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Oct-20-2023_03-55-46.log
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Oct-20-2023_03-55-46.log
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Fri 20 Oct 2023 03:55:46 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 = transductive_ft
log_prefix = gpu3
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 03:55:53 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 03:55:57 INFO [Training]: train_batch_size = [512] negative sampling: [None]
Fri 20 Oct 2023 03:55:57 INFO [Evaluation]: eval_batch_size = [1024] eval_args: [{'split': {'LS': 'valid_and_test'}, 'order': 'TO', 'mode': 'full', 'group_by': 'user'}]
Fri 20 Oct 2023 03:55:59 INFO Loading from pretrained_models/MISSRec-FHCKM_mm_full-100-gamma1e-4.pth
Fri 20 Oct 2023 03:55:59 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 03:55:59 INFO Fix encoder parameters.
Fri 20 Oct 2023 03:55:59 INFO MISSRec(
(item_embedding): Embedding(21020, 300, padding_idx=0)
(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: 6614401.0
Fri 20 Oct 2023 03:55:59 INFO Trainable parameters: ['fusion_factor', 'item_embedding.weight', 'LayerNorm.weight', 'LayerNorm.bias', 'text_adaptor.weight', 'text_adaptor.bias', 'img_adaptor.weight', 'img_adaptor.bias']
Fri 20 Oct 2023 03:56:00 INFO Discovering multi-modal user interest before 0-th epoch
Fri 20 Oct 2023 03:56:03 INFO Finish multi-modal interest discovery before 0-th epoch
Fri 20 Oct 2023 03:56:37 INFO epoch 0 training [time: 36.91s, train loss: 4285.8247]
Fri 20 Oct 2023 03:56:42 INFO epoch 0 evaluating [time: 4.19s, valid_score: 0.062700]
Fri 20 Oct 2023 03:56:42 INFO valid result:
hit@10 : 0.1129 hit@50 : 0.2101 ndcg@10 : 0.0627 ndcg@50 : 0.0835
Fri 20 Oct 2023 03:56:42 INFO Saving current: saved/MISSRec-Oct-20-2023_03-56-00.pth
Fri 20 Oct 2023 03:56:42 INFO Discovering multi-modal user interest before 1-th epoch
Fri 20 Oct 2023 03:56:42 INFO Finish multi-modal interest discovery before 1-th epoch
Fri 20 Oct 2023 03:57:16 INFO epoch 1 training [time: 34.01s, train loss: 4085.5638]
Fri 20 Oct 2023 03:57:20 INFO epoch 1 evaluating [time: 4.00s, valid_score: 0.067400]
Fri 20 Oct 2023 03:57:20 INFO valid result:
hit@10 : 0.1214 hit@50 : 0.2245 ndcg@10 : 0.0674 ndcg@50 : 0.0894
Fri 20 Oct 2023 03:57:21 INFO Saving current: saved/MISSRec-Oct-20-2023_03-56-00.pth
Fri 20 Oct 2023 03:57:21 INFO Discovering multi-modal user interest before 2-th epoch
Fri 20 Oct 2023 03:57:21 INFO Finish multi-modal interest discovery before 2-th epoch
Fri 20 Oct 2023 03:57:54 INFO epoch 2 training [time: 33.22s, train loss: 4015.8495]
Fri 20 Oct 2023 03:57:58 INFO epoch 2 evaluating [time: 4.00s, valid_score: 0.069900]
Fri 20 Oct 2023 03:57:58 INFO valid result:
hit@10 : 0.1247 hit@50 : 0.2318 ndcg@10 : 0.0699 ndcg@50 : 0.0928
Fri 20 Oct 2023 03:57:59 INFO Saving current: saved/MISSRec-Oct-20-2023_03-56-00.pth
Fri 20 Oct 2023 03:57:59 INFO Discovering multi-modal user interest before 3-th epoch
Fri 20 Oct 2023 03:57:59 INFO Finish multi-modal interest discovery before 3-th epoch
Fri 20 Oct 2023 03:58:33 INFO epoch 3 training [time: 33.31s, train loss: 3971.9787]
Fri 20 Oct 2023 03:58:37 INFO epoch 3 evaluating [time: 4.02s, valid_score: 0.071000]
Fri 20 Oct 2023 03:58:37 INFO valid result:
hit@10 : 0.1273 hit@50 : 0.235 ndcg@10 : 0.071 ndcg@50 : 0.094
Fri 20 Oct 2023 03:58:38 INFO Saving current: saved/MISSRec-Oct-20-2023_03-56-00.pth
Fri 20 Oct 2023 03:58:38 INFO Discovering multi-modal user interest before 4-th epoch
Fri 20 Oct 2023 03:58:38 INFO Finish multi-modal interest discovery before 4-th epoch
Fri 20 Oct 2023 03:59:11 INFO epoch 4 training [time: 33.66s, train loss: 3942.4444]
Fri 20 Oct 2023 03:59:15 INFO epoch 4 evaluating [time: 4.23s, valid_score: 0.071900]
Fri 20 Oct 2023 03:59:15 INFO valid result:
hit@10 : 0.128 hit@50 : 0.2365 ndcg@10 : 0.0719 ndcg@50 : 0.0952
Fri 20 Oct 2023 03:59:16 INFO Saving current: saved/MISSRec-Oct-20-2023_03-56-00.pth
Fri 20 Oct 2023 03:59:16 INFO Discovering multi-modal user interest before 5-th epoch
Fri 20 Oct 2023 03:59:17 INFO Finish multi-modal interest discovery before 5-th epoch
Fri 20 Oct 2023 03:59:50 INFO epoch 5 training [time: 33.95s, train loss: 3921.7937]
Fri 20 Oct 2023 03:59:55 INFO epoch 5 evaluating [time: 4.33s, valid_score: 0.072100]
Fri 20 Oct 2023 03:59:55 INFO valid result:
hit@10 : 0.1292 hit@50 : 0.2386 ndcg@10 : 0.0721 ndcg@50 : 0.0956
Fri 20 Oct 2023 03:59:56 INFO Saving current: saved/MISSRec-Oct-20-2023_03-56-00.pth
Fri 20 Oct 2023 03:59:56 INFO Discovering multi-modal user interest before 6-th epoch
Fri 20 Oct 2023 03:59:56 INFO Finish multi-modal interest discovery before 6-th epoch
Fri 20 Oct 2023 04:00:29 INFO epoch 6 training [time: 33.73s, train loss: 3903.8193]
Fri 20 Oct 2023 04:00:33 INFO epoch 6 evaluating [time: 4.02s, valid_score: 0.072100]
Fri 20 Oct 2023 04:00:33 INFO valid result:
hit@10 : 0.1297 hit@50 : 0.2404 ndcg@10 : 0.0721 ndcg@50 : 0.0959
Fri 20 Oct 2023 04:00:34 INFO Saving current: saved/MISSRec-Oct-20-2023_03-56-00.pth
Fri 20 Oct 2023 04:00:34 INFO Discovering multi-modal user interest before 7-th epoch
Fri 20 Oct 2023 04:00:35 INFO Finish multi-modal interest discovery before 7-th epoch
Fri 20 Oct 2023 04:01:09 INFO epoch 7 training [time: 34.45s, train loss: 3890.3386]
Fri 20 Oct 2023 04:01:13 INFO epoch 7 evaluating [time: 4.08s, valid_score: 0.073100]
Fri 20 Oct 2023 04:01:13 INFO valid result:
hit@10 : 0.1308 hit@50 : 0.241 ndcg@10 : 0.0731 ndcg@50 : 0.0968
Fri 20 Oct 2023 04:01:14 INFO Saving current: saved/MISSRec-Oct-20-2023_03-56-00.pth
Fri 20 Oct 2023 04:01:14 INFO Discovering multi-modal user interest before 8-th epoch
Fri 20 Oct 2023 04:01:14 INFO Finish multi-modal interest discovery before 8-th epoch
Fri 20 Oct 2023 04:01:47 INFO epoch 8 training [time: 33.35s, train loss: 3878.1957]
Fri 20 Oct 2023 04:01:52 INFO epoch 8 evaluating [time: 4.13s, valid_score: 0.073200]
Fri 20 Oct 2023 04:01:52 INFO valid result:
hit@10 : 0.1312 hit@50 : 0.2424 ndcg@10 : 0.0732 ndcg@50 : 0.0971
Fri 20 Oct 2023 04:01:53 INFO Saving current: saved/MISSRec-Oct-20-2023_03-56-00.pth
Fri 20 Oct 2023 04:01:53 INFO Discovering multi-modal user interest before 9-th epoch
Fri 20 Oct 2023 04:01:53 INFO Finish multi-modal interest discovery before 9-th epoch
Fri 20 Oct 2023 04:02:27 INFO epoch 9 training [time: 34.58s, train loss: 3868.8602]
Fri 20 Oct 2023 04:02:31 INFO epoch 9 evaluating [time: 4.33s, valid_score: 0.073400]
Fri 20 Oct 2023 04:02:31 INFO valid result:
hit@10 : 0.1313 hit@50 : 0.243 ndcg@10 : 0.0734 ndcg@50 : 0.0974
Fri 20 Oct 2023 04:02:32 INFO Saving current: saved/MISSRec-Oct-20-2023_03-56-00.pth
Fri 20 Oct 2023 04:02:32 INFO Discovering multi-modal user interest before 10-th epoch
Fri 20 Oct 2023 04:02:33 INFO Finish multi-modal interest discovery before 10-th epoch
Fri 20 Oct 2023 04:03:08 INFO epoch 10 training [time: 35.83s, train loss: 3861.1264]
Fri 20 Oct 2023 04:03:13 INFO epoch 10 evaluating [time: 4.32s, valid_score: 0.073700]
Fri 20 Oct 2023 04:03:13 INFO valid result:
hit@10 : 0.1321 hit@50 : 0.2441 ndcg@10 : 0.0737 ndcg@50 : 0.0978
Fri 20 Oct 2023 04:03:14 INFO Saving current: saved/MISSRec-Oct-20-2023_03-56-00.pth
Fri 20 Oct 2023 04:03:14 INFO Discovering multi-modal user interest before 11-th epoch
Fri 20 Oct 2023 04:03:14 INFO Finish multi-modal interest discovery before 11-th epoch
Fri 20 Oct 2023 04:03:49 INFO epoch 11 training [time: 35.24s, train loss: 3853.5642]
Fri 20 Oct 2023 04:03:53 INFO epoch 11 evaluating [time: 3.98s, valid_score: 0.074700]
Fri 20 Oct 2023 04:03:53 INFO valid result:
hit@10 : 0.1338 hit@50 : 0.2446 ndcg@10 : 0.0747 ndcg@50 : 0.0985
Fri 20 Oct 2023 04:03:54 INFO Saving current: saved/MISSRec-Oct-20-2023_03-56-00.pth
Fri 20 Oct 2023 04:03:54 INFO Discovering multi-modal user interest before 12-th epoch
Fri 20 Oct 2023 04:03:54 INFO Finish multi-modal interest discovery before 12-th epoch
Fri 20 Oct 2023 04:04:29 INFO epoch 12 training [time: 34.86s, train loss: 3846.4844]
Fri 20 Oct 2023 04:04:33 INFO epoch 12 evaluating [time: 4.34s, valid_score: 0.074700]
Fri 20 Oct 2023 04:04:33 INFO valid result:
hit@10 : 0.1336 hit@50 : 0.2467 ndcg@10 : 0.0747 ndcg@50 : 0.099
Fri 20 Oct 2023 04:04:34 INFO Saving current: saved/MISSRec-Oct-20-2023_03-56-00.pth
Fri 20 Oct 2023 04:04:34 INFO Discovering multi-modal user interest before 13-th epoch
Fri 20 Oct 2023 04:04:34 INFO Finish multi-modal interest discovery before 13-th epoch
Fri 20 Oct 2023 04:05:08 INFO epoch 13 training [time: 33.71s, train loss: 3840.3174]
Fri 20 Oct 2023 04:05:12 INFO epoch 13 evaluating [time: 4.04s, valid_score: 0.075200]
Fri 20 Oct 2023 04:05:12 INFO valid result:
hit@10 : 0.1341 hit@50 : 0.2466 ndcg@10 : 0.0752 ndcg@50 : 0.0993
Fri 20 Oct 2023 04:05:13 INFO Saving current: saved/MISSRec-Oct-20-2023_03-56-00.pth
Fri 20 Oct 2023 04:05:13 INFO Discovering multi-modal user interest before 14-th epoch
Fri 20 Oct 2023 04:05:13 INFO Finish multi-modal interest discovery before 14-th epoch
Fri 20 Oct 2023 04:05:47 INFO epoch 14 training [time: 33.58s, train loss: 3836.2876]
Fri 20 Oct 2023 04:05:51 INFO epoch 14 evaluating [time: 4.21s, valid_score: 0.075600]
Fri 20 Oct 2023 04:05:51 INFO valid result:
hit@10 : 0.1346 hit@50 : 0.2463 ndcg@10 : 0.0756 ndcg@50 : 0.0996
Fri 20 Oct 2023 04:05:52 INFO Saving current: saved/MISSRec-Oct-20-2023_03-56-00.pth
Fri 20 Oct 2023 04:05:52 INFO Discovering multi-modal user interest before 15-th epoch
Fri 20 Oct 2023 04:05:52 INFO Finish multi-modal interest discovery before 15-th epoch
Fri 20 Oct 2023 04:06:25 INFO epoch 15 training [time: 33.42s, train loss: 3830.1231]
Fri 20 Oct 2023 04:06:29 INFO epoch 15 evaluating [time: 4.03s, valid_score: 0.075400]
Fri 20 Oct 2023 04:06:29 INFO valid result:
hit@10 : 0.1347 hit@50 : 0.2472 ndcg@10 : 0.0754 ndcg@50 : 0.0996
Fri 20 Oct 2023 04:06:29 INFO Discovering multi-modal user interest before 16-th epoch
Fri 20 Oct 2023 04:06:29 INFO Finish multi-modal interest discovery before 16-th epoch
Fri 20 Oct 2023 04:07:02 INFO epoch 16 training [time: 33.07s, train loss: 3826.0070]
Fri 20 Oct 2023 04:07:06 INFO epoch 16 evaluating [time: 3.94s, valid_score: 0.076100]
Fri 20 Oct 2023 04:07:06 INFO valid result:
hit@10 : 0.1362 hit@50 : 0.2481 ndcg@10 : 0.0761 ndcg@50 : 0.1001
Fri 20 Oct 2023 04:07:07 INFO Saving current: saved/MISSRec-Oct-20-2023_03-56-00.pth
Fri 20 Oct 2023 04:07:07 INFO Discovering multi-modal user interest before 17-th epoch
Fri 20 Oct 2023 04:07:07 INFO Finish multi-modal interest discovery before 17-th epoch
Fri 20 Oct 2023 04:07:41 INFO epoch 17 training [time: 34.19s, train loss: 3822.5143]
Fri 20 Oct 2023 04:07:46 INFO epoch 17 evaluating [time: 4.16s, valid_score: 0.076300]
Fri 20 Oct 2023 04:07:46 INFO valid result:
hit@10 : 0.1361 hit@50 : 0.2485 ndcg@10 : 0.0763 ndcg@50 : 0.1004
Fri 20 Oct 2023 04:07:47 INFO Saving current: saved/MISSRec-Oct-20-2023_03-56-00.pth
Fri 20 Oct 2023 04:07:47 INFO Discovering multi-modal user interest before 18-th epoch
Fri 20 Oct 2023 04:07:47 INFO Finish multi-modal interest discovery before 18-th epoch
Fri 20 Oct 2023 04:08:20 INFO epoch 18 training [time: 33.02s, train loss: 3818.5058]
Fri 20 Oct 2023 04:08:24 INFO epoch 18 evaluating [time: 3.97s, valid_score: 0.076500]
Fri 20 Oct 2023 04:08:24 INFO valid result:
hit@10 : 0.1361 hit@50 : 0.2483 ndcg@10 : 0.0765 ndcg@50 : 0.1006
Fri 20 Oct 2023 04:08:25 INFO Saving current: saved/MISSRec-Oct-20-2023_03-56-00.pth
Fri 20 Oct 2023 04:08:25 INFO Discovering multi-modal user interest before 19-th epoch
Fri 20 Oct 2023 04:08:25 INFO Finish multi-modal interest discovery before 19-th epoch
Fri 20 Oct 2023 04:09:00 INFO epoch 19 training [time: 34.92s, train loss: 3814.6893]
Fri 20 Oct 2023 04:09:04 INFO epoch 19 evaluating [time: 4.26s, valid_score: 0.076700]
Fri 20 Oct 2023 04:09:04 INFO valid result:
hit@10 : 0.1372 hit@50 : 0.2483 ndcg@10 : 0.0767 ndcg@50 : 0.1006
Fri 20 Oct 2023 04:09:05 INFO Saving current: saved/MISSRec-Oct-20-2023_03-56-00.pth
Fri 20 Oct 2023 04:09:05 INFO Discovering multi-modal user interest before 20-th epoch
Fri 20 Oct 2023 04:09:05 INFO Finish multi-modal interest discovery before 20-th epoch
Fri 20 Oct 2023 04:09:38 INFO epoch 20 training [time: 33.06s, train loss: 3811.9077]
Fri 20 Oct 2023 04:09:42 INFO epoch 20 evaluating [time: 4.15s, valid_score: 0.076700]
Fri 20 Oct 2023 04:09:42 INFO valid result:
hit@10 : 0.1368 hit@50 : 0.2492 ndcg@10 : 0.0767 ndcg@50 : 0.1009
Fri 20 Oct 2023 04:09:43 INFO Saving current: saved/MISSRec-Oct-20-2023_03-56-00.pth
Fri 20 Oct 2023 04:09:43 INFO Discovering multi-modal user interest before 21-th epoch
Fri 20 Oct 2023 04:09:43 INFO Finish multi-modal interest discovery before 21-th epoch
Fri 20 Oct 2023 04:10:18 INFO epoch 21 training [time: 34.92s, train loss: 3808.9740]
Fri 20 Oct 2023 04:10:22 INFO epoch 21 evaluating [time: 4.39s, valid_score: 0.077000]
Fri 20 Oct 2023 04:10:22 INFO valid result:
hit@10 : 0.1375 hit@50 : 0.2497 ndcg@10 : 0.077 ndcg@50 : 0.1012
Fri 20 Oct 2023 04:10:23 INFO Saving current: saved/MISSRec-Oct-20-2023_03-56-00.pth
Fri 20 Oct 2023 04:10:23 INFO Discovering multi-modal user interest before 22-th epoch
Fri 20 Oct 2023 04:10:23 INFO Finish multi-modal interest discovery before 22-th epoch
Fri 20 Oct 2023 04:10:57 INFO epoch 22 training [time: 33.62s, train loss: 3805.0769]
Fri 20 Oct 2023 04:11:01 INFO epoch 22 evaluating [time: 4.04s, valid_score: 0.077200]
Fri 20 Oct 2023 04:11:01 INFO valid result:
hit@10 : 0.1377 hit@50 : 0.2493 ndcg@10 : 0.0772 ndcg@50 : 0.1012
Fri 20 Oct 2023 04:11:02 INFO Saving current: saved/MISSRec-Oct-20-2023_03-56-00.pth
Fri 20 Oct 2023 04:11:02 INFO Discovering multi-modal user interest before 23-th epoch
Fri 20 Oct 2023 04:11:02 INFO Finish multi-modal interest discovery before 23-th epoch
Fri 20 Oct 2023 04:11:36 INFO epoch 23 training [time: 33.55s, train loss: 3803.4000]
Fri 20 Oct 2023 04:11:40 INFO epoch 23 evaluating [time: 3.92s, valid_score: 0.077500]
Fri 20 Oct 2023 04:11:40 INFO valid result:
hit@10 : 0.1378 hit@50 : 0.2502 ndcg@10 : 0.0775 ndcg@50 : 0.1017
Fri 20 Oct 2023 04:11:41 INFO Saving current: saved/MISSRec-Oct-20-2023_03-56-00.pth
Fri 20 Oct 2023 04:11:41 INFO Discovering multi-modal user interest before 24-th epoch
Fri 20 Oct 2023 04:11:41 INFO Finish multi-modal interest discovery before 24-th epoch
Fri 20 Oct 2023 04:12:14 INFO epoch 24 training [time: 33.42s, train loss: 3800.0978]
Fri 20 Oct 2023 04:12:19 INFO epoch 24 evaluating [time: 4.46s, valid_score: 0.077200]
Fri 20 Oct 2023 04:12:19 INFO valid result:
hit@10 : 0.1375 hit@50 : 0.2508 ndcg@10 : 0.0772 ndcg@50 : 0.1015
Fri 20 Oct 2023 04:12:19 INFO Discovering multi-modal user interest before 25-th epoch
Fri 20 Oct 2023 04:12:19 INFO Finish multi-modal interest discovery before 25-th epoch
Fri 20 Oct 2023 04:12:53 INFO epoch 25 training [time: 34.44s, train loss: 3798.1368]
Fri 20 Oct 2023 04:12:57 INFO epoch 25 evaluating [time: 3.97s, valid_score: 0.077600]
Fri 20 Oct 2023 04:12:57 INFO valid result:
hit@10 : 0.1385 hit@50 : 0.2506 ndcg@10 : 0.0776 ndcg@50 : 0.1017
Fri 20 Oct 2023 04:12:58 INFO Saving current: saved/MISSRec-Oct-20-2023_03-56-00.pth
Fri 20 Oct 2023 04:12:58 INFO Discovering multi-modal user interest before 26-th epoch
Fri 20 Oct 2023 04:12:58 INFO Finish multi-modal interest discovery before 26-th epoch
Fri 20 Oct 2023 04:13:31 INFO epoch 26 training [time: 32.55s, train loss: 3794.7943]
Fri 20 Oct 2023 04:13:35 INFO epoch 26 evaluating [time: 4.00s, valid_score: 0.077500]
Fri 20 Oct 2023 04:13:35 INFO valid result:
hit@10 : 0.1376 hit@50 : 0.2505 ndcg@10 : 0.0775 ndcg@50 : 0.1017
Fri 20 Oct 2023 04:13:35 INFO Discovering multi-modal user interest before 27-th epoch
Fri 20 Oct 2023 04:13:35 INFO Finish multi-modal interest discovery before 27-th epoch
Fri 20 Oct 2023 04:14:08 INFO epoch 27 training [time: 33.23s, train loss: 3791.0683]
Fri 20 Oct 2023 04:14:12 INFO epoch 27 evaluating [time: 3.88s, valid_score: 0.077800]
Fri 20 Oct 2023 04:14:12 INFO valid result:
hit@10 : 0.1379 hit@50 : 0.2516 ndcg@10 : 0.0778 ndcg@50 : 0.1022
Fri 20 Oct 2023 04:14:13 INFO Saving current: saved/MISSRec-Oct-20-2023_03-56-00.pth
Fri 20 Oct 2023 04:14:13 INFO Discovering multi-modal user interest before 28-th epoch
Fri 20 Oct 2023 04:14:13 INFO Finish multi-modal interest discovery before 28-th epoch
Fri 20 Oct 2023 04:14:47 INFO epoch 28 training [time: 34.06s, train loss: 3789.7834]
Fri 20 Oct 2023 04:14:51 INFO epoch 28 evaluating [time: 4.33s, valid_score: 0.078200]
Fri 20 Oct 2023 04:14:51 INFO valid result:
hit@10 : 0.1391 hit@50 : 0.2524 ndcg@10 : 0.0782 ndcg@50 : 0.1025
Fri 20 Oct 2023 04:14:52 INFO Saving current: saved/MISSRec-Oct-20-2023_03-56-00.pth
Fri 20 Oct 2023 04:14:52 INFO Discovering multi-modal user interest before 29-th epoch
Fri 20 Oct 2023 04:14:52 INFO Finish multi-modal interest discovery before 29-th epoch
Fri 20 Oct 2023 04:15:26 INFO epoch 29 training [time: 33.94s, train loss: 3787.6095]
Fri 20 Oct 2023 04:15:30 INFO epoch 29 evaluating [time: 4.20s, valid_score: 0.078100]
Fri 20 Oct 2023 04:15:30 INFO valid result:
hit@10 : 0.1392 hit@50 : 0.2517 ndcg@10 : 0.0781 ndcg@50 : 0.1023
Fri 20 Oct 2023 04:15:30 INFO Discovering multi-modal user interest before 30-th epoch
Fri 20 Oct 2023 04:15:30 INFO Finish multi-modal interest discovery before 30-th epoch
Fri 20 Oct 2023 04:16:03 INFO epoch 30 training [time: 33.09s, train loss: 3784.0213]
Fri 20 Oct 2023 04:16:07 INFO epoch 30 evaluating [time: 3.91s, valid_score: 0.078100]
Fri 20 Oct 2023 04:16:07 INFO valid result:
hit@10 : 0.1387 hit@50 : 0.2523 ndcg@10 : 0.0781 ndcg@50 : 0.1025
Fri 20 Oct 2023 04:16:07 INFO Discovering multi-modal user interest before 31-th epoch
Fri 20 Oct 2023 04:16:07 INFO Finish multi-modal interest discovery before 31-th epoch
Fri 20 Oct 2023 04:16:41 INFO epoch 31 training [time: 33.52s, train loss: 3782.0757]
Fri 20 Oct 2023 04:16:45 INFO epoch 31 evaluating [time: 3.91s, valid_score: 0.077900]
Fri 20 Oct 2023 04:16:45 INFO valid result:
hit@10 : 0.1387 hit@50 : 0.2528 ndcg@10 : 0.0779 ndcg@50 : 0.1023
Fri 20 Oct 2023 04:16:45 INFO Discovering multi-modal user interest before 32-th epoch
Fri 20 Oct 2023 04:16:45 INFO Finish multi-modal interest discovery before 32-th epoch
Fri 20 Oct 2023 04:17:18 INFO epoch 32 training [time: 33.80s, train loss: 3781.0753]
Fri 20 Oct 2023 04:17:22 INFO epoch 32 evaluating [time: 3.97s, valid_score: 0.078200]
Fri 20 Oct 2023 04:17:22 INFO valid result:
hit@10 : 0.1389 hit@50 : 0.2525 ndcg@10 : 0.0782 ndcg@50 : 0.1026
Fri 20 Oct 2023 04:17:23 INFO Saving current: saved/MISSRec-Oct-20-2023_03-56-00.pth
Fri 20 Oct 2023 04:17:23 INFO Discovering multi-modal user interest before 33-th epoch
Fri 20 Oct 2023 04:17:23 INFO Finish multi-modal interest discovery before 33-th epoch
Fri 20 Oct 2023 04:17:57 INFO epoch 33 training [time: 33.72s, train loss: 3778.6740]
Fri 20 Oct 2023 04:18:01 INFO epoch 33 evaluating [time: 3.87s, valid_score: 0.078600]
Fri 20 Oct 2023 04:18:01 INFO valid result:
hit@10 : 0.1396 hit@50 : 0.2527 ndcg@10 : 0.0786 ndcg@50 : 0.1029
Fri 20 Oct 2023 04:18:02 INFO Saving current: saved/MISSRec-Oct-20-2023_03-56-00.pth
Fri 20 Oct 2023 04:18:02 INFO Discovering multi-modal user interest before 34-th epoch
Fri 20 Oct 2023 04:18:02 INFO Finish multi-modal interest discovery before 34-th epoch
Fri 20 Oct 2023 04:18:35 INFO epoch 34 training [time: 33.02s, train loss: 3776.3757]
Fri 20 Oct 2023 04:18:39 INFO epoch 34 evaluating [time: 4.09s, valid_score: 0.078800]
Fri 20 Oct 2023 04:18:39 INFO valid result:
hit@10 : 0.1401 hit@50 : 0.2524 ndcg@10 : 0.0788 ndcg@50 : 0.1029
Fri 20 Oct 2023 04:18:40 INFO Saving current: saved/MISSRec-Oct-20-2023_03-56-00.pth
Fri 20 Oct 2023 04:18:40 INFO Discovering multi-modal user interest before 35-th epoch
Fri 20 Oct 2023 04:18:40 INFO Finish multi-modal interest discovery before 35-th epoch
Fri 20 Oct 2023 04:19:14 INFO epoch 35 training [time: 33.97s, train loss: 3774.2132]
Fri 20 Oct 2023 04:19:18 INFO epoch 35 evaluating [time: 3.97s, valid_score: 0.079000]
Fri 20 Oct 2023 04:19:18 INFO valid result:
hit@10 : 0.1402 hit@50 : 0.2534 ndcg@10 : 0.079 ndcg@50 : 0.1032
Fri 20 Oct 2023 04:19:19 INFO Saving current: saved/MISSRec-Oct-20-2023_03-56-00.pth
Fri 20 Oct 2023 04:19:19 INFO Discovering multi-modal user interest before 36-th epoch
Fri 20 Oct 2023 04:19:19 INFO Finish multi-modal interest discovery before 36-th epoch
Fri 20 Oct 2023 04:19:54 INFO epoch 36 training [time: 34.55s, train loss: 3773.7613]
Fri 20 Oct 2023 04:19:58 INFO epoch 36 evaluating [time: 4.28s, valid_score: 0.078500]
Fri 20 Oct 2023 04:19:58 INFO valid result:
hit@10 : 0.1396 hit@50 : 0.254 ndcg@10 : 0.0785 ndcg@50 : 0.103
Fri 20 Oct 2023 04:19:58 INFO Discovering multi-modal user interest before 37-th epoch
Fri 20 Oct 2023 04:19:58 INFO Finish multi-modal interest discovery before 37-th epoch
Fri 20 Oct 2023 04:20:32 INFO epoch 37 training [time: 34.22s, train loss: 3772.0820]
Fri 20 Oct 2023 04:20:36 INFO epoch 37 evaluating [time: 3.93s, valid_score: 0.079100]
Fri 20 Oct 2023 04:20:36 INFO valid result:
hit@10 : 0.1402 hit@50 : 0.2545 ndcg@10 : 0.0791 ndcg@50 : 0.1035
Fri 20 Oct 2023 04:20:37 INFO Saving current: saved/MISSRec-Oct-20-2023_03-56-00.pth
Fri 20 Oct 2023 04:20:37 INFO Discovering multi-modal user interest before 38-th epoch
Fri 20 Oct 2023 04:20:37 INFO Finish multi-modal interest discovery before 38-th epoch
Fri 20 Oct 2023 04:21:09 INFO epoch 38 training [time: 32.35s, train loss: 3770.8259]
Fri 20 Oct 2023 04:21:13 INFO epoch 38 evaluating [time: 3.95s, valid_score: 0.079100]
Fri 20 Oct 2023 04:21:13 INFO valid result:
hit@10 : 0.1403 hit@50 : 0.2545 ndcg@10 : 0.0791 ndcg@50 : 0.1035
Fri 20 Oct 2023 04:21:14 INFO Saving current: saved/MISSRec-Oct-20-2023_03-56-00.pth
Fri 20 Oct 2023 04:21:14 INFO Discovering multi-modal user interest before 39-th epoch
Fri 20 Oct 2023 04:21:14 INFO Finish multi-modal interest discovery before 39-th epoch
Fri 20 Oct 2023 04:21:48 INFO epoch 39 training [time: 33.50s, train loss: 3769.0251]
Fri 20 Oct 2023 04:21:52 INFO epoch 39 evaluating [time: 4.16s, valid_score: 0.079200]
Fri 20 Oct 2023 04:21:52 INFO valid result:
hit@10 : 0.1405 hit@50 : 0.2544 ndcg@10 : 0.0792 ndcg@50 : 0.1036
Fri 20 Oct 2023 04:21:53 INFO Saving current: saved/MISSRec-Oct-20-2023_03-56-00.pth
Fri 20 Oct 2023 04:21:53 INFO Discovering multi-modal user interest before 40-th epoch
Fri 20 Oct 2023 04:21:53 INFO Finish multi-modal interest discovery before 40-th epoch
Fri 20 Oct 2023 04:22:27 INFO epoch 40 training [time: 33.70s, train loss: 3766.9858]
Fri 20 Oct 2023 04:22:31 INFO epoch 40 evaluating [time: 4.33s, valid_score: 0.079200]
Fri 20 Oct 2023 04:22:31 INFO valid result:
hit@10 : 0.1407 hit@50 : 0.2545 ndcg@10 : 0.0792 ndcg@50 : 0.1036
Fri 20 Oct 2023 04:22:32 INFO Saving current: saved/MISSRec-Oct-20-2023_03-56-00.pth
Fri 20 Oct 2023 04:22:32 INFO Discovering multi-modal user interest before 41-th epoch
Fri 20 Oct 2023 04:22:32 INFO Finish multi-modal interest discovery before 41-th epoch
Fri 20 Oct 2023 04:23:05 INFO epoch 41 training [time: 33.23s, train loss: 3766.0503]
Fri 20 Oct 2023 04:23:09 INFO epoch 41 evaluating [time: 4.02s, valid_score: 0.079400]
Fri 20 Oct 2023 04:23:09 INFO valid result:
hit@10 : 0.1406 hit@50 : 0.2545 ndcg@10 : 0.0794 ndcg@50 : 0.1039
Fri 20 Oct 2023 04:23:10 INFO Saving current: saved/MISSRec-Oct-20-2023_03-56-00.pth
Fri 20 Oct 2023 04:23:10 INFO Discovering multi-modal user interest before 42-th epoch
Fri 20 Oct 2023 04:23:10 INFO Finish multi-modal interest discovery before 42-th epoch
Fri 20 Oct 2023 04:23:44 INFO epoch 42 training [time: 33.29s, train loss: 3764.5941]
Fri 20 Oct 2023 04:23:48 INFO epoch 42 evaluating [time: 3.88s, valid_score: 0.079400]
Fri 20 Oct 2023 04:23:48 INFO valid result:
hit@10 : 0.1402 hit@50 : 0.2547 ndcg@10 : 0.0794 ndcg@50 : 0.104
Fri 20 Oct 2023 04:23:49 INFO Saving current: saved/MISSRec-Oct-20-2023_03-56-00.pth
Fri 20 Oct 2023 04:23:49 INFO Discovering multi-modal user interest before 43-th epoch
Fri 20 Oct 2023 04:23:49 INFO Finish multi-modal interest discovery before 43-th epoch
Fri 20 Oct 2023 04:24:22 INFO epoch 43 training [time: 33.22s, train loss: 3763.6576]
Fri 20 Oct 2023 04:24:26 INFO epoch 43 evaluating [time: 3.91s, valid_score: 0.079200]
Fri 20 Oct 2023 04:24:26 INFO valid result:
hit@10 : 0.1403 hit@50 : 0.2545 ndcg@10 : 0.0792 ndcg@50 : 0.1038
Fri 20 Oct 2023 04:24:26 INFO Discovering multi-modal user interest before 44-th epoch
Fri 20 Oct 2023 04:24:26 INFO Finish multi-modal interest discovery before 44-th epoch
Fri 20 Oct 2023 04:24:59 INFO epoch 44 training [time: 33.18s, train loss: 3761.4081]
Fri 20 Oct 2023 04:25:03 INFO epoch 44 evaluating [time: 4.22s, valid_score: 0.079100]
Fri 20 Oct 2023 04:25:03 INFO valid result:
hit@10 : 0.1399 hit@50 : 0.255 ndcg@10 : 0.0791 ndcg@50 : 0.1038
Fri 20 Oct 2023 04:25:03 INFO Discovering multi-modal user interest before 45-th epoch
Fri 20 Oct 2023 04:25:03 INFO Finish multi-modal interest discovery before 45-th epoch
Fri 20 Oct 2023 04:25:38 INFO epoch 45 training [time: 34.42s, train loss: 3759.6493]
Fri 20 Oct 2023 04:25:42 INFO epoch 45 evaluating [time: 4.04s, valid_score: 0.079300]
Fri 20 Oct 2023 04:25:42 INFO valid result:
hit@10 : 0.1409 hit@50 : 0.2549 ndcg@10 : 0.0793 ndcg@50 : 0.1038
Fri 20 Oct 2023 04:25:42 INFO Discovering multi-modal user interest before 46-th epoch
Fri 20 Oct 2023 04:25:42 INFO Finish multi-modal interest discovery before 46-th epoch
Fri 20 Oct 2023 04:26:17 INFO epoch 46 training [time: 35.19s, train loss: 3758.3391]
Fri 20 Oct 2023 04:26:21 INFO epoch 46 evaluating [time: 3.99s, valid_score: 0.079400]
Fri 20 Oct 2023 04:26:21 INFO valid result:
hit@10 : 0.1406 hit@50 : 0.2547 ndcg@10 : 0.0794 ndcg@50 : 0.104
Fri 20 Oct 2023 04:26:22 INFO Saving current: saved/MISSRec-Oct-20-2023_03-56-00.pth
Fri 20 Oct 2023 04:26:22 INFO Discovering multi-modal user interest before 47-th epoch
Fri 20 Oct 2023 04:26:22 INFO Finish multi-modal interest discovery before 47-th epoch
Fri 20 Oct 2023 04:26:56 INFO epoch 47 training [time: 33.87s, train loss: 3757.5074]
Fri 20 Oct 2023 04:27:00 INFO epoch 47 evaluating [time: 3.92s, valid_score: 0.079700]
Fri 20 Oct 2023 04:27:00 INFO valid result:
hit@10 : 0.1411 hit@50 : 0.2558 ndcg@10 : 0.0797 ndcg@50 : 0.1043
Fri 20 Oct 2023 04:27:01 INFO Saving current: saved/MISSRec-Oct-20-2023_03-56-00.pth
Fri 20 Oct 2023 04:27:01 INFO Discovering multi-modal user interest before 48-th epoch
Fri 20 Oct 2023 04:27:01 INFO Finish multi-modal interest discovery before 48-th epoch
Fri 20 Oct 2023 04:27:34 INFO epoch 48 training [time: 32.90s, train loss: 3757.3207]
Fri 20 Oct 2023 04:27:37 INFO epoch 48 evaluating [time: 3.93s, valid_score: 0.079700]
Fri 20 Oct 2023 04:27:37 INFO valid result:
hit@10 : 0.1409 hit@50 : 0.2561 ndcg@10 : 0.0797 ndcg@50 : 0.1043
Fri 20 Oct 2023 04:27:38 INFO Saving current: saved/MISSRec-Oct-20-2023_03-56-00.pth
Fri 20 Oct 2023 04:27:38 INFO Discovering multi-modal user interest before 49-th epoch
Fri 20 Oct 2023 04:27:39 INFO Finish multi-modal interest discovery before 49-th epoch
Fri 20 Oct 2023 04:28:12 INFO epoch 49 training [time: 33.88s, train loss: 3753.5481]
Fri 20 Oct 2023 04:28:17 INFO epoch 49 evaluating [time: 4.29s, valid_score: 0.079400]
Fri 20 Oct 2023 04:28:17 INFO valid result:
hit@10 : 0.1407 hit@50 : 0.2561 ndcg@10 : 0.0794 ndcg@50 : 0.1042
Fri 20 Oct 2023 04:28:17 INFO Discovering multi-modal user interest before 50-th epoch
Fri 20 Oct 2023 04:28:17 INFO Finish multi-modal interest discovery before 50-th epoch
Fri 20 Oct 2023 04:28:50 INFO epoch 50 training [time: 33.49s, train loss: 3752.6503]
Fri 20 Oct 2023 04:28:54 INFO epoch 50 evaluating [time: 4.28s, valid_score: 0.079500]
Fri 20 Oct 2023 04:28:54 INFO valid result:
hit@10 : 0.1411 hit@50 : 0.2555 ndcg@10 : 0.0795 ndcg@50 : 0.104
Fri 20 Oct 2023 04:28:54 INFO Discovering multi-modal user interest before 51-th epoch
Fri 20 Oct 2023 04:28:54 INFO Finish multi-modal interest discovery before 51-th epoch
Fri 20 Oct 2023 04:29:28 INFO epoch 51 training [time: 33.52s, train loss: 3752.5089]
Fri 20 Oct 2023 04:29:32 INFO epoch 51 evaluating [time: 3.98s, valid_score: 0.079800]
Fri 20 Oct 2023 04:29:32 INFO valid result:
hit@10 : 0.1416 hit@50 : 0.2567 ndcg@10 : 0.0798 ndcg@50 : 0.1044
Fri 20 Oct 2023 04:29:33 INFO Saving current: saved/MISSRec-Oct-20-2023_03-56-00.pth
Fri 20 Oct 2023 04:29:33 INFO Discovering multi-modal user interest before 52-th epoch
Fri 20 Oct 2023 04:29:33 INFO Finish multi-modal interest discovery before 52-th epoch
Fri 20 Oct 2023 04:30:07 INFO epoch 52 training [time: 33.95s, train loss: 3751.0862]
Fri 20 Oct 2023 04:30:11 INFO epoch 52 evaluating [time: 4.24s, valid_score: 0.079800]
Fri 20 Oct 2023 04:30:11 INFO valid result:
hit@10 : 0.1412 hit@50 : 0.2566 ndcg@10 : 0.0798 ndcg@50 : 0.1046
Fri 20 Oct 2023 04:30:12 INFO Saving current: saved/MISSRec-Oct-20-2023_03-56-00.pth
Fri 20 Oct 2023 04:30:12 INFO Discovering multi-modal user interest before 53-th epoch
Fri 20 Oct 2023 04:30:12 INFO Finish multi-modal interest discovery before 53-th epoch
Fri 20 Oct 2023 04:30:45 INFO epoch 53 training [time: 33.10s, train loss: 3750.2857]
Fri 20 Oct 2023 04:30:49 INFO epoch 53 evaluating [time: 3.93s, valid_score: 0.079500]
Fri 20 Oct 2023 04:30:49 INFO valid result:
hit@10 : 0.1411 hit@50 : 0.2565 ndcg@10 : 0.0795 ndcg@50 : 0.1043
Fri 20 Oct 2023 04:30:49 INFO Discovering multi-modal user interest before 54-th epoch
Fri 20 Oct 2023 04:30:49 INFO Finish multi-modal interest discovery before 54-th epoch
Fri 20 Oct 2023 04:31:22 INFO epoch 54 training [time: 32.28s, train loss: 3749.4009]
Fri 20 Oct 2023 04:31:26 INFO epoch 54 evaluating [time: 3.89s, valid_score: 0.079700]
Fri 20 Oct 2023 04:31:26 INFO valid result:
hit@10 : 0.1412 hit@50 : 0.2568 ndcg@10 : 0.0797 ndcg@50 : 0.1045
Fri 20 Oct 2023 04:31:26 INFO Discovering multi-modal user interest before 55-th epoch
Fri 20 Oct 2023 04:31:26 INFO Finish multi-modal interest discovery before 55-th epoch
Fri 20 Oct 2023 04:31:59 INFO epoch 55 training [time: 33.53s, train loss: 3747.8678]
Fri 20 Oct 2023 04:32:03 INFO epoch 55 evaluating [time: 3.92s, valid_score: 0.079800]
Fri 20 Oct 2023 04:32:03 INFO valid result:
hit@10 : 0.141 hit@50 : 0.2562 ndcg@10 : 0.0798 ndcg@50 : 0.1045
Fri 20 Oct 2023 04:32:04 INFO Saving current: saved/MISSRec-Oct-20-2023_03-56-00.pth
Fri 20 Oct 2023 04:32:04 INFO Discovering multi-modal user interest before 56-th epoch
Fri 20 Oct 2023 04:32:04 INFO Finish multi-modal interest discovery before 56-th epoch
Fri 20 Oct 2023 04:32:38 INFO epoch 56 training [time: 34.52s, train loss: 3745.6562]
Fri 20 Oct 2023 04:32:42 INFO epoch 56 evaluating [time: 4.01s, valid_score: 0.080100]
Fri 20 Oct 2023 04:32:42 INFO valid result:
hit@10 : 0.1414 hit@50 : 0.2567 ndcg@10 : 0.0801 ndcg@50 : 0.1048
Fri 20 Oct 2023 04:32:43 INFO Saving current: saved/MISSRec-Oct-20-2023_03-56-00.pth
Fri 20 Oct 2023 04:32:43 INFO Discovering multi-modal user interest before 57-th epoch
Fri 20 Oct 2023 04:32:44 INFO Finish multi-modal interest discovery before 57-th epoch
Fri 20 Oct 2023 04:33:17 INFO epoch 57 training [time: 33.51s, train loss: 3745.1946]
Fri 20 Oct 2023 04:33:21 INFO epoch 57 evaluating [time: 4.00s, valid_score: 0.080000]
Fri 20 Oct 2023 04:33:21 INFO valid result:
hit@10 : 0.1407 hit@50 : 0.2569 ndcg@10 : 0.08 ndcg@50 : 0.1049
Fri 20 Oct 2023 04:33:21 INFO Discovering multi-modal user interest before 58-th epoch
Fri 20 Oct 2023 04:33:21 INFO Finish multi-modal interest discovery before 58-th epoch
Fri 20 Oct 2023 04:33:53 INFO epoch 58 training [time: 32.26s, train loss: 3744.8101]
Fri 20 Oct 2023 04:33:57 INFO epoch 58 evaluating [time: 3.99s, valid_score: 0.079900]
Fri 20 Oct 2023 04:33:57 INFO valid result:
hit@10 : 0.1413 hit@50 : 0.2566 ndcg@10 : 0.0799 ndcg@50 : 0.1046
Fri 20 Oct 2023 04:33:57 INFO Discovering multi-modal user interest before 59-th epoch
Fri 20 Oct 2023 04:33:57 INFO Finish multi-modal interest discovery before 59-th epoch
Fri 20 Oct 2023 04:34:30 INFO epoch 59 training [time: 32.93s, train loss: 3742.8249]
Fri 20 Oct 2023 04:34:34 INFO epoch 59 evaluating [time: 3.96s, valid_score: 0.080000]
Fri 20 Oct 2023 04:34:34 INFO valid result:
hit@10 : 0.1408 hit@50 : 0.2579 ndcg@10 : 0.08 ndcg@50 : 0.1051
Fri 20 Oct 2023 04:34:34 INFO Discovering multi-modal user interest before 60-th epoch
Fri 20 Oct 2023 04:34:34 INFO Finish multi-modal interest discovery before 60-th epoch
Fri 20 Oct 2023 04:35:08 INFO epoch 60 training [time: 33.61s, train loss: 3742.4649]
Fri 20 Oct 2023 04:35:12 INFO epoch 60 evaluating [time: 3.91s, valid_score: 0.079900]
Fri 20 Oct 2023 04:35:12 INFO valid result:
hit@10 : 0.141 hit@50 : 0.2565 ndcg@10 : 0.0799 ndcg@50 : 0.1047
Fri 20 Oct 2023 04:35:12 INFO Discovering multi-modal user interest before 61-th epoch
Fri 20 Oct 2023 04:35:12 INFO Finish multi-modal interest discovery before 61-th epoch
Fri 20 Oct 2023 04:35:45 INFO epoch 61 training [time: 33.40s, train loss: 3741.1137]
Fri 20 Oct 2023 04:35:49 INFO epoch 61 evaluating [time: 3.98s, valid_score: 0.079700]
Fri 20 Oct 2023 04:35:49 INFO valid result:
hit@10 : 0.1411 hit@50 : 0.2577 ndcg@10 : 0.0797 ndcg@50 : 0.1047
Fri 20 Oct 2023 04:35:49 INFO Discovering multi-modal user interest before 62-th epoch
Fri 20 Oct 2023 04:35:49 INFO Finish multi-modal interest discovery before 62-th epoch
Fri 20 Oct 2023 04:36:22 INFO epoch 62 training [time: 33.05s, train loss: 3739.7722]
Fri 20 Oct 2023 04:36:26 INFO epoch 62 evaluating [time: 4.11s, valid_score: 0.079900]
Fri 20 Oct 2023 04:36:26 INFO valid result:
hit@10 : 0.1413 hit@50 : 0.2574 ndcg@10 : 0.0799 ndcg@50 : 0.1048
Fri 20 Oct 2023 04:36:26 INFO Discovering multi-modal user interest before 63-th epoch
Fri 20 Oct 2023 04:36:26 INFO Finish multi-modal interest discovery before 63-th epoch
Fri 20 Oct 2023 04:36:59 INFO epoch 63 training [time: 32.50s, train loss: 3739.9834]
Fri 20 Oct 2023 04:37:03 INFO epoch 63 evaluating [time: 3.89s, valid_score: 0.080400]
Fri 20 Oct 2023 04:37:03 INFO valid result:
hit@10 : 0.1413 hit@50 : 0.2579 ndcg@10 : 0.0804 ndcg@50 : 0.1054
Fri 20 Oct 2023 04:37:04 INFO Saving current: saved/MISSRec-Oct-20-2023_03-56-00.pth
Fri 20 Oct 2023 04:37:04 INFO Discovering multi-modal user interest before 64-th epoch
Fri 20 Oct 2023 04:37:04 INFO Finish multi-modal interest discovery before 64-th epoch
Fri 20 Oct 2023 04:37:37 INFO epoch 64 training [time: 33.61s, train loss: 3738.2140]
Fri 20 Oct 2023 04:37:41 INFO epoch 64 evaluating [time: 3.93s, valid_score: 0.080300]
Fri 20 Oct 2023 04:37:41 INFO valid result:
hit@10 : 0.1415 hit@50 : 0.2574 ndcg@10 : 0.0803 ndcg@50 : 0.1052
Fri 20 Oct 2023 04:37:41 INFO Discovering multi-modal user interest before 65-th epoch
Fri 20 Oct 2023 04:37:41 INFO Finish multi-modal interest discovery before 65-th epoch
Fri 20 Oct 2023 04:38:15 INFO epoch 65 training [time: 33.87s, train loss: 3738.2604]
Fri 20 Oct 2023 04:38:19 INFO epoch 65 evaluating [time: 4.05s, valid_score: 0.080100]
Fri 20 Oct 2023 04:38:19 INFO valid result:
hit@10 : 0.1411 hit@50 : 0.2569 ndcg@10 : 0.0801 ndcg@50 : 0.105
Fri 20 Oct 2023 04:38:19 INFO Discovering multi-modal user interest before 66-th epoch
Fri 20 Oct 2023 04:38:19 INFO Finish multi-modal interest discovery before 66-th epoch
Fri 20 Oct 2023 04:38:55 INFO epoch 66 training [time: 35.74s, train loss: 3736.9746]
Fri 20 Oct 2023 04:38:59 INFO epoch 66 evaluating [time: 3.97s, valid_score: 0.080200]
Fri 20 Oct 2023 04:38:59 INFO valid result:
hit@10 : 0.1414 hit@50 : 0.2577 ndcg@10 : 0.0802 ndcg@50 : 0.1052
Fri 20 Oct 2023 04:38:59 INFO Discovering multi-modal user interest before 67-th epoch
Fri 20 Oct 2023 04:38:59 INFO Finish multi-modal interest discovery before 67-th epoch
Fri 20 Oct 2023 04:39:32 INFO epoch 67 training [time: 33.00s, train loss: 3736.3623]
Fri 20 Oct 2023 04:39:36 INFO epoch 67 evaluating [time: 3.98s, valid_score: 0.080700]
Fri 20 Oct 2023 04:39:36 INFO valid result:
hit@10 : 0.1418 hit@50 : 0.2578 ndcg@10 : 0.0807 ndcg@50 : 0.1056
Fri 20 Oct 2023 04:39:37 INFO Saving current: saved/MISSRec-Oct-20-2023_03-56-00.pth
Fri 20 Oct 2023 04:39:37 INFO Discovering multi-modal user interest before 68-th epoch
Fri 20 Oct 2023 04:39:37 INFO Finish multi-modal interest discovery before 68-th epoch
Fri 20 Oct 2023 04:40:10 INFO epoch 68 training [time: 32.88s, train loss: 3734.6110]
Fri 20 Oct 2023 04:40:13 INFO epoch 68 evaluating [time: 3.94s, valid_score: 0.080500]
Fri 20 Oct 2023 04:40:13 INFO valid result:
hit@10 : 0.1419 hit@50 : 0.2581 ndcg@10 : 0.0805 ndcg@50 : 0.1054
Fri 20 Oct 2023 04:40:13 INFO Discovering multi-modal user interest before 69-th epoch
Fri 20 Oct 2023 04:40:14 INFO Finish multi-modal interest discovery before 69-th epoch
Fri 20 Oct 2023 04:40:46 INFO epoch 69 training [time: 32.28s, train loss: 3734.2754]
Fri 20 Oct 2023 04:40:50 INFO epoch 69 evaluating [time: 3.92s, valid_score: 0.080800]
Fri 20 Oct 2023 04:40:50 INFO valid result:
hit@10 : 0.1422 hit@50 : 0.2584 ndcg@10 : 0.0808 ndcg@50 : 0.1058
Fri 20 Oct 2023 04:40:51 INFO Saving current: saved/MISSRec-Oct-20-2023_03-56-00.pth
Fri 20 Oct 2023 04:40:51 INFO Discovering multi-modal user interest before 70-th epoch
Fri 20 Oct 2023 04:40:51 INFO Finish multi-modal interest discovery before 70-th epoch
Fri 20 Oct 2023 04:41:24 INFO epoch 70 training [time: 33.19s, train loss: 3732.5191]
Fri 20 Oct 2023 04:41:28 INFO epoch 70 evaluating [time: 3.92s, valid_score: 0.080800]
Fri 20 Oct 2023 04:41:28 INFO valid result:
hit@10 : 0.1425 hit@50 : 0.2582 ndcg@10 : 0.0808 ndcg@50 : 0.1057
Fri 20 Oct 2023 04:41:29 INFO Saving current: saved/MISSRec-Oct-20-2023_03-56-00.pth
Fri 20 Oct 2023 04:41:29 INFO Discovering multi-modal user interest before 71-th epoch
Fri 20 Oct 2023 04:41:29 INFO Finish multi-modal interest discovery before 71-th epoch
Fri 20 Oct 2023 04:42:02 INFO epoch 71 training [time: 33.44s, train loss: 3731.6029]
Fri 20 Oct 2023 04:42:06 INFO epoch 71 evaluating [time: 3.98s, valid_score: 0.080700]
Fri 20 Oct 2023 04:42:06 INFO valid result:
hit@10 : 0.1427 hit@50 : 0.259 ndcg@10 : 0.0807 ndcg@50 : 0.1056
Fri 20 Oct 2023 04:42:06 INFO Discovering multi-modal user interest before 72-th epoch
Fri 20 Oct 2023 04:42:06 INFO Finish multi-modal interest discovery before 72-th epoch
Fri 20 Oct 2023 04:42:40 INFO epoch 72 training [time: 33.91s, train loss: 3730.8086]
Fri 20 Oct 2023 04:42:44 INFO epoch 72 evaluating [time: 3.98s, valid_score: 0.081000]
Fri 20 Oct 2023 04:42:44 INFO valid result:
hit@10 : 0.1429 hit@50 : 0.2584 ndcg@10 : 0.081 ndcg@50 : 0.1057
Fri 20 Oct 2023 04:42:45 INFO Saving current: saved/MISSRec-Oct-20-2023_03-56-00.pth
Fri 20 Oct 2023 04:42:45 INFO Discovering multi-modal user interest before 73-th epoch
Fri 20 Oct 2023 04:42:45 INFO Finish multi-modal interest discovery before 73-th epoch
Fri 20 Oct 2023 04:43:18 INFO epoch 73 training [time: 32.99s, train loss: 3728.8054]
Fri 20 Oct 2023 04:43:22 INFO epoch 73 evaluating [time: 3.90s, valid_score: 0.080500]
Fri 20 Oct 2023 04:43:22 INFO valid result:
hit@10 : 0.1418 hit@50 : 0.2587 ndcg@10 : 0.0805 ndcg@50 : 0.1056
Fri 20 Oct 2023 04:43:22 INFO Discovering multi-modal user interest before 74-th epoch
Fri 20 Oct 2023 04:43:22 INFO Finish multi-modal interest discovery before 74-th epoch
Fri 20 Oct 2023 04:43:55 INFO epoch 74 training [time: 32.60s, train loss: 3729.1805]
Fri 20 Oct 2023 04:43:58 INFO epoch 74 evaluating [time: 3.92s, valid_score: 0.080500]
Fri 20 Oct 2023 04:43:58 INFO valid result:
hit@10 : 0.1417 hit@50 : 0.2583 ndcg@10 : 0.0805 ndcg@50 : 0.1056
Fri 20 Oct 2023 04:43:58 INFO Discovering multi-modal user interest before 75-th epoch
Fri 20 Oct 2023 04:43:59 INFO Finish multi-modal interest discovery before 75-th epoch
Fri 20 Oct 2023 04:44:31 INFO epoch 75 training [time: 32.66s, train loss: 3728.8275]
Fri 20 Oct 2023 04:44:35 INFO epoch 75 evaluating [time: 3.93s, valid_score: 0.080600]
Fri 20 Oct 2023 04:44:35 INFO valid result:
hit@10 : 0.1418 hit@50 : 0.2582 ndcg@10 : 0.0806 ndcg@50 : 0.1056
Fri 20 Oct 2023 04:44:35 INFO Discovering multi-modal user interest before 76-th epoch
Fri 20 Oct 2023 04:44:35 INFO Finish multi-modal interest discovery before 76-th epoch
Fri 20 Oct 2023 04:45:08 INFO epoch 76 training [time: 32.87s, train loss: 3726.6842]
Fri 20 Oct 2023 04:45:12 INFO epoch 76 evaluating [time: 3.91s, valid_score: 0.080600]
Fri 20 Oct 2023 04:45:12 INFO valid result:
hit@10 : 0.142 hit@50 : 0.2582 ndcg@10 : 0.0806 ndcg@50 : 0.1056
Fri 20 Oct 2023 04:45:12 INFO Discovering multi-modal user interest before 77-th epoch
Fri 20 Oct 2023 04:45:12 INFO Finish multi-modal interest discovery before 77-th epoch
Fri 20 Oct 2023 04:45:45 INFO epoch 77 training [time: 33.48s, train loss: 3726.0057]
Fri 20 Oct 2023 04:45:49 INFO epoch 77 evaluating [time: 3.93s, valid_score: 0.080600]
Fri 20 Oct 2023 04:45:49 INFO valid result:
hit@10 : 0.1417 hit@50 : 0.2582 ndcg@10 : 0.0806 ndcg@50 : 0.1057
Fri 20 Oct 2023 04:45:49 INFO Discovering multi-modal user interest before 78-th epoch
Fri 20 Oct 2023 04:45:49 INFO Finish multi-modal interest discovery before 78-th epoch
Fri 20 Oct 2023 04:46:23 INFO epoch 78 training [time: 33.36s, train loss: 3725.2179]
Fri 20 Oct 2023 04:46:27 INFO epoch 78 evaluating [time: 3.97s, valid_score: 0.080700]
Fri 20 Oct 2023 04:46:27 INFO valid result:
hit@10 : 0.1421 hit@50 : 0.2584 ndcg@10 : 0.0807 ndcg@50 : 0.1057
Fri 20 Oct 2023 04:46:27 INFO Discovering multi-modal user interest before 79-th epoch
Fri 20 Oct 2023 04:46:27 INFO Finish multi-modal interest discovery before 79-th epoch
Fri 20 Oct 2023 04:47:00 INFO epoch 79 training [time: 33.61s, train loss: 3725.0594]
Fri 20 Oct 2023 04:47:04 INFO epoch 79 evaluating [time: 4.00s, valid_score: 0.081000]
Fri 20 Oct 2023 04:47:04 INFO valid result:
hit@10 : 0.1427 hit@50 : 0.2594 ndcg@10 : 0.081 ndcg@50 : 0.106
Fri 20 Oct 2023 04:47:05 INFO Saving current: saved/MISSRec-Oct-20-2023_03-56-00.pth
Fri 20 Oct 2023 04:47:05 INFO Discovering multi-modal user interest before 80-th epoch
Fri 20 Oct 2023 04:47:05 INFO Finish multi-modal interest discovery before 80-th epoch
Fri 20 Oct 2023 04:47:40 INFO epoch 80 training [time: 34.72s, train loss: 3724.1313]
Fri 20 Oct 2023 04:47:44 INFO epoch 80 evaluating [time: 3.91s, valid_score: 0.080700]
Fri 20 Oct 2023 04:47:44 INFO valid result:
hit@10 : 0.1424 hit@50 : 0.259 ndcg@10 : 0.0807 ndcg@50 : 0.1058
Fri 20 Oct 2023 04:47:44 INFO Discovering multi-modal user interest before 81-th epoch
Fri 20 Oct 2023 04:47:44 INFO Finish multi-modal interest discovery before 81-th epoch
Fri 20 Oct 2023 04:48:17 INFO epoch 81 training [time: 32.76s, train loss: 3723.6307]
Fri 20 Oct 2023 04:48:20 INFO epoch 81 evaluating [time: 3.91s, valid_score: 0.080700]
Fri 20 Oct 2023 04:48:20 INFO valid result:
hit@10 : 0.1421 hit@50 : 0.2584 ndcg@10 : 0.0807 ndcg@50 : 0.1058
Fri 20 Oct 2023 04:48:20 INFO Discovering multi-modal user interest before 82-th epoch
Fri 20 Oct 2023 04:48:21 INFO Finish multi-modal interest discovery before 82-th epoch
Fri 20 Oct 2023 04:48:54 INFO epoch 82 training [time: 33.05s, train loss: 3722.6995]
Fri 20 Oct 2023 04:48:58 INFO epoch 82 evaluating [time: 4.07s, valid_score: 0.080800]
Fri 20 Oct 2023 04:48:58 INFO valid result:
hit@10 : 0.1426 hit@50 : 0.2589 ndcg@10 : 0.0808 ndcg@50 : 0.1058
Fri 20 Oct 2023 04:48:58 INFO Discovering multi-modal user interest before 83-th epoch
Fri 20 Oct 2023 04:48:58 INFO Finish multi-modal interest discovery before 83-th epoch
Fri 20 Oct 2023 04:49:31 INFO epoch 83 training [time: 33.56s, train loss: 3721.2464]
Fri 20 Oct 2023 04:49:35 INFO epoch 83 evaluating [time: 3.98s, valid_score: 0.080600]
Fri 20 Oct 2023 04:49:35 INFO valid result:
hit@10 : 0.142 hit@50 : 0.2585 ndcg@10 : 0.0806 ndcg@50 : 0.1057
Fri 20 Oct 2023 04:49:35 INFO Discovering multi-modal user interest before 84-th epoch
Fri 20 Oct 2023 04:49:35 INFO Finish multi-modal interest discovery before 84-th epoch
Fri 20 Oct 2023 04:50:08 INFO epoch 84 training [time: 32.76s, train loss: 3721.1300]
Fri 20 Oct 2023 04:50:12 INFO epoch 84 evaluating [time: 4.00s, valid_score: 0.080500]
Fri 20 Oct 2023 04:50:12 INFO valid result:
hit@10 : 0.1419 hit@50 : 0.2587 ndcg@10 : 0.0805 ndcg@50 : 0.1056
Fri 20 Oct 2023 04:50:12 INFO Discovering multi-modal user interest before 85-th epoch
Fri 20 Oct 2023 04:50:12 INFO Finish multi-modal interest discovery before 85-th epoch
Fri 20 Oct 2023 04:50:46 INFO epoch 85 training [time: 33.68s, train loss: 3720.4444]
Fri 20 Oct 2023 04:50:50 INFO epoch 85 evaluating [time: 3.95s, valid_score: 0.080900]
Fri 20 Oct 2023 04:50:50 INFO valid result:
hit@10 : 0.1422 hit@50 : 0.2595 ndcg@10 : 0.0809 ndcg@50 : 0.1061
Fri 20 Oct 2023 04:50:50 INFO Discovering multi-modal user interest before 86-th epoch
Fri 20 Oct 2023 04:50:50 INFO Finish multi-modal interest discovery before 86-th epoch
Fri 20 Oct 2023 04:51:23 INFO epoch 86 training [time: 33.51s, train loss: 3719.4073]
Fri 20 Oct 2023 04:51:27 INFO epoch 86 evaluating [time: 4.06s, valid_score: 0.081100]
Fri 20 Oct 2023 04:51:27 INFO valid result:
hit@10 : 0.1424 hit@50 : 0.2597 ndcg@10 : 0.0811 ndcg@50 : 0.1063
Fri 20 Oct 2023 04:51:28 INFO Saving current: saved/MISSRec-Oct-20-2023_03-56-00.pth
Fri 20 Oct 2023 04:51:28 INFO Discovering multi-modal user interest before 87-th epoch
Fri 20 Oct 2023 04:51:28 INFO Finish multi-modal interest discovery before 87-th epoch
Fri 20 Oct 2023 04:52:02 INFO epoch 87 training [time: 33.95s, train loss: 3718.5214]
Fri 20 Oct 2023 04:52:06 INFO epoch 87 evaluating [time: 3.92s, valid_score: 0.081000]
Fri 20 Oct 2023 04:52:06 INFO valid result:
hit@10 : 0.1423 hit@50 : 0.259 ndcg@10 : 0.081 ndcg@50 : 0.1061
Fri 20 Oct 2023 04:52:06 INFO Discovering multi-modal user interest before 88-th epoch
Fri 20 Oct 2023 04:52:06 INFO Finish multi-modal interest discovery before 88-th epoch
Fri 20 Oct 2023 04:52:40 INFO epoch 88 training [time: 33.97s, train loss: 3718.3501]
Fri 20 Oct 2023 04:52:44 INFO epoch 88 evaluating [time: 3.96s, valid_score: 0.080500]
Fri 20 Oct 2023 04:52:44 INFO valid result:
hit@10 : 0.1419 hit@50 : 0.259 ndcg@10 : 0.0805 ndcg@50 : 0.1057
Fri 20 Oct 2023 04:52:44 INFO Discovering multi-modal user interest before 89-th epoch
Fri 20 Oct 2023 04:52:44 INFO Finish multi-modal interest discovery before 89-th epoch
Fri 20 Oct 2023 04:53:17 INFO epoch 89 training [time: 33.18s, train loss: 3716.8711]
Fri 20 Oct 2023 04:53:21 INFO epoch 89 evaluating [time: 3.92s, valid_score: 0.081000]
Fri 20 Oct 2023 04:53:21 INFO valid result:
hit@10 : 0.1426 hit@50 : 0.2594 ndcg@10 : 0.081 ndcg@50 : 0.1061
Fri 20 Oct 2023 04:53:21 INFO Discovering multi-modal user interest before 90-th epoch
Fri 20 Oct 2023 04:53:21 INFO Finish multi-modal interest discovery before 90-th epoch
Fri 20 Oct 2023 04:53:55 INFO epoch 90 training [time: 33.74s, train loss: 3716.7240]
Fri 20 Oct 2023 04:53:59 INFO epoch 90 evaluating [time: 4.00s, valid_score: 0.080800]
Fri 20 Oct 2023 04:53:59 INFO valid result:
hit@10 : 0.1425 hit@50 : 0.2603 ndcg@10 : 0.0808 ndcg@50 : 0.1061
Fri 20 Oct 2023 04:53:59 INFO Discovering multi-modal user interest before 91-th epoch
Fri 20 Oct 2023 04:53:59 INFO Finish multi-modal interest discovery before 91-th epoch
Fri 20 Oct 2023 04:54:32 INFO epoch 91 training [time: 33.45s, train loss: 3715.4707]
Fri 20 Oct 2023 04:54:36 INFO epoch 91 evaluating [time: 3.92s, valid_score: 0.081000]
Fri 20 Oct 2023 04:54:36 INFO valid result:
hit@10 : 0.1431 hit@50 : 0.2596 ndcg@10 : 0.081 ndcg@50 : 0.106
Fri 20 Oct 2023 04:54:36 INFO Discovering multi-modal user interest before 92-th epoch
Fri 20 Oct 2023 04:54:36 INFO Finish multi-modal interest discovery before 92-th epoch
Fri 20 Oct 2023 04:55:09 INFO epoch 92 training [time: 33.40s, train loss: 3714.1837]
Fri 20 Oct 2023 04:55:13 INFO epoch 92 evaluating [time: 4.01s, valid_score: 0.081000]
Fri 20 Oct 2023 04:55:13 INFO valid result:
hit@10 : 0.1428 hit@50 : 0.2599 ndcg@10 : 0.081 ndcg@50 : 0.1061
Fri 20 Oct 2023 04:55:13 INFO Discovering multi-modal user interest before 93-th epoch
Fri 20 Oct 2023 04:55:14 INFO Finish multi-modal interest discovery before 93-th epoch
Fri 20 Oct 2023 04:55:48 INFO epoch 93 training [time: 34.15s, train loss: 3714.0368]
Fri 20 Oct 2023 04:55:52 INFO epoch 93 evaluating [time: 4.01s, valid_score: 0.081300]
Fri 20 Oct 2023 04:55:52 INFO valid result:
hit@10 : 0.1427 hit@50 : 0.2601 ndcg@10 : 0.0813 ndcg@50 : 0.1065
Fri 20 Oct 2023 04:55:53 INFO Saving current: saved/MISSRec-Oct-20-2023_03-56-00.pth
Fri 20 Oct 2023 04:55:53 INFO Discovering multi-modal user interest before 94-th epoch
Fri 20 Oct 2023 04:55:53 INFO Finish multi-modal interest discovery before 94-th epoch
Fri 20 Oct 2023 04:56:28 INFO epoch 94 training [time: 35.65s, train loss: 3713.7406]
Fri 20 Oct 2023 04:56:33 INFO epoch 94 evaluating [time: 4.31s, valid_score: 0.081100]
Fri 20 Oct 2023 04:56:33 INFO valid result:
hit@10 : 0.1423 hit@50 : 0.2595 ndcg@10 : 0.0811 ndcg@50 : 0.1063
Fri 20 Oct 2023 04:56:33 INFO Discovering multi-modal user interest before 95-th epoch
Fri 20 Oct 2023 04:56:33 INFO Finish multi-modal interest discovery before 95-th epoch
Fri 20 Oct 2023 04:57:06 INFO epoch 95 training [time: 33.64s, train loss: 3712.2456]
Fri 20 Oct 2023 04:57:10 INFO epoch 95 evaluating [time: 4.03s, valid_score: 0.081100]
Fri 20 Oct 2023 04:57:10 INFO valid result:
hit@10 : 0.1423 hit@50 : 0.2605 ndcg@10 : 0.0811 ndcg@50 : 0.1065
Fri 20 Oct 2023 04:57:10 INFO Discovering multi-modal user interest before 96-th epoch
Fri 20 Oct 2023 04:57:10 INFO Finish multi-modal interest discovery before 96-th epoch
Fri 20 Oct 2023 04:57:44 INFO epoch 96 training [time: 33.93s, train loss: 3711.1755]
Fri 20 Oct 2023 04:57:48 INFO epoch 96 evaluating [time: 3.99s, valid_score: 0.081200]
Fri 20 Oct 2023 04:57:48 INFO valid result:
hit@10 : 0.143 hit@50 : 0.2612 ndcg@10 : 0.0812 ndcg@50 : 0.1066
Fri 20 Oct 2023 04:57:48 INFO Discovering multi-modal user interest before 97-th epoch
Fri 20 Oct 2023 04:57:48 INFO Finish multi-modal interest discovery before 97-th epoch
Fri 20 Oct 2023 04:58:22 INFO epoch 97 training [time: 33.83s, train loss: 3710.7460]
Fri 20 Oct 2023 04:58:26 INFO epoch 97 evaluating [time: 4.10s, valid_score: 0.081400]
Fri 20 Oct 2023 04:58:26 INFO valid result:
hit@10 : 0.1435 hit@50 : 0.2602 ndcg@10 : 0.0814 ndcg@50 : 0.1065
Fri 20 Oct 2023 04:58:27 INFO Saving current: saved/MISSRec-Oct-20-2023_03-56-00.pth
Fri 20 Oct 2023 04:58:27 INFO Discovering multi-modal user interest before 98-th epoch
Fri 20 Oct 2023 04:58:27 INFO Finish multi-modal interest discovery before 98-th epoch
Fri 20 Oct 2023 04:59:03 INFO epoch 98 training [time: 35.53s, train loss: 3709.7690]
Fri 20 Oct 2023 04:59:07 INFO epoch 98 evaluating [time: 4.23s, valid_score: 0.081600]
Fri 20 Oct 2023 04:59:07 INFO valid result:
hit@10 : 0.1435 hit@50 : 0.261 ndcg@10 : 0.0816 ndcg@50 : 0.1068
Fri 20 Oct 2023 04:59:08 INFO Saving current: saved/MISSRec-Oct-20-2023_03-56-00.pth
Fri 20 Oct 2023 04:59:08 INFO Discovering multi-modal user interest before 99-th epoch
Fri 20 Oct 2023 04:59:08 INFO Finish multi-modal interest discovery before 99-th epoch
Fri 20 Oct 2023 04:59:41 INFO epoch 99 training [time: 33.32s, train loss: 3708.5995]
Fri 20 Oct 2023 04:59:45 INFO epoch 99 evaluating [time: 3.93s, valid_score: 0.081400]
Fri 20 Oct 2023 04:59:45 INFO valid result:
hit@10 : 0.1439 hit@50 : 0.261 ndcg@10 : 0.0814 ndcg@50 : 0.1066
Fri 20 Oct 2023 04:59:45 INFO Discovering multi-modal user interest before 100-th epoch
Fri 20 Oct 2023 04:59:45 INFO Finish multi-modal interest discovery before 100-th epoch
Fri 20 Oct 2023 05:00:18 INFO epoch 100 training [time: 32.61s, train loss: 3708.2094]
Fri 20 Oct 2023 05:00:22 INFO epoch 100 evaluating [time: 4.02s, valid_score: 0.081700]
Fri 20 Oct 2023 05:00:22 INFO valid result:
hit@10 : 0.1437 hit@50 : 0.2608 ndcg@10 : 0.0817 ndcg@50 : 0.1068
Fri 20 Oct 2023 05:00:23 INFO Saving current: saved/MISSRec-Oct-20-2023_03-56-00.pth
Fri 20 Oct 2023 05:00:23 INFO Discovering multi-modal user interest before 101-th epoch
Fri 20 Oct 2023 05:00:23 INFO Finish multi-modal interest discovery before 101-th epoch
Fri 20 Oct 2023 05:00:56 INFO epoch 101 training [time: 32.98s, train loss: 3707.7370]
Fri 20 Oct 2023 05:01:00 INFO epoch 101 evaluating [time: 3.95s, valid_score: 0.081400]
Fri 20 Oct 2023 05:01:00 INFO valid result:
hit@10 : 0.1435 hit@50 : 0.2605 ndcg@10 : 0.0814 ndcg@50 : 0.1066
Fri 20 Oct 2023 05:01:00 INFO Discovering multi-modal user interest before 102-th epoch
Fri 20 Oct 2023 05:01:00 INFO Finish multi-modal interest discovery before 102-th epoch
Fri 20 Oct 2023 05:01:33 INFO epoch 102 training [time: 32.96s, train loss: 3707.2485]
Fri 20 Oct 2023 05:01:36 INFO epoch 102 evaluating [time: 3.93s, valid_score: 0.081500]
Fri 20 Oct 2023 05:01:36 INFO valid result:
hit@10 : 0.1424 hit@50 : 0.2607 ndcg@10 : 0.0815 ndcg@50 : 0.107
Fri 20 Oct 2023 05:01:36 INFO Discovering multi-modal user interest before 103-th epoch
Fri 20 Oct 2023 05:01:37 INFO Finish multi-modal interest discovery before 103-th epoch
Fri 20 Oct 2023 05:02:10 INFO epoch 103 training [time: 33.77s, train loss: 3706.5419]
Fri 20 Oct 2023 05:02:14 INFO epoch 103 evaluating [time: 3.86s, valid_score: 0.081300]
Fri 20 Oct 2023 05:02:14 INFO valid result:
hit@10 : 0.1432 hit@50 : 0.2606 ndcg@10 : 0.0813 ndcg@50 : 0.1065
Fri 20 Oct 2023 05:02:14 INFO Discovering multi-modal user interest before 104-th epoch
Fri 20 Oct 2023 05:02:14 INFO Finish multi-modal interest discovery before 104-th epoch
Fri 20 Oct 2023 05:02:48 INFO epoch 104 training [time: 33.46s, train loss: 3705.8481]
Fri 20 Oct 2023 05:02:52 INFO epoch 104 evaluating [time: 3.95s, valid_score: 0.081600]
Fri 20 Oct 2023 05:02:52 INFO valid result:
hit@10 : 0.1435 hit@50 : 0.2611 ndcg@10 : 0.0816 ndcg@50 : 0.1069
Fri 20 Oct 2023 05:02:52 INFO Discovering multi-modal user interest before 105-th epoch
Fri 20 Oct 2023 05:02:52 INFO Finish multi-modal interest discovery before 105-th epoch
Fri 20 Oct 2023 05:03:25 INFO epoch 105 training [time: 33.45s, train loss: 3704.7079]
Fri 20 Oct 2023 05:03:29 INFO epoch 105 evaluating [time: 3.96s, valid_score: 0.081300]
Fri 20 Oct 2023 05:03:29 INFO valid result:
hit@10 : 0.1437 hit@50 : 0.2616 ndcg@10 : 0.0813 ndcg@50 : 0.1067
Fri 20 Oct 2023 05:03:29 INFO Discovering multi-modal user interest before 106-th epoch
Fri 20 Oct 2023 05:03:29 INFO Finish multi-modal interest discovery before 106-th epoch
Fri 20 Oct 2023 05:04:02 INFO epoch 106 training [time: 33.14s, train loss: 3703.8347]
Fri 20 Oct 2023 05:04:06 INFO epoch 106 evaluating [time: 3.96s, valid_score: 0.081300]
Fri 20 Oct 2023 05:04:06 INFO valid result:
hit@10 : 0.1439 hit@50 : 0.2612 ndcg@10 : 0.0813 ndcg@50 : 0.1065
Fri 20 Oct 2023 05:04:06 INFO Discovering multi-modal user interest before 107-th epoch
Fri 20 Oct 2023 05:04:06 INFO Finish multi-modal interest discovery before 107-th epoch
Fri 20 Oct 2023 05:04:39 INFO epoch 107 training [time: 32.94s, train loss: 3702.6026]
Fri 20 Oct 2023 05:04:43 INFO epoch 107 evaluating [time: 3.97s, valid_score: 0.081400]
Fri 20 Oct 2023 05:04:43 INFO valid result:
hit@10 : 0.1439 hit@50 : 0.2607 ndcg@10 : 0.0814 ndcg@50 : 0.1065
Fri 20 Oct 2023 05:04:43 INFO Discovering multi-modal user interest before 108-th epoch
Fri 20 Oct 2023 05:04:43 INFO Finish multi-modal interest discovery before 108-th epoch
Fri 20 Oct 2023 05:05:17 INFO epoch 108 training [time: 34.24s, train loss: 3702.0945]
Fri 20 Oct 2023 05:05:21 INFO epoch 108 evaluating [time: 3.95s, valid_score: 0.081500]
Fri 20 Oct 2023 05:05:21 INFO valid result:
hit@10 : 0.1435 hit@50 : 0.2608 ndcg@10 : 0.0815 ndcg@50 : 0.1067
Fri 20 Oct 2023 05:05:21 INFO Discovering multi-modal user interest before 109-th epoch
Fri 20 Oct 2023 05:05:21 INFO Finish multi-modal interest discovery before 109-th epoch
Fri 20 Oct 2023 05:05:55 INFO epoch 109 training [time: 34.22s, train loss: 3702.6944]
Fri 20 Oct 2023 05:06:00 INFO epoch 109 evaluating [time: 4.24s, valid_score: 0.081500]
Fri 20 Oct 2023 05:06:00 INFO valid result:
hit@10 : 0.1433 hit@50 : 0.2613 ndcg@10 : 0.0815 ndcg@50 : 0.1069
Fri 20 Oct 2023 05:06:00 INFO Discovering multi-modal user interest before 110-th epoch
Fri 20 Oct 2023 05:06:00 INFO Finish multi-modal interest discovery before 110-th epoch
Fri 20 Oct 2023 05:06:33 INFO epoch 110 training [time: 33.06s, train loss: 3700.8038]
Fri 20 Oct 2023 05:06:37 INFO epoch 110 evaluating [time: 3.91s, valid_score: 0.081900]
Fri 20 Oct 2023 05:06:37 INFO valid result:
hit@10 : 0.1442 hit@50 : 0.2614 ndcg@10 : 0.0819 ndcg@50 : 0.1071
Fri 20 Oct 2023 05:06:38 INFO Saving current: saved/MISSRec-Oct-20-2023_03-56-00.pth
Fri 20 Oct 2023 05:06:38 INFO Discovering multi-modal user interest before 111-th epoch
Fri 20 Oct 2023 05:06:38 INFO Finish multi-modal interest discovery before 111-th epoch
Fri 20 Oct 2023 05:07:11 INFO epoch 111 training [time: 33.22s, train loss: 3699.5313]
Fri 20 Oct 2023 05:07:15 INFO epoch 111 evaluating [time: 4.27s, valid_score: 0.081500]
Fri 20 Oct 2023 05:07:15 INFO valid result:
hit@10 : 0.144 hit@50 : 0.2609 ndcg@10 : 0.0815 ndcg@50 : 0.1066
Fri 20 Oct 2023 05:07:15 INFO Discovering multi-modal user interest before 112-th epoch
Fri 20 Oct 2023 05:07:15 INFO Finish multi-modal interest discovery before 112-th epoch
Fri 20 Oct 2023 05:07:50 INFO epoch 112 training [time: 35.17s, train loss: 3699.2059]
Fri 20 Oct 2023 05:07:54 INFO epoch 112 evaluating [time: 4.08s, valid_score: 0.081800]
Fri 20 Oct 2023 05:07:54 INFO valid result:
hit@10 : 0.1442 hit@50 : 0.2611 ndcg@10 : 0.0818 ndcg@50 : 0.1069
Fri 20 Oct 2023 05:07:54 INFO Discovering multi-modal user interest before 113-th epoch
Fri 20 Oct 2023 05:07:54 INFO Finish multi-modal interest discovery before 113-th epoch
Fri 20 Oct 2023 05:08:27 INFO epoch 113 training [time: 32.49s, train loss: 3698.3118]
Fri 20 Oct 2023 05:08:31 INFO epoch 113 evaluating [time: 4.00s, valid_score: 0.082000]
Fri 20 Oct 2023 05:08:31 INFO valid result:
hit@10 : 0.1443 hit@50 : 0.2616 ndcg@10 : 0.082 ndcg@50 : 0.1072
Fri 20 Oct 2023 05:08:32 INFO Saving current: saved/MISSRec-Oct-20-2023_03-56-00.pth
Fri 20 Oct 2023 05:08:32 INFO Discovering multi-modal user interest before 114-th epoch
Fri 20 Oct 2023 05:08:32 INFO Finish multi-modal interest discovery before 114-th epoch
Fri 20 Oct 2023 05:09:05 INFO epoch 114 training [time: 33.05s, train loss: 3697.8308]
Fri 20 Oct 2023 05:09:09 INFO epoch 114 evaluating [time: 4.01s, valid_score: 0.081600]
Fri 20 Oct 2023 05:09:09 INFO valid result:
hit@10 : 0.1436 hit@50 : 0.2613 ndcg@10 : 0.0816 ndcg@50 : 0.1069
Fri 20 Oct 2023 05:09:09 INFO Discovering multi-modal user interest before 115-th epoch
Fri 20 Oct 2023 05:09:09 INFO Finish multi-modal interest discovery before 115-th epoch
Fri 20 Oct 2023 05:09:42 INFO epoch 115 training [time: 33.09s, train loss: 3697.3604]
Fri 20 Oct 2023 05:09:46 INFO epoch 115 evaluating [time: 3.97s, valid_score: 0.081600]
Fri 20 Oct 2023 05:09:46 INFO valid result:
hit@10 : 0.1435 hit@50 : 0.2616 ndcg@10 : 0.0816 ndcg@50 : 0.107
Fri 20 Oct 2023 05:09:46 INFO Discovering multi-modal user interest before 116-th epoch
Fri 20 Oct 2023 05:09:46 INFO Finish multi-modal interest discovery before 116-th epoch
Fri 20 Oct 2023 05:10:19 INFO epoch 116 training [time: 33.20s, train loss: 3696.0354]
Fri 20 Oct 2023 05:10:23 INFO epoch 116 evaluating [time: 4.01s, valid_score: 0.081800]
Fri 20 Oct 2023 05:10:23 INFO valid result:
hit@10 : 0.1441 hit@50 : 0.2611 ndcg@10 : 0.0818 ndcg@50 : 0.107
Fri 20 Oct 2023 05:10:23 INFO Discovering multi-modal user interest before 117-th epoch
Fri 20 Oct 2023 05:10:23 INFO Finish multi-modal interest discovery before 117-th epoch
Fri 20 Oct 2023 05:10:56 INFO epoch 117 training [time: 33.35s, train loss: 3695.6499]
Fri 20 Oct 2023 05:11:00 INFO epoch 117 evaluating [time: 3.97s, valid_score: 0.081500]
Fri 20 Oct 2023 05:11:00 INFO valid result:
hit@10 : 0.1437 hit@50 : 0.2614 ndcg@10 : 0.0815 ndcg@50 : 0.1068
Fri 20 Oct 2023 05:11:00 INFO Discovering multi-modal user interest before 118-th epoch
Fri 20 Oct 2023 05:11:00 INFO Finish multi-modal interest discovery before 118-th epoch
Fri 20 Oct 2023 05:11:34 INFO epoch 118 training [time: 33.81s, train loss: 3695.6241]
Fri 20 Oct 2023 05:11:38 INFO epoch 118 evaluating [time: 4.19s, valid_score: 0.082000]
Fri 20 Oct 2023 05:11:38 INFO valid result:
hit@10 : 0.1443 hit@50 : 0.2617 ndcg@10 : 0.082 ndcg@50 : 0.1073
Fri 20 Oct 2023 05:11:40 INFO Saving current: saved/MISSRec-Oct-20-2023_03-56-00.pth
Fri 20 Oct 2023 05:11:40 INFO Discovering multi-modal user interest before 119-th epoch
Fri 20 Oct 2023 05:11:40 INFO Finish multi-modal interest discovery before 119-th epoch
Fri 20 Oct 2023 05:12:14 INFO epoch 119 training [time: 34.12s, train loss: 3694.1109]
Fri 20 Oct 2023 05:12:18 INFO epoch 119 evaluating [time: 3.94s, valid_score: 0.081500]
Fri 20 Oct 2023 05:12:18 INFO valid result:
hit@10 : 0.1441 hit@50 : 0.2616 ndcg@10 : 0.0815 ndcg@50 : 0.1068
Fri 20 Oct 2023 05:12:18 INFO Discovering multi-modal user interest before 120-th epoch
Fri 20 Oct 2023 05:12:18 INFO Finish multi-modal interest discovery before 120-th epoch
Fri 20 Oct 2023 05:12:51 INFO epoch 120 training [time: 33.32s, train loss: 3693.2941]
Fri 20 Oct 2023 05:12:55 INFO epoch 120 evaluating [time: 3.94s, valid_score: 0.081700]
Fri 20 Oct 2023 05:12:55 INFO valid result:
hit@10 : 0.1448 hit@50 : 0.2621 ndcg@10 : 0.0817 ndcg@50 : 0.1069
Fri 20 Oct 2023 05:12:55 INFO Discovering multi-modal user interest before 121-th epoch
Fri 20 Oct 2023 05:12:55 INFO Finish multi-modal interest discovery before 121-th epoch
Fri 20 Oct 2023 05:13:29 INFO epoch 121 training [time: 33.62s, train loss: 3692.4778]
Fri 20 Oct 2023 05:13:33 INFO epoch 121 evaluating [time: 3.95s, valid_score: 0.081600]
Fri 20 Oct 2023 05:13:33 INFO valid result:
hit@10 : 0.1435 hit@50 : 0.2612 ndcg@10 : 0.0816 ndcg@50 : 0.107
Fri 20 Oct 2023 05:13:33 INFO Discovering multi-modal user interest before 122-th epoch
Fri 20 Oct 2023 05:13:33 INFO Finish multi-modal interest discovery before 122-th epoch
Fri 20 Oct 2023 05:14:06 INFO epoch 122 training [time: 33.32s, train loss: 3691.7738]
Fri 20 Oct 2023 05:14:10 INFO epoch 122 evaluating [time: 3.94s, valid_score: 0.082200]
Fri 20 Oct 2023 05:14:10 INFO valid result:
hit@10 : 0.1449 hit@50 : 0.2621 ndcg@10 : 0.0822 ndcg@50 : 0.1073
Fri 20 Oct 2023 05:14:11 INFO Saving current: saved/MISSRec-Oct-20-2023_03-56-00.pth
Fri 20 Oct 2023 05:14:11 INFO Discovering multi-modal user interest before 123-th epoch
Fri 20 Oct 2023 05:14:11 INFO Finish multi-modal interest discovery before 123-th epoch
Fri 20 Oct 2023 05:14:44 INFO epoch 123 training [time: 33.09s, train loss: 3691.2688]
Fri 20 Oct 2023 05:14:48 INFO epoch 123 evaluating [time: 3.96s, valid_score: 0.081900]
Fri 20 Oct 2023 05:14:48 INFO valid result:
hit@10 : 0.1443 hit@50 : 0.2621 ndcg@10 : 0.0819 ndcg@50 : 0.1072
Fri 20 Oct 2023 05:14:48 INFO Discovering multi-modal user interest before 124-th epoch
Fri 20 Oct 2023 05:14:48 INFO Finish multi-modal interest discovery before 124-th epoch
Fri 20 Oct 2023 05:15:22 INFO epoch 124 training [time: 33.62s, train loss: 3690.3870]
Fri 20 Oct 2023 05:15:26 INFO epoch 124 evaluating [time: 4.24s, valid_score: 0.082000]
Fri 20 Oct 2023 05:15:26 INFO valid result:
hit@10 : 0.1441 hit@50 : 0.2621 ndcg@10 : 0.082 ndcg@50 : 0.1073
Fri 20 Oct 2023 05:15:26 INFO Discovering multi-modal user interest before 125-th epoch
Fri 20 Oct 2023 05:15:26 INFO Finish multi-modal interest discovery before 125-th epoch