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Oct-20-2023_04-10-22.log
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Fri 20 Oct 2023 04:10:22 INFO Change train stage from 'transductive_ft' to 'inductive_ft'
Fri 20 Oct 2023 04:10:22 INFO
General Hyper Parameters:
gpu_id = 0
use_gpu = True
seed = 2020
state = INFO
reproducibility = True
data_path = dataset/downstream/Arts_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 04:10:29 INFO Arts_mm_full
The number of users: 45487
Average actions of users: 7.687288396429671
The number of items: 21020
Average actions of items: 16.635615395594463
The number of inters: 349664
The sparsity of the dataset: 99.96342949858824%
Remain Fields: ['user_id', 'item_id_list', 'item_id', 'item_length']
Fri 20 Oct 2023 04:10:34 INFO [Training]: train_batch_size = [512] negative sampling: [None]
Fri 20 Oct 2023 04:10:34 INFO [Evaluation]: eval_batch_size = [1024] eval_args: [{'split': {'LS': 'valid_and_test'}, 'order': 'TO', 'mode': 'full', 'group_by': 'user'}]
Fri 20 Oct 2023 04:10:36 INFO Loading from pretrained_models/MISSRec-FHCKM_mm_full-100-gamma1e-4.pth
Fri 20 Oct 2023 04:10:36 INFO Transfer [FHCKM_mm_full] -> [Arts_mm_full
The number of users: 45487
Average actions of users: 7.687288396429671
The number of items: 21020
Average actions of items: 16.635615395594463
The number of inters: 349664
The sparsity of the dataset: 99.96342949858824%
Remain Fields: ['user_id', 'item_id_list', 'item_id', 'item_length']]
Fri 20 Oct 2023 04:10:36 INFO Fix encoder parameters.
Fri 20 Oct 2023 04:10:36 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(21020, 512, padding_idx=0)
(img_embedding): Embedding(21020, 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 04:10:36 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 04:10:38 INFO Discovering multi-modal user interest before 0-th epoch
Fri 20 Oct 2023 04:10:40 INFO Finish multi-modal interest discovery before 0-th epoch
Fri 20 Oct 2023 04:11:10 INFO epoch 0 training [time: 32.34s, train loss: 4507.4964]
Fri 20 Oct 2023 04:11:14 INFO epoch 0 evaluating [time: 4.05s, valid_score: 0.042600]
Fri 20 Oct 2023 04:11:14 INFO valid result:
hit@10 : 0.086 hit@50 : 0.1584 ndcg@10 : 0.0426 ndcg@50 : 0.0582
Fri 20 Oct 2023 04:11:15 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 04:11:15 INFO Discovering multi-modal user interest before 1-th epoch
Fri 20 Oct 2023 04:11:15 INFO Finish multi-modal interest discovery before 1-th epoch
Fri 20 Oct 2023 04:11:44 INFO epoch 1 training [time: 29.75s, train loss: 4410.3189]
Fri 20 Oct 2023 04:11:48 INFO epoch 1 evaluating [time: 3.86s, valid_score: 0.046400]
Fri 20 Oct 2023 04:11:48 INFO valid result:
hit@10 : 0.0929 hit@50 : 0.1704 ndcg@10 : 0.0464 ndcg@50 : 0.063
Fri 20 Oct 2023 04:11:49 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 04:11:49 INFO Discovering multi-modal user interest before 2-th epoch
Fri 20 Oct 2023 04:11:49 INFO Finish multi-modal interest discovery before 2-th epoch
Fri 20 Oct 2023 04:12:18 INFO epoch 2 training [time: 29.50s, train loss: 4365.8738]
Fri 20 Oct 2023 04:12:22 INFO epoch 2 evaluating [time: 3.86s, valid_score: 0.049900]
Fri 20 Oct 2023 04:12:22 INFO valid result:
hit@10 : 0.0987 hit@50 : 0.1789 ndcg@10 : 0.0499 ndcg@50 : 0.0672
Fri 20 Oct 2023 04:12:23 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 04:12:23 INFO Discovering multi-modal user interest before 3-th epoch
Fri 20 Oct 2023 04:12:23 INFO Finish multi-modal interest discovery before 3-th epoch
Fri 20 Oct 2023 04:12:52 INFO epoch 3 training [time: 29.11s, train loss: 4336.2969]
Fri 20 Oct 2023 04:12:56 INFO epoch 3 evaluating [time: 3.94s, valid_score: 0.052600]
Fri 20 Oct 2023 04:12:56 INFO valid result:
hit@10 : 0.1025 hit@50 : 0.1855 ndcg@10 : 0.0526 ndcg@50 : 0.0704
Fri 20 Oct 2023 04:12:57 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 04:12:57 INFO Discovering multi-modal user interest before 4-th epoch
Fri 20 Oct 2023 04:12:57 INFO Finish multi-modal interest discovery before 4-th epoch
Fri 20 Oct 2023 04:13:26 INFO epoch 4 training [time: 29.14s, train loss: 4317.0031]
Fri 20 Oct 2023 04:13:30 INFO epoch 4 evaluating [time: 4.04s, valid_score: 0.054400]
Fri 20 Oct 2023 04:13:30 INFO valid result:
hit@10 : 0.1055 hit@50 : 0.1901 ndcg@10 : 0.0544 ndcg@50 : 0.0726
Fri 20 Oct 2023 04:13:30 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 04:13:30 INFO Discovering multi-modal user interest before 5-th epoch
Fri 20 Oct 2023 04:13:30 INFO Finish multi-modal interest discovery before 5-th epoch
Fri 20 Oct 2023 04:13:59 INFO epoch 5 training [time: 29.01s, train loss: 4300.3683]
Fri 20 Oct 2023 04:14:03 INFO epoch 5 evaluating [time: 3.81s, valid_score: 0.054700]
Fri 20 Oct 2023 04:14:03 INFO valid result:
hit@10 : 0.1061 hit@50 : 0.1937 ndcg@10 : 0.0547 ndcg@50 : 0.0735
Fri 20 Oct 2023 04:14:04 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 04:14:04 INFO Discovering multi-modal user interest before 6-th epoch
Fri 20 Oct 2023 04:14:04 INFO Finish multi-modal interest discovery before 6-th epoch
Fri 20 Oct 2023 04:14:33 INFO epoch 6 training [time: 28.92s, train loss: 4287.1178]
Fri 20 Oct 2023 04:14:36 INFO epoch 6 evaluating [time: 3.80s, valid_score: 0.055800]
Fri 20 Oct 2023 04:14:36 INFO valid result:
hit@10 : 0.1086 hit@50 : 0.1967 ndcg@10 : 0.0558 ndcg@50 : 0.0747
Fri 20 Oct 2023 04:14:37 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 04:14:37 INFO Discovering multi-modal user interest before 7-th epoch
Fri 20 Oct 2023 04:14:37 INFO Finish multi-modal interest discovery before 7-th epoch
Fri 20 Oct 2023 04:15:06 INFO epoch 7 training [time: 29.17s, train loss: 4274.7641]
Fri 20 Oct 2023 04:15:10 INFO epoch 7 evaluating [time: 3.79s, valid_score: 0.057200]
Fri 20 Oct 2023 04:15:10 INFO valid result:
hit@10 : 0.1091 hit@50 : 0.2001 ndcg@10 : 0.0572 ndcg@50 : 0.0768
Fri 20 Oct 2023 04:15:11 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 04:15:11 INFO Discovering multi-modal user interest before 8-th epoch
Fri 20 Oct 2023 04:15:11 INFO Finish multi-modal interest discovery before 8-th epoch
Fri 20 Oct 2023 04:15:40 INFO epoch 8 training [time: 29.03s, train loss: 4266.0406]
Fri 20 Oct 2023 04:15:43 INFO epoch 8 evaluating [time: 3.81s, valid_score: 0.058000]
Fri 20 Oct 2023 04:15:43 INFO valid result:
hit@10 : 0.1106 hit@50 : 0.2023 ndcg@10 : 0.058 ndcg@50 : 0.0777
Fri 20 Oct 2023 04:15:44 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 04:15:44 INFO Discovering multi-modal user interest before 9-th epoch
Fri 20 Oct 2023 04:15:44 INFO Finish multi-modal interest discovery before 9-th epoch
Fri 20 Oct 2023 04:16:13 INFO epoch 9 training [time: 28.89s, train loss: 4257.3850]
Fri 20 Oct 2023 04:16:17 INFO epoch 9 evaluating [time: 4.01s, valid_score: 0.059000]
Fri 20 Oct 2023 04:16:17 INFO valid result:
hit@10 : 0.1119 hit@50 : 0.2033 ndcg@10 : 0.059 ndcg@50 : 0.0787
Fri 20 Oct 2023 04:16:18 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 04:16:18 INFO Discovering multi-modal user interest before 10-th epoch
Fri 20 Oct 2023 04:16:18 INFO Finish multi-modal interest discovery before 10-th epoch
Fri 20 Oct 2023 04:16:47 INFO epoch 10 training [time: 28.93s, train loss: 4249.2599]
Fri 20 Oct 2023 04:16:51 INFO epoch 10 evaluating [time: 3.97s, valid_score: 0.059500]
Fri 20 Oct 2023 04:16:51 INFO valid result:
hit@10 : 0.1132 hit@50 : 0.205 ndcg@10 : 0.0595 ndcg@50 : 0.0792
Fri 20 Oct 2023 04:16:51 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 04:16:51 INFO Discovering multi-modal user interest before 11-th epoch
Fri 20 Oct 2023 04:16:51 INFO Finish multi-modal interest discovery before 11-th epoch
Fri 20 Oct 2023 04:17:20 INFO epoch 11 training [time: 28.86s, train loss: 4243.5691]
Fri 20 Oct 2023 04:17:24 INFO epoch 11 evaluating [time: 3.82s, valid_score: 0.060100]
Fri 20 Oct 2023 04:17:24 INFO valid result:
hit@10 : 0.114 hit@50 : 0.2061 ndcg@10 : 0.0601 ndcg@50 : 0.0799
Fri 20 Oct 2023 04:17:24 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 04:17:24 INFO Discovering multi-modal user interest before 12-th epoch
Fri 20 Oct 2023 04:17:24 INFO Finish multi-modal interest discovery before 12-th epoch
Fri 20 Oct 2023 04:17:53 INFO epoch 12 training [time: 28.98s, train loss: 4236.5257]
Fri 20 Oct 2023 04:17:57 INFO epoch 12 evaluating [time: 3.74s, valid_score: 0.060600]
Fri 20 Oct 2023 04:17:57 INFO valid result:
hit@10 : 0.1146 hit@50 : 0.2092 ndcg@10 : 0.0606 ndcg@50 : 0.0809
Fri 20 Oct 2023 04:17:58 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 04:17:58 INFO Discovering multi-modal user interest before 13-th epoch
Fri 20 Oct 2023 04:17:58 INFO Finish multi-modal interest discovery before 13-th epoch
Fri 20 Oct 2023 04:18:27 INFO epoch 13 training [time: 28.89s, train loss: 4230.8233]
Fri 20 Oct 2023 04:18:31 INFO epoch 13 evaluating [time: 4.12s, valid_score: 0.060900]
Fri 20 Oct 2023 04:18:31 INFO valid result:
hit@10 : 0.1148 hit@50 : 0.2099 ndcg@10 : 0.0609 ndcg@50 : 0.0813
Fri 20 Oct 2023 04:18:31 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 04:18:31 INFO Discovering multi-modal user interest before 14-th epoch
Fri 20 Oct 2023 04:18:31 INFO Finish multi-modal interest discovery before 14-th epoch
Fri 20 Oct 2023 04:19:00 INFO epoch 14 training [time: 28.81s, train loss: 4227.0044]
Fri 20 Oct 2023 04:19:04 INFO epoch 14 evaluating [time: 3.99s, valid_score: 0.061200]
Fri 20 Oct 2023 04:19:04 INFO valid result:
hit@10 : 0.1154 hit@50 : 0.2107 ndcg@10 : 0.0612 ndcg@50 : 0.0817
Fri 20 Oct 2023 04:19:05 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 04:19:05 INFO Discovering multi-modal user interest before 15-th epoch
Fri 20 Oct 2023 04:19:05 INFO Finish multi-modal interest discovery before 15-th epoch
Fri 20 Oct 2023 04:19:33 INFO epoch 15 training [time: 28.67s, train loss: 4221.0418]
Fri 20 Oct 2023 04:19:37 INFO epoch 15 evaluating [time: 3.78s, valid_score: 0.061500]
Fri 20 Oct 2023 04:19:37 INFO valid result:
hit@10 : 0.116 hit@50 : 0.2121 ndcg@10 : 0.0615 ndcg@50 : 0.0822
Fri 20 Oct 2023 04:19:38 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 04:19:38 INFO Discovering multi-modal user interest before 16-th epoch
Fri 20 Oct 2023 04:19:38 INFO Finish multi-modal interest discovery before 16-th epoch
Fri 20 Oct 2023 04:20:06 INFO epoch 16 training [time: 28.69s, train loss: 4217.2736]
Fri 20 Oct 2023 04:20:10 INFO epoch 16 evaluating [time: 3.76s, valid_score: 0.061900]
Fri 20 Oct 2023 04:20:10 INFO valid result:
hit@10 : 0.1166 hit@50 : 0.2133 ndcg@10 : 0.0619 ndcg@50 : 0.0827
Fri 20 Oct 2023 04:20:11 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 04:20:11 INFO Discovering multi-modal user interest before 17-th epoch
Fri 20 Oct 2023 04:20:11 INFO Finish multi-modal interest discovery before 17-th epoch
Fri 20 Oct 2023 04:20:40 INFO epoch 17 training [time: 28.88s, train loss: 4214.6850]
Fri 20 Oct 2023 04:20:44 INFO epoch 17 evaluating [time: 3.85s, valid_score: 0.062300]
Fri 20 Oct 2023 04:20:44 INFO valid result:
hit@10 : 0.1175 hit@50 : 0.214 ndcg@10 : 0.0623 ndcg@50 : 0.083
Fri 20 Oct 2023 04:20:44 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 04:20:44 INFO Discovering multi-modal user interest before 18-th epoch
Fri 20 Oct 2023 04:20:44 INFO Finish multi-modal interest discovery before 18-th epoch
Fri 20 Oct 2023 04:21:13 INFO epoch 18 training [time: 28.73s, train loss: 4209.1334]
Fri 20 Oct 2023 04:21:17 INFO epoch 18 evaluating [time: 3.83s, valid_score: 0.062600]
Fri 20 Oct 2023 04:21:17 INFO valid result:
hit@10 : 0.1176 hit@50 : 0.2158 ndcg@10 : 0.0626 ndcg@50 : 0.0837
Fri 20 Oct 2023 04:21:17 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 04:21:17 INFO Discovering multi-modal user interest before 19-th epoch
Fri 20 Oct 2023 04:21:17 INFO Finish multi-modal interest discovery before 19-th epoch
Fri 20 Oct 2023 04:21:46 INFO epoch 19 training [time: 28.62s, train loss: 4206.0064]
Fri 20 Oct 2023 04:21:50 INFO epoch 19 evaluating [time: 4.06s, valid_score: 0.063300]
Fri 20 Oct 2023 04:21:50 INFO valid result:
hit@10 : 0.1189 hit@50 : 0.2158 ndcg@10 : 0.0633 ndcg@50 : 0.0841
Fri 20 Oct 2023 04:21:51 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 04:21:51 INFO Discovering multi-modal user interest before 20-th epoch
Fri 20 Oct 2023 04:21:51 INFO Finish multi-modal interest discovery before 20-th epoch
Fri 20 Oct 2023 04:22:19 INFO epoch 20 training [time: 28.67s, train loss: 4202.5743]
Fri 20 Oct 2023 04:22:23 INFO epoch 20 evaluating [time: 3.82s, valid_score: 0.063500]
Fri 20 Oct 2023 04:22:23 INFO valid result:
hit@10 : 0.1193 hit@50 : 0.2173 ndcg@10 : 0.0635 ndcg@50 : 0.0845
Fri 20 Oct 2023 04:22:24 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 04:22:24 INFO Discovering multi-modal user interest before 21-th epoch
Fri 20 Oct 2023 04:22:24 INFO Finish multi-modal interest discovery before 21-th epoch
Fri 20 Oct 2023 04:22:52 INFO epoch 21 training [time: 28.71s, train loss: 4198.8249]
Fri 20 Oct 2023 04:22:56 INFO epoch 21 evaluating [time: 3.76s, valid_score: 0.063800]
Fri 20 Oct 2023 04:22:56 INFO valid result:
hit@10 : 0.1195 hit@50 : 0.217 ndcg@10 : 0.0638 ndcg@50 : 0.0847
Fri 20 Oct 2023 04:22:57 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 04:22:57 INFO Discovering multi-modal user interest before 22-th epoch
Fri 20 Oct 2023 04:22:57 INFO Finish multi-modal interest discovery before 22-th epoch
Fri 20 Oct 2023 04:23:26 INFO epoch 22 training [time: 28.91s, train loss: 4197.1039]
Fri 20 Oct 2023 04:23:29 INFO epoch 22 evaluating [time: 3.76s, valid_score: 0.063500]
Fri 20 Oct 2023 04:23:29 INFO valid result:
hit@10 : 0.1186 hit@50 : 0.2178 ndcg@10 : 0.0635 ndcg@50 : 0.0848
Fri 20 Oct 2023 04:23:29 INFO Discovering multi-modal user interest before 23-th epoch
Fri 20 Oct 2023 04:23:30 INFO Finish multi-modal interest discovery before 23-th epoch
Fri 20 Oct 2023 04:23:58 INFO epoch 23 training [time: 28.51s, train loss: 4194.4420]
Fri 20 Oct 2023 04:24:02 INFO epoch 23 evaluating [time: 3.75s, valid_score: 0.064300]
Fri 20 Oct 2023 04:24:02 INFO valid result:
hit@10 : 0.1204 hit@50 : 0.2189 ndcg@10 : 0.0643 ndcg@50 : 0.0854
Fri 20 Oct 2023 04:24:02 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 04:24:02 INFO Discovering multi-modal user interest before 24-th epoch
Fri 20 Oct 2023 04:24:02 INFO Finish multi-modal interest discovery before 24-th epoch
Fri 20 Oct 2023 04:24:31 INFO epoch 24 training [time: 28.46s, train loss: 4191.0081]
Fri 20 Oct 2023 04:24:35 INFO epoch 24 evaluating [time: 3.77s, valid_score: 0.064300]
Fri 20 Oct 2023 04:24:35 INFO valid result:
hit@10 : 0.1199 hit@50 : 0.2189 ndcg@10 : 0.0643 ndcg@50 : 0.0855
Fri 20 Oct 2023 04:24:35 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 04:24:35 INFO Discovering multi-modal user interest before 25-th epoch
Fri 20 Oct 2023 04:24:35 INFO Finish multi-modal interest discovery before 25-th epoch
Fri 20 Oct 2023 04:25:04 INFO epoch 25 training [time: 28.81s, train loss: 4189.2435]
Fri 20 Oct 2023 04:25:08 INFO epoch 25 evaluating [time: 3.76s, valid_score: 0.064500]
Fri 20 Oct 2023 04:25:08 INFO valid result:
hit@10 : 0.1202 hit@50 : 0.2183 ndcg@10 : 0.0645 ndcg@50 : 0.0856
Fri 20 Oct 2023 04:25:08 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 04:25:08 INFO Discovering multi-modal user interest before 26-th epoch
Fri 20 Oct 2023 04:25:08 INFO Finish multi-modal interest discovery before 26-th epoch
Fri 20 Oct 2023 04:25:37 INFO epoch 26 training [time: 28.51s, train loss: 4186.8688]
Fri 20 Oct 2023 04:25:41 INFO epoch 26 evaluating [time: 3.91s, valid_score: 0.064500]
Fri 20 Oct 2023 04:25:41 INFO valid result:
hit@10 : 0.1203 hit@50 : 0.22 ndcg@10 : 0.0645 ndcg@50 : 0.0858
Fri 20 Oct 2023 04:25:41 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 04:25:41 INFO Discovering multi-modal user interest before 27-th epoch
Fri 20 Oct 2023 04:25:41 INFO Finish multi-modal interest discovery before 27-th epoch
Fri 20 Oct 2023 04:26:10 INFO epoch 27 training [time: 28.58s, train loss: 4183.5476]
Fri 20 Oct 2023 04:26:14 INFO epoch 27 evaluating [time: 3.76s, valid_score: 0.064800]
Fri 20 Oct 2023 04:26:14 INFO valid result:
hit@10 : 0.1208 hit@50 : 0.2203 ndcg@10 : 0.0648 ndcg@50 : 0.0862
Fri 20 Oct 2023 04:26:14 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 04:26:14 INFO Discovering multi-modal user interest before 28-th epoch
Fri 20 Oct 2023 04:26:14 INFO Finish multi-modal interest discovery before 28-th epoch
Fri 20 Oct 2023 04:26:43 INFO epoch 28 training [time: 28.52s, train loss: 4181.9030]
Fri 20 Oct 2023 04:26:47 INFO epoch 28 evaluating [time: 3.78s, valid_score: 0.065300]
Fri 20 Oct 2023 04:26:47 INFO valid result:
hit@10 : 0.1219 hit@50 : 0.2211 ndcg@10 : 0.0653 ndcg@50 : 0.0866
Fri 20 Oct 2023 04:26:47 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 04:26:47 INFO Discovering multi-modal user interest before 29-th epoch
Fri 20 Oct 2023 04:26:47 INFO Finish multi-modal interest discovery before 29-th epoch
Fri 20 Oct 2023 04:27:16 INFO epoch 29 training [time: 28.59s, train loss: 4180.3603]
Fri 20 Oct 2023 04:27:20 INFO epoch 29 evaluating [time: 3.85s, valid_score: 0.065000]
Fri 20 Oct 2023 04:27:20 INFO valid result:
hit@10 : 0.1215 hit@50 : 0.2213 ndcg@10 : 0.065 ndcg@50 : 0.0864
Fri 20 Oct 2023 04:27:20 INFO Discovering multi-modal user interest before 30-th epoch
Fri 20 Oct 2023 04:27:20 INFO Finish multi-modal interest discovery before 30-th epoch
Fri 20 Oct 2023 04:27:49 INFO epoch 30 training [time: 29.00s, train loss: 4177.8232]
Fri 20 Oct 2023 04:27:52 INFO epoch 30 evaluating [time: 3.79s, valid_score: 0.065400]
Fri 20 Oct 2023 04:27:52 INFO valid result:
hit@10 : 0.122 hit@50 : 0.2214 ndcg@10 : 0.0654 ndcg@50 : 0.0867
Fri 20 Oct 2023 04:27:53 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 04:27:53 INFO Discovering multi-modal user interest before 31-th epoch
Fri 20 Oct 2023 04:27:53 INFO Finish multi-modal interest discovery before 31-th epoch
Fri 20 Oct 2023 04:28:22 INFO epoch 31 training [time: 28.48s, train loss: 4176.1030]
Fri 20 Oct 2023 04:28:25 INFO epoch 31 evaluating [time: 3.75s, valid_score: 0.065400]
Fri 20 Oct 2023 04:28:25 INFO valid result:
hit@10 : 0.1215 hit@50 : 0.2222 ndcg@10 : 0.0654 ndcg@50 : 0.087
Fri 20 Oct 2023 04:28:26 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 04:28:26 INFO Discovering multi-modal user interest before 32-th epoch
Fri 20 Oct 2023 04:28:26 INFO Finish multi-modal interest discovery before 32-th epoch
Fri 20 Oct 2023 04:28:55 INFO epoch 32 training [time: 29.33s, train loss: 4173.9620]
Fri 20 Oct 2023 04:28:59 INFO epoch 32 evaluating [time: 3.79s, valid_score: 0.065600]
Fri 20 Oct 2023 04:28:59 INFO valid result:
hit@10 : 0.1225 hit@50 : 0.2238 ndcg@10 : 0.0656 ndcg@50 : 0.0872
Fri 20 Oct 2023 04:29:00 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 04:29:00 INFO Discovering multi-modal user interest before 33-th epoch
Fri 20 Oct 2023 04:29:00 INFO Finish multi-modal interest discovery before 33-th epoch
Fri 20 Oct 2023 04:29:28 INFO epoch 33 training [time: 28.57s, train loss: 4172.2641]
Fri 20 Oct 2023 04:29:32 INFO epoch 33 evaluating [time: 3.89s, valid_score: 0.065700]
Fri 20 Oct 2023 04:29:32 INFO valid result:
hit@10 : 0.1225 hit@50 : 0.2231 ndcg@10 : 0.0657 ndcg@50 : 0.0872
Fri 20 Oct 2023 04:29:33 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 04:29:33 INFO Discovering multi-modal user interest before 34-th epoch
Fri 20 Oct 2023 04:29:33 INFO Finish multi-modal interest discovery before 34-th epoch
Fri 20 Oct 2023 04:30:02 INFO epoch 34 training [time: 28.72s, train loss: 4170.0107]
Fri 20 Oct 2023 04:30:05 INFO epoch 34 evaluating [time: 3.80s, valid_score: 0.065900]
Fri 20 Oct 2023 04:30:05 INFO valid result:
hit@10 : 0.123 hit@50 : 0.2232 ndcg@10 : 0.0659 ndcg@50 : 0.0874
Fri 20 Oct 2023 04:30:06 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 04:30:06 INFO Discovering multi-modal user interest before 35-th epoch
Fri 20 Oct 2023 04:30:06 INFO Finish multi-modal interest discovery before 35-th epoch
Fri 20 Oct 2023 04:30:35 INFO epoch 35 training [time: 28.79s, train loss: 4168.2896]
Fri 20 Oct 2023 04:30:39 INFO epoch 35 evaluating [time: 3.78s, valid_score: 0.065700]
Fri 20 Oct 2023 04:30:39 INFO valid result:
hit@10 : 0.1228 hit@50 : 0.2237 ndcg@10 : 0.0657 ndcg@50 : 0.0873
Fri 20 Oct 2023 04:30:39 INFO Discovering multi-modal user interest before 36-th epoch
Fri 20 Oct 2023 04:30:39 INFO Finish multi-modal interest discovery before 36-th epoch
Fri 20 Oct 2023 04:31:07 INFO epoch 36 training [time: 28.63s, train loss: 4166.4616]
Fri 20 Oct 2023 04:31:11 INFO epoch 36 evaluating [time: 3.86s, valid_score: 0.065900]
Fri 20 Oct 2023 04:31:11 INFO valid result:
hit@10 : 0.1224 hit@50 : 0.2244 ndcg@10 : 0.0659 ndcg@50 : 0.0877
Fri 20 Oct 2023 04:31:12 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 04:31:12 INFO Discovering multi-modal user interest before 37-th epoch
Fri 20 Oct 2023 04:31:12 INFO Finish multi-modal interest discovery before 37-th epoch
Fri 20 Oct 2023 04:31:40 INFO epoch 37 training [time: 28.47s, train loss: 4166.4621]
Fri 20 Oct 2023 04:31:44 INFO epoch 37 evaluating [time: 3.98s, valid_score: 0.066200]
Fri 20 Oct 2023 04:31:44 INFO valid result:
hit@10 : 0.1228 hit@50 : 0.2239 ndcg@10 : 0.0662 ndcg@50 : 0.0879
Fri 20 Oct 2023 04:31:45 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 04:31:45 INFO Discovering multi-modal user interest before 38-th epoch
Fri 20 Oct 2023 04:31:45 INFO Finish multi-modal interest discovery before 38-th epoch
Fri 20 Oct 2023 04:32:13 INFO epoch 38 training [time: 28.63s, train loss: 4163.5091]
Fri 20 Oct 2023 04:32:17 INFO epoch 38 evaluating [time: 3.83s, valid_score: 0.066000]
Fri 20 Oct 2023 04:32:17 INFO valid result:
hit@10 : 0.1228 hit@50 : 0.2239 ndcg@10 : 0.066 ndcg@50 : 0.0877
Fri 20 Oct 2023 04:32:17 INFO Discovering multi-modal user interest before 39-th epoch
Fri 20 Oct 2023 04:32:17 INFO Finish multi-modal interest discovery before 39-th epoch
Fri 20 Oct 2023 04:32:46 INFO epoch 39 training [time: 28.80s, train loss: 4162.7629]
Fri 20 Oct 2023 04:32:50 INFO epoch 39 evaluating [time: 4.08s, valid_score: 0.066400]
Fri 20 Oct 2023 04:32:50 INFO valid result:
hit@10 : 0.1229 hit@50 : 0.2251 ndcg@10 : 0.0664 ndcg@50 : 0.0883
Fri 20 Oct 2023 04:32:51 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 04:32:51 INFO Discovering multi-modal user interest before 40-th epoch
Fri 20 Oct 2023 04:32:51 INFO Finish multi-modal interest discovery before 40-th epoch
Fri 20 Oct 2023 04:33:20 INFO epoch 40 training [time: 29.49s, train loss: 4160.6558]
Fri 20 Oct 2023 04:33:24 INFO epoch 40 evaluating [time: 3.92s, valid_score: 0.066500]
Fri 20 Oct 2023 04:33:24 INFO valid result:
hit@10 : 0.1234 hit@50 : 0.2258 ndcg@10 : 0.0665 ndcg@50 : 0.0885
Fri 20 Oct 2023 04:33:25 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 04:33:25 INFO Discovering multi-modal user interest before 41-th epoch
Fri 20 Oct 2023 04:33:25 INFO Finish multi-modal interest discovery before 41-th epoch
Fri 20 Oct 2023 04:33:53 INFO epoch 41 training [time: 28.56s, train loss: 4159.6261]
Fri 20 Oct 2023 04:33:57 INFO epoch 41 evaluating [time: 3.94s, valid_score: 0.066000]
Fri 20 Oct 2023 04:33:57 INFO valid result:
hit@10 : 0.1226 hit@50 : 0.2249 ndcg@10 : 0.066 ndcg@50 : 0.088
Fri 20 Oct 2023 04:33:57 INFO Discovering multi-modal user interest before 42-th epoch
Fri 20 Oct 2023 04:33:57 INFO Finish multi-modal interest discovery before 42-th epoch
Fri 20 Oct 2023 04:34:26 INFO epoch 42 training [time: 28.72s, train loss: 4158.9936]
Fri 20 Oct 2023 04:34:30 INFO epoch 42 evaluating [time: 3.79s, valid_score: 0.066800]
Fri 20 Oct 2023 04:34:30 INFO valid result:
hit@10 : 0.1238 hit@50 : 0.225 ndcg@10 : 0.0668 ndcg@50 : 0.0885
Fri 20 Oct 2023 04:34:30 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 04:34:30 INFO Discovering multi-modal user interest before 43-th epoch
Fri 20 Oct 2023 04:34:31 INFO Finish multi-modal interest discovery before 43-th epoch
Fri 20 Oct 2023 04:34:59 INFO epoch 43 training [time: 28.46s, train loss: 4158.1351]
Fri 20 Oct 2023 04:35:03 INFO epoch 43 evaluating [time: 3.78s, valid_score: 0.066500]
Fri 20 Oct 2023 04:35:03 INFO valid result:
hit@10 : 0.123 hit@50 : 0.2259 ndcg@10 : 0.0665 ndcg@50 : 0.0886
Fri 20 Oct 2023 04:35:03 INFO Discovering multi-modal user interest before 44-th epoch
Fri 20 Oct 2023 04:35:03 INFO Finish multi-modal interest discovery before 44-th epoch
Fri 20 Oct 2023 04:35:32 INFO epoch 44 training [time: 29.13s, train loss: 4157.2814]
Fri 20 Oct 2023 04:35:36 INFO epoch 44 evaluating [time: 4.08s, valid_score: 0.067000]
Fri 20 Oct 2023 04:35:36 INFO valid result:
hit@10 : 0.124 hit@50 : 0.2263 ndcg@10 : 0.067 ndcg@50 : 0.0889
Fri 20 Oct 2023 04:35:36 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 04:35:36 INFO Discovering multi-modal user interest before 45-th epoch
Fri 20 Oct 2023 04:35:37 INFO Finish multi-modal interest discovery before 45-th epoch
Fri 20 Oct 2023 04:36:06 INFO epoch 45 training [time: 29.84s, train loss: 4155.1763]
Fri 20 Oct 2023 04:36:11 INFO epoch 45 evaluating [time: 4.24s, valid_score: 0.066900]
Fri 20 Oct 2023 04:36:11 INFO valid result:
hit@10 : 0.1237 hit@50 : 0.2268 ndcg@10 : 0.0669 ndcg@50 : 0.089
Fri 20 Oct 2023 04:36:11 INFO Discovering multi-modal user interest before 46-th epoch
Fri 20 Oct 2023 04:36:11 INFO Finish multi-modal interest discovery before 46-th epoch
Fri 20 Oct 2023 04:36:40 INFO epoch 46 training [time: 29.32s, train loss: 4154.0384]
Fri 20 Oct 2023 04:36:44 INFO epoch 46 evaluating [time: 3.80s, valid_score: 0.067500]
Fri 20 Oct 2023 04:36:44 INFO valid result:
hit@10 : 0.125 hit@50 : 0.2258 ndcg@10 : 0.0675 ndcg@50 : 0.0891
Fri 20 Oct 2023 04:36:44 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 04:36:44 INFO Discovering multi-modal user interest before 47-th epoch
Fri 20 Oct 2023 04:36:44 INFO Finish multi-modal interest discovery before 47-th epoch
Fri 20 Oct 2023 04:37:13 INFO epoch 47 training [time: 28.66s, train loss: 4152.9763]
Fri 20 Oct 2023 04:37:17 INFO epoch 47 evaluating [time: 3.83s, valid_score: 0.067200]
Fri 20 Oct 2023 04:37:17 INFO valid result:
hit@10 : 0.1238 hit@50 : 0.2272 ndcg@10 : 0.0672 ndcg@50 : 0.0893
Fri 20 Oct 2023 04:37:17 INFO Discovering multi-modal user interest before 48-th epoch
Fri 20 Oct 2023 04:37:17 INFO Finish multi-modal interest discovery before 48-th epoch
Fri 20 Oct 2023 04:37:45 INFO epoch 48 training [time: 28.59s, train loss: 4151.6904]
Fri 20 Oct 2023 04:37:49 INFO epoch 48 evaluating [time: 3.85s, valid_score: 0.066800]
Fri 20 Oct 2023 04:37:49 INFO valid result:
hit@10 : 0.1236 hit@50 : 0.2274 ndcg@10 : 0.0668 ndcg@50 : 0.089
Fri 20 Oct 2023 04:37:49 INFO Discovering multi-modal user interest before 49-th epoch
Fri 20 Oct 2023 04:37:49 INFO Finish multi-modal interest discovery before 49-th epoch
Fri 20 Oct 2023 04:38:18 INFO epoch 49 training [time: 28.66s, train loss: 4151.4343]
Fri 20 Oct 2023 04:38:22 INFO epoch 49 evaluating [time: 4.48s, valid_score: 0.067200]
Fri 20 Oct 2023 04:38:22 INFO valid result:
hit@10 : 0.1236 hit@50 : 0.2266 ndcg@10 : 0.0672 ndcg@50 : 0.0892
Fri 20 Oct 2023 04:38:22 INFO Discovering multi-modal user interest before 50-th epoch
Fri 20 Oct 2023 04:38:22 INFO Finish multi-modal interest discovery before 50-th epoch
Fri 20 Oct 2023 04:38:51 INFO epoch 50 training [time: 28.52s, train loss: 4149.6560]
Fri 20 Oct 2023 04:38:55 INFO epoch 50 evaluating [time: 3.81s, valid_score: 0.067800]
Fri 20 Oct 2023 04:38:55 INFO valid result:
hit@10 : 0.1249 hit@50 : 0.2282 ndcg@10 : 0.0678 ndcg@50 : 0.09
Fri 20 Oct 2023 04:38:55 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 04:38:55 INFO Discovering multi-modal user interest before 51-th epoch
Fri 20 Oct 2023 04:38:55 INFO Finish multi-modal interest discovery before 51-th epoch
Fri 20 Oct 2023 04:39:24 INFO epoch 51 training [time: 29.18s, train loss: 4148.4050]
Fri 20 Oct 2023 04:39:29 INFO epoch 51 evaluating [time: 4.12s, valid_score: 0.067300]
Fri 20 Oct 2023 04:39:29 INFO valid result:
hit@10 : 0.1236 hit@50 : 0.2267 ndcg@10 : 0.0673 ndcg@50 : 0.0894
Fri 20 Oct 2023 04:39:29 INFO Discovering multi-modal user interest before 52-th epoch
Fri 20 Oct 2023 04:39:29 INFO Finish multi-modal interest discovery before 52-th epoch
Fri 20 Oct 2023 04:39:57 INFO epoch 52 training [time: 28.78s, train loss: 4147.9305]
Fri 20 Oct 2023 04:40:01 INFO epoch 52 evaluating [time: 3.76s, valid_score: 0.067500]
Fri 20 Oct 2023 04:40:01 INFO valid result:
hit@10 : 0.1245 hit@50 : 0.2266 ndcg@10 : 0.0675 ndcg@50 : 0.0894
Fri 20 Oct 2023 04:40:01 INFO Discovering multi-modal user interest before 53-th epoch
Fri 20 Oct 2023 04:40:01 INFO Finish multi-modal interest discovery before 53-th epoch
Fri 20 Oct 2023 04:40:30 INFO epoch 53 training [time: 28.44s, train loss: 4146.5082]
Fri 20 Oct 2023 04:40:33 INFO epoch 53 evaluating [time: 3.75s, valid_score: 0.067400]
Fri 20 Oct 2023 04:40:33 INFO valid result:
hit@10 : 0.1245 hit@50 : 0.228 ndcg@10 : 0.0674 ndcg@50 : 0.0896
Fri 20 Oct 2023 04:40:33 INFO Discovering multi-modal user interest before 54-th epoch
Fri 20 Oct 2023 04:40:33 INFO Finish multi-modal interest discovery before 54-th epoch
Fri 20 Oct 2023 04:41:01 INFO epoch 54 training [time: 28.06s, train loss: 4145.3432]
Fri 20 Oct 2023 04:41:05 INFO epoch 54 evaluating [time: 3.87s, valid_score: 0.067500]
Fri 20 Oct 2023 04:41:05 INFO valid result:
hit@10 : 0.124 hit@50 : 0.2279 ndcg@10 : 0.0675 ndcg@50 : 0.0898
Fri 20 Oct 2023 04:41:05 INFO Discovering multi-modal user interest before 55-th epoch
Fri 20 Oct 2023 04:41:05 INFO Finish multi-modal interest discovery before 55-th epoch
Fri 20 Oct 2023 04:41:34 INFO epoch 55 training [time: 28.36s, train loss: 4144.6443]
Fri 20 Oct 2023 04:41:38 INFO epoch 55 evaluating [time: 3.91s, valid_score: 0.067700]
Fri 20 Oct 2023 04:41:38 INFO valid result:
hit@10 : 0.124 hit@50 : 0.2277 ndcg@10 : 0.0677 ndcg@50 : 0.09
Fri 20 Oct 2023 04:41:38 INFO Discovering multi-modal user interest before 56-th epoch
Fri 20 Oct 2023 04:41:38 INFO Finish multi-modal interest discovery before 56-th epoch
Fri 20 Oct 2023 04:42:06 INFO epoch 56 training [time: 28.48s, train loss: 4143.5168]
Fri 20 Oct 2023 04:42:10 INFO epoch 56 evaluating [time: 3.93s, valid_score: 0.067800]
Fri 20 Oct 2023 04:42:10 INFO valid result:
hit@10 : 0.1243 hit@50 : 0.2286 ndcg@10 : 0.0678 ndcg@50 : 0.0902
Fri 20 Oct 2023 04:42:11 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 04:42:11 INFO Discovering multi-modal user interest before 57-th epoch
Fri 20 Oct 2023 04:42:11 INFO Finish multi-modal interest discovery before 57-th epoch
Fri 20 Oct 2023 04:42:39 INFO epoch 57 training [time: 28.61s, train loss: 4143.0328]
Fri 20 Oct 2023 04:42:44 INFO epoch 57 evaluating [time: 4.34s, valid_score: 0.067700]
Fri 20 Oct 2023 04:42:44 INFO valid result:
hit@10 : 0.1243 hit@50 : 0.2288 ndcg@10 : 0.0677 ndcg@50 : 0.0901
Fri 20 Oct 2023 04:42:44 INFO Discovering multi-modal user interest before 58-th epoch
Fri 20 Oct 2023 04:42:44 INFO Finish multi-modal interest discovery before 58-th epoch
Fri 20 Oct 2023 04:43:12 INFO epoch 58 training [time: 28.49s, train loss: 4142.3928]
Fri 20 Oct 2023 04:43:16 INFO epoch 58 evaluating [time: 3.92s, valid_score: 0.068000]
Fri 20 Oct 2023 04:43:16 INFO valid result:
hit@10 : 0.125 hit@50 : 0.2284 ndcg@10 : 0.068 ndcg@50 : 0.0902
Fri 20 Oct 2023 04:43:17 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 04:43:17 INFO Discovering multi-modal user interest before 59-th epoch
Fri 20 Oct 2023 04:43:17 INFO Finish multi-modal interest discovery before 59-th epoch
Fri 20 Oct 2023 04:43:45 INFO epoch 59 training [time: 28.38s, train loss: 4142.4672]
Fri 20 Oct 2023 04:43:49 INFO epoch 59 evaluating [time: 3.76s, valid_score: 0.067800]
Fri 20 Oct 2023 04:43:49 INFO valid result:
hit@10 : 0.1252 hit@50 : 0.2292 ndcg@10 : 0.0678 ndcg@50 : 0.09
Fri 20 Oct 2023 04:43:49 INFO Discovering multi-modal user interest before 60-th epoch
Fri 20 Oct 2023 04:43:49 INFO Finish multi-modal interest discovery before 60-th epoch
Fri 20 Oct 2023 04:44:17 INFO epoch 60 training [time: 28.67s, train loss: 4140.8402]
Fri 20 Oct 2023 04:44:21 INFO epoch 60 evaluating [time: 3.78s, valid_score: 0.068200]
Fri 20 Oct 2023 04:44:21 INFO valid result:
hit@10 : 0.1255 hit@50 : 0.2287 ndcg@10 : 0.0682 ndcg@50 : 0.0903
Fri 20 Oct 2023 04:44:22 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 04:44:22 INFO Discovering multi-modal user interest before 61-th epoch
Fri 20 Oct 2023 04:44:22 INFO Finish multi-modal interest discovery before 61-th epoch
Fri 20 Oct 2023 04:44:50 INFO epoch 61 training [time: 28.51s, train loss: 4139.6396]
Fri 20 Oct 2023 04:44:54 INFO epoch 61 evaluating [time: 3.85s, valid_score: 0.067900]
Fri 20 Oct 2023 04:44:54 INFO valid result:
hit@10 : 0.1251 hit@50 : 0.2283 ndcg@10 : 0.0679 ndcg@50 : 0.09
Fri 20 Oct 2023 04:44:54 INFO Discovering multi-modal user interest before 62-th epoch
Fri 20 Oct 2023 04:44:54 INFO Finish multi-modal interest discovery before 62-th epoch
Fri 20 Oct 2023 04:45:23 INFO epoch 62 training [time: 28.62s, train loss: 4139.3645]
Fri 20 Oct 2023 04:45:27 INFO epoch 62 evaluating [time: 3.87s, valid_score: 0.068300]
Fri 20 Oct 2023 04:45:27 INFO valid result:
hit@10 : 0.1252 hit@50 : 0.2288 ndcg@10 : 0.0683 ndcg@50 : 0.0905
Fri 20 Oct 2023 04:45:27 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 04:45:27 INFO Discovering multi-modal user interest before 63-th epoch
Fri 20 Oct 2023 04:45:27 INFO Finish multi-modal interest discovery before 63-th epoch
Fri 20 Oct 2023 04:45:56 INFO epoch 63 training [time: 28.55s, train loss: 4138.0748]
Fri 20 Oct 2023 04:46:00 INFO epoch 63 evaluating [time: 3.82s, valid_score: 0.068200]
Fri 20 Oct 2023 04:46:00 INFO valid result:
hit@10 : 0.1254 hit@50 : 0.2293 ndcg@10 : 0.0682 ndcg@50 : 0.0904
Fri 20 Oct 2023 04:46:00 INFO Discovering multi-modal user interest before 64-th epoch
Fri 20 Oct 2023 04:46:00 INFO Finish multi-modal interest discovery before 64-th epoch
Fri 20 Oct 2023 04:46:28 INFO epoch 64 training [time: 28.76s, train loss: 4136.8144]
Fri 20 Oct 2023 04:46:33 INFO epoch 64 evaluating [time: 4.08s, valid_score: 0.068200]
Fri 20 Oct 2023 04:46:33 INFO valid result:
hit@10 : 0.1252 hit@50 : 0.2294 ndcg@10 : 0.0682 ndcg@50 : 0.0905
Fri 20 Oct 2023 04:46:33 INFO Discovering multi-modal user interest before 65-th epoch
Fri 20 Oct 2023 04:46:33 INFO Finish multi-modal interest discovery before 65-th epoch
Fri 20 Oct 2023 04:47:01 INFO epoch 65 training [time: 28.71s, train loss: 4137.1468]
Fri 20 Oct 2023 04:47:05 INFO epoch 65 evaluating [time: 3.88s, valid_score: 0.068400]
Fri 20 Oct 2023 04:47:05 INFO valid result:
hit@10 : 0.1257 hit@50 : 0.2292 ndcg@10 : 0.0684 ndcg@50 : 0.0905
Fri 20 Oct 2023 04:47:06 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 04:47:06 INFO Discovering multi-modal user interest before 66-th epoch
Fri 20 Oct 2023 04:47:06 INFO Finish multi-modal interest discovery before 66-th epoch
Fri 20 Oct 2023 04:47:34 INFO epoch 66 training [time: 28.16s, train loss: 4136.0225]
Fri 20 Oct 2023 04:47:38 INFO epoch 66 evaluating [time: 3.75s, valid_score: 0.068300]
Fri 20 Oct 2023 04:47:38 INFO valid result:
hit@10 : 0.1255 hit@50 : 0.2292 ndcg@10 : 0.0683 ndcg@50 : 0.0905
Fri 20 Oct 2023 04:47:38 INFO Discovering multi-modal user interest before 67-th epoch
Fri 20 Oct 2023 04:47:38 INFO Finish multi-modal interest discovery before 67-th epoch
Fri 20 Oct 2023 04:48:07 INFO epoch 67 training [time: 29.00s, train loss: 4136.0456]
Fri 20 Oct 2023 04:48:11 INFO epoch 67 evaluating [time: 4.10s, valid_score: 0.068600]
Fri 20 Oct 2023 04:48:11 INFO valid result:
hit@10 : 0.125 hit@50 : 0.2297 ndcg@10 : 0.0686 ndcg@50 : 0.0911
Fri 20 Oct 2023 04:48:11 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 04:48:11 INFO Discovering multi-modal user interest before 68-th epoch
Fri 20 Oct 2023 04:48:11 INFO Finish multi-modal interest discovery before 68-th epoch
Fri 20 Oct 2023 04:48:40 INFO epoch 68 training [time: 28.54s, train loss: 4134.8047]
Fri 20 Oct 2023 04:48:44 INFO epoch 68 evaluating [time: 3.76s, valid_score: 0.068600]
Fri 20 Oct 2023 04:48:44 INFO valid result:
hit@10 : 0.1255 hit@50 : 0.23 ndcg@10 : 0.0686 ndcg@50 : 0.091
Fri 20 Oct 2023 04:48:44 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 04:48:44 INFO Discovering multi-modal user interest before 69-th epoch
Fri 20 Oct 2023 04:48:44 INFO Finish multi-modal interest discovery before 69-th epoch
Fri 20 Oct 2023 04:49:12 INFO epoch 69 training [time: 28.16s, train loss: 4134.3670]
Fri 20 Oct 2023 04:49:16 INFO epoch 69 evaluating [time: 3.75s, valid_score: 0.068900]
Fri 20 Oct 2023 04:49:16 INFO valid result:
hit@10 : 0.1256 hit@50 : 0.2299 ndcg@10 : 0.0689 ndcg@50 : 0.0913
Fri 20 Oct 2023 04:49:17 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 04:49:17 INFO Discovering multi-modal user interest before 70-th epoch
Fri 20 Oct 2023 04:49:17 INFO Finish multi-modal interest discovery before 70-th epoch
Fri 20 Oct 2023 04:49:45 INFO epoch 70 training [time: 28.30s, train loss: 4132.8149]
Fri 20 Oct 2023 04:49:49 INFO epoch 70 evaluating [time: 3.77s, valid_score: 0.069000]
Fri 20 Oct 2023 04:49:49 INFO valid result:
hit@10 : 0.1254 hit@50 : 0.2293 ndcg@10 : 0.069 ndcg@50 : 0.0913
Fri 20 Oct 2023 04:49:50 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 04:49:50 INFO Discovering multi-modal user interest before 71-th epoch
Fri 20 Oct 2023 04:49:50 INFO Finish multi-modal interest discovery before 71-th epoch
Fri 20 Oct 2023 04:50:18 INFO epoch 71 training [time: 28.36s, train loss: 4131.6343]
Fri 20 Oct 2023 04:50:22 INFO epoch 71 evaluating [time: 3.79s, valid_score: 0.068800]
Fri 20 Oct 2023 04:50:22 INFO valid result:
hit@10 : 0.1255 hit@50 : 0.2301 ndcg@10 : 0.0688 ndcg@50 : 0.0912
Fri 20 Oct 2023 04:50:22 INFO Discovering multi-modal user interest before 72-th epoch
Fri 20 Oct 2023 04:50:22 INFO Finish multi-modal interest discovery before 72-th epoch
Fri 20 Oct 2023 04:50:50 INFO epoch 72 training [time: 28.68s, train loss: 4132.1464]
Fri 20 Oct 2023 04:50:54 INFO epoch 72 evaluating [time: 3.75s, valid_score: 0.068700]
Fri 20 Oct 2023 04:50:54 INFO valid result:
hit@10 : 0.1248 hit@50 : 0.2297 ndcg@10 : 0.0687 ndcg@50 : 0.0912
Fri 20 Oct 2023 04:50:54 INFO Discovering multi-modal user interest before 73-th epoch
Fri 20 Oct 2023 04:50:54 INFO Finish multi-modal interest discovery before 73-th epoch
Fri 20 Oct 2023 04:51:22 INFO epoch 73 training [time: 28.24s, train loss: 4130.7194]
Fri 20 Oct 2023 04:51:26 INFO epoch 73 evaluating [time: 3.86s, valid_score: 0.068900]
Fri 20 Oct 2023 04:51:26 INFO valid result:
hit@10 : 0.1257 hit@50 : 0.2308 ndcg@10 : 0.0689 ndcg@50 : 0.0914
Fri 20 Oct 2023 04:51:26 INFO Discovering multi-modal user interest before 74-th epoch
Fri 20 Oct 2023 04:51:26 INFO Finish multi-modal interest discovery before 74-th epoch
Fri 20 Oct 2023 04:51:54 INFO epoch 74 training [time: 28.29s, train loss: 4131.2794]
Fri 20 Oct 2023 04:51:58 INFO epoch 74 evaluating [time: 3.80s, valid_score: 0.068800]
Fri 20 Oct 2023 04:51:58 INFO valid result:
hit@10 : 0.1253 hit@50 : 0.2306 ndcg@10 : 0.0688 ndcg@50 : 0.0914
Fri 20 Oct 2023 04:51:58 INFO Discovering multi-modal user interest before 75-th epoch
Fri 20 Oct 2023 04:51:58 INFO Finish multi-modal interest discovery before 75-th epoch
Fri 20 Oct 2023 04:52:27 INFO epoch 75 training [time: 28.98s, train loss: 4129.6182]
Fri 20 Oct 2023 04:52:31 INFO epoch 75 evaluating [time: 3.78s, valid_score: 0.068800]
Fri 20 Oct 2023 04:52:31 INFO valid result:
hit@10 : 0.1256 hit@50 : 0.2304 ndcg@10 : 0.0688 ndcg@50 : 0.0913
Fri 20 Oct 2023 04:52:31 INFO Discovering multi-modal user interest before 76-th epoch
Fri 20 Oct 2023 04:52:31 INFO Finish multi-modal interest discovery before 76-th epoch
Fri 20 Oct 2023 04:53:00 INFO epoch 76 training [time: 29.31s, train loss: 4128.3998]
Fri 20 Oct 2023 04:53:04 INFO epoch 76 evaluating [time: 3.95s, valid_score: 0.068800]
Fri 20 Oct 2023 04:53:04 INFO valid result:
hit@10 : 0.1254 hit@50 : 0.2304 ndcg@10 : 0.0688 ndcg@50 : 0.0914
Fri 20 Oct 2023 04:53:04 INFO Discovering multi-modal user interest before 77-th epoch
Fri 20 Oct 2023 04:53:04 INFO Finish multi-modal interest discovery before 77-th epoch
Fri 20 Oct 2023 04:53:33 INFO epoch 77 training [time: 29.06s, train loss: 4129.0360]
Fri 20 Oct 2023 04:53:37 INFO epoch 77 evaluating [time: 3.98s, valid_score: 0.069100]
Fri 20 Oct 2023 04:53:37 INFO valid result:
hit@10 : 0.1259 hit@50 : 0.2297 ndcg@10 : 0.0691 ndcg@50 : 0.0914
Fri 20 Oct 2023 04:53:38 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 04:53:38 INFO Discovering multi-modal user interest before 78-th epoch
Fri 20 Oct 2023 04:53:38 INFO Finish multi-modal interest discovery before 78-th epoch
Fri 20 Oct 2023 04:54:07 INFO epoch 78 training [time: 28.90s, train loss: 4128.4218]
Fri 20 Oct 2023 04:54:11 INFO epoch 78 evaluating [time: 4.10s, valid_score: 0.068700]
Fri 20 Oct 2023 04:54:11 INFO valid result:
hit@10 : 0.125 hit@50 : 0.2302 ndcg@10 : 0.0687 ndcg@50 : 0.0913
Fri 20 Oct 2023 04:54:11 INFO Discovering multi-modal user interest before 79-th epoch
Fri 20 Oct 2023 04:54:11 INFO Finish multi-modal interest discovery before 79-th epoch
Fri 20 Oct 2023 04:54:39 INFO epoch 79 training [time: 28.31s, train loss: 4128.2057]
Fri 20 Oct 2023 04:54:43 INFO epoch 79 evaluating [time: 3.80s, valid_score: 0.069300]
Fri 20 Oct 2023 04:54:43 INFO valid result:
hit@10 : 0.1258 hit@50 : 0.2313 ndcg@10 : 0.0693 ndcg@50 : 0.0919
Fri 20 Oct 2023 04:54:44 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 04:54:44 INFO Discovering multi-modal user interest before 80-th epoch
Fri 20 Oct 2023 04:54:44 INFO Finish multi-modal interest discovery before 80-th epoch
Fri 20 Oct 2023 04:55:12 INFO epoch 80 training [time: 28.79s, train loss: 4127.5590]
Fri 20 Oct 2023 04:55:17 INFO epoch 80 evaluating [time: 4.06s, valid_score: 0.069100]
Fri 20 Oct 2023 04:55:17 INFO valid result:
hit@10 : 0.1256 hit@50 : 0.2317 ndcg@10 : 0.0691 ndcg@50 : 0.0919
Fri 20 Oct 2023 04:55:17 INFO Discovering multi-modal user interest before 81-th epoch
Fri 20 Oct 2023 04:55:17 INFO Finish multi-modal interest discovery before 81-th epoch
Fri 20 Oct 2023 04:55:46 INFO epoch 81 training [time: 29.69s, train loss: 4126.8343]
Fri 20 Oct 2023 04:55:50 INFO epoch 81 evaluating [time: 3.87s, valid_score: 0.069200]
Fri 20 Oct 2023 04:55:50 INFO valid result:
hit@10 : 0.1253 hit@50 : 0.2297 ndcg@10 : 0.0692 ndcg@50 : 0.0916
Fri 20 Oct 2023 04:55:50 INFO Discovering multi-modal user interest before 82-th epoch
Fri 20 Oct 2023 04:55:50 INFO Finish multi-modal interest discovery before 82-th epoch
Fri 20 Oct 2023 04:56:19 INFO epoch 82 training [time: 28.53s, train loss: 4125.9989]
Fri 20 Oct 2023 04:56:22 INFO epoch 82 evaluating [time: 3.82s, valid_score: 0.069300]
Fri 20 Oct 2023 04:56:22 INFO valid result:
hit@10 : 0.1262 hit@50 : 0.2312 ndcg@10 : 0.0693 ndcg@50 : 0.0918
Fri 20 Oct 2023 04:56:23 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 04:56:23 INFO Discovering multi-modal user interest before 83-th epoch
Fri 20 Oct 2023 04:56:23 INFO Finish multi-modal interest discovery before 83-th epoch
Fri 20 Oct 2023 04:56:52 INFO epoch 83 training [time: 28.87s, train loss: 4124.8557]
Fri 20 Oct 2023 04:56:56 INFO epoch 83 evaluating [time: 3.79s, valid_score: 0.069000]
Fri 20 Oct 2023 04:56:56 INFO valid result:
hit@10 : 0.125 hit@50 : 0.2307 ndcg@10 : 0.069 ndcg@50 : 0.0917
Fri 20 Oct 2023 04:56:56 INFO Discovering multi-modal user interest before 84-th epoch
Fri 20 Oct 2023 04:56:56 INFO Finish multi-modal interest discovery before 84-th epoch
Fri 20 Oct 2023 04:57:24 INFO epoch 84 training [time: 28.67s, train loss: 4125.0778]
Fri 20 Oct 2023 04:57:28 INFO epoch 84 evaluating [time: 3.76s, valid_score: 0.069200]
Fri 20 Oct 2023 04:57:28 INFO valid result:
hit@10 : 0.1257 hit@50 : 0.2311 ndcg@10 : 0.0692 ndcg@50 : 0.0918
Fri 20 Oct 2023 04:57:28 INFO Discovering multi-modal user interest before 85-th epoch
Fri 20 Oct 2023 04:57:28 INFO Finish multi-modal interest discovery before 85-th epoch
Fri 20 Oct 2023 04:57:57 INFO epoch 85 training [time: 28.72s, train loss: 4124.9845]
Fri 20 Oct 2023 04:58:01 INFO epoch 85 evaluating [time: 3.77s, valid_score: 0.069400]
Fri 20 Oct 2023 04:58:01 INFO valid result:
hit@10 : 0.1262 hit@50 : 0.2319 ndcg@10 : 0.0694 ndcg@50 : 0.092
Fri 20 Oct 2023 04:58:01 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 04:58:01 INFO Discovering multi-modal user interest before 86-th epoch
Fri 20 Oct 2023 04:58:01 INFO Finish multi-modal interest discovery before 86-th epoch
Fri 20 Oct 2023 04:58:30 INFO epoch 86 training [time: 28.99s, train loss: 4122.9960]
Fri 20 Oct 2023 04:58:34 INFO epoch 86 evaluating [time: 3.78s, valid_score: 0.069000]
Fri 20 Oct 2023 04:58:34 INFO valid result:
hit@10 : 0.1252 hit@50 : 0.2308 ndcg@10 : 0.069 ndcg@50 : 0.0917
Fri 20 Oct 2023 04:58:34 INFO Discovering multi-modal user interest before 87-th epoch
Fri 20 Oct 2023 04:58:34 INFO Finish multi-modal interest discovery before 87-th epoch
Fri 20 Oct 2023 04:59:03 INFO epoch 87 training [time: 28.56s, train loss: 4123.8902]
Fri 20 Oct 2023 04:59:07 INFO epoch 87 evaluating [time: 3.98s, valid_score: 0.069400]
Fri 20 Oct 2023 04:59:07 INFO valid result:
hit@10 : 0.126 hit@50 : 0.2316 ndcg@10 : 0.0694 ndcg@50 : 0.092
Fri 20 Oct 2023 04:59:07 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 04:59:07 INFO Discovering multi-modal user interest before 88-th epoch
Fri 20 Oct 2023 04:59:07 INFO Finish multi-modal interest discovery before 88-th epoch
Fri 20 Oct 2023 04:59:36 INFO epoch 88 training [time: 28.49s, train loss: 4123.5218]
Fri 20 Oct 2023 04:59:40 INFO epoch 88 evaluating [time: 4.26s, valid_score: 0.069500]
Fri 20 Oct 2023 04:59:40 INFO valid result:
hit@10 : 0.1262 hit@50 : 0.2314 ndcg@10 : 0.0695 ndcg@50 : 0.092
Fri 20 Oct 2023 04:59:41 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 04:59:41 INFO Discovering multi-modal user interest before 89-th epoch
Fri 20 Oct 2023 04:59:41 INFO Finish multi-modal interest discovery before 89-th epoch
Fri 20 Oct 2023 05:00:09 INFO epoch 89 training [time: 28.32s, train loss: 4123.7835]
Fri 20 Oct 2023 05:00:13 INFO epoch 89 evaluating [time: 3.80s, valid_score: 0.069700]
Fri 20 Oct 2023 05:00:13 INFO valid result:
hit@10 : 0.1258 hit@50 : 0.2316 ndcg@10 : 0.0697 ndcg@50 : 0.0924
Fri 20 Oct 2023 05:00:13 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 05:00:13 INFO Discovering multi-modal user interest before 90-th epoch
Fri 20 Oct 2023 05:00:13 INFO Finish multi-modal interest discovery before 90-th epoch
Fri 20 Oct 2023 05:00:43 INFO epoch 90 training [time: 29.15s, train loss: 4121.4684]
Fri 20 Oct 2023 05:00:46 INFO epoch 90 evaluating [time: 3.77s, valid_score: 0.069800]
Fri 20 Oct 2023 05:00:46 INFO valid result:
hit@10 : 0.1267 hit@50 : 0.232 ndcg@10 : 0.0698 ndcg@50 : 0.0924
Fri 20 Oct 2023 05:00:47 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 05:00:47 INFO Discovering multi-modal user interest before 91-th epoch
Fri 20 Oct 2023 05:00:47 INFO Finish multi-modal interest discovery before 91-th epoch
Fri 20 Oct 2023 05:01:16 INFO epoch 91 training [time: 28.72s, train loss: 4121.1853]
Fri 20 Oct 2023 05:01:19 INFO epoch 91 evaluating [time: 3.80s, valid_score: 0.069300]
Fri 20 Oct 2023 05:01:19 INFO valid result:
hit@10 : 0.1252 hit@50 : 0.2315 ndcg@10 : 0.0693 ndcg@50 : 0.0921
Fri 20 Oct 2023 05:01:19 INFO Discovering multi-modal user interest before 92-th epoch
Fri 20 Oct 2023 05:01:19 INFO Finish multi-modal interest discovery before 92-th epoch
Fri 20 Oct 2023 05:01:48 INFO epoch 92 training [time: 28.73s, train loss: 4121.3649]
Fri 20 Oct 2023 05:01:52 INFO epoch 92 evaluating [time: 3.77s, valid_score: 0.069900]
Fri 20 Oct 2023 05:01:52 INFO valid result:
hit@10 : 0.1263 hit@50 : 0.2319 ndcg@10 : 0.0699 ndcg@50 : 0.0926
Fri 20 Oct 2023 05:01:53 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 05:01:53 INFO Discovering multi-modal user interest before 93-th epoch
Fri 20 Oct 2023 05:01:53 INFO Finish multi-modal interest discovery before 93-th epoch
Fri 20 Oct 2023 05:02:21 INFO epoch 93 training [time: 28.78s, train loss: 4121.4830]
Fri 20 Oct 2023 05:02:25 INFO epoch 93 evaluating [time: 4.05s, valid_score: 0.069800]
Fri 20 Oct 2023 05:02:25 INFO valid result:
hit@10 : 0.1268 hit@50 : 0.2331 ndcg@10 : 0.0698 ndcg@50 : 0.0925
Fri 20 Oct 2023 05:02:25 INFO Discovering multi-modal user interest before 94-th epoch
Fri 20 Oct 2023 05:02:25 INFO Finish multi-modal interest discovery before 94-th epoch
Fri 20 Oct 2023 05:02:54 INFO epoch 94 training [time: 28.63s, train loss: 4120.3487]
Fri 20 Oct 2023 05:02:58 INFO epoch 94 evaluating [time: 3.78s, valid_score: 0.069800]
Fri 20 Oct 2023 05:02:58 INFO valid result:
hit@10 : 0.126 hit@50 : 0.2319 ndcg@10 : 0.0698 ndcg@50 : 0.0925
Fri 20 Oct 2023 05:02:58 INFO Discovering multi-modal user interest before 95-th epoch
Fri 20 Oct 2023 05:02:58 INFO Finish multi-modal interest discovery before 95-th epoch
Fri 20 Oct 2023 05:03:26 INFO epoch 95 training [time: 28.36s, train loss: 4119.3270]
Fri 20 Oct 2023 05:03:30 INFO epoch 95 evaluating [time: 3.80s, valid_score: 0.070100]
Fri 20 Oct 2023 05:03:30 INFO valid result:
hit@10 : 0.1265 hit@50 : 0.2321 ndcg@10 : 0.0701 ndcg@50 : 0.0927
Fri 20 Oct 2023 05:03:31 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 05:03:31 INFO Discovering multi-modal user interest before 96-th epoch
Fri 20 Oct 2023 05:03:31 INFO Finish multi-modal interest discovery before 96-th epoch
Fri 20 Oct 2023 05:03:59 INFO epoch 96 training [time: 28.28s, train loss: 4119.5938]
Fri 20 Oct 2023 05:04:03 INFO epoch 96 evaluating [time: 3.81s, valid_score: 0.070200]
Fri 20 Oct 2023 05:04:03 INFO valid result:
hit@10 : 0.1271 hit@50 : 0.2319 ndcg@10 : 0.0702 ndcg@50 : 0.0927
Fri 20 Oct 2023 05:04:03 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 05:04:03 INFO Discovering multi-modal user interest before 97-th epoch
Fri 20 Oct 2023 05:04:03 INFO Finish multi-modal interest discovery before 97-th epoch
Fri 20 Oct 2023 05:04:32 INFO epoch 97 training [time: 29.04s, train loss: 4118.9395]
Fri 20 Oct 2023 05:04:36 INFO epoch 97 evaluating [time: 3.81s, valid_score: 0.070200]
Fri 20 Oct 2023 05:04:36 INFO valid result:
hit@10 : 0.1263 hit@50 : 0.2319 ndcg@10 : 0.0702 ndcg@50 : 0.0928
Fri 20 Oct 2023 05:04:37 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 05:04:37 INFO Discovering multi-modal user interest before 98-th epoch
Fri 20 Oct 2023 05:04:37 INFO Finish multi-modal interest discovery before 98-th epoch
Fri 20 Oct 2023 05:05:05 INFO epoch 98 training [time: 28.34s, train loss: 4118.6362]
Fri 20 Oct 2023 05:05:09 INFO epoch 98 evaluating [time: 3.78s, valid_score: 0.069700]
Fri 20 Oct 2023 05:05:09 INFO valid result:
hit@10 : 0.1261 hit@50 : 0.232 ndcg@10 : 0.0697 ndcg@50 : 0.0925
Fri 20 Oct 2023 05:05:09 INFO Discovering multi-modal user interest before 99-th epoch
Fri 20 Oct 2023 05:05:09 INFO Finish multi-modal interest discovery before 99-th epoch
Fri 20 Oct 2023 05:05:37 INFO epoch 99 training [time: 28.36s, train loss: 4117.6562]
Fri 20 Oct 2023 05:05:41 INFO epoch 99 evaluating [time: 3.79s, valid_score: 0.069800]
Fri 20 Oct 2023 05:05:41 INFO valid result:
hit@10 : 0.1259 hit@50 : 0.2327 ndcg@10 : 0.0698 ndcg@50 : 0.0927
Fri 20 Oct 2023 05:05:41 INFO Discovering multi-modal user interest before 100-th epoch
Fri 20 Oct 2023 05:05:41 INFO Finish multi-modal interest discovery before 100-th epoch
Fri 20 Oct 2023 05:06:10 INFO epoch 100 training [time: 29.04s, train loss: 4117.8564]
Fri 20 Oct 2023 05:06:14 INFO epoch 100 evaluating [time: 3.92s, valid_score: 0.069700]
Fri 20 Oct 2023 05:06:14 INFO valid result:
hit@10 : 0.1255 hit@50 : 0.232 ndcg@10 : 0.0697 ndcg@50 : 0.0926
Fri 20 Oct 2023 05:06:14 INFO Discovering multi-modal user interest before 101-th epoch
Fri 20 Oct 2023 05:06:14 INFO Finish multi-modal interest discovery before 101-th epoch
Fri 20 Oct 2023 05:06:43 INFO epoch 101 training [time: 28.91s, train loss: 4117.2157]
Fri 20 Oct 2023 05:06:47 INFO epoch 101 evaluating [time: 3.86s, valid_score: 0.069600]
Fri 20 Oct 2023 05:06:47 INFO valid result:
hit@10 : 0.1257 hit@50 : 0.2322 ndcg@10 : 0.0696 ndcg@50 : 0.0925
Fri 20 Oct 2023 05:06:47 INFO Discovering multi-modal user interest before 102-th epoch
Fri 20 Oct 2023 05:06:47 INFO Finish multi-modal interest discovery before 102-th epoch
Fri 20 Oct 2023 05:07:15 INFO epoch 102 training [time: 28.12s, train loss: 4117.6928]
Fri 20 Oct 2023 05:07:19 INFO epoch 102 evaluating [time: 4.28s, valid_score: 0.070100]
Fri 20 Oct 2023 05:07:19 INFO valid result:
hit@10 : 0.1265 hit@50 : 0.2322 ndcg@10 : 0.0701 ndcg@50 : 0.0928
Fri 20 Oct 2023 05:07:19 INFO Discovering multi-modal user interest before 103-th epoch
Fri 20 Oct 2023 05:07:19 INFO Finish multi-modal interest discovery before 103-th epoch
Fri 20 Oct 2023 05:07:47 INFO epoch 103 training [time: 28.03s, train loss: 4117.1217]
Fri 20 Oct 2023 05:07:51 INFO epoch 103 evaluating [time: 3.76s, valid_score: 0.070000]
Fri 20 Oct 2023 05:07:51 INFO valid result:
hit@10 : 0.1264 hit@50 : 0.2324 ndcg@10 : 0.07 ndcg@50 : 0.0927
Fri 20 Oct 2023 05:07:51 INFO Discovering multi-modal user interest before 104-th epoch
Fri 20 Oct 2023 05:07:51 INFO Finish multi-modal interest discovery before 104-th epoch
Fri 20 Oct 2023 05:08:19 INFO epoch 104 training [time: 28.14s, train loss: 4116.0083]
Fri 20 Oct 2023 05:08:23 INFO epoch 104 evaluating [time: 3.80s, valid_score: 0.070300]
Fri 20 Oct 2023 05:08:23 INFO valid result:
hit@10 : 0.127 hit@50 : 0.2339 ndcg@10 : 0.0703 ndcg@50 : 0.0932
Fri 20 Oct 2023 05:08:24 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 05:08:24 INFO Discovering multi-modal user interest before 105-th epoch
Fri 20 Oct 2023 05:08:24 INFO Finish multi-modal interest discovery before 105-th epoch
Fri 20 Oct 2023 05:08:52 INFO epoch 105 training [time: 28.51s, train loss: 4116.2702]
Fri 20 Oct 2023 05:08:56 INFO epoch 105 evaluating [time: 3.82s, valid_score: 0.070100]
Fri 20 Oct 2023 05:08:56 INFO valid result:
hit@10 : 0.1266 hit@50 : 0.2328 ndcg@10 : 0.0701 ndcg@50 : 0.0929
Fri 20 Oct 2023 05:08:56 INFO Discovering multi-modal user interest before 106-th epoch
Fri 20 Oct 2023 05:08:56 INFO Finish multi-modal interest discovery before 106-th epoch
Fri 20 Oct 2023 05:09:25 INFO epoch 106 training [time: 28.79s, train loss: 4116.2535]
Fri 20 Oct 2023 05:09:28 INFO epoch 106 evaluating [time: 3.77s, valid_score: 0.070100]
Fri 20 Oct 2023 05:09:28 INFO valid result:
hit@10 : 0.1264 hit@50 : 0.2326 ndcg@10 : 0.0701 ndcg@50 : 0.0929
Fri 20 Oct 2023 05:09:28 INFO Discovering multi-modal user interest before 107-th epoch
Fri 20 Oct 2023 05:09:29 INFO Finish multi-modal interest discovery before 107-th epoch
Fri 20 Oct 2023 05:09:57 INFO epoch 107 training [time: 28.60s, train loss: 4115.2825]
Fri 20 Oct 2023 05:10:01 INFO epoch 107 evaluating [time: 3.78s, valid_score: 0.070000]
Fri 20 Oct 2023 05:10:01 INFO valid result:
hit@10 : 0.1265 hit@50 : 0.2328 ndcg@10 : 0.07 ndcg@50 : 0.0928
Fri 20 Oct 2023 05:10:01 INFO Discovering multi-modal user interest before 108-th epoch
Fri 20 Oct 2023 05:10:01 INFO Finish multi-modal interest discovery before 108-th epoch
Fri 20 Oct 2023 05:10:29 INFO epoch 108 training [time: 28.38s, train loss: 4113.8137]
Fri 20 Oct 2023 05:10:33 INFO epoch 108 evaluating [time: 3.79s, valid_score: 0.070300]
Fri 20 Oct 2023 05:10:33 INFO valid result:
hit@10 : 0.1268 hit@50 : 0.2324 ndcg@10 : 0.0703 ndcg@50 : 0.0929
Fri 20 Oct 2023 05:10:34 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 05:10:34 INFO Discovering multi-modal user interest before 109-th epoch
Fri 20 Oct 2023 05:10:34 INFO Finish multi-modal interest discovery before 109-th epoch
Fri 20 Oct 2023 05:11:02 INFO epoch 109 training [time: 28.21s, train loss: 4115.1529]
Fri 20 Oct 2023 05:11:06 INFO epoch 109 evaluating [time: 4.24s, valid_score: 0.070300]
Fri 20 Oct 2023 05:11:06 INFO valid result:
hit@10 : 0.1268 hit@50 : 0.2339 ndcg@10 : 0.0703 ndcg@50 : 0.0933
Fri 20 Oct 2023 05:11:07 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 05:11:07 INFO Discovering multi-modal user interest before 110-th epoch
Fri 20 Oct 2023 05:11:07 INFO Finish multi-modal interest discovery before 110-th epoch
Fri 20 Oct 2023 05:11:35 INFO epoch 110 training [time: 28.29s, train loss: 4113.8768]
Fri 20 Oct 2023 05:11:39 INFO epoch 110 evaluating [time: 3.86s, valid_score: 0.070800]
Fri 20 Oct 2023 05:11:39 INFO valid result:
hit@10 : 0.1278 hit@50 : 0.2336 ndcg@10 : 0.0708 ndcg@50 : 0.0934
Fri 20 Oct 2023 05:11:40 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 05:11:40 INFO Discovering multi-modal user interest before 111-th epoch
Fri 20 Oct 2023 05:11:40 INFO Finish multi-modal interest discovery before 111-th epoch
Fri 20 Oct 2023 05:12:08 INFO epoch 111 training [time: 28.40s, train loss: 4113.5421]
Fri 20 Oct 2023 05:12:12 INFO epoch 111 evaluating [time: 3.81s, valid_score: 0.070100]
Fri 20 Oct 2023 05:12:12 INFO valid result:
hit@10 : 0.1265 hit@50 : 0.2333 ndcg@10 : 0.0701 ndcg@50 : 0.093
Fri 20 Oct 2023 05:12:12 INFO Discovering multi-modal user interest before 112-th epoch
Fri 20 Oct 2023 05:12:12 INFO Finish multi-modal interest discovery before 112-th epoch
Fri 20 Oct 2023 05:12:41 INFO epoch 112 training [time: 29.02s, train loss: 4112.2054]
Fri 20 Oct 2023 05:12:45 INFO epoch 112 evaluating [time: 4.03s, valid_score: 0.070400]
Fri 20 Oct 2023 05:12:45 INFO valid result:
hit@10 : 0.1267 hit@50 : 0.2331 ndcg@10 : 0.0704 ndcg@50 : 0.0932
Fri 20 Oct 2023 05:12:45 INFO Discovering multi-modal user interest before 113-th epoch
Fri 20 Oct 2023 05:12:45 INFO Finish multi-modal interest discovery before 113-th epoch
Fri 20 Oct 2023 05:13:13 INFO epoch 113 training [time: 28.18s, train loss: 4112.9235]
Fri 20 Oct 2023 05:13:17 INFO epoch 113 evaluating [time: 3.86s, valid_score: 0.070800]
Fri 20 Oct 2023 05:13:17 INFO valid result:
hit@10 : 0.1269 hit@50 : 0.233 ndcg@10 : 0.0708 ndcg@50 : 0.0935
Fri 20 Oct 2023 05:13:18 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-38.pth
Fri 20 Oct 2023 05:13:18 INFO Discovering multi-modal user interest before 114-th epoch
Fri 20 Oct 2023 05:13:18 INFO Finish multi-modal interest discovery before 114-th epoch
Fri 20 Oct 2023 05:13:46 INFO epoch 114 training [time: 28.39s, train loss: 4112.4484]
Fri 20 Oct 2023 05:13:50 INFO epoch 114 evaluating [time: 4.13s, valid_score: 0.070500]
Fri 20 Oct 2023 05:13:50 INFO valid result:
hit@10 : 0.1273 hit@50 : 0.2338 ndcg@10 : 0.0705 ndcg@50 : 0.0933
Fri 20 Oct 2023 05:13:50 INFO Discovering multi-modal user interest before 115-th epoch
Fri 20 Oct 2023 05:13:50 INFO Finish multi-modal interest discovery before 115-th epoch
Fri 20 Oct 2023 05:14:20 INFO epoch 115 training [time: 30.00s, train loss: 4112.2601]
Fri 20 Oct 2023 05:14:24 INFO epoch 115 evaluating [time: 3.76s, valid_score: 0.070200]
Fri 20 Oct 2023 05:14:24 INFO valid result:
hit@10 : 0.1265 hit@50 : 0.2337 ndcg@10 : 0.0702 ndcg@50 : 0.0932
Fri 20 Oct 2023 05:14:24 INFO Discovering multi-modal user interest before 116-th epoch
Fri 20 Oct 2023 05:14:24 INFO Finish multi-modal interest discovery before 116-th epoch
Fri 20 Oct 2023 05:14:52 INFO epoch 116 training [time: 28.30s, train loss: 4110.7073]
Fri 20 Oct 2023 05:14:56 INFO epoch 116 evaluating [time: 3.75s, valid_score: 0.070300]
Fri 20 Oct 2023 05:14:56 INFO valid result:
hit@10 : 0.1259 hit@50 : 0.234 ndcg@10 : 0.0703 ndcg@50 : 0.0935
Fri 20 Oct 2023 05:14:56 INFO Discovering multi-modal user interest before 117-th epoch
Fri 20 Oct 2023 05:14:56 INFO Finish multi-modal interest discovery before 117-th epoch
Fri 20 Oct 2023 05:15:25 INFO epoch 117 training [time: 28.97s, train loss: 4111.6357]
Fri 20 Oct 2023 05:15:29 INFO epoch 117 evaluating [time: 3.99s, valid_score: 0.070300]
Fri 20 Oct 2023 05:15:29 INFO valid result:
hit@10 : 0.1265 hit@50 : 0.2328 ndcg@10 : 0.0703 ndcg@50 : 0.0931
Fri 20 Oct 2023 05:15:29 INFO Discovering multi-modal user interest before 118-th epoch
Fri 20 Oct 2023 05:15:29 INFO Finish multi-modal interest discovery before 118-th epoch
Fri 20 Oct 2023 05:15:58 INFO epoch 118 training [time: 28.90s, train loss: 4111.0898]
Fri 20 Oct 2023 05:16:02 INFO epoch 118 evaluating [time: 3.84s, valid_score: 0.070500]
Fri 20 Oct 2023 05:16:02 INFO valid result:
hit@10 : 0.1265 hit@50 : 0.2335 ndcg@10 : 0.0705 ndcg@50 : 0.0935
Fri 20 Oct 2023 05:16:02 INFO Discovering multi-modal user interest before 119-th epoch
Fri 20 Oct 2023 05:16:02 INFO Finish multi-modal interest discovery before 119-th epoch
Fri 20 Oct 2023 05:16:30 INFO epoch 119 training [time: 28.45s, train loss: 4110.1349]
Fri 20 Oct 2023 05:16:34 INFO epoch 119 evaluating [time: 3.78s, valid_score: 0.070600]
Fri 20 Oct 2023 05:16:34 INFO valid result:
hit@10 : 0.1271 hit@50 : 0.2345 ndcg@10 : 0.0706 ndcg@50 : 0.0936
Fri 20 Oct 2023 05:16:34 INFO Discovering multi-modal user interest before 120-th epoch
Fri 20 Oct 2023 05:16:34 INFO Finish multi-modal interest discovery before 120-th epoch
Fri 20 Oct 2023 05:17:03 INFO epoch 120 training [time: 28.67s, train loss: 4111.6059]
Fri 20 Oct 2023 05:17:07 INFO epoch 120 evaluating [time: 3.90s, valid_score: 0.070600]
Fri 20 Oct 2023 05:17:07 INFO valid result:
hit@10 : 0.1263 hit@50 : 0.233 ndcg@10 : 0.0706 ndcg@50 : 0.0934
Fri 20 Oct 2023 05:17:07 INFO Discovering multi-modal user interest before 121-th epoch
Fri 20 Oct 2023 05:17:07 INFO Finish multi-modal interest discovery before 121-th epoch
Fri 20 Oct 2023 05:17:35 INFO epoch 121 training [time: 28.43s, train loss: 4110.5533]
Fri 20 Oct 2023 05:17:39 INFO epoch 121 evaluating [time: 3.78s, valid_score: 0.070400]
Fri 20 Oct 2023 05:17:39 INFO valid result:
hit@10 : 0.1265 hit@50 : 0.2334 ndcg@10 : 0.0704 ndcg@50 : 0.0934
Fri 20 Oct 2023 05:17:39 INFO Discovering multi-modal user interest before 122-th epoch
Fri 20 Oct 2023 05:17:39 INFO Finish multi-modal interest discovery before 122-th epoch
Fri 20 Oct 2023 05:18:08 INFO epoch 122 training [time: 28.91s, train loss: 4110.0051]
Fri 20 Oct 2023 05:18:12 INFO epoch 122 evaluating [time: 3.77s, valid_score: 0.070700]
Fri 20 Oct 2023 05:18:12 INFO valid result:
hit@10 : 0.1279 hit@50 : 0.2337 ndcg@10 : 0.0707 ndcg@50 : 0.0934
Fri 20 Oct 2023 05:18:12 INFO Discovering multi-modal user interest before 123-th epoch
Fri 20 Oct 2023 05:18:12 INFO Finish multi-modal interest discovery before 123-th epoch
Fri 20 Oct 2023 05:18:40 INFO epoch 123 training [time: 28.41s, train loss: 4109.2675]
Fri 20 Oct 2023 05:18:44 INFO epoch 123 evaluating [time: 3.79s, valid_score: 0.070300]