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Oct-20-2023_14-52-29.log
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Fri 20 Oct 2023 14:52:29 INFO
General Hyper Parameters:
gpu_id = 0
use_gpu = True
seed = 2020
state = INFO
reproducibility = True
data_path = dataset/downstream/Office_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 = 1024
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 = 2048
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 = gpu2
log_suffix =
interest_ratio = 0.3
knn_local_ratio = 0.1
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 14:52:54 INFO Office_mm_full
The number of users: 87347
Average actions of users: 6.840507865271449
The number of items: 25987
Average actions of items: 23.005197905436624
The number of inters: 597491
The sparsity of the dataset: 99.97367749431984%
Remain Fields: ['user_id', 'item_id_list', 'item_id', 'item_length']
Fri 20 Oct 2023 14:53:04 INFO [Training]: train_batch_size = [1024] negative sampling: [None]
Fri 20 Oct 2023 14:53:04 INFO [Evaluation]: eval_batch_size = [2048] eval_args: [{'split': {'LS': 'valid_and_test'}, 'order': 'TO', 'mode': 'full', 'group_by': 'user'}]
Fri 20 Oct 2023 14:53:07 INFO Loading from pretrained_models/MISSRec-FHCKM_mm_full-100-gamma1e-4.pth
Fri 20 Oct 2023 14:53:07 INFO Transfer [FHCKM_mm_full] -> [Office_mm_full
The number of users: 87347
Average actions of users: 6.840507865271449
The number of items: 25987
Average actions of items: 23.005197905436624
The number of inters: 597491
The sparsity of the dataset: 99.97367749431984%
Remain Fields: ['user_id', 'item_id_list', 'item_id', 'item_length']]
Fri 20 Oct 2023 14:53:07 INFO Fix encoder parameters.
Fri 20 Oct 2023 14:53:07 INFO MISSRec(
(item_embedding): Embedding(25987, 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(25987, 512, padding_idx=0)
(img_embedding): Embedding(25987, 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: 8104501.0
Fri 20 Oct 2023 14:53:07 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 14:53:09 INFO Discovering multi-modal user interest before 0-th epoch
Fri 20 Oct 2023 14:53:12 INFO Finish multi-modal interest discovery before 0-th epoch
Fri 20 Oct 2023 14:54:11 INFO epoch 0 training [time: 61.69s, train loss: 3647.9570]
Fri 20 Oct 2023 14:54:23 INFO epoch 0 evaluating [time: 12.68s, valid_score: 0.068300]
Fri 20 Oct 2023 14:54:23 INFO valid result:
hit@10 : 0.1087 hit@50 : 0.1797 ndcg@10 : 0.0683 ndcg@50 : 0.0834
Fri 20 Oct 2023 14:54:24 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 14:54:24 INFO Discovering multi-modal user interest before 1-th epoch
Fri 20 Oct 2023 14:54:24 INFO Finish multi-modal interest discovery before 1-th epoch
Fri 20 Oct 2023 14:55:24 INFO epoch 1 training [time: 60.14s, train loss: 3514.6418]
Fri 20 Oct 2023 14:55:38 INFO epoch 1 evaluating [time: 13.80s, valid_score: 0.074100]
Fri 20 Oct 2023 14:55:38 INFO valid result:
hit@10 : 0.1164 hit@50 : 0.1904 ndcg@10 : 0.0741 ndcg@50 : 0.0899
Fri 20 Oct 2023 14:55:39 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 14:55:39 INFO Discovering multi-modal user interest before 2-th epoch
Fri 20 Oct 2023 14:55:39 INFO Finish multi-modal interest discovery before 2-th epoch
Fri 20 Oct 2023 14:56:39 INFO epoch 2 training [time: 60.48s, train loss: 3466.4133]
Fri 20 Oct 2023 14:56:53 INFO epoch 2 evaluating [time: 13.23s, valid_score: 0.077100]
Fri 20 Oct 2023 14:56:53 INFO valid result:
hit@10 : 0.1199 hit@50 : 0.1957 ndcg@10 : 0.0771 ndcg@50 : 0.0933
Fri 20 Oct 2023 14:56:54 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 14:56:54 INFO Discovering multi-modal user interest before 3-th epoch
Fri 20 Oct 2023 14:56:54 INFO Finish multi-modal interest discovery before 3-th epoch
Fri 20 Oct 2023 14:57:54 INFO epoch 3 training [time: 60.70s, train loss: 3435.2287]
Fri 20 Oct 2023 14:58:09 INFO epoch 3 evaluating [time: 14.26s, valid_score: 0.078700]
Fri 20 Oct 2023 14:58:09 INFO valid result:
hit@10 : 0.122 hit@50 : 0.1989 ndcg@10 : 0.0787 ndcg@50 : 0.0952
Fri 20 Oct 2023 14:58:10 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 14:58:10 INFO Discovering multi-modal user interest before 4-th epoch
Fri 20 Oct 2023 14:58:10 INFO Finish multi-modal interest discovery before 4-th epoch
Fri 20 Oct 2023 14:59:10 INFO epoch 4 training [time: 60.00s, train loss: 3415.3010]
Fri 20 Oct 2023 14:59:24 INFO epoch 4 evaluating [time: 13.90s, valid_score: 0.080400]
Fri 20 Oct 2023 14:59:24 INFO valid result:
hit@10 : 0.1241 hit@50 : 0.2009 ndcg@10 : 0.0804 ndcg@50 : 0.0968
Fri 20 Oct 2023 14:59:25 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 14:59:25 INFO Discovering multi-modal user interest before 5-th epoch
Fri 20 Oct 2023 14:59:25 INFO Finish multi-modal interest discovery before 5-th epoch
Fri 20 Oct 2023 15:00:25 INFO epoch 5 training [time: 60.05s, train loss: 3399.3121]
Fri 20 Oct 2023 15:00:38 INFO epoch 5 evaluating [time: 13.58s, valid_score: 0.080800]
Fri 20 Oct 2023 15:00:38 INFO valid result:
hit@10 : 0.1247 hit@50 : 0.2015 ndcg@10 : 0.0808 ndcg@50 : 0.0972
Fri 20 Oct 2023 15:00:39 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 15:00:39 INFO Discovering multi-modal user interest before 6-th epoch
Fri 20 Oct 2023 15:00:39 INFO Finish multi-modal interest discovery before 6-th epoch
Fri 20 Oct 2023 15:01:40 INFO epoch 6 training [time: 60.37s, train loss: 3387.7016]
Fri 20 Oct 2023 15:01:53 INFO epoch 6 evaluating [time: 13.02s, valid_score: 0.081900]
Fri 20 Oct 2023 15:01:53 INFO valid result:
hit@10 : 0.1262 hit@50 : 0.2031 ndcg@10 : 0.0819 ndcg@50 : 0.0984
Fri 20 Oct 2023 15:01:54 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 15:01:54 INFO Discovering multi-modal user interest before 7-th epoch
Fri 20 Oct 2023 15:01:54 INFO Finish multi-modal interest discovery before 7-th epoch
Fri 20 Oct 2023 15:02:54 INFO epoch 7 training [time: 60.21s, train loss: 3378.7843]
Fri 20 Oct 2023 15:03:07 INFO epoch 7 evaluating [time: 13.18s, valid_score: 0.082700]
Fri 20 Oct 2023 15:03:07 INFO valid result:
hit@10 : 0.1274 hit@50 : 0.2045 ndcg@10 : 0.0827 ndcg@50 : 0.0992
Fri 20 Oct 2023 15:03:08 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 15:03:08 INFO Discovering multi-modal user interest before 8-th epoch
Fri 20 Oct 2023 15:03:08 INFO Finish multi-modal interest discovery before 8-th epoch
Fri 20 Oct 2023 15:04:08 INFO epoch 8 training [time: 60.15s, train loss: 3370.8258]
Fri 20 Oct 2023 15:04:21 INFO epoch 8 evaluating [time: 13.03s, valid_score: 0.083200]
Fri 20 Oct 2023 15:04:21 INFO valid result:
hit@10 : 0.1277 hit@50 : 0.2044 ndcg@10 : 0.0832 ndcg@50 : 0.0996
Fri 20 Oct 2023 15:04:22 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 15:04:22 INFO Discovering multi-modal user interest before 9-th epoch
Fri 20 Oct 2023 15:04:22 INFO Finish multi-modal interest discovery before 9-th epoch
Fri 20 Oct 2023 15:05:22 INFO epoch 9 training [time: 59.85s, train loss: 3363.9255]
Fri 20 Oct 2023 15:05:35 INFO epoch 9 evaluating [time: 13.17s, valid_score: 0.083600]
Fri 20 Oct 2023 15:05:35 INFO valid result:
hit@10 : 0.1286 hit@50 : 0.2057 ndcg@10 : 0.0836 ndcg@50 : 0.1001
Fri 20 Oct 2023 15:05:36 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 15:05:36 INFO Discovering multi-modal user interest before 10-th epoch
Fri 20 Oct 2023 15:05:36 INFO Finish multi-modal interest discovery before 10-th epoch
Fri 20 Oct 2023 15:06:36 INFO epoch 10 training [time: 59.79s, train loss: 3358.8892]
Fri 20 Oct 2023 15:06:49 INFO epoch 10 evaluating [time: 13.36s, valid_score: 0.084500]
Fri 20 Oct 2023 15:06:49 INFO valid result:
hit@10 : 0.1294 hit@50 : 0.2064 ndcg@10 : 0.0845 ndcg@50 : 0.101
Fri 20 Oct 2023 15:06:50 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 15:06:50 INFO Discovering multi-modal user interest before 11-th epoch
Fri 20 Oct 2023 15:06:51 INFO Finish multi-modal interest discovery before 11-th epoch
Fri 20 Oct 2023 15:07:50 INFO epoch 11 training [time: 59.98s, train loss: 3354.0743]
Fri 20 Oct 2023 15:08:04 INFO epoch 11 evaluating [time: 13.32s, valid_score: 0.084500]
Fri 20 Oct 2023 15:08:04 INFO valid result:
hit@10 : 0.129 hit@50 : 0.207 ndcg@10 : 0.0845 ndcg@50 : 0.1012
Fri 20 Oct 2023 15:08:05 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 15:08:05 INFO Discovering multi-modal user interest before 12-th epoch
Fri 20 Oct 2023 15:08:05 INFO Finish multi-modal interest discovery before 12-th epoch
Fri 20 Oct 2023 15:09:05 INFO epoch 12 training [time: 59.82s, train loss: 3349.5309]
Fri 20 Oct 2023 15:09:18 INFO epoch 12 evaluating [time: 13.08s, valid_score: 0.084700]
Fri 20 Oct 2023 15:09:18 INFO valid result:
hit@10 : 0.1293 hit@50 : 0.2074 ndcg@10 : 0.0847 ndcg@50 : 0.1014
Fri 20 Oct 2023 15:09:19 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 15:09:19 INFO Discovering multi-modal user interest before 13-th epoch
Fri 20 Oct 2023 15:09:19 INFO Finish multi-modal interest discovery before 13-th epoch
Fri 20 Oct 2023 15:10:18 INFO epoch 13 training [time: 59.57s, train loss: 3345.0770]
Fri 20 Oct 2023 15:10:31 INFO epoch 13 evaluating [time: 12.91s, valid_score: 0.085100]
Fri 20 Oct 2023 15:10:31 INFO valid result:
hit@10 : 0.1298 hit@50 : 0.2081 ndcg@10 : 0.0851 ndcg@50 : 0.1019
Fri 20 Oct 2023 15:10:32 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 15:10:32 INFO Discovering multi-modal user interest before 14-th epoch
Fri 20 Oct 2023 15:10:32 INFO Finish multi-modal interest discovery before 14-th epoch
Fri 20 Oct 2023 15:11:32 INFO epoch 14 training [time: 59.35s, train loss: 3342.0922]
Fri 20 Oct 2023 15:11:45 INFO epoch 14 evaluating [time: 13.46s, valid_score: 0.085300]
Fri 20 Oct 2023 15:11:45 INFO valid result:
hit@10 : 0.1298 hit@50 : 0.2084 ndcg@10 : 0.0853 ndcg@50 : 0.1021
Fri 20 Oct 2023 15:11:46 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 15:11:46 INFO Discovering multi-modal user interest before 15-th epoch
Fri 20 Oct 2023 15:11:46 INFO Finish multi-modal interest discovery before 15-th epoch
Fri 20 Oct 2023 15:12:45 INFO epoch 15 training [time: 59.36s, train loss: 3338.8282]
Fri 20 Oct 2023 15:12:59 INFO epoch 15 evaluating [time: 13.17s, valid_score: 0.085400]
Fri 20 Oct 2023 15:12:59 INFO valid result:
hit@10 : 0.1303 hit@50 : 0.2086 ndcg@10 : 0.0854 ndcg@50 : 0.1022
Fri 20 Oct 2023 15:13:00 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 15:13:00 INFO Discovering multi-modal user interest before 16-th epoch
Fri 20 Oct 2023 15:13:00 INFO Finish multi-modal interest discovery before 16-th epoch
Fri 20 Oct 2023 15:13:59 INFO epoch 16 training [time: 59.23s, train loss: 3335.5383]
Fri 20 Oct 2023 15:14:11 INFO epoch 16 evaluating [time: 12.63s, valid_score: 0.085600]
Fri 20 Oct 2023 15:14:11 INFO valid result:
hit@10 : 0.1305 hit@50 : 0.2089 ndcg@10 : 0.0856 ndcg@50 : 0.1025
Fri 20 Oct 2023 15:14:13 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 15:14:13 INFO Discovering multi-modal user interest before 17-th epoch
Fri 20 Oct 2023 15:14:13 INFO Finish multi-modal interest discovery before 17-th epoch
Fri 20 Oct 2023 15:15:12 INFO epoch 17 training [time: 59.40s, train loss: 3333.2724]
Fri 20 Oct 2023 15:15:25 INFO epoch 17 evaluating [time: 12.98s, valid_score: 0.086300]
Fri 20 Oct 2023 15:15:25 INFO valid result:
hit@10 : 0.1314 hit@50 : 0.2092 ndcg@10 : 0.0863 ndcg@50 : 0.103
Fri 20 Oct 2023 15:15:26 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 15:15:26 INFO Discovering multi-modal user interest before 18-th epoch
Fri 20 Oct 2023 15:15:26 INFO Finish multi-modal interest discovery before 18-th epoch
Fri 20 Oct 2023 15:16:26 INFO epoch 18 training [time: 59.80s, train loss: 3329.9555]
Fri 20 Oct 2023 15:16:39 INFO epoch 18 evaluating [time: 12.84s, valid_score: 0.086400]
Fri 20 Oct 2023 15:16:39 INFO valid result:
hit@10 : 0.1315 hit@50 : 0.2099 ndcg@10 : 0.0864 ndcg@50 : 0.1033
Fri 20 Oct 2023 15:16:40 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 15:16:40 INFO Discovering multi-modal user interest before 19-th epoch
Fri 20 Oct 2023 15:16:40 INFO Finish multi-modal interest discovery before 19-th epoch
Fri 20 Oct 2023 15:17:39 INFO epoch 19 training [time: 59.09s, train loss: 3327.3782]
Fri 20 Oct 2023 15:17:51 INFO epoch 19 evaluating [time: 12.72s, valid_score: 0.086800]
Fri 20 Oct 2023 15:17:51 INFO valid result:
hit@10 : 0.1321 hit@50 : 0.2101 ndcg@10 : 0.0868 ndcg@50 : 0.1035
Fri 20 Oct 2023 15:17:52 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 15:17:52 INFO Discovering multi-modal user interest before 20-th epoch
Fri 20 Oct 2023 15:17:52 INFO Finish multi-modal interest discovery before 20-th epoch
Fri 20 Oct 2023 15:18:52 INFO epoch 20 training [time: 59.16s, train loss: 3325.2000]
Fri 20 Oct 2023 15:19:05 INFO epoch 20 evaluating [time: 13.35s, valid_score: 0.087200]
Fri 20 Oct 2023 15:19:05 INFO valid result:
hit@10 : 0.1324 hit@50 : 0.2103 ndcg@10 : 0.0872 ndcg@50 : 0.1038
Fri 20 Oct 2023 15:19:06 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 15:19:06 INFO Discovering multi-modal user interest before 21-th epoch
Fri 20 Oct 2023 15:19:06 INFO Finish multi-modal interest discovery before 21-th epoch
Fri 20 Oct 2023 15:20:05 INFO epoch 21 training [time: 59.31s, train loss: 3323.1959]
Fri 20 Oct 2023 15:20:18 INFO epoch 21 evaluating [time: 12.80s, valid_score: 0.086900]
Fri 20 Oct 2023 15:20:18 INFO valid result:
hit@10 : 0.1325 hit@50 : 0.2111 ndcg@10 : 0.0869 ndcg@50 : 0.1038
Fri 20 Oct 2023 15:20:18 INFO Discovering multi-modal user interest before 22-th epoch
Fri 20 Oct 2023 15:20:18 INFO Finish multi-modal interest discovery before 22-th epoch
Fri 20 Oct 2023 15:21:17 INFO epoch 22 training [time: 59.07s, train loss: 3320.8908]
Fri 20 Oct 2023 15:21:30 INFO epoch 22 evaluating [time: 12.53s, valid_score: 0.086800]
Fri 20 Oct 2023 15:21:30 INFO valid result:
hit@10 : 0.132 hit@50 : 0.2109 ndcg@10 : 0.0868 ndcg@50 : 0.1037
Fri 20 Oct 2023 15:21:30 INFO Discovering multi-modal user interest before 23-th epoch
Fri 20 Oct 2023 15:21:30 INFO Finish multi-modal interest discovery before 23-th epoch
Fri 20 Oct 2023 15:22:29 INFO epoch 23 training [time: 59.26s, train loss: 3319.2779]
Fri 20 Oct 2023 15:22:42 INFO epoch 23 evaluating [time: 12.87s, valid_score: 0.087600]
Fri 20 Oct 2023 15:22:42 INFO valid result:
hit@10 : 0.1331 hit@50 : 0.2116 ndcg@10 : 0.0876 ndcg@50 : 0.1044
Fri 20 Oct 2023 15:22:43 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 15:22:43 INFO Discovering multi-modal user interest before 24-th epoch
Fri 20 Oct 2023 15:22:43 INFO Finish multi-modal interest discovery before 24-th epoch
Fri 20 Oct 2023 15:23:42 INFO epoch 24 training [time: 59.40s, train loss: 3317.4755]
Fri 20 Oct 2023 15:23:55 INFO epoch 24 evaluating [time: 12.74s, valid_score: 0.087600]
Fri 20 Oct 2023 15:23:55 INFO valid result:
hit@10 : 0.133 hit@50 : 0.2117 ndcg@10 : 0.0876 ndcg@50 : 0.1045
Fri 20 Oct 2023 15:23:56 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 15:23:56 INFO Discovering multi-modal user interest before 25-th epoch
Fri 20 Oct 2023 15:23:56 INFO Finish multi-modal interest discovery before 25-th epoch
Fri 20 Oct 2023 15:24:56 INFO epoch 25 training [time: 59.54s, train loss: 3314.9386]
Fri 20 Oct 2023 15:25:09 INFO epoch 25 evaluating [time: 13.37s, valid_score: 0.088000]
Fri 20 Oct 2023 15:25:09 INFO valid result:
hit@10 : 0.1333 hit@50 : 0.2122 ndcg@10 : 0.088 ndcg@50 : 0.1049
Fri 20 Oct 2023 15:25:10 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 15:25:10 INFO Discovering multi-modal user interest before 26-th epoch
Fri 20 Oct 2023 15:25:10 INFO Finish multi-modal interest discovery before 26-th epoch
Fri 20 Oct 2023 15:26:09 INFO epoch 26 training [time: 59.14s, train loss: 3313.2725]
Fri 20 Oct 2023 15:26:22 INFO epoch 26 evaluating [time: 12.67s, valid_score: 0.088100]
Fri 20 Oct 2023 15:26:22 INFO valid result:
hit@10 : 0.1334 hit@50 : 0.2123 ndcg@10 : 0.0881 ndcg@50 : 0.1051
Fri 20 Oct 2023 15:26:23 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 15:26:23 INFO Discovering multi-modal user interest before 27-th epoch
Fri 20 Oct 2023 15:26:23 INFO Finish multi-modal interest discovery before 27-th epoch
Fri 20 Oct 2023 15:27:22 INFO epoch 27 training [time: 59.38s, train loss: 3311.5449]
Fri 20 Oct 2023 15:27:35 INFO epoch 27 evaluating [time: 12.67s, valid_score: 0.088200]
Fri 20 Oct 2023 15:27:35 INFO valid result:
hit@10 : 0.1335 hit@50 : 0.2121 ndcg@10 : 0.0882 ndcg@50 : 0.105
Fri 20 Oct 2023 15:27:36 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 15:27:36 INFO Discovering multi-modal user interest before 28-th epoch
Fri 20 Oct 2023 15:27:36 INFO Finish multi-modal interest discovery before 28-th epoch
Fri 20 Oct 2023 15:28:35 INFO epoch 28 training [time: 59.02s, train loss: 3309.6959]
Fri 20 Oct 2023 15:28:48 INFO epoch 28 evaluating [time: 12.75s, valid_score: 0.088500]
Fri 20 Oct 2023 15:28:48 INFO valid result:
hit@10 : 0.134 hit@50 : 0.213 ndcg@10 : 0.0885 ndcg@50 : 0.1055
Fri 20 Oct 2023 15:28:49 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 15:28:49 INFO Discovering multi-modal user interest before 29-th epoch
Fri 20 Oct 2023 15:28:49 INFO Finish multi-modal interest discovery before 29-th epoch
Fri 20 Oct 2023 15:29:48 INFO epoch 29 training [time: 59.28s, train loss: 3308.6241]
Fri 20 Oct 2023 15:30:01 INFO epoch 29 evaluating [time: 12.89s, valid_score: 0.088100]
Fri 20 Oct 2023 15:30:01 INFO valid result:
hit@10 : 0.1337 hit@50 : 0.2129 ndcg@10 : 0.0881 ndcg@50 : 0.1052
Fri 20 Oct 2023 15:30:01 INFO Discovering multi-modal user interest before 30-th epoch
Fri 20 Oct 2023 15:30:01 INFO Finish multi-modal interest discovery before 30-th epoch
Fri 20 Oct 2023 15:30:59 INFO epoch 30 training [time: 58.57s, train loss: 3306.7466]
Fri 20 Oct 2023 15:31:13 INFO epoch 30 evaluating [time: 13.34s, valid_score: 0.088500]
Fri 20 Oct 2023 15:31:13 INFO valid result:
hit@10 : 0.1338 hit@50 : 0.2131 ndcg@10 : 0.0885 ndcg@50 : 0.1056
Fri 20 Oct 2023 15:31:14 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 15:31:14 INFO Discovering multi-modal user interest before 31-th epoch
Fri 20 Oct 2023 15:31:14 INFO Finish multi-modal interest discovery before 31-th epoch
Fri 20 Oct 2023 15:32:13 INFO epoch 31 training [time: 58.95s, train loss: 3304.9831]
Fri 20 Oct 2023 15:32:26 INFO epoch 31 evaluating [time: 13.20s, valid_score: 0.088500]
Fri 20 Oct 2023 15:32:26 INFO valid result:
hit@10 : 0.1338 hit@50 : 0.2133 ndcg@10 : 0.0885 ndcg@50 : 0.1056
Fri 20 Oct 2023 15:32:27 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 15:32:27 INFO Discovering multi-modal user interest before 32-th epoch
Fri 20 Oct 2023 15:32:27 INFO Finish multi-modal interest discovery before 32-th epoch
Fri 20 Oct 2023 15:33:26 INFO epoch 32 training [time: 59.13s, train loss: 3304.5500]
Fri 20 Oct 2023 15:33:39 INFO epoch 32 evaluating [time: 12.80s, valid_score: 0.088400]
Fri 20 Oct 2023 15:33:39 INFO valid result:
hit@10 : 0.1335 hit@50 : 0.2134 ndcg@10 : 0.0884 ndcg@50 : 0.1055
Fri 20 Oct 2023 15:33:39 INFO Discovering multi-modal user interest before 33-th epoch
Fri 20 Oct 2023 15:33:39 INFO Finish multi-modal interest discovery before 33-th epoch
Fri 20 Oct 2023 15:34:38 INFO epoch 33 training [time: 59.37s, train loss: 3302.3325]
Fri 20 Oct 2023 15:34:51 INFO epoch 33 evaluating [time: 13.08s, valid_score: 0.089000]
Fri 20 Oct 2023 15:34:51 INFO valid result:
hit@10 : 0.1345 hit@50 : 0.2139 ndcg@10 : 0.089 ndcg@50 : 0.1061
Fri 20 Oct 2023 15:34:52 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 15:34:52 INFO Discovering multi-modal user interest before 34-th epoch
Fri 20 Oct 2023 15:34:52 INFO Finish multi-modal interest discovery before 34-th epoch
Fri 20 Oct 2023 15:35:51 INFO epoch 34 training [time: 59.18s, train loss: 3302.0593]
Fri 20 Oct 2023 15:36:04 INFO epoch 34 evaluating [time: 12.86s, valid_score: 0.089200]
Fri 20 Oct 2023 15:36:04 INFO valid result:
hit@10 : 0.1347 hit@50 : 0.2141 ndcg@10 : 0.0892 ndcg@50 : 0.1063
Fri 20 Oct 2023 15:36:05 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 15:36:05 INFO Discovering multi-modal user interest before 35-th epoch
Fri 20 Oct 2023 15:36:05 INFO Finish multi-modal interest discovery before 35-th epoch
Fri 20 Oct 2023 15:37:04 INFO epoch 35 training [time: 59.02s, train loss: 3299.9926]
Fri 20 Oct 2023 15:37:17 INFO epoch 35 evaluating [time: 12.85s, valid_score: 0.089200]
Fri 20 Oct 2023 15:37:17 INFO valid result:
hit@10 : 0.1346 hit@50 : 0.2138 ndcg@10 : 0.0892 ndcg@50 : 0.1062
Fri 20 Oct 2023 15:37:18 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 15:37:18 INFO Discovering multi-modal user interest before 36-th epoch
Fri 20 Oct 2023 15:37:18 INFO Finish multi-modal interest discovery before 36-th epoch
Fri 20 Oct 2023 15:38:17 INFO epoch 36 training [time: 59.06s, train loss: 3298.9559]
Fri 20 Oct 2023 15:38:31 INFO epoch 36 evaluating [time: 13.43s, valid_score: 0.089500]
Fri 20 Oct 2023 15:38:31 INFO valid result:
hit@10 : 0.1353 hit@50 : 0.2145 ndcg@10 : 0.0895 ndcg@50 : 0.1064
Fri 20 Oct 2023 15:38:32 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 15:38:32 INFO Discovering multi-modal user interest before 37-th epoch
Fri 20 Oct 2023 15:38:32 INFO Finish multi-modal interest discovery before 37-th epoch
Fri 20 Oct 2023 15:39:31 INFO epoch 37 training [time: 59.17s, train loss: 3297.2484]
Fri 20 Oct 2023 15:39:44 INFO epoch 37 evaluating [time: 13.09s, valid_score: 0.089400]
Fri 20 Oct 2023 15:39:44 INFO valid result:
hit@10 : 0.1353 hit@50 : 0.2142 ndcg@10 : 0.0894 ndcg@50 : 0.1063
Fri 20 Oct 2023 15:39:44 INFO Discovering multi-modal user interest before 38-th epoch
Fri 20 Oct 2023 15:39:44 INFO Finish multi-modal interest discovery before 38-th epoch
Fri 20 Oct 2023 15:40:43 INFO epoch 38 training [time: 59.15s, train loss: 3296.1458]
Fri 20 Oct 2023 15:40:56 INFO epoch 38 evaluating [time: 12.80s, valid_score: 0.089300]
Fri 20 Oct 2023 15:40:56 INFO valid result:
hit@10 : 0.1349 hit@50 : 0.214 ndcg@10 : 0.0893 ndcg@50 : 0.1063
Fri 20 Oct 2023 15:40:56 INFO Discovering multi-modal user interest before 39-th epoch
Fri 20 Oct 2023 15:40:56 INFO Finish multi-modal interest discovery before 39-th epoch
Fri 20 Oct 2023 15:41:55 INFO epoch 39 training [time: 59.22s, train loss: 3295.6750]
Fri 20 Oct 2023 15:42:08 INFO epoch 39 evaluating [time: 13.32s, valid_score: 0.089300]
Fri 20 Oct 2023 15:42:08 INFO valid result:
hit@10 : 0.1347 hit@50 : 0.2144 ndcg@10 : 0.0893 ndcg@50 : 0.1065
Fri 20 Oct 2023 15:42:08 INFO Discovering multi-modal user interest before 40-th epoch
Fri 20 Oct 2023 15:42:08 INFO Finish multi-modal interest discovery before 40-th epoch
Fri 20 Oct 2023 15:43:07 INFO epoch 40 training [time: 59.00s, train loss: 3293.7627]
Fri 20 Oct 2023 15:43:21 INFO epoch 40 evaluating [time: 13.21s, valid_score: 0.089700]
Fri 20 Oct 2023 15:43:21 INFO valid result:
hit@10 : 0.1355 hit@50 : 0.2149 ndcg@10 : 0.0897 ndcg@50 : 0.1067
Fri 20 Oct 2023 15:43:22 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 15:43:22 INFO Discovering multi-modal user interest before 41-th epoch
Fri 20 Oct 2023 15:43:22 INFO Finish multi-modal interest discovery before 41-th epoch
Fri 20 Oct 2023 15:44:21 INFO epoch 41 training [time: 59.35s, train loss: 3292.4741]
Fri 20 Oct 2023 15:44:34 INFO epoch 41 evaluating [time: 13.03s, valid_score: 0.089700]
Fri 20 Oct 2023 15:44:34 INFO valid result:
hit@10 : 0.1356 hit@50 : 0.2152 ndcg@10 : 0.0897 ndcg@50 : 0.1068
Fri 20 Oct 2023 15:44:35 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 15:44:35 INFO Discovering multi-modal user interest before 42-th epoch
Fri 20 Oct 2023 15:44:35 INFO Finish multi-modal interest discovery before 42-th epoch
Fri 20 Oct 2023 15:45:34 INFO epoch 42 training [time: 58.75s, train loss: 3292.5427]
Fri 20 Oct 2023 15:45:46 INFO epoch 42 evaluating [time: 12.66s, valid_score: 0.089700]
Fri 20 Oct 2023 15:45:46 INFO valid result:
hit@10 : 0.1353 hit@50 : 0.2153 ndcg@10 : 0.0897 ndcg@50 : 0.1069
Fri 20 Oct 2023 15:45:47 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 15:45:47 INFO Discovering multi-modal user interest before 43-th epoch
Fri 20 Oct 2023 15:45:47 INFO Finish multi-modal interest discovery before 43-th epoch
Fri 20 Oct 2023 15:46:46 INFO epoch 43 training [time: 58.93s, train loss: 3290.5810]
Fri 20 Oct 2023 15:46:59 INFO epoch 43 evaluating [time: 12.85s, valid_score: 0.090100]
Fri 20 Oct 2023 15:46:59 INFO valid result:
hit@10 : 0.1357 hit@50 : 0.2159 ndcg@10 : 0.0901 ndcg@50 : 0.1073
Fri 20 Oct 2023 15:47:00 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 15:47:00 INFO Discovering multi-modal user interest before 44-th epoch
Fri 20 Oct 2023 15:47:00 INFO Finish multi-modal interest discovery before 44-th epoch
Fri 20 Oct 2023 15:47:59 INFO epoch 44 training [time: 59.14s, train loss: 3289.6126]
Fri 20 Oct 2023 15:48:12 INFO epoch 44 evaluating [time: 12.97s, valid_score: 0.090100]
Fri 20 Oct 2023 15:48:12 INFO valid result:
hit@10 : 0.1358 hit@50 : 0.216 ndcg@10 : 0.0901 ndcg@50 : 0.1073
Fri 20 Oct 2023 15:48:13 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 15:48:13 INFO Discovering multi-modal user interest before 45-th epoch
Fri 20 Oct 2023 15:48:13 INFO Finish multi-modal interest discovery before 45-th epoch
Fri 20 Oct 2023 15:49:12 INFO epoch 45 training [time: 59.23s, train loss: 3289.3575]
Fri 20 Oct 2023 15:49:25 INFO epoch 45 evaluating [time: 12.90s, valid_score: 0.090200]
Fri 20 Oct 2023 15:49:25 INFO valid result:
hit@10 : 0.1358 hit@50 : 0.2155 ndcg@10 : 0.0902 ndcg@50 : 0.1073
Fri 20 Oct 2023 15:49:26 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 15:49:26 INFO Discovering multi-modal user interest before 46-th epoch
Fri 20 Oct 2023 15:49:26 INFO Finish multi-modal interest discovery before 46-th epoch
Fri 20 Oct 2023 15:50:25 INFO epoch 46 training [time: 58.91s, train loss: 3287.8274]
Fri 20 Oct 2023 15:50:38 INFO epoch 46 evaluating [time: 13.16s, valid_score: 0.090200]
Fri 20 Oct 2023 15:50:38 INFO valid result:
hit@10 : 0.1359 hit@50 : 0.2157 ndcg@10 : 0.0902 ndcg@50 : 0.1073
Fri 20 Oct 2023 15:50:39 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 15:50:39 INFO Discovering multi-modal user interest before 47-th epoch
Fri 20 Oct 2023 15:50:39 INFO Finish multi-modal interest discovery before 47-th epoch
Fri 20 Oct 2023 15:51:38 INFO epoch 47 training [time: 58.94s, train loss: 3286.5589]
Fri 20 Oct 2023 15:51:51 INFO epoch 47 evaluating [time: 13.15s, valid_score: 0.090200]
Fri 20 Oct 2023 15:51:51 INFO valid result:
hit@10 : 0.1362 hit@50 : 0.2158 ndcg@10 : 0.0902 ndcg@50 : 0.1072
Fri 20 Oct 2023 15:51:52 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 15:51:52 INFO Discovering multi-modal user interest before 48-th epoch
Fri 20 Oct 2023 15:51:52 INFO Finish multi-modal interest discovery before 48-th epoch
Fri 20 Oct 2023 15:52:51 INFO epoch 48 training [time: 59.11s, train loss: 3286.3021]
Fri 20 Oct 2023 15:53:04 INFO epoch 48 evaluating [time: 12.94s, valid_score: 0.090600]
Fri 20 Oct 2023 15:53:04 INFO valid result:
hit@10 : 0.1363 hit@50 : 0.2156 ndcg@10 : 0.0906 ndcg@50 : 0.1077
Fri 20 Oct 2023 15:53:05 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 15:53:05 INFO Discovering multi-modal user interest before 49-th epoch
Fri 20 Oct 2023 15:53:05 INFO Finish multi-modal interest discovery before 49-th epoch
Fri 20 Oct 2023 15:54:04 INFO epoch 49 training [time: 58.88s, train loss: 3284.6512]
Fri 20 Oct 2023 15:54:17 INFO epoch 49 evaluating [time: 12.94s, valid_score: 0.090600]
Fri 20 Oct 2023 15:54:17 INFO valid result:
hit@10 : 0.1365 hit@50 : 0.2161 ndcg@10 : 0.0906 ndcg@50 : 0.1077
Fri 20 Oct 2023 15:54:18 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 15:54:18 INFO Discovering multi-modal user interest before 50-th epoch
Fri 20 Oct 2023 15:54:18 INFO Finish multi-modal interest discovery before 50-th epoch
Fri 20 Oct 2023 15:55:17 INFO epoch 50 training [time: 59.58s, train loss: 3284.3840]
Fri 20 Oct 2023 15:55:30 INFO epoch 50 evaluating [time: 12.50s, valid_score: 0.090500]
Fri 20 Oct 2023 15:55:30 INFO valid result:
hit@10 : 0.1368 hit@50 : 0.2155 ndcg@10 : 0.0905 ndcg@50 : 0.1074
Fri 20 Oct 2023 15:55:30 INFO Discovering multi-modal user interest before 51-th epoch
Fri 20 Oct 2023 15:55:30 INFO Finish multi-modal interest discovery before 51-th epoch
Fri 20 Oct 2023 15:56:29 INFO epoch 51 training [time: 59.23s, train loss: 3283.7109]
Fri 20 Oct 2023 15:56:42 INFO epoch 51 evaluating [time: 13.23s, valid_score: 0.090600]
Fri 20 Oct 2023 15:56:42 INFO valid result:
hit@10 : 0.1367 hit@50 : 0.2163 ndcg@10 : 0.0906 ndcg@50 : 0.1077
Fri 20 Oct 2023 15:56:43 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 15:56:43 INFO Discovering multi-modal user interest before 52-th epoch
Fri 20 Oct 2023 15:56:43 INFO Finish multi-modal interest discovery before 52-th epoch
Fri 20 Oct 2023 15:57:42 INFO epoch 52 training [time: 59.06s, train loss: 3282.2645]
Fri 20 Oct 2023 15:57:55 INFO epoch 52 evaluating [time: 12.70s, valid_score: 0.090700]
Fri 20 Oct 2023 15:57:55 INFO valid result:
hit@10 : 0.1369 hit@50 : 0.2167 ndcg@10 : 0.0907 ndcg@50 : 0.1078
Fri 20 Oct 2023 15:57:56 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 15:57:56 INFO Discovering multi-modal user interest before 53-th epoch
Fri 20 Oct 2023 15:57:56 INFO Finish multi-modal interest discovery before 53-th epoch
Fri 20 Oct 2023 15:58:55 INFO epoch 53 training [time: 59.26s, train loss: 3282.0053]
Fri 20 Oct 2023 15:59:08 INFO epoch 53 evaluating [time: 12.78s, valid_score: 0.090900]
Fri 20 Oct 2023 15:59:08 INFO valid result:
hit@10 : 0.1371 hit@50 : 0.2161 ndcg@10 : 0.0909 ndcg@50 : 0.1079
Fri 20 Oct 2023 15:59:09 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 15:59:09 INFO Discovering multi-modal user interest before 54-th epoch
Fri 20 Oct 2023 15:59:09 INFO Finish multi-modal interest discovery before 54-th epoch
Fri 20 Oct 2023 16:00:08 INFO epoch 54 training [time: 59.03s, train loss: 3280.7937]
Fri 20 Oct 2023 16:00:21 INFO epoch 54 evaluating [time: 13.03s, valid_score: 0.090800]
Fri 20 Oct 2023 16:00:21 INFO valid result:
hit@10 : 0.1367 hit@50 : 0.2172 ndcg@10 : 0.0908 ndcg@50 : 0.1081
Fri 20 Oct 2023 16:00:21 INFO Discovering multi-modal user interest before 55-th epoch
Fri 20 Oct 2023 16:00:21 INFO Finish multi-modal interest discovery before 55-th epoch
Fri 20 Oct 2023 16:01:21 INFO epoch 55 training [time: 59.42s, train loss: 3279.5500]
Fri 20 Oct 2023 16:01:34 INFO epoch 55 evaluating [time: 13.07s, valid_score: 0.090500]
Fri 20 Oct 2023 16:01:34 INFO valid result:
hit@10 : 0.1365 hit@50 : 0.2162 ndcg@10 : 0.0905 ndcg@50 : 0.1077
Fri 20 Oct 2023 16:01:34 INFO Discovering multi-modal user interest before 56-th epoch
Fri 20 Oct 2023 16:01:34 INFO Finish multi-modal interest discovery before 56-th epoch
Fri 20 Oct 2023 16:02:33 INFO epoch 56 training [time: 59.56s, train loss: 3278.9026]
Fri 20 Oct 2023 16:02:46 INFO epoch 56 evaluating [time: 12.98s, valid_score: 0.090700]
Fri 20 Oct 2023 16:02:46 INFO valid result:
hit@10 : 0.1366 hit@50 : 0.2163 ndcg@10 : 0.0907 ndcg@50 : 0.1079
Fri 20 Oct 2023 16:02:46 INFO Discovering multi-modal user interest before 57-th epoch
Fri 20 Oct 2023 16:02:46 INFO Finish multi-modal interest discovery before 57-th epoch
Fri 20 Oct 2023 16:03:45 INFO epoch 57 training [time: 59.04s, train loss: 3278.5430]
Fri 20 Oct 2023 16:03:59 INFO epoch 57 evaluating [time: 13.23s, valid_score: 0.090600]
Fri 20 Oct 2023 16:03:59 INFO valid result:
hit@10 : 0.1361 hit@50 : 0.216 ndcg@10 : 0.0906 ndcg@50 : 0.1079
Fri 20 Oct 2023 16:03:59 INFO Discovering multi-modal user interest before 58-th epoch
Fri 20 Oct 2023 16:03:59 INFO Finish multi-modal interest discovery before 58-th epoch
Fri 20 Oct 2023 16:04:58 INFO epoch 58 training [time: 59.17s, train loss: 3277.3162]
Fri 20 Oct 2023 16:05:10 INFO epoch 58 evaluating [time: 12.46s, valid_score: 0.091000]
Fri 20 Oct 2023 16:05:10 INFO valid result:
hit@10 : 0.1371 hit@50 : 0.2167 ndcg@10 : 0.091 ndcg@50 : 0.1081
Fri 20 Oct 2023 16:05:11 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 16:05:11 INFO Discovering multi-modal user interest before 59-th epoch
Fri 20 Oct 2023 16:05:11 INFO Finish multi-modal interest discovery before 59-th epoch
Fri 20 Oct 2023 16:06:11 INFO epoch 59 training [time: 59.85s, train loss: 3276.3932]
Fri 20 Oct 2023 16:06:24 INFO epoch 59 evaluating [time: 13.01s, valid_score: 0.091100]
Fri 20 Oct 2023 16:06:24 INFO valid result:
hit@10 : 0.1371 hit@50 : 0.2172 ndcg@10 : 0.0911 ndcg@50 : 0.1083
Fri 20 Oct 2023 16:06:25 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 16:06:25 INFO Discovering multi-modal user interest before 60-th epoch
Fri 20 Oct 2023 16:06:25 INFO Finish multi-modal interest discovery before 60-th epoch
Fri 20 Oct 2023 16:07:24 INFO epoch 60 training [time: 59.29s, train loss: 3275.9899]
Fri 20 Oct 2023 16:07:37 INFO epoch 60 evaluating [time: 12.87s, valid_score: 0.091200]
Fri 20 Oct 2023 16:07:37 INFO valid result:
hit@10 : 0.1372 hit@50 : 0.2171 ndcg@10 : 0.0912 ndcg@50 : 0.1084
Fri 20 Oct 2023 16:07:38 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 16:07:38 INFO Discovering multi-modal user interest before 61-th epoch
Fri 20 Oct 2023 16:07:38 INFO Finish multi-modal interest discovery before 61-th epoch
Fri 20 Oct 2023 16:08:37 INFO epoch 61 training [time: 59.45s, train loss: 3275.2926]
Fri 20 Oct 2023 16:08:51 INFO epoch 61 evaluating [time: 13.57s, valid_score: 0.091000]
Fri 20 Oct 2023 16:08:51 INFO valid result:
hit@10 : 0.1367 hit@50 : 0.2169 ndcg@10 : 0.091 ndcg@50 : 0.1082
Fri 20 Oct 2023 16:08:51 INFO Discovering multi-modal user interest before 62-th epoch
Fri 20 Oct 2023 16:08:51 INFO Finish multi-modal interest discovery before 62-th epoch
Fri 20 Oct 2023 16:09:51 INFO epoch 62 training [time: 59.45s, train loss: 3273.6480]
Fri 20 Oct 2023 16:10:04 INFO epoch 62 evaluating [time: 13.42s, valid_score: 0.091100]
Fri 20 Oct 2023 16:10:04 INFO valid result:
hit@10 : 0.1371 hit@50 : 0.2174 ndcg@10 : 0.0911 ndcg@50 : 0.1084
Fri 20 Oct 2023 16:10:04 INFO Discovering multi-modal user interest before 63-th epoch
Fri 20 Oct 2023 16:10:04 INFO Finish multi-modal interest discovery before 63-th epoch
Fri 20 Oct 2023 16:11:05 INFO epoch 63 training [time: 61.05s, train loss: 3274.3512]
Fri 20 Oct 2023 16:11:18 INFO epoch 63 evaluating [time: 12.88s, valid_score: 0.090900]
Fri 20 Oct 2023 16:11:18 INFO valid result:
hit@10 : 0.1366 hit@50 : 0.2173 ndcg@10 : 0.0909 ndcg@50 : 0.1082
Fri 20 Oct 2023 16:11:18 INFO Discovering multi-modal user interest before 64-th epoch
Fri 20 Oct 2023 16:11:18 INFO Finish multi-modal interest discovery before 64-th epoch
Fri 20 Oct 2023 16:12:18 INFO epoch 64 training [time: 60.62s, train loss: 3273.0249]
Fri 20 Oct 2023 16:12:32 INFO epoch 64 evaluating [time: 13.29s, valid_score: 0.091400]
Fri 20 Oct 2023 16:12:32 INFO valid result:
hit@10 : 0.1379 hit@50 : 0.2179 ndcg@10 : 0.0914 ndcg@50 : 0.1085
Fri 20 Oct 2023 16:12:33 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 16:12:33 INFO Discovering multi-modal user interest before 65-th epoch
Fri 20 Oct 2023 16:12:33 INFO Finish multi-modal interest discovery before 65-th epoch
Fri 20 Oct 2023 16:13:33 INFO epoch 65 training [time: 59.86s, train loss: 3272.3480]
Fri 20 Oct 2023 16:13:46 INFO epoch 65 evaluating [time: 13.16s, valid_score: 0.091400]
Fri 20 Oct 2023 16:13:46 INFO valid result:
hit@10 : 0.1378 hit@50 : 0.2176 ndcg@10 : 0.0914 ndcg@50 : 0.1086
Fri 20 Oct 2023 16:13:47 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 16:13:47 INFO Discovering multi-modal user interest before 66-th epoch
Fri 20 Oct 2023 16:13:47 INFO Finish multi-modal interest discovery before 66-th epoch
Fri 20 Oct 2023 16:14:46 INFO epoch 66 training [time: 59.23s, train loss: 3271.2149]
Fri 20 Oct 2023 16:15:00 INFO epoch 66 evaluating [time: 13.30s, valid_score: 0.091400]
Fri 20 Oct 2023 16:15:00 INFO valid result:
hit@10 : 0.1376 hit@50 : 0.2171 ndcg@10 : 0.0914 ndcg@50 : 0.1085
Fri 20 Oct 2023 16:15:01 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 16:15:01 INFO Discovering multi-modal user interest before 67-th epoch
Fri 20 Oct 2023 16:15:01 INFO Finish multi-modal interest discovery before 67-th epoch
Fri 20 Oct 2023 16:16:00 INFO epoch 67 training [time: 59.54s, train loss: 3270.3807]
Fri 20 Oct 2023 16:16:13 INFO epoch 67 evaluating [time: 13.23s, valid_score: 0.091400]
Fri 20 Oct 2023 16:16:13 INFO valid result:
hit@10 : 0.1374 hit@50 : 0.2173 ndcg@10 : 0.0914 ndcg@50 : 0.1086
Fri 20 Oct 2023 16:16:14 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 16:16:14 INFO Discovering multi-modal user interest before 68-th epoch
Fri 20 Oct 2023 16:16:14 INFO Finish multi-modal interest discovery before 68-th epoch
Fri 20 Oct 2023 16:17:13 INFO epoch 68 training [time: 58.98s, train loss: 3270.2360]
Fri 20 Oct 2023 16:17:26 INFO epoch 68 evaluating [time: 12.90s, valid_score: 0.091600]
Fri 20 Oct 2023 16:17:26 INFO valid result:
hit@10 : 0.1379 hit@50 : 0.2188 ndcg@10 : 0.0916 ndcg@50 : 0.109
Fri 20 Oct 2023 16:17:27 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 16:17:27 INFO Discovering multi-modal user interest before 69-th epoch
Fri 20 Oct 2023 16:17:27 INFO Finish multi-modal interest discovery before 69-th epoch
Fri 20 Oct 2023 16:18:26 INFO epoch 69 training [time: 59.36s, train loss: 3269.9918]
Fri 20 Oct 2023 16:18:39 INFO epoch 69 evaluating [time: 12.88s, valid_score: 0.091700]
Fri 20 Oct 2023 16:18:39 INFO valid result:
hit@10 : 0.1381 hit@50 : 0.2179 ndcg@10 : 0.0917 ndcg@50 : 0.1088
Fri 20 Oct 2023 16:18:40 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 16:18:40 INFO Discovering multi-modal user interest before 70-th epoch
Fri 20 Oct 2023 16:18:40 INFO Finish multi-modal interest discovery before 70-th epoch
Fri 20 Oct 2023 16:19:40 INFO epoch 70 training [time: 59.79s, train loss: 3268.8607]
Fri 20 Oct 2023 16:19:53 INFO epoch 70 evaluating [time: 12.96s, valid_score: 0.091700]
Fri 20 Oct 2023 16:19:53 INFO valid result:
hit@10 : 0.1379 hit@50 : 0.2185 ndcg@10 : 0.0917 ndcg@50 : 0.1091
Fri 20 Oct 2023 16:19:54 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 16:19:54 INFO Discovering multi-modal user interest before 71-th epoch
Fri 20 Oct 2023 16:19:54 INFO Finish multi-modal interest discovery before 71-th epoch
Fri 20 Oct 2023 16:20:54 INFO epoch 71 training [time: 59.60s, train loss: 3268.2588]
Fri 20 Oct 2023 16:21:06 INFO epoch 71 evaluating [time: 12.50s, valid_score: 0.091600]
Fri 20 Oct 2023 16:21:06 INFO valid result:
hit@10 : 0.1379 hit@50 : 0.218 ndcg@10 : 0.0916 ndcg@50 : 0.1088
Fri 20 Oct 2023 16:21:06 INFO Discovering multi-modal user interest before 72-th epoch
Fri 20 Oct 2023 16:21:06 INFO Finish multi-modal interest discovery before 72-th epoch
Fri 20 Oct 2023 16:22:05 INFO epoch 72 training [time: 59.02s, train loss: 3267.5010]
Fri 20 Oct 2023 16:22:20 INFO epoch 72 evaluating [time: 15.02s, valid_score: 0.092000]
Fri 20 Oct 2023 16:22:20 INFO valid result:
hit@10 : 0.1384 hit@50 : 0.2187 ndcg@10 : 0.092 ndcg@50 : 0.1093
Fri 20 Oct 2023 16:22:21 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 16:22:21 INFO Discovering multi-modal user interest before 73-th epoch
Fri 20 Oct 2023 16:22:21 INFO Finish multi-modal interest discovery before 73-th epoch
Fri 20 Oct 2023 16:23:21 INFO epoch 73 training [time: 59.51s, train loss: 3266.3093]
Fri 20 Oct 2023 16:23:34 INFO epoch 73 evaluating [time: 12.90s, valid_score: 0.092000]
Fri 20 Oct 2023 16:23:34 INFO valid result:
hit@10 : 0.1384 hit@50 : 0.2181 ndcg@10 : 0.092 ndcg@50 : 0.1091
Fri 20 Oct 2023 16:23:34 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 16:23:34 INFO Discovering multi-modal user interest before 74-th epoch
Fri 20 Oct 2023 16:23:35 INFO Finish multi-modal interest discovery before 74-th epoch
Fri 20 Oct 2023 16:24:34 INFO epoch 74 training [time: 59.40s, train loss: 3266.0728]
Fri 20 Oct 2023 16:24:47 INFO epoch 74 evaluating [time: 12.81s, valid_score: 0.091900]
Fri 20 Oct 2023 16:24:47 INFO valid result:
hit@10 : 0.1383 hit@50 : 0.2186 ndcg@10 : 0.0919 ndcg@50 : 0.1092
Fri 20 Oct 2023 16:24:47 INFO Discovering multi-modal user interest before 75-th epoch
Fri 20 Oct 2023 16:24:47 INFO Finish multi-modal interest discovery before 75-th epoch
Fri 20 Oct 2023 16:25:46 INFO epoch 75 training [time: 59.60s, train loss: 3264.9885]
Fri 20 Oct 2023 16:25:59 INFO epoch 75 evaluating [time: 12.95s, valid_score: 0.092200]
Fri 20 Oct 2023 16:25:59 INFO valid result:
hit@10 : 0.1387 hit@50 : 0.219 ndcg@10 : 0.0922 ndcg@50 : 0.1094
Fri 20 Oct 2023 16:26:00 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 16:26:00 INFO Discovering multi-modal user interest before 76-th epoch
Fri 20 Oct 2023 16:26:00 INFO Finish multi-modal interest discovery before 76-th epoch
Fri 20 Oct 2023 16:26:59 INFO epoch 76 training [time: 59.14s, train loss: 3264.9987]
Fri 20 Oct 2023 16:27:12 INFO epoch 76 evaluating [time: 12.94s, valid_score: 0.092100]
Fri 20 Oct 2023 16:27:12 INFO valid result:
hit@10 : 0.1388 hit@50 : 0.2189 ndcg@10 : 0.0921 ndcg@50 : 0.1093
Fri 20 Oct 2023 16:27:12 INFO Discovering multi-modal user interest before 77-th epoch
Fri 20 Oct 2023 16:27:12 INFO Finish multi-modal interest discovery before 77-th epoch
Fri 20 Oct 2023 16:28:12 INFO epoch 77 training [time: 59.50s, train loss: 3264.2880]
Fri 20 Oct 2023 16:28:26 INFO epoch 77 evaluating [time: 13.84s, valid_score: 0.092500]
Fri 20 Oct 2023 16:28:26 INFO valid result:
hit@10 : 0.1392 hit@50 : 0.2189 ndcg@10 : 0.0925 ndcg@50 : 0.1096
Fri 20 Oct 2023 16:28:27 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 16:28:27 INFO Discovering multi-modal user interest before 78-th epoch
Fri 20 Oct 2023 16:28:27 INFO Finish multi-modal interest discovery before 78-th epoch
Fri 20 Oct 2023 16:29:26 INFO epoch 78 training [time: 59.29s, train loss: 3263.8127]
Fri 20 Oct 2023 16:29:39 INFO epoch 78 evaluating [time: 13.29s, valid_score: 0.092300]
Fri 20 Oct 2023 16:29:39 INFO valid result:
hit@10 : 0.1388 hit@50 : 0.2192 ndcg@10 : 0.0923 ndcg@50 : 0.1096
Fri 20 Oct 2023 16:29:39 INFO Discovering multi-modal user interest before 79-th epoch
Fri 20 Oct 2023 16:29:39 INFO Finish multi-modal interest discovery before 79-th epoch
Fri 20 Oct 2023 16:30:38 INFO epoch 79 training [time: 59.29s, train loss: 3263.3441]
Fri 20 Oct 2023 16:30:52 INFO epoch 79 evaluating [time: 13.39s, valid_score: 0.092400]
Fri 20 Oct 2023 16:30:52 INFO valid result:
hit@10 : 0.1387 hit@50 : 0.2182 ndcg@10 : 0.0924 ndcg@50 : 0.1095
Fri 20 Oct 2023 16:30:52 INFO Discovering multi-modal user interest before 80-th epoch
Fri 20 Oct 2023 16:30:52 INFO Finish multi-modal interest discovery before 80-th epoch
Fri 20 Oct 2023 16:31:52 INFO epoch 80 training [time: 59.76s, train loss: 3262.0908]
Fri 20 Oct 2023 16:32:05 INFO epoch 80 evaluating [time: 13.03s, valid_score: 0.092100]
Fri 20 Oct 2023 16:32:05 INFO valid result:
hit@10 : 0.1386 hit@50 : 0.2195 ndcg@10 : 0.0921 ndcg@50 : 0.1094
Fri 20 Oct 2023 16:32:05 INFO Discovering multi-modal user interest before 81-th epoch
Fri 20 Oct 2023 16:32:05 INFO Finish multi-modal interest discovery before 81-th epoch
Fri 20 Oct 2023 16:33:05 INFO epoch 81 training [time: 60.22s, train loss: 3261.7299]
Fri 20 Oct 2023 16:33:17 INFO epoch 81 evaluating [time: 12.56s, valid_score: 0.091900]
Fri 20 Oct 2023 16:33:17 INFO valid result:
hit@10 : 0.1382 hit@50 : 0.2193 ndcg@10 : 0.0919 ndcg@50 : 0.1093
Fri 20 Oct 2023 16:33:17 INFO Discovering multi-modal user interest before 82-th epoch
Fri 20 Oct 2023 16:33:17 INFO Finish multi-modal interest discovery before 82-th epoch
Fri 20 Oct 2023 16:34:17 INFO epoch 82 training [time: 59.60s, train loss: 3260.8205]
Fri 20 Oct 2023 16:34:30 INFO epoch 82 evaluating [time: 13.14s, valid_score: 0.092600]
Fri 20 Oct 2023 16:34:30 INFO valid result:
hit@10 : 0.1394 hit@50 : 0.2196 ndcg@10 : 0.0926 ndcg@50 : 0.1098
Fri 20 Oct 2023 16:34:31 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 16:34:31 INFO Discovering multi-modal user interest before 83-th epoch
Fri 20 Oct 2023 16:34:31 INFO Finish multi-modal interest discovery before 83-th epoch
Fri 20 Oct 2023 16:35:30 INFO epoch 83 training [time: 59.30s, train loss: 3260.7667]
Fri 20 Oct 2023 16:35:43 INFO epoch 83 evaluating [time: 12.80s, valid_score: 0.092400]
Fri 20 Oct 2023 16:35:43 INFO valid result:
hit@10 : 0.1392 hit@50 : 0.2194 ndcg@10 : 0.0924 ndcg@50 : 0.1096
Fri 20 Oct 2023 16:35:43 INFO Discovering multi-modal user interest before 84-th epoch
Fri 20 Oct 2023 16:35:43 INFO Finish multi-modal interest discovery before 84-th epoch
Fri 20 Oct 2023 16:36:43 INFO epoch 84 training [time: 59.41s, train loss: 3259.7695]
Fri 20 Oct 2023 16:36:56 INFO epoch 84 evaluating [time: 13.53s, valid_score: 0.092300]
Fri 20 Oct 2023 16:36:56 INFO valid result:
hit@10 : 0.139 hit@50 : 0.2192 ndcg@10 : 0.0923 ndcg@50 : 0.1096
Fri 20 Oct 2023 16:36:56 INFO Discovering multi-modal user interest before 85-th epoch
Fri 20 Oct 2023 16:36:56 INFO Finish multi-modal interest discovery before 85-th epoch
Fri 20 Oct 2023 16:37:56 INFO epoch 85 training [time: 59.40s, train loss: 3259.3647]
Fri 20 Oct 2023 16:38:08 INFO epoch 85 evaluating [time: 12.23s, valid_score: 0.092400]
Fri 20 Oct 2023 16:38:08 INFO valid result:
hit@10 : 0.1389 hit@50 : 0.2186 ndcg@10 : 0.0924 ndcg@50 : 0.1096
Fri 20 Oct 2023 16:38:08 INFO Discovering multi-modal user interest before 86-th epoch
Fri 20 Oct 2023 16:38:08 INFO Finish multi-modal interest discovery before 86-th epoch
Fri 20 Oct 2023 16:39:07 INFO epoch 86 training [time: 59.27s, train loss: 3258.3817]
Fri 20 Oct 2023 16:39:20 INFO epoch 86 evaluating [time: 12.71s, valid_score: 0.092300]
Fri 20 Oct 2023 16:39:20 INFO valid result:
hit@10 : 0.1389 hit@50 : 0.2192 ndcg@10 : 0.0923 ndcg@50 : 0.1096
Fri 20 Oct 2023 16:39:20 INFO Discovering multi-modal user interest before 87-th epoch
Fri 20 Oct 2023 16:39:20 INFO Finish multi-modal interest discovery before 87-th epoch
Fri 20 Oct 2023 16:40:19 INFO epoch 87 training [time: 59.25s, train loss: 3257.7890]
Fri 20 Oct 2023 16:40:32 INFO epoch 87 evaluating [time: 12.45s, valid_score: 0.092300]
Fri 20 Oct 2023 16:40:32 INFO valid result:
hit@10 : 0.1391 hit@50 : 0.2196 ndcg@10 : 0.0923 ndcg@50 : 0.1096
Fri 20 Oct 2023 16:40:32 INFO Discovering multi-modal user interest before 88-th epoch
Fri 20 Oct 2023 16:40:32 INFO Finish multi-modal interest discovery before 88-th epoch
Fri 20 Oct 2023 16:41:31 INFO epoch 88 training [time: 59.25s, train loss: 3256.7897]
Fri 20 Oct 2023 16:41:43 INFO epoch 88 evaluating [time: 12.42s, valid_score: 0.092500]
Fri 20 Oct 2023 16:41:43 INFO valid result:
hit@10 : 0.1395 hit@50 : 0.2204 ndcg@10 : 0.0925 ndcg@50 : 0.1098
Fri 20 Oct 2023 16:41:43 INFO Discovering multi-modal user interest before 89-th epoch
Fri 20 Oct 2023 16:41:43 INFO Finish multi-modal interest discovery before 89-th epoch
Fri 20 Oct 2023 16:42:43 INFO epoch 89 training [time: 60.11s, train loss: 3256.9127]
Fri 20 Oct 2023 16:42:56 INFO epoch 89 evaluating [time: 12.98s, valid_score: 0.092800]
Fri 20 Oct 2023 16:42:56 INFO valid result:
hit@10 : 0.1397 hit@50 : 0.2203 ndcg@10 : 0.0928 ndcg@50 : 0.1101
Fri 20 Oct 2023 16:42:57 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 16:42:57 INFO Discovering multi-modal user interest before 90-th epoch
Fri 20 Oct 2023 16:42:57 INFO Finish multi-modal interest discovery before 90-th epoch
Fri 20 Oct 2023 16:43:57 INFO epoch 90 training [time: 59.41s, train loss: 3256.8290]
Fri 20 Oct 2023 16:44:09 INFO epoch 90 evaluating [time: 12.53s, valid_score: 0.092500]
Fri 20 Oct 2023 16:44:09 INFO valid result:
hit@10 : 0.1391 hit@50 : 0.2194 ndcg@10 : 0.0925 ndcg@50 : 0.1097
Fri 20 Oct 2023 16:44:09 INFO Discovering multi-modal user interest before 91-th epoch
Fri 20 Oct 2023 16:44:09 INFO Finish multi-modal interest discovery before 91-th epoch
Fri 20 Oct 2023 16:45:09 INFO epoch 91 training [time: 59.48s, train loss: 3255.5460]
Fri 20 Oct 2023 16:45:22 INFO epoch 91 evaluating [time: 12.80s, valid_score: 0.092200]
Fri 20 Oct 2023 16:45:22 INFO valid result:
hit@10 : 0.139 hit@50 : 0.2197 ndcg@10 : 0.0922 ndcg@50 : 0.1096
Fri 20 Oct 2023 16:45:22 INFO Discovering multi-modal user interest before 92-th epoch
Fri 20 Oct 2023 16:45:22 INFO Finish multi-modal interest discovery before 92-th epoch
Fri 20 Oct 2023 16:46:21 INFO epoch 92 training [time: 59.19s, train loss: 3254.5069]
Fri 20 Oct 2023 16:46:33 INFO epoch 92 evaluating [time: 12.80s, valid_score: 0.092800]
Fri 20 Oct 2023 16:46:33 INFO valid result:
hit@10 : 0.1399 hit@50 : 0.2203 ndcg@10 : 0.0928 ndcg@50 : 0.1101
Fri 20 Oct 2023 16:46:35 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 16:46:35 INFO Discovering multi-modal user interest before 93-th epoch
Fri 20 Oct 2023 16:46:35 INFO Finish multi-modal interest discovery before 93-th epoch
Fri 20 Oct 2023 16:47:34 INFO epoch 93 training [time: 59.74s, train loss: 3254.1004]
Fri 20 Oct 2023 16:47:47 INFO epoch 93 evaluating [time: 12.88s, valid_score: 0.092700]
Fri 20 Oct 2023 16:47:47 INFO valid result:
hit@10 : 0.1398 hit@50 : 0.221 ndcg@10 : 0.0927 ndcg@50 : 0.1102
Fri 20 Oct 2023 16:47:47 INFO Discovering multi-modal user interest before 94-th epoch
Fri 20 Oct 2023 16:47:47 INFO Finish multi-modal interest discovery before 94-th epoch
Fri 20 Oct 2023 16:48:46 INFO epoch 94 training [time: 58.77s, train loss: 3253.6879]
Fri 20 Oct 2023 16:48:59 INFO epoch 94 evaluating [time: 12.97s, valid_score: 0.093100]
Fri 20 Oct 2023 16:48:59 INFO valid result:
hit@10 : 0.1406 hit@50 : 0.2207 ndcg@10 : 0.0931 ndcg@50 : 0.1103
Fri 20 Oct 2023 16:49:00 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 16:49:00 INFO Discovering multi-modal user interest before 95-th epoch
Fri 20 Oct 2023 16:49:00 INFO Finish multi-modal interest discovery before 95-th epoch
Fri 20 Oct 2023 16:49:59 INFO epoch 95 training [time: 59.45s, train loss: 3253.3757]
Fri 20 Oct 2023 16:50:12 INFO epoch 95 evaluating [time: 12.54s, valid_score: 0.092800]
Fri 20 Oct 2023 16:50:12 INFO valid result:
hit@10 : 0.1398 hit@50 : 0.221 ndcg@10 : 0.0928 ndcg@50 : 0.1102
Fri 20 Oct 2023 16:50:12 INFO Discovering multi-modal user interest before 96-th epoch
Fri 20 Oct 2023 16:50:12 INFO Finish multi-modal interest discovery before 96-th epoch
Fri 20 Oct 2023 16:51:12 INFO epoch 96 training [time: 59.70s, train loss: 3252.3795]
Fri 20 Oct 2023 16:51:24 INFO epoch 96 evaluating [time: 12.63s, valid_score: 0.092700]
Fri 20 Oct 2023 16:51:24 INFO valid result:
hit@10 : 0.14 hit@50 : 0.2209 ndcg@10 : 0.0927 ndcg@50 : 0.1101
Fri 20 Oct 2023 16:51:24 INFO Discovering multi-modal user interest before 97-th epoch
Fri 20 Oct 2023 16:51:24 INFO Finish multi-modal interest discovery before 97-th epoch
Fri 20 Oct 2023 16:52:23 INFO epoch 97 training [time: 58.94s, train loss: 3251.8671]
Fri 20 Oct 2023 16:52:36 INFO epoch 97 evaluating [time: 13.02s, valid_score: 0.093100]
Fri 20 Oct 2023 16:52:36 INFO valid result:
hit@10 : 0.1406 hit@50 : 0.221 ndcg@10 : 0.0931 ndcg@50 : 0.1104
Fri 20 Oct 2023 16:52:37 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 16:52:37 INFO Discovering multi-modal user interest before 98-th epoch
Fri 20 Oct 2023 16:52:37 INFO Finish multi-modal interest discovery before 98-th epoch
Fri 20 Oct 2023 16:53:37 INFO epoch 98 training [time: 59.80s, train loss: 3251.0954]
Fri 20 Oct 2023 16:53:50 INFO epoch 98 evaluating [time: 13.06s, valid_score: 0.092700]
Fri 20 Oct 2023 16:53:50 INFO valid result:
hit@10 : 0.1397 hit@50 : 0.2207 ndcg@10 : 0.0927 ndcg@50 : 0.1102
Fri 20 Oct 2023 16:53:50 INFO Discovering multi-modal user interest before 99-th epoch
Fri 20 Oct 2023 16:53:50 INFO Finish multi-modal interest discovery before 99-th epoch
Fri 20 Oct 2023 16:54:50 INFO epoch 99 training [time: 59.46s, train loss: 3250.9276]
Fri 20 Oct 2023 16:55:02 INFO epoch 99 evaluating [time: 12.58s, valid_score: 0.092900]
Fri 20 Oct 2023 16:55:02 INFO valid result:
hit@10 : 0.1401 hit@50 : 0.2208 ndcg@10 : 0.0929 ndcg@50 : 0.1102
Fri 20 Oct 2023 16:55:02 INFO Discovering multi-modal user interest before 100-th epoch
Fri 20 Oct 2023 16:55:02 INFO Finish multi-modal interest discovery before 100-th epoch
Fri 20 Oct 2023 16:56:02 INFO epoch 100 training [time: 59.65s, train loss: 3250.0912]
Fri 20 Oct 2023 16:56:15 INFO epoch 100 evaluating [time: 12.84s, valid_score: 0.093100]
Fri 20 Oct 2023 16:56:15 INFO valid result:
hit@10 : 0.14 hit@50 : 0.2204 ndcg@10 : 0.0931 ndcg@50 : 0.1104
Fri 20 Oct 2023 16:56:16 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 16:56:16 INFO Discovering multi-modal user interest before 101-th epoch
Fri 20 Oct 2023 16:56:16 INFO Finish multi-modal interest discovery before 101-th epoch
Fri 20 Oct 2023 16:57:16 INFO epoch 101 training [time: 60.40s, train loss: 3249.7242]
Fri 20 Oct 2023 16:57:29 INFO epoch 101 evaluating [time: 12.54s, valid_score: 0.093000]
Fri 20 Oct 2023 16:57:29 INFO valid result:
hit@10 : 0.1405 hit@50 : 0.221 ndcg@10 : 0.093 ndcg@50 : 0.1103
Fri 20 Oct 2023 16:57:29 INFO Discovering multi-modal user interest before 102-th epoch
Fri 20 Oct 2023 16:57:29 INFO Finish multi-modal interest discovery before 102-th epoch
Fri 20 Oct 2023 16:58:28 INFO epoch 102 training [time: 59.44s, train loss: 3248.8254]
Fri 20 Oct 2023 16:58:41 INFO epoch 102 evaluating [time: 12.67s, valid_score: 0.093000]
Fri 20 Oct 2023 16:58:41 INFO valid result:
hit@10 : 0.1402 hit@50 : 0.2213 ndcg@10 : 0.093 ndcg@50 : 0.1105
Fri 20 Oct 2023 16:58:41 INFO Discovering multi-modal user interest before 103-th epoch
Fri 20 Oct 2023 16:58:41 INFO Finish multi-modal interest discovery before 103-th epoch
Fri 20 Oct 2023 16:59:40 INFO epoch 103 training [time: 58.94s, train loss: 3247.8887]
Fri 20 Oct 2023 16:59:52 INFO epoch 103 evaluating [time: 12.79s, valid_score: 0.093400]
Fri 20 Oct 2023 16:59:52 INFO valid result:
hit@10 : 0.1409 hit@50 : 0.2216 ndcg@10 : 0.0934 ndcg@50 : 0.1108
Fri 20 Oct 2023 16:59:53 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 16:59:53 INFO Discovering multi-modal user interest before 104-th epoch
Fri 20 Oct 2023 16:59:53 INFO Finish multi-modal interest discovery before 104-th epoch
Fri 20 Oct 2023 17:00:53 INFO epoch 104 training [time: 59.22s, train loss: 3248.0135]
Fri 20 Oct 2023 17:01:05 INFO epoch 104 evaluating [time: 12.63s, valid_score: 0.093200]
Fri 20 Oct 2023 17:01:05 INFO valid result:
hit@10 : 0.1406 hit@50 : 0.2214 ndcg@10 : 0.0932 ndcg@50 : 0.1106
Fri 20 Oct 2023 17:01:05 INFO Discovering multi-modal user interest before 105-th epoch
Fri 20 Oct 2023 17:01:05 INFO Finish multi-modal interest discovery before 105-th epoch
Fri 20 Oct 2023 17:02:05 INFO epoch 105 training [time: 59.80s, train loss: 3247.2672]
Fri 20 Oct 2023 17:02:18 INFO epoch 105 evaluating [time: 12.70s, valid_score: 0.093300]
Fri 20 Oct 2023 17:02:18 INFO valid result:
hit@10 : 0.1409 hit@50 : 0.2217 ndcg@10 : 0.0933 ndcg@50 : 0.1107
Fri 20 Oct 2023 17:02:18 INFO Discovering multi-modal user interest before 106-th epoch
Fri 20 Oct 2023 17:02:18 INFO Finish multi-modal interest discovery before 106-th epoch
Fri 20 Oct 2023 17:03:17 INFO epoch 106 training [time: 59.38s, train loss: 3246.4229]
Fri 20 Oct 2023 17:03:30 INFO epoch 106 evaluating [time: 12.98s, valid_score: 0.093400]
Fri 20 Oct 2023 17:03:30 INFO valid result:
hit@10 : 0.1408 hit@50 : 0.2215 ndcg@10 : 0.0934 ndcg@50 : 0.1107
Fri 20 Oct 2023 17:03:31 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 17:03:31 INFO Discovering multi-modal user interest before 107-th epoch
Fri 20 Oct 2023 17:03:31 INFO Finish multi-modal interest discovery before 107-th epoch
Fri 20 Oct 2023 17:04:30 INFO epoch 107 training [time: 58.88s, train loss: 3245.6423]
Fri 20 Oct 2023 17:04:43 INFO epoch 107 evaluating [time: 12.93s, valid_score: 0.093300]
Fri 20 Oct 2023 17:04:43 INFO valid result:
hit@10 : 0.1408 hit@50 : 0.2217 ndcg@10 : 0.0933 ndcg@50 : 0.1107
Fri 20 Oct 2023 17:04:43 INFO Discovering multi-modal user interest before 108-th epoch
Fri 20 Oct 2023 17:04:43 INFO Finish multi-modal interest discovery before 108-th epoch
Fri 20 Oct 2023 17:05:42 INFO epoch 108 training [time: 59.26s, train loss: 3245.5771]
Fri 20 Oct 2023 17:05:55 INFO epoch 108 evaluating [time: 12.75s, valid_score: 0.093600]
Fri 20 Oct 2023 17:05:55 INFO valid result:
hit@10 : 0.1412 hit@50 : 0.2215 ndcg@10 : 0.0936 ndcg@50 : 0.1109
Fri 20 Oct 2023 17:05:56 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 17:05:56 INFO Discovering multi-modal user interest before 109-th epoch
Fri 20 Oct 2023 17:05:56 INFO Finish multi-modal interest discovery before 109-th epoch
Fri 20 Oct 2023 17:06:55 INFO epoch 109 training [time: 59.21s, train loss: 3244.4932]
Fri 20 Oct 2023 17:07:07 INFO epoch 109 evaluating [time: 12.35s, valid_score: 0.093100]
Fri 20 Oct 2023 17:07:07 INFO valid result:
hit@10 : 0.1407 hit@50 : 0.2213 ndcg@10 : 0.0931 ndcg@50 : 0.1105
Fri 20 Oct 2023 17:07:07 INFO Discovering multi-modal user interest before 110-th epoch
Fri 20 Oct 2023 17:07:07 INFO Finish multi-modal interest discovery before 110-th epoch
Fri 20 Oct 2023 17:08:07 INFO epoch 110 training [time: 59.28s, train loss: 3244.8086]
Fri 20 Oct 2023 17:08:19 INFO epoch 110 evaluating [time: 12.64s, valid_score: 0.093500]
Fri 20 Oct 2023 17:08:19 INFO valid result:
hit@10 : 0.1409 hit@50 : 0.2219 ndcg@10 : 0.0935 ndcg@50 : 0.1108
Fri 20 Oct 2023 17:08:19 INFO Discovering multi-modal user interest before 111-th epoch
Fri 20 Oct 2023 17:08:19 INFO Finish multi-modal interest discovery before 111-th epoch
Fri 20 Oct 2023 17:09:19 INFO epoch 111 training [time: 59.49s, train loss: 3243.3260]
Fri 20 Oct 2023 17:09:31 INFO epoch 111 evaluating [time: 12.62s, valid_score: 0.093400]
Fri 20 Oct 2023 17:09:31 INFO valid result:
hit@10 : 0.141 hit@50 : 0.2219 ndcg@10 : 0.0934 ndcg@50 : 0.1108
Fri 20 Oct 2023 17:09:31 INFO Discovering multi-modal user interest before 112-th epoch
Fri 20 Oct 2023 17:09:31 INFO Finish multi-modal interest discovery before 112-th epoch
Fri 20 Oct 2023 17:10:31 INFO epoch 112 training [time: 59.44s, train loss: 3243.4002]
Fri 20 Oct 2023 17:10:44 INFO epoch 112 evaluating [time: 12.85s, valid_score: 0.093700]
Fri 20 Oct 2023 17:10:44 INFO valid result:
hit@10 : 0.1412 hit@50 : 0.222 ndcg@10 : 0.0937 ndcg@50 : 0.1111
Fri 20 Oct 2023 17:10:45 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 17:10:45 INFO Discovering multi-modal user interest before 113-th epoch
Fri 20 Oct 2023 17:10:45 INFO Finish multi-modal interest discovery before 113-th epoch
Fri 20 Oct 2023 17:11:44 INFO epoch 113 training [time: 59.57s, train loss: 3242.5115]
Fri 20 Oct 2023 17:11:57 INFO epoch 113 evaluating [time: 12.60s, valid_score: 0.093500]
Fri 20 Oct 2023 17:11:57 INFO valid result:
hit@10 : 0.1413 hit@50 : 0.2221 ndcg@10 : 0.0935 ndcg@50 : 0.1109
Fri 20 Oct 2023 17:11:57 INFO Discovering multi-modal user interest before 114-th epoch
Fri 20 Oct 2023 17:11:57 INFO Finish multi-modal interest discovery before 114-th epoch
Fri 20 Oct 2023 17:12:56 INFO epoch 114 training [time: 59.35s, train loss: 3242.3068]
Fri 20 Oct 2023 17:13:09 INFO epoch 114 evaluating [time: 12.60s, valid_score: 0.093300]
Fri 20 Oct 2023 17:13:09 INFO valid result:
hit@10 : 0.1409 hit@50 : 0.2219 ndcg@10 : 0.0933 ndcg@50 : 0.1107
Fri 20 Oct 2023 17:13:09 INFO Discovering multi-modal user interest before 115-th epoch
Fri 20 Oct 2023 17:13:09 INFO Finish multi-modal interest discovery before 115-th epoch
Fri 20 Oct 2023 17:14:08 INFO epoch 115 training [time: 59.57s, train loss: 3240.7871]
Fri 20 Oct 2023 17:14:21 INFO epoch 115 evaluating [time: 12.54s, valid_score: 0.093500]
Fri 20 Oct 2023 17:14:21 INFO valid result:
hit@10 : 0.1413 hit@50 : 0.2222 ndcg@10 : 0.0935 ndcg@50 : 0.1109
Fri 20 Oct 2023 17:14:21 INFO Discovering multi-modal user interest before 116-th epoch
Fri 20 Oct 2023 17:14:21 INFO Finish multi-modal interest discovery before 116-th epoch
Fri 20 Oct 2023 17:15:21 INFO epoch 116 training [time: 59.84s, train loss: 3240.8822]
Fri 20 Oct 2023 17:15:33 INFO epoch 116 evaluating [time: 12.10s, valid_score: 0.093500]
Fri 20 Oct 2023 17:15:33 INFO valid result:
hit@10 : 0.1413 hit@50 : 0.2222 ndcg@10 : 0.0935 ndcg@50 : 0.1109
Fri 20 Oct 2023 17:15:33 INFO Discovering multi-modal user interest before 117-th epoch
Fri 20 Oct 2023 17:15:33 INFO Finish multi-modal interest discovery before 117-th epoch
Fri 20 Oct 2023 17:16:32 INFO epoch 117 training [time: 59.50s, train loss: 3240.2656]
Fri 20 Oct 2023 17:16:45 INFO epoch 117 evaluating [time: 13.05s, valid_score: 0.093800]
Fri 20 Oct 2023 17:16:45 INFO valid result:
hit@10 : 0.1414 hit@50 : 0.2218 ndcg@10 : 0.0938 ndcg@50 : 0.1111
Fri 20 Oct 2023 17:16:46 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 17:16:46 INFO Discovering multi-modal user interest before 118-th epoch
Fri 20 Oct 2023 17:16:46 INFO Finish multi-modal interest discovery before 118-th epoch
Fri 20 Oct 2023 17:17:45 INFO epoch 118 training [time: 59.10s, train loss: 3239.8121]
Fri 20 Oct 2023 17:17:59 INFO epoch 118 evaluating [time: 13.14s, valid_score: 0.093700]
Fri 20 Oct 2023 17:17:59 INFO valid result:
hit@10 : 0.1416 hit@50 : 0.2219 ndcg@10 : 0.0937 ndcg@50 : 0.111
Fri 20 Oct 2023 17:17:59 INFO Discovering multi-modal user interest before 119-th epoch
Fri 20 Oct 2023 17:17:59 INFO Finish multi-modal interest discovery before 119-th epoch
Fri 20 Oct 2023 17:18:58 INFO epoch 119 training [time: 59.51s, train loss: 3238.8083]
Fri 20 Oct 2023 17:19:11 INFO epoch 119 evaluating [time: 12.62s, valid_score: 0.093700]
Fri 20 Oct 2023 17:19:11 INFO valid result:
hit@10 : 0.1414 hit@50 : 0.2224 ndcg@10 : 0.0937 ndcg@50 : 0.1111
Fri 20 Oct 2023 17:19:11 INFO Discovering multi-modal user interest before 120-th epoch
Fri 20 Oct 2023 17:19:11 INFO Finish multi-modal interest discovery before 120-th epoch
Fri 20 Oct 2023 17:20:10 INFO epoch 120 training [time: 59.41s, train loss: 3237.6047]
Fri 20 Oct 2023 17:20:23 INFO epoch 120 evaluating [time: 12.41s, valid_score: 0.093900]
Fri 20 Oct 2023 17:20:23 INFO valid result:
hit@10 : 0.1416 hit@50 : 0.2227 ndcg@10 : 0.0939 ndcg@50 : 0.1113
Fri 20 Oct 2023 17:20:24 INFO Saving current: saved/MISSRec-Oct-20-2023_14-53-09.pth
Fri 20 Oct 2023 17:20:24 INFO Discovering multi-modal user interest before 121-th epoch
Fri 20 Oct 2023 17:20:24 INFO Finish multi-modal interest discovery before 121-th epoch
Fri 20 Oct 2023 17:21:23 INFO epoch 121 training [time: 59.68s, train loss: 3237.9518]
Fri 20 Oct 2023 17:21:36 INFO epoch 121 evaluating [time: 12.64s, valid_score: 0.093800]
Fri 20 Oct 2023 17:21:36 INFO valid result:
hit@10 : 0.142 hit@50 : 0.2227 ndcg@10 : 0.0938 ndcg@50 : 0.1111
Fri 20 Oct 2023 17:21:36 INFO Discovering multi-modal user interest before 122-th epoch
Fri 20 Oct 2023 17:21:36 INFO Finish multi-modal interest discovery before 122-th epoch
Fri 20 Oct 2023 17:22:35 INFO epoch 122 training [time: 59.27s, train loss: 3237.5243]
Fri 20 Oct 2023 17:22:48 INFO epoch 122 evaluating [time: 12.92s, valid_score: 0.093800]
Fri 20 Oct 2023 17:22:48 INFO valid result:
hit@10 : 0.1417 hit@50 : 0.2227 ndcg@10 : 0.0938 ndcg@50 : 0.1113