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Oct-20-2023_03-27-47.log
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Oct-20-2023_03-27-47.log
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Fri 20 Oct 2023 03:27:47 INFO Change train stage from 'transductive_ft' to 'inductive_ft'
Fri 20 Oct 2023 03:27:47 INFO
General Hyper Parameters:
gpu_id = 0
use_gpu = True
seed = 2020
state = INFO
reproducibility = True
data_path = dataset/downstream/Scientific_mm_full
checkpoint_dir = saved
show_progress = True
save_dataset = False
dataset_save_path = None
save_dataloaders = False
dataloaders_save_path = None
log_wandb = False
Training Hyper Parameters:
epochs = 300
train_batch_size = 512
learner = adam
learning_rate = 0.001
neg_sampling = None
eval_step = 1
stopping_step = 10
clip_grad_norm = None
weight_decay = 0.0
loss_decimal_place = 4
Evaluation Hyper Parameters:
eval_args = {'split': {'LS': 'valid_and_test'}, 'order': 'TO', 'mode': 'full', 'group_by': 'user'}
repeatable = True
metrics = ['HIT', 'NDCG']
topk = [10, 50]
valid_metric = NDCG@10
valid_metric_bigger = True
eval_batch_size = 1024
metric_decimal_place = 4
Dataset Hyper Parameters:
field_separator =
seq_separator =
USER_ID_FIELD = user_id
ITEM_ID_FIELD = item_id
RATING_FIELD = rating
TIME_FIELD = timestamp
seq_len = None
LABEL_FIELD = label
threshold = None
NEG_PREFIX = neg_
load_col = {'inter': ['user_id', 'item_id_list', 'item_id']}
unload_col = None
unused_col = None
additional_feat_suffix = None
rm_dup_inter = None
val_interval = None
filter_inter_by_user_or_item = True
user_inter_num_interval = [0,inf)
item_inter_num_interval = [0,inf)
alias_of_user_id = None
alias_of_item_id = ['item_id_list']
alias_of_entity_id = None
alias_of_relation_id = None
preload_weight = None
normalize_field = None
normalize_all = None
ITEM_LIST_LENGTH_FIELD = item_length
LIST_SUFFIX = _list
MAX_ITEM_LIST_LENGTH = 50
POSITION_FIELD = position_id
HEAD_ENTITY_ID_FIELD = head_id
TAIL_ENTITY_ID_FIELD = tail_id
RELATION_ID_FIELD = relation_id
ENTITY_ID_FIELD = entity_id
benchmark_filename = ['train', 'valid', 'test']
Other Hyper Parameters:
wandb_project = recbole
require_pow = False
MODEL_TYPE = ModelType.SEQUENTIAL
n_layers = 2
n_heads = 4
hidden_size = 300
inner_size = 256
hidden_dropout_prob = 0.5
attn_dropout_prob = 0.5
hidden_act = gelu
layer_norm_eps = 1e-12
initializer_range = 0.02
loss_type = CE
item_drop_ratio = 0.2
item_drop_coefficient = 0.9
lambda = 0.001
gamma = 0.0001
plm_suffix = feat1CLS
plm_suffix_aug = feat2CLS
img_suffix = feat3CLS
id_type = id
modal_type = img_text
plm_size = 512
img_size = 512
temperature = 0.07
seq_mm_fusion = add
item_mm_fusion = dynamic_shared
transform = None
train_stage = inductive_ft
log_prefix = gpu2
log_suffix =
interest_ratio = 0.5
knn_local_ratio = 0.2
MODEL_INPUT_TYPE = InputType.POINTWISE
eval_type = EvaluatorType.RANKING
device = cuda
train_neg_sample_args = {'strategy': 'none'}
eval_neg_sample_args = {'strategy': 'full', 'distribution': 'uniform'}
Fri 20 Oct 2023 03:27:48 INFO Scientific_mm_full
The number of users: 8443
Average actions of users: 6.039445628997868
The number of items: 4386
Average actions of items: 11.637753937457202
The number of inters: 50985
The sparsity of the dataset: 99.8623180504074%
Remain Fields: ['user_id', 'item_id_list', 'item_id', 'item_length']
Fri 20 Oct 2023 03:27:48 INFO [Training]: train_batch_size = [512] negative sampling: [None]
Fri 20 Oct 2023 03:27:48 INFO [Evaluation]: eval_batch_size = [1024] eval_args: [{'split': {'LS': 'valid_and_test'}, 'order': 'TO', 'mode': 'full', 'group_by': 'user'}]
Fri 20 Oct 2023 03:27:50 INFO Loading from pretrained_models/MISSRec-FHCKM_mm_full-100-gamma1e-4.pth
Fri 20 Oct 2023 03:27:51 INFO Transfer [FHCKM_mm_full] -> [Scientific_mm_full
The number of users: 8443
Average actions of users: 6.039445628997868
The number of items: 4386
Average actions of items: 11.637753937457202
The number of inters: 50985
The sparsity of the dataset: 99.8623180504074%
Remain Fields: ['user_id', 'item_id_list', 'item_id', 'item_length']]
Fri 20 Oct 2023 03:27:51 INFO Fix encoder parameters.
Fri 20 Oct 2023 03:27:51 INFO MISSRec(
(item_embedding): None
(position_embedding): Embedding(50, 300)
(trm_model): Transformer(
(encoder): TransformerEncoder(
(layers): ModuleList(
(0): TransformerEncoderLayer(
(self_attn): MultiheadAttention(
(out_proj): NonDynamicallyQuantizableLinear(in_features=300, out_features=300, bias=True)
)
(linear1): Linear(in_features=300, out_features=256, bias=True)
(dropout): Dropout(p=0.5, inplace=False)
(linear2): Linear(in_features=256, out_features=300, bias=True)
(norm1): LayerNorm((300,), eps=1e-12, elementwise_affine=True)
(norm2): LayerNorm((300,), eps=1e-12, elementwise_affine=True)
(dropout1): Dropout(p=0.5, inplace=False)
(dropout2): Dropout(p=0.5, inplace=False)
)
)
(norm): LayerNorm((300,), eps=1e-12, elementwise_affine=True)
)
(decoder): TransformerDecoder(
(layers): ModuleList(
(0): TransformerDecoderLayer(
(self_attn): MultiheadAttention(
(out_proj): NonDynamicallyQuantizableLinear(in_features=300, out_features=300, bias=True)
)
(multihead_attn): MultiheadAttention(
(out_proj): NonDynamicallyQuantizableLinear(in_features=300, out_features=300, bias=True)
)
(linear1): Linear(in_features=300, out_features=256, bias=True)
(dropout): Dropout(p=0.5, inplace=False)
(linear2): Linear(in_features=256, out_features=300, bias=True)
(norm1): LayerNorm((300,), eps=1e-12, elementwise_affine=True)
(norm2): LayerNorm((300,), eps=1e-12, elementwise_affine=True)
(norm3): LayerNorm((300,), eps=1e-12, elementwise_affine=True)
(dropout1): Dropout(p=0.5, inplace=False)
(dropout2): Dropout(p=0.5, inplace=False)
(dropout3): Dropout(p=0.5, inplace=False)
)
)
(norm): LayerNorm((300,), eps=1e-12, elementwise_affine=True)
)
)
(LayerNorm): LayerNorm((300,), eps=1e-12, elementwise_affine=True)
(dropout): Dropout(p=0.5, inplace=False)
(loss_fct): CrossEntropyLoss()
(plm_embedding): Embedding(4386, 512, padding_idx=0)
(img_embedding): Embedding(4386, 512, padding_idx=0)
(text_adaptor): Linear(in_features=512, out_features=300, bias=True)
(img_adaptor): Linear(in_features=512, out_features=300, bias=True)
)
Trainable parameters: 308401.0
Fri 20 Oct 2023 03:27:51 INFO Trainable parameters: ['fusion_factor', 'LayerNorm.weight', 'LayerNorm.bias', 'text_adaptor.weight', 'text_adaptor.bias', 'img_adaptor.weight', 'img_adaptor.bias']
Fri 20 Oct 2023 03:27:52 INFO Discovering multi-modal user interest before 0-th epoch
Fri 20 Oct 2023 03:27:54 INFO Finish multi-modal interest discovery before 0-th epoch
Fri 20 Oct 2023 03:27:58 INFO epoch 0 training [time: 5.64s, train loss: 522.8476]
Fri 20 Oct 2023 03:27:59 INFO epoch 0 evaluating [time: 0.91s, valid_score: 0.048300]
Fri 20 Oct 2023 03:27:59 INFO valid result:
hit@10 : 0.0928 hit@50 : 0.1757 ndcg@10 : 0.0483 ndcg@50 : 0.0659
Fri 20 Oct 2023 03:27:59 INFO Saving current: saved/MISSRec-Oct-20-2023_03-27-52.pth
Fri 20 Oct 2023 03:27:59 INFO Discovering multi-modal user interest before 1-th epoch
Fri 20 Oct 2023 03:27:59 INFO Finish multi-modal interest discovery before 1-th epoch
Fri 20 Oct 2023 03:28:02 INFO epoch 1 training [time: 3.49s, train loss: 514.3455]
Fri 20 Oct 2023 03:28:03 INFO epoch 1 evaluating [time: 0.73s, valid_score: 0.049800]
Fri 20 Oct 2023 03:28:03 INFO valid result:
hit@10 : 0.0969 hit@50 : 0.1801 ndcg@10 : 0.0498 ndcg@50 : 0.0676
Fri 20 Oct 2023 03:28:03 INFO Saving current: saved/MISSRec-Oct-20-2023_03-27-52.pth
Fri 20 Oct 2023 03:28:03 INFO Discovering multi-modal user interest before 2-th epoch
Fri 20 Oct 2023 03:28:03 INFO Finish multi-modal interest discovery before 2-th epoch
Fri 20 Oct 2023 03:28:06 INFO epoch 2 training [time: 3.35s, train loss: 510.5987]
Fri 20 Oct 2023 03:28:07 INFO epoch 2 evaluating [time: 0.65s, valid_score: 0.051200]
Fri 20 Oct 2023 03:28:07 INFO valid result:
hit@10 : 0.1002 hit@50 : 0.1863 ndcg@10 : 0.0512 ndcg@50 : 0.0694
Fri 20 Oct 2023 03:28:07 INFO Saving current: saved/MISSRec-Oct-20-2023_03-27-52.pth
Fri 20 Oct 2023 03:28:07 INFO Discovering multi-modal user interest before 3-th epoch
Fri 20 Oct 2023 03:28:07 INFO Finish multi-modal interest discovery before 3-th epoch
Fri 20 Oct 2023 03:28:11 INFO epoch 3 training [time: 3.48s, train loss: 507.7140]
Fri 20 Oct 2023 03:28:11 INFO epoch 3 evaluating [time: 0.66s, valid_score: 0.053600]
Fri 20 Oct 2023 03:28:11 INFO valid result:
hit@10 : 0.1033 hit@50 : 0.1939 ndcg@10 : 0.0536 ndcg@50 : 0.0727
Fri 20 Oct 2023 03:28:11 INFO Saving current: saved/MISSRec-Oct-20-2023_03-27-52.pth
Fri 20 Oct 2023 03:28:11 INFO Discovering multi-modal user interest before 4-th epoch
Fri 20 Oct 2023 03:28:11 INFO Finish multi-modal interest discovery before 4-th epoch
Fri 20 Oct 2023 03:28:15 INFO epoch 4 training [time: 3.32s, train loss: 504.9424]
Fri 20 Oct 2023 03:28:15 INFO epoch 4 evaluating [time: 0.65s, valid_score: 0.054400]
Fri 20 Oct 2023 03:28:15 INFO valid result:
hit@10 : 0.1061 hit@50 : 0.1992 ndcg@10 : 0.0544 ndcg@50 : 0.0742
Fri 20 Oct 2023 03:28:16 INFO Saving current: saved/MISSRec-Oct-20-2023_03-27-52.pth
Fri 20 Oct 2023 03:28:16 INFO Discovering multi-modal user interest before 5-th epoch
Fri 20 Oct 2023 03:28:16 INFO Finish multi-modal interest discovery before 5-th epoch
Fri 20 Oct 2023 03:28:19 INFO epoch 5 training [time: 3.26s, train loss: 502.8852]
Fri 20 Oct 2023 03:28:19 INFO epoch 5 evaluating [time: 0.65s, valid_score: 0.055800]
Fri 20 Oct 2023 03:28:19 INFO valid result:
hit@10 : 0.1092 hit@50 : 0.206 ndcg@10 : 0.0558 ndcg@50 : 0.0764
Fri 20 Oct 2023 03:28:20 INFO Saving current: saved/MISSRec-Oct-20-2023_03-27-52.pth
Fri 20 Oct 2023 03:28:20 INFO Discovering multi-modal user interest before 6-th epoch
Fri 20 Oct 2023 03:28:20 INFO Finish multi-modal interest discovery before 6-th epoch
Fri 20 Oct 2023 03:28:23 INFO epoch 6 training [time: 3.33s, train loss: 500.8299]
Fri 20 Oct 2023 03:28:24 INFO epoch 6 evaluating [time: 0.73s, valid_score: 0.056700]
Fri 20 Oct 2023 03:28:24 INFO valid result:
hit@10 : 0.1121 hit@50 : 0.2106 ndcg@10 : 0.0567 ndcg@50 : 0.0776
Fri 20 Oct 2023 03:28:24 INFO Saving current: saved/MISSRec-Oct-20-2023_03-27-52.pth
Fri 20 Oct 2023 03:28:24 INFO Discovering multi-modal user interest before 7-th epoch
Fri 20 Oct 2023 03:28:24 INFO Finish multi-modal interest discovery before 7-th epoch
Fri 20 Oct 2023 03:28:27 INFO epoch 7 training [time: 3.49s, train loss: 499.0703]
Fri 20 Oct 2023 03:28:28 INFO epoch 7 evaluating [time: 0.73s, valid_score: 0.057800]
Fri 20 Oct 2023 03:28:28 INFO valid result:
hit@10 : 0.113 hit@50 : 0.2139 ndcg@10 : 0.0578 ndcg@50 : 0.0793
Fri 20 Oct 2023 03:28:28 INFO Saving current: saved/MISSRec-Oct-20-2023_03-27-52.pth
Fri 20 Oct 2023 03:28:28 INFO Discovering multi-modal user interest before 8-th epoch
Fri 20 Oct 2023 03:28:28 INFO Finish multi-modal interest discovery before 8-th epoch
Fri 20 Oct 2023 03:28:31 INFO epoch 8 training [time: 3.25s, train loss: 497.0416]
Fri 20 Oct 2023 03:28:32 INFO epoch 8 evaluating [time: 0.65s, valid_score: 0.058400]
Fri 20 Oct 2023 03:28:32 INFO valid result:
hit@10 : 0.1143 hit@50 : 0.2171 ndcg@10 : 0.0584 ndcg@50 : 0.0804
Fri 20 Oct 2023 03:28:32 INFO Saving current: saved/MISSRec-Oct-20-2023_03-27-52.pth
Fri 20 Oct 2023 03:28:32 INFO Discovering multi-modal user interest before 9-th epoch
Fri 20 Oct 2023 03:28:32 INFO Finish multi-modal interest discovery before 9-th epoch
Fri 20 Oct 2023 03:28:36 INFO epoch 9 training [time: 3.41s, train loss: 496.0189]
Fri 20 Oct 2023 03:28:36 INFO epoch 9 evaluating [time: 0.65s, valid_score: 0.059000]
Fri 20 Oct 2023 03:28:36 INFO valid result:
hit@10 : 0.1155 hit@50 : 0.2215 ndcg@10 : 0.059 ndcg@50 : 0.0816
Fri 20 Oct 2023 03:28:36 INFO Saving current: saved/MISSRec-Oct-20-2023_03-27-52.pth
Fri 20 Oct 2023 03:28:36 INFO Discovering multi-modal user interest before 10-th epoch
Fri 20 Oct 2023 03:28:37 INFO Finish multi-modal interest discovery before 10-th epoch
Fri 20 Oct 2023 03:28:40 INFO epoch 10 training [time: 3.16s, train loss: 494.3957]
Fri 20 Oct 2023 03:28:40 INFO epoch 10 evaluating [time: 0.65s, valid_score: 0.059800]
Fri 20 Oct 2023 03:28:40 INFO valid result:
hit@10 : 0.1166 hit@50 : 0.2214 ndcg@10 : 0.0598 ndcg@50 : 0.0822
Fri 20 Oct 2023 03:28:40 INFO Saving current: saved/MISSRec-Oct-20-2023_03-27-52.pth
Fri 20 Oct 2023 03:28:40 INFO Discovering multi-modal user interest before 11-th epoch
Fri 20 Oct 2023 03:28:40 INFO Finish multi-modal interest discovery before 11-th epoch
Fri 20 Oct 2023 03:28:44 INFO epoch 11 training [time: 3.18s, train loss: 493.2011]
Fri 20 Oct 2023 03:28:44 INFO epoch 11 evaluating [time: 0.65s, valid_score: 0.060000]
Fri 20 Oct 2023 03:28:44 INFO valid result:
hit@10 : 0.1177 hit@50 : 0.2244 ndcg@10 : 0.06 ndcg@50 : 0.0827
Fri 20 Oct 2023 03:28:44 INFO Saving current: saved/MISSRec-Oct-20-2023_03-27-52.pth
Fri 20 Oct 2023 03:28:44 INFO Discovering multi-modal user interest before 12-th epoch
Fri 20 Oct 2023 03:28:44 INFO Finish multi-modal interest discovery before 12-th epoch
Fri 20 Oct 2023 03:28:48 INFO epoch 12 training [time: 3.13s, train loss: 492.1468]
Fri 20 Oct 2023 03:28:48 INFO epoch 12 evaluating [time: 0.66s, valid_score: 0.060000]
Fri 20 Oct 2023 03:28:48 INFO valid result:
hit@10 : 0.1179 hit@50 : 0.2277 ndcg@10 : 0.06 ndcg@50 : 0.0835
Fri 20 Oct 2023 03:28:48 INFO Saving current: saved/MISSRec-Oct-20-2023_03-27-52.pth
Fri 20 Oct 2023 03:28:48 INFO Discovering multi-modal user interest before 13-th epoch
Fri 20 Oct 2023 03:28:48 INFO Finish multi-modal interest discovery before 13-th epoch
Fri 20 Oct 2023 03:28:52 INFO epoch 13 training [time: 3.18s, train loss: 490.9994]
Fri 20 Oct 2023 03:28:52 INFO epoch 13 evaluating [time: 0.67s, valid_score: 0.060500]
Fri 20 Oct 2023 03:28:52 INFO valid result:
hit@10 : 0.1189 hit@50 : 0.227 ndcg@10 : 0.0605 ndcg@50 : 0.0837
Fri 20 Oct 2023 03:28:52 INFO Saving current: saved/MISSRec-Oct-20-2023_03-27-52.pth
Fri 20 Oct 2023 03:28:52 INFO Discovering multi-modal user interest before 14-th epoch
Fri 20 Oct 2023 03:28:52 INFO Finish multi-modal interest discovery before 14-th epoch
Fri 20 Oct 2023 03:28:56 INFO epoch 14 training [time: 3.20s, train loss: 490.1758]
Fri 20 Oct 2023 03:28:56 INFO epoch 14 evaluating [time: 0.64s, valid_score: 0.060900]
Fri 20 Oct 2023 03:28:56 INFO valid result:
hit@10 : 0.12 hit@50 : 0.2321 ndcg@10 : 0.0609 ndcg@50 : 0.0849
Fri 20 Oct 2023 03:28:56 INFO Saving current: saved/MISSRec-Oct-20-2023_03-27-52.pth
Fri 20 Oct 2023 03:28:56 INFO Discovering multi-modal user interest before 15-th epoch
Fri 20 Oct 2023 03:28:56 INFO Finish multi-modal interest discovery before 15-th epoch
Fri 20 Oct 2023 03:29:00 INFO epoch 15 training [time: 3.34s, train loss: 488.9950]
Fri 20 Oct 2023 03:29:00 INFO epoch 15 evaluating [time: 0.63s, valid_score: 0.061000]
Fri 20 Oct 2023 03:29:00 INFO valid result:
hit@10 : 0.1205 hit@50 : 0.2318 ndcg@10 : 0.061 ndcg@50 : 0.0848
Fri 20 Oct 2023 03:29:01 INFO Saving current: saved/MISSRec-Oct-20-2023_03-27-52.pth
Fri 20 Oct 2023 03:29:01 INFO Discovering multi-modal user interest before 16-th epoch
Fri 20 Oct 2023 03:29:01 INFO Finish multi-modal interest discovery before 16-th epoch
Fri 20 Oct 2023 03:29:04 INFO epoch 16 training [time: 3.16s, train loss: 487.8966]
Fri 20 Oct 2023 03:29:04 INFO epoch 16 evaluating [time: 0.64s, valid_score: 0.062000]
Fri 20 Oct 2023 03:29:04 INFO valid result:
hit@10 : 0.1225 hit@50 : 0.2353 ndcg@10 : 0.062 ndcg@50 : 0.0862
Fri 20 Oct 2023 03:29:05 INFO Saving current: saved/MISSRec-Oct-20-2023_03-27-52.pth
Fri 20 Oct 2023 03:29:05 INFO Discovering multi-modal user interest before 17-th epoch
Fri 20 Oct 2023 03:29:05 INFO Finish multi-modal interest discovery before 17-th epoch
Fri 20 Oct 2023 03:29:08 INFO epoch 17 training [time: 3.20s, train loss: 487.2959]
Fri 20 Oct 2023 03:29:08 INFO epoch 17 evaluating [time: 0.64s, valid_score: 0.061600]
Fri 20 Oct 2023 03:29:08 INFO valid result:
hit@10 : 0.122 hit@50 : 0.2374 ndcg@10 : 0.0616 ndcg@50 : 0.0864
Fri 20 Oct 2023 03:29:08 INFO Discovering multi-modal user interest before 18-th epoch
Fri 20 Oct 2023 03:29:08 INFO Finish multi-modal interest discovery before 18-th epoch
Fri 20 Oct 2023 03:29:12 INFO epoch 18 training [time: 3.17s, train loss: 486.7813]
Fri 20 Oct 2023 03:29:12 INFO epoch 18 evaluating [time: 0.63s, valid_score: 0.062100]
Fri 20 Oct 2023 03:29:12 INFO valid result:
hit@10 : 0.1237 hit@50 : 0.2375 ndcg@10 : 0.0621 ndcg@50 : 0.0865
Fri 20 Oct 2023 03:29:12 INFO Saving current: saved/MISSRec-Oct-20-2023_03-27-52.pth
Fri 20 Oct 2023 03:29:12 INFO Discovering multi-modal user interest before 19-th epoch
Fri 20 Oct 2023 03:29:12 INFO Finish multi-modal interest discovery before 19-th epoch
Fri 20 Oct 2023 03:29:16 INFO epoch 19 training [time: 3.24s, train loss: 486.1298]
Fri 20 Oct 2023 03:29:16 INFO epoch 19 evaluating [time: 0.63s, valid_score: 0.062100]
Fri 20 Oct 2023 03:29:16 INFO valid result:
hit@10 : 0.1249 hit@50 : 0.2405 ndcg@10 : 0.0621 ndcg@50 : 0.0869
Fri 20 Oct 2023 03:29:16 INFO Saving current: saved/MISSRec-Oct-20-2023_03-27-52.pth
Fri 20 Oct 2023 03:29:16 INFO Discovering multi-modal user interest before 20-th epoch
Fri 20 Oct 2023 03:29:16 INFO Finish multi-modal interest discovery before 20-th epoch
Fri 20 Oct 2023 03:29:20 INFO epoch 20 training [time: 3.17s, train loss: 485.0551]
Fri 20 Oct 2023 03:29:20 INFO epoch 20 evaluating [time: 0.69s, valid_score: 0.062700]
Fri 20 Oct 2023 03:29:20 INFO valid result:
hit@10 : 0.1251 hit@50 : 0.2399 ndcg@10 : 0.0627 ndcg@50 : 0.0873
Fri 20 Oct 2023 03:29:20 INFO Saving current: saved/MISSRec-Oct-20-2023_03-27-52.pth
Fri 20 Oct 2023 03:29:20 INFO Discovering multi-modal user interest before 21-th epoch
Fri 20 Oct 2023 03:29:20 INFO Finish multi-modal interest discovery before 21-th epoch
Fri 20 Oct 2023 03:29:24 INFO epoch 21 training [time: 3.17s, train loss: 484.2880]
Fri 20 Oct 2023 03:29:24 INFO epoch 21 evaluating [time: 0.63s, valid_score: 0.063100]
Fri 20 Oct 2023 03:29:24 INFO valid result:
hit@10 : 0.1265 hit@50 : 0.2405 ndcg@10 : 0.0631 ndcg@50 : 0.0874
Fri 20 Oct 2023 03:29:24 INFO Saving current: saved/MISSRec-Oct-20-2023_03-27-52.pth
Fri 20 Oct 2023 03:29:24 INFO Discovering multi-modal user interest before 22-th epoch
Fri 20 Oct 2023 03:29:24 INFO Finish multi-modal interest discovery before 22-th epoch
Fri 20 Oct 2023 03:29:28 INFO epoch 22 training [time: 3.23s, train loss: 483.1950]
Fri 20 Oct 2023 03:29:28 INFO epoch 22 evaluating [time: 0.64s, valid_score: 0.062700]
Fri 20 Oct 2023 03:29:28 INFO valid result:
hit@10 : 0.125 hit@50 : 0.2454 ndcg@10 : 0.0627 ndcg@50 : 0.0886
Fri 20 Oct 2023 03:29:28 INFO Discovering multi-modal user interest before 23-th epoch
Fri 20 Oct 2023 03:29:28 INFO Finish multi-modal interest discovery before 23-th epoch
Fri 20 Oct 2023 03:29:31 INFO epoch 23 training [time: 3.21s, train loss: 483.1201]
Fri 20 Oct 2023 03:29:32 INFO epoch 23 evaluating [time: 0.71s, valid_score: 0.062900]
Fri 20 Oct 2023 03:29:32 INFO valid result:
hit@10 : 0.1249 hit@50 : 0.2465 ndcg@10 : 0.0629 ndcg@50 : 0.089
Fri 20 Oct 2023 03:29:32 INFO Discovering multi-modal user interest before 24-th epoch
Fri 20 Oct 2023 03:29:32 INFO Finish multi-modal interest discovery before 24-th epoch
Fri 20 Oct 2023 03:29:36 INFO epoch 24 training [time: 3.48s, train loss: 482.0036]
Fri 20 Oct 2023 03:29:36 INFO epoch 24 evaluating [time: 0.70s, valid_score: 0.063300]
Fri 20 Oct 2023 03:29:36 INFO valid result:
hit@10 : 0.127 hit@50 : 0.2433 ndcg@10 : 0.0633 ndcg@50 : 0.0884
Fri 20 Oct 2023 03:29:36 INFO Saving current: saved/MISSRec-Oct-20-2023_03-27-52.pth
Fri 20 Oct 2023 03:29:36 INFO Discovering multi-modal user interest before 25-th epoch
Fri 20 Oct 2023 03:29:36 INFO Finish multi-modal interest discovery before 25-th epoch
Fri 20 Oct 2023 03:29:40 INFO epoch 25 training [time: 3.18s, train loss: 482.1762]
Fri 20 Oct 2023 03:29:40 INFO epoch 25 evaluating [time: 0.66s, valid_score: 0.063300]
Fri 20 Oct 2023 03:29:40 INFO valid result:
hit@10 : 0.1267 hit@50 : 0.2492 ndcg@10 : 0.0633 ndcg@50 : 0.0895
Fri 20 Oct 2023 03:29:40 INFO Saving current: saved/MISSRec-Oct-20-2023_03-27-52.pth
Fri 20 Oct 2023 03:29:40 INFO Discovering multi-modal user interest before 26-th epoch
Fri 20 Oct 2023 03:29:40 INFO Finish multi-modal interest discovery before 26-th epoch
Fri 20 Oct 2023 03:29:44 INFO epoch 26 training [time: 3.32s, train loss: 481.1051]
Fri 20 Oct 2023 03:29:44 INFO epoch 26 evaluating [time: 0.64s, valid_score: 0.063900]
Fri 20 Oct 2023 03:29:44 INFO valid result:
hit@10 : 0.1289 hit@50 : 0.2452 ndcg@10 : 0.0639 ndcg@50 : 0.0889
Fri 20 Oct 2023 03:29:45 INFO Saving current: saved/MISSRec-Oct-20-2023_03-27-52.pth
Fri 20 Oct 2023 03:29:45 INFO Discovering multi-modal user interest before 27-th epoch
Fri 20 Oct 2023 03:29:45 INFO Finish multi-modal interest discovery before 27-th epoch
Fri 20 Oct 2023 03:29:48 INFO epoch 27 training [time: 3.19s, train loss: 480.8505]
Fri 20 Oct 2023 03:29:48 INFO epoch 27 evaluating [time: 0.63s, valid_score: 0.063700]
Fri 20 Oct 2023 03:29:48 INFO valid result:
hit@10 : 0.1273 hit@50 : 0.2454 ndcg@10 : 0.0637 ndcg@50 : 0.0891
Fri 20 Oct 2023 03:29:48 INFO Discovering multi-modal user interest before 28-th epoch
Fri 20 Oct 2023 03:29:48 INFO Finish multi-modal interest discovery before 28-th epoch
Fri 20 Oct 2023 03:29:51 INFO epoch 28 training [time: 3.17s, train loss: 480.1978]
Fri 20 Oct 2023 03:29:52 INFO epoch 28 evaluating [time: 0.64s, valid_score: 0.063500]
Fri 20 Oct 2023 03:29:52 INFO valid result:
hit@10 : 0.1278 hit@50 : 0.2471 ndcg@10 : 0.0635 ndcg@50 : 0.0891
Fri 20 Oct 2023 03:29:52 INFO Discovering multi-modal user interest before 29-th epoch
Fri 20 Oct 2023 03:29:52 INFO Finish multi-modal interest discovery before 29-th epoch
Fri 20 Oct 2023 03:29:55 INFO epoch 29 training [time: 3.16s, train loss: 479.6924]
Fri 20 Oct 2023 03:29:56 INFO epoch 29 evaluating [time: 0.64s, valid_score: 0.063300]
Fri 20 Oct 2023 03:29:56 INFO valid result:
hit@10 : 0.1275 hit@50 : 0.2473 ndcg@10 : 0.0633 ndcg@50 : 0.0891
Fri 20 Oct 2023 03:29:56 INFO Discovering multi-modal user interest before 30-th epoch
Fri 20 Oct 2023 03:29:56 INFO Finish multi-modal interest discovery before 30-th epoch
Fri 20 Oct 2023 03:29:59 INFO epoch 30 training [time: 3.16s, train loss: 479.1393]
Fri 20 Oct 2023 03:30:00 INFO epoch 30 evaluating [time: 0.64s, valid_score: 0.064400]
Fri 20 Oct 2023 03:30:00 INFO valid result:
hit@10 : 0.1308 hit@50 : 0.2492 ndcg@10 : 0.0644 ndcg@50 : 0.0896
Fri 20 Oct 2023 03:30:00 INFO Saving current: saved/MISSRec-Oct-20-2023_03-27-52.pth
Fri 20 Oct 2023 03:30:00 INFO Discovering multi-modal user interest before 31-th epoch
Fri 20 Oct 2023 03:30:00 INFO Finish multi-modal interest discovery before 31-th epoch
Fri 20 Oct 2023 03:30:03 INFO epoch 31 training [time: 3.17s, train loss: 478.3987]
Fri 20 Oct 2023 03:30:04 INFO epoch 31 evaluating [time: 0.64s, valid_score: 0.063800]
Fri 20 Oct 2023 03:30:04 INFO valid result:
hit@10 : 0.1297 hit@50 : 0.2493 ndcg@10 : 0.0638 ndcg@50 : 0.0895
Fri 20 Oct 2023 03:30:04 INFO Discovering multi-modal user interest before 32-th epoch
Fri 20 Oct 2023 03:30:04 INFO Finish multi-modal interest discovery before 32-th epoch
Fri 20 Oct 2023 03:30:07 INFO epoch 32 training [time: 3.34s, train loss: 478.1785]
Fri 20 Oct 2023 03:30:08 INFO epoch 32 evaluating [time: 0.64s, valid_score: 0.063600]
Fri 20 Oct 2023 03:30:08 INFO valid result:
hit@10 : 0.1283 hit@50 : 0.2504 ndcg@10 : 0.0636 ndcg@50 : 0.0899
Fri 20 Oct 2023 03:30:08 INFO Discovering multi-modal user interest before 33-th epoch
Fri 20 Oct 2023 03:30:08 INFO Finish multi-modal interest discovery before 33-th epoch
Fri 20 Oct 2023 03:30:11 INFO epoch 33 training [time: 3.13s, train loss: 477.5483]
Fri 20 Oct 2023 03:30:11 INFO epoch 33 evaluating [time: 0.63s, valid_score: 0.063600]
Fri 20 Oct 2023 03:30:11 INFO valid result:
hit@10 : 0.1295 hit@50 : 0.252 ndcg@10 : 0.0636 ndcg@50 : 0.0899
Fri 20 Oct 2023 03:30:11 INFO Discovering multi-modal user interest before 34-th epoch
Fri 20 Oct 2023 03:30:11 INFO Finish multi-modal interest discovery before 34-th epoch
Fri 20 Oct 2023 03:30:15 INFO epoch 34 training [time: 3.15s, train loss: 477.2072]
Fri 20 Oct 2023 03:30:15 INFO epoch 34 evaluating [time: 0.63s, valid_score: 0.064800]
Fri 20 Oct 2023 03:30:15 INFO valid result:
hit@10 : 0.1318 hit@50 : 0.2512 ndcg@10 : 0.0648 ndcg@50 : 0.0903
Fri 20 Oct 2023 03:30:15 INFO Saving current: saved/MISSRec-Oct-20-2023_03-27-52.pth
Fri 20 Oct 2023 03:30:15 INFO Discovering multi-modal user interest before 35-th epoch
Fri 20 Oct 2023 03:30:15 INFO Finish multi-modal interest discovery before 35-th epoch
Fri 20 Oct 2023 03:30:18 INFO epoch 35 training [time: 3.12s, train loss: 476.9687]
Fri 20 Oct 2023 03:30:19 INFO epoch 35 evaluating [time: 0.63s, valid_score: 0.064400]
Fri 20 Oct 2023 03:30:19 INFO valid result:
hit@10 : 0.1301 hit@50 : 0.2521 ndcg@10 : 0.0644 ndcg@50 : 0.0906
Fri 20 Oct 2023 03:30:19 INFO Discovering multi-modal user interest before 36-th epoch
Fri 20 Oct 2023 03:30:19 INFO Finish multi-modal interest discovery before 36-th epoch
Fri 20 Oct 2023 03:30:22 INFO epoch 36 training [time: 3.11s, train loss: 476.6223]
Fri 20 Oct 2023 03:30:23 INFO epoch 36 evaluating [time: 0.64s, valid_score: 0.064700]
Fri 20 Oct 2023 03:30:23 INFO valid result:
hit@10 : 0.131 hit@50 : 0.2536 ndcg@10 : 0.0647 ndcg@50 : 0.091
Fri 20 Oct 2023 03:30:23 INFO Discovering multi-modal user interest before 37-th epoch
Fri 20 Oct 2023 03:30:23 INFO Finish multi-modal interest discovery before 37-th epoch
Fri 20 Oct 2023 03:30:26 INFO epoch 37 training [time: 3.13s, train loss: 475.8532]
Fri 20 Oct 2023 03:30:27 INFO epoch 37 evaluating [time: 0.69s, valid_score: 0.064900]
Fri 20 Oct 2023 03:30:27 INFO valid result:
hit@10 : 0.1308 hit@50 : 0.2543 ndcg@10 : 0.0649 ndcg@50 : 0.0914
Fri 20 Oct 2023 03:30:27 INFO Saving current: saved/MISSRec-Oct-20-2023_03-27-52.pth
Fri 20 Oct 2023 03:30:27 INFO Discovering multi-modal user interest before 38-th epoch
Fri 20 Oct 2023 03:30:27 INFO Finish multi-modal interest discovery before 38-th epoch
Fri 20 Oct 2023 03:30:30 INFO epoch 38 training [time: 3.09s, train loss: 475.5664]
Fri 20 Oct 2023 03:30:31 INFO epoch 38 evaluating [time: 0.62s, valid_score: 0.064700]
Fri 20 Oct 2023 03:30:31 INFO valid result:
hit@10 : 0.1305 hit@50 : 0.2555 ndcg@10 : 0.0647 ndcg@50 : 0.0915
Fri 20 Oct 2023 03:30:31 INFO Discovering multi-modal user interest before 39-th epoch
Fri 20 Oct 2023 03:30:31 INFO Finish multi-modal interest discovery before 39-th epoch
Fri 20 Oct 2023 03:30:34 INFO epoch 39 training [time: 3.10s, train loss: 475.0940]
Fri 20 Oct 2023 03:30:34 INFO epoch 39 evaluating [time: 0.64s, valid_score: 0.064300]
Fri 20 Oct 2023 03:30:34 INFO valid result:
hit@10 : 0.1296 hit@50 : 0.2541 ndcg@10 : 0.0643 ndcg@50 : 0.091
Fri 20 Oct 2023 03:30:34 INFO Discovering multi-modal user interest before 40-th epoch
Fri 20 Oct 2023 03:30:34 INFO Finish multi-modal interest discovery before 40-th epoch
Fri 20 Oct 2023 03:30:37 INFO epoch 40 training [time: 3.11s, train loss: 474.6693]
Fri 20 Oct 2023 03:30:38 INFO epoch 40 evaluating [time: 0.66s, valid_score: 0.064800]
Fri 20 Oct 2023 03:30:38 INFO valid result:
hit@10 : 0.1314 hit@50 : 0.254 ndcg@10 : 0.0648 ndcg@50 : 0.0911
Fri 20 Oct 2023 03:30:38 INFO Discovering multi-modal user interest before 41-th epoch
Fri 20 Oct 2023 03:30:38 INFO Finish multi-modal interest discovery before 41-th epoch
Fri 20 Oct 2023 03:30:41 INFO epoch 41 training [time: 3.12s, train loss: 474.5559]
Fri 20 Oct 2023 03:30:42 INFO epoch 41 evaluating [time: 0.64s, valid_score: 0.065300]
Fri 20 Oct 2023 03:30:42 INFO valid result:
hit@10 : 0.1311 hit@50 : 0.2536 ndcg@10 : 0.0653 ndcg@50 : 0.0916
Fri 20 Oct 2023 03:30:42 INFO Saving current: saved/MISSRec-Oct-20-2023_03-27-52.pth
Fri 20 Oct 2023 03:30:42 INFO Discovering multi-modal user interest before 42-th epoch
Fri 20 Oct 2023 03:30:42 INFO Finish multi-modal interest discovery before 42-th epoch
Fri 20 Oct 2023 03:30:45 INFO epoch 42 training [time: 3.08s, train loss: 473.9697]
Fri 20 Oct 2023 03:30:46 INFO epoch 42 evaluating [time: 0.71s, valid_score: 0.065200]
Fri 20 Oct 2023 03:30:46 INFO valid result:
hit@10 : 0.1301 hit@50 : 0.255 ndcg@10 : 0.0652 ndcg@50 : 0.0922
Fri 20 Oct 2023 03:30:46 INFO Discovering multi-modal user interest before 43-th epoch
Fri 20 Oct 2023 03:30:46 INFO Finish multi-modal interest discovery before 43-th epoch
Fri 20 Oct 2023 03:30:49 INFO epoch 43 training [time: 3.09s, train loss: 473.6980]
Fri 20 Oct 2023 03:30:50 INFO epoch 43 evaluating [time: 0.63s, valid_score: 0.065500]
Fri 20 Oct 2023 03:30:50 INFO valid result:
hit@10 : 0.1307 hit@50 : 0.2538 ndcg@10 : 0.0655 ndcg@50 : 0.092
Fri 20 Oct 2023 03:30:50 INFO Saving current: saved/MISSRec-Oct-20-2023_03-27-52.pth
Fri 20 Oct 2023 03:30:50 INFO Discovering multi-modal user interest before 44-th epoch
Fri 20 Oct 2023 03:30:50 INFO Finish multi-modal interest discovery before 44-th epoch
Fri 20 Oct 2023 03:30:53 INFO epoch 44 training [time: 3.07s, train loss: 473.5161]
Fri 20 Oct 2023 03:30:53 INFO epoch 44 evaluating [time: 0.64s, valid_score: 0.065700]
Fri 20 Oct 2023 03:30:53 INFO valid result:
hit@10 : 0.132 hit@50 : 0.2552 ndcg@10 : 0.0657 ndcg@50 : 0.0921
Fri 20 Oct 2023 03:30:54 INFO Saving current: saved/MISSRec-Oct-20-2023_03-27-52.pth
Fri 20 Oct 2023 03:30:54 INFO Discovering multi-modal user interest before 45-th epoch
Fri 20 Oct 2023 03:30:54 INFO Finish multi-modal interest discovery before 45-th epoch
Fri 20 Oct 2023 03:30:57 INFO epoch 45 training [time: 3.08s, train loss: 473.0079]
Fri 20 Oct 2023 03:30:57 INFO epoch 45 evaluating [time: 0.64s, valid_score: 0.065200]
Fri 20 Oct 2023 03:30:57 INFO valid result:
hit@10 : 0.1304 hit@50 : 0.2535 ndcg@10 : 0.0652 ndcg@50 : 0.0916
Fri 20 Oct 2023 03:30:57 INFO Discovering multi-modal user interest before 46-th epoch
Fri 20 Oct 2023 03:30:57 INFO Finish multi-modal interest discovery before 46-th epoch
Fri 20 Oct 2023 03:31:00 INFO epoch 46 training [time: 3.09s, train loss: 472.5543]
Fri 20 Oct 2023 03:31:01 INFO epoch 46 evaluating [time: 0.64s, valid_score: 0.065600]
Fri 20 Oct 2023 03:31:01 INFO valid result:
hit@10 : 0.1321 hit@50 : 0.2557 ndcg@10 : 0.0656 ndcg@50 : 0.0921
Fri 20 Oct 2023 03:31:01 INFO Discovering multi-modal user interest before 47-th epoch
Fri 20 Oct 2023 03:31:01 INFO Finish multi-modal interest discovery before 47-th epoch
Fri 20 Oct 2023 03:31:04 INFO epoch 47 training [time: 3.28s, train loss: 472.5571]
Fri 20 Oct 2023 03:31:05 INFO epoch 47 evaluating [time: 0.62s, valid_score: 0.066100]
Fri 20 Oct 2023 03:31:05 INFO valid result:
hit@10 : 0.1333 hit@50 : 0.2559 ndcg@10 : 0.0661 ndcg@50 : 0.0924
Fri 20 Oct 2023 03:31:05 INFO Saving current: saved/MISSRec-Oct-20-2023_03-27-52.pth
Fri 20 Oct 2023 03:31:05 INFO Discovering multi-modal user interest before 48-th epoch
Fri 20 Oct 2023 03:31:05 INFO Finish multi-modal interest discovery before 48-th epoch
Fri 20 Oct 2023 03:31:08 INFO epoch 48 training [time: 3.08s, train loss: 472.0515]
Fri 20 Oct 2023 03:31:09 INFO epoch 48 evaluating [time: 0.62s, valid_score: 0.065500]
Fri 20 Oct 2023 03:31:09 INFO valid result:
hit@10 : 0.1308 hit@50 : 0.2567 ndcg@10 : 0.0655 ndcg@50 : 0.0925
Fri 20 Oct 2023 03:31:09 INFO Discovering multi-modal user interest before 49-th epoch
Fri 20 Oct 2023 03:31:09 INFO Finish multi-modal interest discovery before 49-th epoch
Fri 20 Oct 2023 03:31:12 INFO epoch 49 training [time: 3.08s, train loss: 471.8148]
Fri 20 Oct 2023 03:31:12 INFO epoch 49 evaluating [time: 0.62s, valid_score: 0.066100]
Fri 20 Oct 2023 03:31:12 INFO valid result:
hit@10 : 0.1329 hit@50 : 0.2561 ndcg@10 : 0.0661 ndcg@50 : 0.0926
Fri 20 Oct 2023 03:31:13 INFO Saving current: saved/MISSRec-Oct-20-2023_03-27-52.pth
Fri 20 Oct 2023 03:31:13 INFO Discovering multi-modal user interest before 50-th epoch
Fri 20 Oct 2023 03:31:13 INFO Finish multi-modal interest discovery before 50-th epoch
Fri 20 Oct 2023 03:31:16 INFO epoch 50 training [time: 3.07s, train loss: 471.0588]
Fri 20 Oct 2023 03:31:16 INFO epoch 50 evaluating [time: 0.62s, valid_score: 0.065800]
Fri 20 Oct 2023 03:31:16 INFO valid result:
hit@10 : 0.1317 hit@50 : 0.2576 ndcg@10 : 0.0658 ndcg@50 : 0.0928
Fri 20 Oct 2023 03:31:16 INFO Discovering multi-modal user interest before 51-th epoch
Fri 20 Oct 2023 03:31:16 INFO Finish multi-modal interest discovery before 51-th epoch
Fri 20 Oct 2023 03:31:19 INFO epoch 51 training [time: 3.10s, train loss: 470.9906]
Fri 20 Oct 2023 03:31:20 INFO epoch 51 evaluating [time: 0.66s, valid_score: 0.066400]
Fri 20 Oct 2023 03:31:20 INFO valid result:
hit@10 : 0.1324 hit@50 : 0.2569 ndcg@10 : 0.0664 ndcg@50 : 0.0931
Fri 20 Oct 2023 03:31:20 INFO Saving current: saved/MISSRec-Oct-20-2023_03-27-52.pth
Fri 20 Oct 2023 03:31:20 INFO Discovering multi-modal user interest before 52-th epoch
Fri 20 Oct 2023 03:31:20 INFO Finish multi-modal interest discovery before 52-th epoch
Fri 20 Oct 2023 03:31:23 INFO epoch 52 training [time: 3.07s, train loss: 470.8520]
Fri 20 Oct 2023 03:31:24 INFO epoch 52 evaluating [time: 0.64s, valid_score: 0.066700]
Fri 20 Oct 2023 03:31:24 INFO valid result:
hit@10 : 0.134 hit@50 : 0.2572 ndcg@10 : 0.0667 ndcg@50 : 0.093
Fri 20 Oct 2023 03:31:24 INFO Saving current: saved/MISSRec-Oct-20-2023_03-27-52.pth
Fri 20 Oct 2023 03:31:24 INFO Discovering multi-modal user interest before 53-th epoch
Fri 20 Oct 2023 03:31:24 INFO Finish multi-modal interest discovery before 53-th epoch
Fri 20 Oct 2023 03:31:27 INFO epoch 53 training [time: 3.06s, train loss: 470.5343]
Fri 20 Oct 2023 03:31:28 INFO epoch 53 evaluating [time: 0.63s, valid_score: 0.066600]
Fri 20 Oct 2023 03:31:28 INFO valid result:
hit@10 : 0.1341 hit@50 : 0.2595 ndcg@10 : 0.0666 ndcg@50 : 0.0935
Fri 20 Oct 2023 03:31:28 INFO Discovering multi-modal user interest before 54-th epoch
Fri 20 Oct 2023 03:31:28 INFO Finish multi-modal interest discovery before 54-th epoch
Fri 20 Oct 2023 03:31:31 INFO epoch 54 training [time: 3.07s, train loss: 470.3905]
Fri 20 Oct 2023 03:31:31 INFO epoch 54 evaluating [time: 0.62s, valid_score: 0.066200]
Fri 20 Oct 2023 03:31:31 INFO valid result:
hit@10 : 0.1324 hit@50 : 0.2574 ndcg@10 : 0.0662 ndcg@50 : 0.0931
Fri 20 Oct 2023 03:31:31 INFO Discovering multi-modal user interest before 55-th epoch
Fri 20 Oct 2023 03:31:31 INFO Finish multi-modal interest discovery before 55-th epoch
Fri 20 Oct 2023 03:31:35 INFO epoch 55 training [time: 3.06s, train loss: 469.8433]
Fri 20 Oct 2023 03:31:35 INFO epoch 55 evaluating [time: 0.65s, valid_score: 0.066700]
Fri 20 Oct 2023 03:31:35 INFO valid result:
hit@10 : 0.133 hit@50 : 0.2593 ndcg@10 : 0.0667 ndcg@50 : 0.0938
Fri 20 Oct 2023 03:31:35 INFO Saving current: saved/MISSRec-Oct-20-2023_03-27-52.pth
Fri 20 Oct 2023 03:31:35 INFO Discovering multi-modal user interest before 56-th epoch
Fri 20 Oct 2023 03:31:35 INFO Finish multi-modal interest discovery before 56-th epoch
Fri 20 Oct 2023 03:31:39 INFO epoch 56 training [time: 3.20s, train loss: 469.8385]
Fri 20 Oct 2023 03:31:39 INFO epoch 56 evaluating [time: 0.71s, valid_score: 0.066200]
Fri 20 Oct 2023 03:31:39 INFO valid result:
hit@10 : 0.1317 hit@50 : 0.2565 ndcg@10 : 0.0662 ndcg@50 : 0.0932
Fri 20 Oct 2023 03:31:39 INFO Discovering multi-modal user interest before 57-th epoch
Fri 20 Oct 2023 03:31:39 INFO Finish multi-modal interest discovery before 57-th epoch
Fri 20 Oct 2023 03:31:43 INFO epoch 57 training [time: 3.37s, train loss: 469.1924]
Fri 20 Oct 2023 03:31:43 INFO epoch 57 evaluating [time: 0.70s, valid_score: 0.066900]
Fri 20 Oct 2023 03:31:43 INFO valid result:
hit@10 : 0.1333 hit@50 : 0.2582 ndcg@10 : 0.0669 ndcg@50 : 0.0938
Fri 20 Oct 2023 03:31:43 INFO Saving current: saved/MISSRec-Oct-20-2023_03-27-52.pth
Fri 20 Oct 2023 03:31:43 INFO Discovering multi-modal user interest before 58-th epoch
Fri 20 Oct 2023 03:31:43 INFO Finish multi-modal interest discovery before 58-th epoch
Fri 20 Oct 2023 03:31:47 INFO epoch 58 training [time: 3.22s, train loss: 468.9662]
Fri 20 Oct 2023 03:31:47 INFO epoch 58 evaluating [time: 0.66s, valid_score: 0.066700]
Fri 20 Oct 2023 03:31:47 INFO valid result:
hit@10 : 0.1335 hit@50 : 0.2589 ndcg@10 : 0.0667 ndcg@50 : 0.0937
Fri 20 Oct 2023 03:31:47 INFO Discovering multi-modal user interest before 59-th epoch
Fri 20 Oct 2023 03:31:47 INFO Finish multi-modal interest discovery before 59-th epoch
Fri 20 Oct 2023 03:31:50 INFO epoch 59 training [time: 3.06s, train loss: 468.8797]
Fri 20 Oct 2023 03:31:51 INFO epoch 59 evaluating [time: 0.62s, valid_score: 0.066600]
Fri 20 Oct 2023 03:31:51 INFO valid result:
hit@10 : 0.1339 hit@50 : 0.2578 ndcg@10 : 0.0666 ndcg@50 : 0.0933
Fri 20 Oct 2023 03:31:51 INFO Discovering multi-modal user interest before 60-th epoch
Fri 20 Oct 2023 03:31:51 INFO Finish multi-modal interest discovery before 60-th epoch
Fri 20 Oct 2023 03:31:54 INFO epoch 60 training [time: 3.07s, train loss: 468.3320]
Fri 20 Oct 2023 03:31:55 INFO epoch 60 evaluating [time: 0.62s, valid_score: 0.067500]
Fri 20 Oct 2023 03:31:55 INFO valid result:
hit@10 : 0.1343 hit@50 : 0.2605 ndcg@10 : 0.0675 ndcg@50 : 0.0945
Fri 20 Oct 2023 03:31:55 INFO Saving current: saved/MISSRec-Oct-20-2023_03-27-52.pth
Fri 20 Oct 2023 03:31:55 INFO Discovering multi-modal user interest before 61-th epoch
Fri 20 Oct 2023 03:31:55 INFO Finish multi-modal interest discovery before 61-th epoch
Fri 20 Oct 2023 03:31:58 INFO epoch 61 training [time: 3.15s, train loss: 468.1320]
Fri 20 Oct 2023 03:31:59 INFO epoch 61 evaluating [time: 0.62s, valid_score: 0.067300]
Fri 20 Oct 2023 03:31:59 INFO valid result:
hit@10 : 0.1353 hit@50 : 0.261 ndcg@10 : 0.0673 ndcg@50 : 0.0942
Fri 20 Oct 2023 03:31:59 INFO Discovering multi-modal user interest before 62-th epoch
Fri 20 Oct 2023 03:31:59 INFO Finish multi-modal interest discovery before 62-th epoch
Fri 20 Oct 2023 03:32:02 INFO epoch 62 training [time: 3.06s, train loss: 467.8147]
Fri 20 Oct 2023 03:32:02 INFO epoch 62 evaluating [time: 0.63s, valid_score: 0.066500]
Fri 20 Oct 2023 03:32:02 INFO valid result:
hit@10 : 0.1321 hit@50 : 0.2576 ndcg@10 : 0.0665 ndcg@50 : 0.0936
Fri 20 Oct 2023 03:32:02 INFO Discovering multi-modal user interest before 63-th epoch
Fri 20 Oct 2023 03:32:02 INFO Finish multi-modal interest discovery before 63-th epoch
Fri 20 Oct 2023 03:32:05 INFO epoch 63 training [time: 3.07s, train loss: 467.5643]
Fri 20 Oct 2023 03:32:06 INFO epoch 63 evaluating [time: 0.71s, valid_score: 0.066900]
Fri 20 Oct 2023 03:32:06 INFO valid result:
hit@10 : 0.1336 hit@50 : 0.2591 ndcg@10 : 0.0669 ndcg@50 : 0.094
Fri 20 Oct 2023 03:32:06 INFO Discovering multi-modal user interest before 64-th epoch
Fri 20 Oct 2023 03:32:06 INFO Finish multi-modal interest discovery before 64-th epoch
Fri 20 Oct 2023 03:32:10 INFO epoch 64 training [time: 3.59s, train loss: 467.7200]
Fri 20 Oct 2023 03:32:10 INFO epoch 64 evaluating [time: 0.70s, valid_score: 0.067600]
Fri 20 Oct 2023 03:32:10 INFO valid result:
hit@10 : 0.1352 hit@50 : 0.261 ndcg@10 : 0.0676 ndcg@50 : 0.0945
Fri 20 Oct 2023 03:32:11 INFO Saving current: saved/MISSRec-Oct-20-2023_03-27-52.pth
Fri 20 Oct 2023 03:32:11 INFO Discovering multi-modal user interest before 65-th epoch
Fri 20 Oct 2023 03:32:11 INFO Finish multi-modal interest discovery before 65-th epoch
Fri 20 Oct 2023 03:32:14 INFO epoch 65 training [time: 3.37s, train loss: 467.3177]
Fri 20 Oct 2023 03:32:15 INFO epoch 65 evaluating [time: 0.62s, valid_score: 0.067200]
Fri 20 Oct 2023 03:32:15 INFO valid result:
hit@10 : 0.134 hit@50 : 0.2586 ndcg@10 : 0.0672 ndcg@50 : 0.0939
Fri 20 Oct 2023 03:32:15 INFO Discovering multi-modal user interest before 66-th epoch
Fri 20 Oct 2023 03:32:15 INFO Finish multi-modal interest discovery before 66-th epoch
Fri 20 Oct 2023 03:32:18 INFO epoch 66 training [time: 3.05s, train loss: 467.0668]
Fri 20 Oct 2023 03:32:18 INFO epoch 66 evaluating [time: 0.65s, valid_score: 0.067600]
Fri 20 Oct 2023 03:32:18 INFO valid result:
hit@10 : 0.1341 hit@50 : 0.2595 ndcg@10 : 0.0676 ndcg@50 : 0.0946
Fri 20 Oct 2023 03:32:18 INFO Saving current: saved/MISSRec-Oct-20-2023_03-27-52.pth
Fri 20 Oct 2023 03:32:18 INFO Discovering multi-modal user interest before 67-th epoch
Fri 20 Oct 2023 03:32:18 INFO Finish multi-modal interest discovery before 67-th epoch
Fri 20 Oct 2023 03:32:21 INFO epoch 67 training [time: 3.06s, train loss: 466.7501]
Fri 20 Oct 2023 03:32:22 INFO epoch 67 evaluating [time: 0.62s, valid_score: 0.066900]
Fri 20 Oct 2023 03:32:22 INFO valid result:
hit@10 : 0.1334 hit@50 : 0.2578 ndcg@10 : 0.0669 ndcg@50 : 0.0937
Fri 20 Oct 2023 03:32:22 INFO Discovering multi-modal user interest before 68-th epoch
Fri 20 Oct 2023 03:32:22 INFO Finish multi-modal interest discovery before 68-th epoch
Fri 20 Oct 2023 03:32:25 INFO epoch 68 training [time: 3.06s, train loss: 466.7242]
Fri 20 Oct 2023 03:32:26 INFO epoch 68 evaluating [time: 0.63s, valid_score: 0.067400]
Fri 20 Oct 2023 03:32:26 INFO valid result:
hit@10 : 0.1341 hit@50 : 0.26 ndcg@10 : 0.0674 ndcg@50 : 0.0944
Fri 20 Oct 2023 03:32:26 INFO Discovering multi-modal user interest before 69-th epoch
Fri 20 Oct 2023 03:32:26 INFO Finish multi-modal interest discovery before 69-th epoch
Fri 20 Oct 2023 03:32:29 INFO epoch 69 training [time: 3.18s, train loss: 466.2021]
Fri 20 Oct 2023 03:32:30 INFO epoch 69 evaluating [time: 0.62s, valid_score: 0.067000]
Fri 20 Oct 2023 03:32:30 INFO valid result:
hit@10 : 0.1321 hit@50 : 0.261 ndcg@10 : 0.067 ndcg@50 : 0.0948
Fri 20 Oct 2023 03:32:30 INFO Discovering multi-modal user interest before 70-th epoch
Fri 20 Oct 2023 03:32:30 INFO Finish multi-modal interest discovery before 70-th epoch
Fri 20 Oct 2023 03:32:33 INFO epoch 70 training [time: 3.04s, train loss: 465.8664]
Fri 20 Oct 2023 03:32:33 INFO epoch 70 evaluating [time: 0.62s, valid_score: 0.067700]
Fri 20 Oct 2023 03:32:33 INFO valid result:
hit@10 : 0.1342 hit@50 : 0.2594 ndcg@10 : 0.0677 ndcg@50 : 0.0946
Fri 20 Oct 2023 03:32:33 INFO Saving current: saved/MISSRec-Oct-20-2023_03-27-52.pth
Fri 20 Oct 2023 03:32:33 INFO Discovering multi-modal user interest before 71-th epoch
Fri 20 Oct 2023 03:32:33 INFO Finish multi-modal interest discovery before 71-th epoch
Fri 20 Oct 2023 03:32:36 INFO epoch 71 training [time: 3.11s, train loss: 466.0929]
Fri 20 Oct 2023 03:32:37 INFO epoch 71 evaluating [time: 0.62s, valid_score: 0.067600]
Fri 20 Oct 2023 03:32:37 INFO valid result:
hit@10 : 0.1339 hit@50 : 0.26 ndcg@10 : 0.0676 ndcg@50 : 0.0947
Fri 20 Oct 2023 03:32:37 INFO Discovering multi-modal user interest before 72-th epoch
Fri 20 Oct 2023 03:32:37 INFO Finish multi-modal interest discovery before 72-th epoch
Fri 20 Oct 2023 03:32:40 INFO epoch 72 training [time: 3.05s, train loss: 465.3435]
Fri 20 Oct 2023 03:32:41 INFO epoch 72 evaluating [time: 0.67s, valid_score: 0.068600]
Fri 20 Oct 2023 03:32:41 INFO valid result:
hit@10 : 0.1363 hit@50 : 0.2617 ndcg@10 : 0.0686 ndcg@50 : 0.0954
Fri 20 Oct 2023 03:32:41 INFO Saving current: saved/MISSRec-Oct-20-2023_03-27-52.pth
Fri 20 Oct 2023 03:32:41 INFO Discovering multi-modal user interest before 73-th epoch
Fri 20 Oct 2023 03:32:41 INFO Finish multi-modal interest discovery before 73-th epoch
Fri 20 Oct 2023 03:32:44 INFO epoch 73 training [time: 3.06s, train loss: 465.8599]
Fri 20 Oct 2023 03:32:45 INFO epoch 73 evaluating [time: 0.62s, valid_score: 0.068100]
Fri 20 Oct 2023 03:32:45 INFO valid result:
hit@10 : 0.1368 hit@50 : 0.2595 ndcg@10 : 0.0681 ndcg@50 : 0.0944
Fri 20 Oct 2023 03:32:45 INFO Discovering multi-modal user interest before 74-th epoch
Fri 20 Oct 2023 03:32:45 INFO Finish multi-modal interest discovery before 74-th epoch
Fri 20 Oct 2023 03:32:48 INFO epoch 74 training [time: 3.06s, train loss: 465.0115]
Fri 20 Oct 2023 03:32:48 INFO epoch 74 evaluating [time: 0.62s, valid_score: 0.068000]
Fri 20 Oct 2023 03:32:48 INFO valid result:
hit@10 : 0.1355 hit@50 : 0.2618 ndcg@10 : 0.068 ndcg@50 : 0.0952
Fri 20 Oct 2023 03:32:48 INFO Discovering multi-modal user interest before 75-th epoch
Fri 20 Oct 2023 03:32:48 INFO Finish multi-modal interest discovery before 75-th epoch
Fri 20 Oct 2023 03:32:51 INFO epoch 75 training [time: 3.06s, train loss: 464.9612]
Fri 20 Oct 2023 03:32:52 INFO epoch 75 evaluating [time: 0.65s, valid_score: 0.067600]
Fri 20 Oct 2023 03:32:52 INFO valid result:
hit@10 : 0.1347 hit@50 : 0.2606 ndcg@10 : 0.0676 ndcg@50 : 0.0946
Fri 20 Oct 2023 03:32:52 INFO Discovering multi-modal user interest before 76-th epoch
Fri 20 Oct 2023 03:32:52 INFO Finish multi-modal interest discovery before 76-th epoch
Fri 20 Oct 2023 03:32:55 INFO epoch 76 training [time: 3.04s, train loss: 464.5678]
Fri 20 Oct 2023 03:32:56 INFO epoch 76 evaluating [time: 0.62s, valid_score: 0.067200]
Fri 20 Oct 2023 03:32:56 INFO valid result:
hit@10 : 0.1344 hit@50 : 0.2594 ndcg@10 : 0.0672 ndcg@50 : 0.0942
Fri 20 Oct 2023 03:32:56 INFO Discovering multi-modal user interest before 77-th epoch
Fri 20 Oct 2023 03:32:56 INFO Finish multi-modal interest discovery before 77-th epoch
Fri 20 Oct 2023 03:32:59 INFO epoch 77 training [time: 3.05s, train loss: 464.3258]
Fri 20 Oct 2023 03:32:59 INFO epoch 77 evaluating [time: 0.61s, valid_score: 0.068200]
Fri 20 Oct 2023 03:32:59 INFO valid result:
hit@10 : 0.1357 hit@50 : 0.2597 ndcg@10 : 0.0682 ndcg@50 : 0.0948
Fri 20 Oct 2023 03:32:59 INFO Discovering multi-modal user interest before 78-th epoch
Fri 20 Oct 2023 03:32:59 INFO Finish multi-modal interest discovery before 78-th epoch
Fri 20 Oct 2023 03:33:02 INFO epoch 78 training [time: 3.06s, train loss: 464.1059]
Fri 20 Oct 2023 03:33:03 INFO epoch 78 evaluating [time: 0.62s, valid_score: 0.068300]
Fri 20 Oct 2023 03:33:03 INFO valid result:
hit@10 : 0.1354 hit@50 : 0.2613 ndcg@10 : 0.0683 ndcg@50 : 0.0953
Fri 20 Oct 2023 03:33:03 INFO Discovering multi-modal user interest before 79-th epoch
Fri 20 Oct 2023 03:33:03 INFO Finish multi-modal interest discovery before 79-th epoch
Fri 20 Oct 2023 03:33:06 INFO epoch 79 training [time: 3.24s, train loss: 464.3932]
Fri 20 Oct 2023 03:33:07 INFO epoch 79 evaluating [time: 0.61s, valid_score: 0.068800]
Fri 20 Oct 2023 03:33:07 INFO valid result:
hit@10 : 0.136 hit@50 : 0.2594 ndcg@10 : 0.0688 ndcg@50 : 0.0953
Fri 20 Oct 2023 03:33:07 INFO Saving current: saved/MISSRec-Oct-20-2023_03-27-52.pth
Fri 20 Oct 2023 03:33:07 INFO Discovering multi-modal user interest before 80-th epoch
Fri 20 Oct 2023 03:33:07 INFO Finish multi-modal interest discovery before 80-th epoch
Fri 20 Oct 2023 03:33:10 INFO epoch 80 training [time: 3.04s, train loss: 463.9885]
Fri 20 Oct 2023 03:33:11 INFO epoch 80 evaluating [time: 0.62s, valid_score: 0.068600]
Fri 20 Oct 2023 03:33:11 INFO valid result:
hit@10 : 0.136 hit@50 : 0.2592 ndcg@10 : 0.0686 ndcg@50 : 0.0951
Fri 20 Oct 2023 03:33:11 INFO Discovering multi-modal user interest before 81-th epoch
Fri 20 Oct 2023 03:33:11 INFO Finish multi-modal interest discovery before 81-th epoch
Fri 20 Oct 2023 03:33:14 INFO epoch 81 training [time: 3.05s, train loss: 463.7482]
Fri 20 Oct 2023 03:33:14 INFO epoch 81 evaluating [time: 0.61s, valid_score: 0.068300]
Fri 20 Oct 2023 03:33:14 INFO valid result:
hit@10 : 0.1354 hit@50 : 0.2605 ndcg@10 : 0.0683 ndcg@50 : 0.0953
Fri 20 Oct 2023 03:33:14 INFO Discovering multi-modal user interest before 82-th epoch
Fri 20 Oct 2023 03:33:14 INFO Finish multi-modal interest discovery before 82-th epoch
Fri 20 Oct 2023 03:33:17 INFO epoch 82 training [time: 3.05s, train loss: 463.7566]
Fri 20 Oct 2023 03:33:18 INFO epoch 82 evaluating [time: 0.62s, valid_score: 0.068100]
Fri 20 Oct 2023 03:33:18 INFO valid result:
hit@10 : 0.1352 hit@50 : 0.26 ndcg@10 : 0.0681 ndcg@50 : 0.0949
Fri 20 Oct 2023 03:33:18 INFO Discovering multi-modal user interest before 83-th epoch
Fri 20 Oct 2023 03:33:18 INFO Finish multi-modal interest discovery before 83-th epoch
Fri 20 Oct 2023 03:33:21 INFO epoch 83 training [time: 3.06s, train loss: 463.2819]
Fri 20 Oct 2023 03:33:22 INFO epoch 83 evaluating [time: 0.62s, valid_score: 0.068500]
Fri 20 Oct 2023 03:33:22 INFO valid result:
hit@10 : 0.1363 hit@50 : 0.2617 ndcg@10 : 0.0685 ndcg@50 : 0.0955
Fri 20 Oct 2023 03:33:22 INFO Discovering multi-modal user interest before 84-th epoch
Fri 20 Oct 2023 03:33:22 INFO Finish multi-modal interest discovery before 84-th epoch
Fri 20 Oct 2023 03:33:25 INFO epoch 84 training [time: 3.03s, train loss: 462.7767]
Fri 20 Oct 2023 03:33:25 INFO epoch 84 evaluating [time: 0.61s, valid_score: 0.068200]
Fri 20 Oct 2023 03:33:25 INFO valid result:
hit@10 : 0.1344 hit@50 : 0.2591 ndcg@10 : 0.0682 ndcg@50 : 0.095
Fri 20 Oct 2023 03:33:25 INFO Discovering multi-modal user interest before 85-th epoch
Fri 20 Oct 2023 03:33:25 INFO Finish multi-modal interest discovery before 85-th epoch
Fri 20 Oct 2023 03:33:28 INFO epoch 85 training [time: 3.14s, train loss: 462.8586]
Fri 20 Oct 2023 03:33:29 INFO epoch 85 evaluating [time: 0.63s, valid_score: 0.068100]
Fri 20 Oct 2023 03:33:29 INFO valid result:
hit@10 : 0.1354 hit@50 : 0.2602 ndcg@10 : 0.0681 ndcg@50 : 0.095
Fri 20 Oct 2023 03:33:29 INFO Discovering multi-modal user interest before 86-th epoch
Fri 20 Oct 2023 03:33:29 INFO Finish multi-modal interest discovery before 86-th epoch
Fri 20 Oct 2023 03:33:32 INFO epoch 86 training [time: 3.09s, train loss: 463.0521]
Fri 20 Oct 2023 03:33:33 INFO epoch 86 evaluating [time: 0.62s, valid_score: 0.068600]
Fri 20 Oct 2023 03:33:33 INFO valid result:
hit@10 : 0.1368 hit@50 : 0.2618 ndcg@10 : 0.0686 ndcg@50 : 0.0954
Fri 20 Oct 2023 03:33:33 INFO Discovering multi-modal user interest before 87-th epoch
Fri 20 Oct 2023 03:33:33 INFO Finish multi-modal interest discovery before 87-th epoch
Fri 20 Oct 2023 03:33:36 INFO epoch 87 training [time: 3.03s, train loss: 462.6282]
Fri 20 Oct 2023 03:33:36 INFO epoch 87 evaluating [time: 0.62s, valid_score: 0.067700]
Fri 20 Oct 2023 03:33:36 INFO valid result:
hit@10 : 0.1352 hit@50 : 0.2619 ndcg@10 : 0.0677 ndcg@50 : 0.0949
Fri 20 Oct 2023 03:33:36 INFO Discovering multi-modal user interest before 88-th epoch
Fri 20 Oct 2023 03:33:36 INFO Finish multi-modal interest discovery before 88-th epoch
Fri 20 Oct 2023 03:33:40 INFO epoch 88 training [time: 3.11s, train loss: 462.2278]
Fri 20 Oct 2023 03:33:40 INFO epoch 88 evaluating [time: 0.61s, valid_score: 0.068200]
Fri 20 Oct 2023 03:33:40 INFO valid result:
hit@10 : 0.1356 hit@50 : 0.2605 ndcg@10 : 0.0682 ndcg@50 : 0.0951
Fri 20 Oct 2023 03:33:40 INFO Discovering multi-modal user interest before 89-th epoch
Fri 20 Oct 2023 03:33:40 INFO Finish multi-modal interest discovery before 89-th epoch
Fri 20 Oct 2023 03:33:43 INFO epoch 89 training [time: 3.04s, train loss: 461.9338]
Fri 20 Oct 2023 03:33:44 INFO epoch 89 evaluating [time: 0.61s, valid_score: 0.068100]
Fri 20 Oct 2023 03:33:44 INFO valid result:
hit@10 : 0.1349 hit@50 : 0.2606 ndcg@10 : 0.0681 ndcg@50 : 0.0952
Fri 20 Oct 2023 03:33:44 INFO Discovering multi-modal user interest before 90-th epoch
Fri 20 Oct 2023 03:33:44 INFO Finish multi-modal interest discovery before 90-th epoch
Fri 20 Oct 2023 03:33:47 INFO epoch 90 training [time: 3.06s, train loss: 462.0340]
Fri 20 Oct 2023 03:33:48 INFO epoch 90 evaluating [time: 0.62s, valid_score: 0.068500]
Fri 20 Oct 2023 03:33:48 INFO valid result:
hit@10 : 0.1349 hit@50 : 0.263 ndcg@10 : 0.0685 ndcg@50 : 0.096
Fri 20 Oct 2023 03:33:48 INFO Finished training, best eval result in epoch 79
Fri 20 Oct 2023 03:33:48 INFO Loading model structure and parameters from saved/MISSRec-Oct-20-2023_03-27-52.pth
Fri 20 Oct 2023 03:33:48 INFO best valid : OrderedDict([('hit@10', 0.136), ('hit@50', 0.2594), ('ndcg@10', 0.0688), ('ndcg@50', 0.0953)])
Fri 20 Oct 2023 03:33:48 INFO test result: OrderedDict([('hit@10', 0.1278), ('hit@50', 0.2375), ('ndcg@10', 0.0658), ('ndcg@50', 0.0893)])
Fri 20 Oct 2023 03:33:48 INFO Write log to /data/wangjinpeng/MISSRec_clear/log/MISSRec_gpu2/Oct-20-2023_03-27-47_.log