06.pth
Fri 20 Oct 2023 04:05:06 INFO Discovering multi-modal user interest before 79-th epoch
Fri 20 Oct 2023 04:05:06 INFO Finish multi-modal interest discovery before 79-th epoch
Fri 20 Oct 2023 04:05:20 INFO epoch 79 training [time: 13.67s, train loss: 1984.0149]
Fri 20 Oct 2023 04:05:22 INFO epoch 79 evaluating [time: 1.99s, valid_score: 0.092400]
Fri 20 Oct 2023 04:05:22 INFO valid result:
hit@10 : 0.1444 hit@50 : 0.2531 ndcg@10 : 0.0924 ndcg@50 : 0.1156
Fri 20 Oct 2023 04:05:22 INFO Discovering multi-modal user interest before 80-th epoch
Fri 20 Oct 2023 04:05:22 INFO Finish multi-modal interest discovery before 80-th epoch
Fri 20 Oct 2023 04:05:35 INFO epoch 80 training [time: 13.36s, train loss: 1982.6006]
Fri 20 Oct 2023 04:05:37 INFO epoch 80 evaluating [time: 1.99s, valid_score: 0.092500]
Fri 20 Oct 2023 04:05:37 INFO valid result:
hit@10 : 0.1439 hit@50 : 0.2551 ndcg@10 : 0.0925 ndcg@50 : 0.1162
Fri 20 Oct 2023 04:05:37 INFO Discovering multi-modal user interest before 81-th epoch
Fri 20 Oct 2023 04:05:37 INFO Finish multi-modal interest discovery before 81-th epoch
Fri 20 Oct 2023 04:05:50 INFO epoch 81 training [time: 13.41s, train loss: 1982.0989]
Fri 20 Oct 2023 04:05:52 INFO epoch 81 evaluating [time: 1.98s, valid_score: 0.092400]
Fri 20 Oct 2023 04:05:52 INFO valid result:
hit@10 : 0.144 hit@50 : 0.2542 ndcg@10 : 0.0924 ndcg@50 : 0.1158
Fri 20 Oct 2023 04:05:52 INFO Discovering multi-modal user interest before 82-th epoch
Fri 20 Oct 2023 04:05:52 INFO Finish multi-modal interest discovery before 82-th epoch
Fri 20 Oct 2023 04:06:06 INFO epoch 82 training [time: 13.63s, train loss: 1982.0411]
Fri 20 Oct 2023 04:06:08 INFO epoch 82 evaluating [time: 2.03s, valid_score: 0.093200]
Fri 20 Oct 2023 04:06:08 INFO valid result:
hit@10 : 0.1454 hit@50 : 0.2544 ndcg@10 : 0.0932 ndcg@50 : 0.1164
Fri 20 Oct 2023 04:06:08 INFO Saving current: saved/MISSRec-Oct-20-2023_03-44-06.pth
Fri 20 Oct 2023 04:06:08 INFO Discovering multi-modal user interest before 83-th epoch
Fri 20 Oct 2023 04:06:08 INFO Finish multi-modal interest discovery before 83-th epoch
Fri 20 Oct 2023 04:06:22 INFO epoch 83 training [time: 13.47s, train loss: 1981.2909]
Fri 20 Oct 2023 04:06:24 INFO epoch 83 evaluating [time: 2.04s, valid_score: 0.093300]
Fri 20 Oct 2023 04:06:24 INFO valid result:
hit@10 : 0.145 hit@50 : 0.2539 ndcg@10 : 0.0933 ndcg@50 : 0.1165
Fri 20 Oct 2023 04:06:24 INFO Saving current: saved/MISSRec-Oct-20-2023_03-44-06.pth
Fri 20 Oct 2023 04:06:24 INFO Discovering multi-modal user interest before 84-th epoch
Fri 20 Oct 2023 04:06:24 INFO Finish multi-modal interest discovery before 84-th epoch
Fri 20 Oct 2023 04:06:38 INFO epoch 84 training [time: 13.66s, train loss: 1981.2983]
Fri 20 Oct 2023 04:06:40 INFO epoch 84 evaluating [time: 2.01s, valid_score: 0.092100]
Fri 20 Oct 2023 04:06:40 INFO valid result:
hit@10 : 0.1443 hit@50 : 0.2535 ndcg@10 : 0.0921 ndcg@50 : 0.1153
Fri 20 Oct 2023 04:06:40 INFO Discovering multi-modal user interest before 85-th epoch
Fri 20 Oct 2023 04:06:40 INFO Finish multi-modal interest discovery before 85-th epoch
Fri 20 Oct 2023 04:06:53 INFO epoch 85 training [time: 13.36s, train loss: 1981.4915]
Fri 20 Oct 2023 04:06:55 INFO epoch 85 evaluating [time: 2.08s, valid_score: 0.092500]
Fri 20 Oct 2023 04:06:55 INFO valid result:
hit@10 : 0.1445 hit@50 : 0.2539 ndcg@10 : 0.0925 ndcg@50 : 0.1158
Fri 20 Oct 2023 04:06:55 INFO Discovering multi-modal user interest before 86-th epoch
Fri 20 Oct 2023 04:06:55 INFO Finish multi-modal interest discovery before 86-th epoch
Fri 20 Oct 2023 04:07:09 INFO epoch 86 training [time: 13.46s, train loss: 1980.5543]
Fri 20 Oct 2023 04:07:11 INFO epoch 86 evaluating [time: 2.33s, valid_score: 0.092200]
Fri 20 Oct 2023 04:07:11 INFO valid result:
hit@10 : 0.1447 hit@50 : 0.254 ndcg@10 : 0.0922 ndcg@50 : 0.1154
Fri 20 Oct 2023 04:07:11 INFO Discovering multi-modal user interest before 87-th epoch
Fri 20 Oct 2023 04:07:11 INFO Finish multi-modal interest discovery before 87-th epoch
Fri 20 Oct 2023 04:07:25 INFO epoch 87 training [time: 13.46s, train loss: 1980.5507]
Fri 20 Oct 2023 04:07:27 INFO epoch 87 evaluating [time: 2.10s, valid_score: 0.093300]
Fri 20 Oct 2023 04:07:27 INFO valid result:
hit@10 : 0.1443 hit@50 : 0.2557 ndcg@10 : 0.0933 ndcg@50 : 0.1171
Fri 20 Oct 2023 04:07:27 INFO Saving current: saved/MISSRec-Oct-20-2023_03-44-06.pth
Fri 20 Oct 2023 04:07:27 INFO Discovering multi-modal user interest before 88-th epoch
Fri 20 Oct 2023 04:07:27 INFO Finish multi-modal interest discovery before 88-th epoch
Fri 20 Oct 2023 04:07:40 INFO epoch 88 training [time: 13.43s, train loss: 1979.5049]
Fri 20 Oct 2023 04:07:43 INFO epoch 88 evaluating [time: 2.05s, valid_score: 0.092600]
Fri 20 Oct 2023 04:07:43 INFO valid result:
hit@10 : 0.1442 hit@50 : 0.255 ndcg@10 : 0.0926 ndcg@50 : 0.1162
Fri 20 Oct 2023 04:07:43 INFO Discovering multi-modal user interest before 89-th epoch
Fri 20 Oct 2023 04:07:43 INFO Finish multi-modal interest discovery before 89-th epoch
Fri 20 Oct 2023 04:07:56 INFO epoch 89 training [time: 13.44s, train loss: 1979.3718]
Fri 20 Oct 2023 04:07:58 INFO epoch 89 evaluating [time: 1.98s, valid_score: 0.093000]
Fri 20 Oct 2023 04:07:58 INFO valid result:
hit@10 : 0.1455 hit@50 : 0.2548 ndcg@10 : 0.093 ndcg@50 : 0.1163
Fri 20 Oct 2023 04:07:58 INFO Discovering multi-modal user interest before 90-th epoch
Fri 20 Oct 2023 04:07:58 INFO Finish multi-modal interest discovery before 90-th epoch
Fri 20 Oct 2023 04:08:11 INFO epoch 90 training [time: 13.33s, train loss: 1979.3983]
Fri 20 Oct 2023 04:08:13 INFO epoch 90 evaluating [time: 1.98s, valid_score: 0.092400]
Fri 20 Oct 2023 04:08:13 INFO valid result:
hit@10 : 0.1449 hit@50 : 0.2547 ndcg@10 : 0.0924 ndcg@50 : 0.1159
Fri 20 Oct 2023 04:08:13 INFO Discovering multi-modal user interest before 91-th epoch
Fri 20 Oct 2023 04:08:13 INFO Finish multi-modal interest discovery before 91-th epoch
Fri 20 Oct 2023 04:08:27 INFO epoch 91 training [time: 13.58s, train loss: 1978.7917]
Fri 20 Oct 2023 04:08:29 INFO epoch 91 evaluating [time: 1.96s, valid_score: 0.092700]
Fri 20 Oct 2023 04:08:29 INFO valid result:
hit@10 : 0.1448 hit@50 : 0.254 ndcg@10 : 0.0927 ndcg@50 : 0.116
Fri 20 Oct 2023 04:08:29 INFO Discovering multi-modal user interest before 92-th epoch
Fri 20 Oct 2023 04:08:29 INFO Finish multi-modal interest discovery before 92-th epoch
Fri 20 Oct 2023 04:08:42 INFO epoch 92 training [time: 13.40s, train loss: 1978.1451]
Fri 20 Oct 2023 04:08:44 INFO epoch 92 evaluating [time: 2.07s, valid_score: 0.092800]
Fri 20 Oct 2023 04:08:44 INFO valid result:
hit@10 : 0.1455 hit@50 : 0.2548 ndcg@10 : 0.0928 ndcg@50 : 0.1162
Fri 20 Oct 2023 04:08:44 INFO Discovering multi-modal user interest before 93-th epoch
Fri 20 Oct 2023 04:08:44 INFO Finish multi-modal interest discovery before 93-th epoch
Fri 20 Oct 2023 04:08:58 INFO epoch 93 training [time: 13.38s, train loss: 1978.1986]
Fri 20 Oct 2023 04:09:00 INFO epoch 93 evaluating [time: 1.95s, valid_score: 0.092800]
Fri 20 Oct 2023 04:09:00 INFO valid result:
hit@10 : 0.144 hit@50 : 0.2543 ndcg@10 : 0.0928 ndcg@50 : 0.1163
Fri 20 Oct 2023 04:09:00 INFO Discovering multi-modal user interest before 94-th epoch
Fri 20 Oct 2023 04:09:00 INFO Finish multi-modal interest discovery before 94-th epoch
Fri 20 Oct 2023 04:09:13 INFO epoch 94 training [time: 13.36s, train loss: 1978.4193]
Fri 20 Oct 2023 04:09:15 INFO epoch 94 evaluating [time: 1.97s, valid_score: 0.093100]
Fri 20 Oct 2023 04:09:15 INFO valid result:
hit@10 : 0.1451 hit@50 : 0.2543 ndcg@10 : 0.0931 ndcg@50 : 0.1164
Fri 20 Oct 2023 04:09:15 INFO Discovering multi-modal user interest before 95-th epoch
Fri 20 Oct 2023 04:09:15 INFO Finish multi-modal interest discovery before 95-th epoch
Fri 20 Oct 2023 04:09:28 INFO epoch 95 training [time: 13.41s, train loss: 1977.8253]
Fri 20 Oct 2023 04:09:30 INFO epoch 95 evaluating [time: 2.16s, valid_score: 0.092100]
Fri 20 Oct 2023 04:09:30 INFO valid result:
hit@10 : 0.143 hit@50 : 0.2545 ndcg@10 : 0.0921 ndcg@50 : 0.1159
Fri 20 Oct 2023 04:09:30 INFO Discovering multi-modal user interest before 96-th epoch
Fri 20 Oct 2023 04:09:31 INFO Finish multi-modal interest discovery before 96-th epoch
Fri 20 Oct 2023 04:09:44 INFO epoch 96 training [time: 13.42s, train loss: 1977.6382]
Fri 20 Oct 2023 04:09:46 INFO epoch 96 evaluating [time: 2.11s, valid_score: 0.092700]
Fri 20 Oct 2023 04:09:46 INFO valid result:
hit@10 : 0.1452 hit@50 : 0.2548 ndcg@10 : 0.0927 ndcg@50 : 0.1161
Fri 20 Oct 2023 04:09:46 INFO Discovering multi-modal user interest before 97-th epoch
Fri 20 Oct 2023 04:09:46 INFO Finish multi-modal interest discovery before 97-th epoch
Fri 20 Oct 2023 04:09:59 INFO epoch 97 training [time: 13.29s, train loss: 1976.9014]
Fri 20 Oct 2023 04:10:01 INFO epoch 97 evaluating [time: 2.01s, valid_score: 0.093000]
Fri 20 Oct 2023 04:10:01 INFO valid result:
hit@10 : 0.1445 hit@50 : 0.2546 ndcg@10 : 0.093 ndcg@50 : 0.1165
Fri 20 Oct 2023 04:10:01 INFO Discovering multi-modal user interest before 98-th epoch
Fri 20 Oct 2023 04:10:01 INFO Finish multi-modal interest discovery before 98-th epoch
Fri 20 Oct 2023 04:10:15 INFO epoch 98 training [time: 13.39s, train loss: 1976.6060]
Fri 20 Oct 2023 04:10:17 INFO epoch 98 evaluating [time: 2.23s, valid_score: 0.092400]
Fri 20 Oct 2023 04:10:17 INFO valid result:
hit@10 : 0.1444 hit@50 : 0.2538 ndcg@10 : 0.0924 ndcg@50 : 0.1158
Fri 20 Oct 2023 04:10:17 INFO Finished training, best eval result in epoch 87
Fri 20 Oct 2023 04:10:17 INFO Loading model structure and parameters from saved/MISSRec-Oct-20-2023_03-44-06.pth
Fri 20 Oct 2023 04:10:19 INFO best valid : OrderedDict([('hit@10', 0.1443), ('hit@50', 0.2557), ('ndcg@10', 0.0933), ('ndcg@50', 0.1171)])
Fri 20 Oct 2023 04:10:19 INFO test result: OrderedDict([('hit@10', 0.1201), ('hit@50', 0.2218), ('ndcg@10', 0.0771), ('ndcg@50', 0.0988)])
Fri 20 Oct 2023 04:10:19 INFO Write log to /data/wangjinpeng/MISSRec_clear/log/MISSRec_gpu2/Oct-20-2023_03-43-56_.log