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Oct-20-2023_05-19-23.log
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Fri 20 Oct 2023 05:19:23 INFO Change train stage from 'transductive_ft' to 'inductive_ft'
Fri 20 Oct 2023 05:19:23 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 = 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 05:19:33 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 05:19:40 INFO [Training]: train_batch_size = [512] negative sampling: [None]
Fri 20 Oct 2023 05:19:40 INFO [Evaluation]: eval_batch_size = [1024] eval_args: [{'split': {'LS': 'valid_and_test'}, 'order': 'TO', 'mode': 'full', 'group_by': 'user'}]
Fri 20 Oct 2023 05:19:43 INFO Loading from pretrained_models/MISSRec-FHCKM_mm_full-100-gamma1e-4.pth
Fri 20 Oct 2023 05:19:43 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 05:19:43 INFO Fix encoder parameters.
Fri 20 Oct 2023 05:19:43 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(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: 308401.0
Fri 20 Oct 2023 05:19:43 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 05:19:44 INFO Discovering multi-modal user interest before 0-th epoch
Fri 20 Oct 2023 05:19:46 INFO Finish multi-modal interest discovery before 0-th epoch
Fri 20 Oct 2023 05:20:37 INFO epoch 0 training [time: 53.08s, train loss: 7761.6391]
Fri 20 Oct 2023 05:20:45 INFO epoch 0 evaluating [time: 7.99s, valid_score: 0.046700]
Fri 20 Oct 2023 05:20:45 INFO valid result:
hit@10 : 0.0864 hit@50 : 0.1447 ndcg@10 : 0.0467 ndcg@50 : 0.0593
Fri 20 Oct 2023 05:20:46 INFO Saving current: saved/MISSRec-Oct-20-2023_05-19-44.pth
Fri 20 Oct 2023 05:20:46 INFO Discovering multi-modal user interest before 1-th epoch
Fri 20 Oct 2023 05:20:46 INFO Finish multi-modal interest discovery before 1-th epoch
Fri 20 Oct 2023 05:21:37 INFO epoch 1 training [time: 51.41s, train loss: 7606.5718]
Fri 20 Oct 2023 05:21:45 INFO epoch 1 evaluating [time: 7.88s, valid_score: 0.053200]
Fri 20 Oct 2023 05:21:45 INFO valid result:
hit@10 : 0.0945 hit@50 : 0.1554 ndcg@10 : 0.0532 ndcg@50 : 0.0663
Fri 20 Oct 2023 05:21:46 INFO Saving current: saved/MISSRec-Oct-20-2023_05-19-44.pth
Fri 20 Oct 2023 05:21:46 INFO Discovering multi-modal user interest before 2-th epoch
Fri 20 Oct 2023 05:21:46 INFO Finish multi-modal interest discovery before 2-th epoch
Fri 20 Oct 2023 05:22:38 INFO epoch 2 training [time: 52.04s, train loss: 7536.3873]
Fri 20 Oct 2023 05:22:46 INFO epoch 2 evaluating [time: 7.97s, valid_score: 0.057600]
Fri 20 Oct 2023 05:22:46 INFO valid result:
hit@10 : 0.0987 hit@50 : 0.1608 ndcg@10 : 0.0576 ndcg@50 : 0.071
Fri 20 Oct 2023 05:22:46 INFO Saving current: saved/MISSRec-Oct-20-2023_05-19-44.pth
Fri 20 Oct 2023 05:22:46 INFO Discovering multi-modal user interest before 3-th epoch
Fri 20 Oct 2023 05:22:47 INFO Finish multi-modal interest discovery before 3-th epoch
Fri 20 Oct 2023 05:23:37 INFO epoch 3 training [time: 50.81s, train loss: 7487.8921]
Fri 20 Oct 2023 05:23:45 INFO epoch 3 evaluating [time: 7.77s, valid_score: 0.060100]
Fri 20 Oct 2023 05:23:45 INFO valid result:
hit@10 : 0.1011 hit@50 : 0.1655 ndcg@10 : 0.0601 ndcg@50 : 0.0739
Fri 20 Oct 2023 05:23:46 INFO Saving current: saved/MISSRec-Oct-20-2023_05-19-44.pth
Fri 20 Oct 2023 05:23:46 INFO Discovering multi-modal user interest before 4-th epoch
Fri 20 Oct 2023 05:23:46 INFO Finish multi-modal interest discovery before 4-th epoch
Fri 20 Oct 2023 05:24:37 INFO epoch 4 training [time: 51.12s, train loss: 7452.8916]
Fri 20 Oct 2023 05:24:45 INFO epoch 4 evaluating [time: 7.78s, valid_score: 0.061400]
Fri 20 Oct 2023 05:24:45 INFO valid result:
hit@10 : 0.1031 hit@50 : 0.17 ndcg@10 : 0.0614 ndcg@50 : 0.0758
Fri 20 Oct 2023 05:24:45 INFO Saving current: saved/MISSRec-Oct-20-2023_05-19-44.pth
Fri 20 Oct 2023 05:24:45 INFO Discovering multi-modal user interest before 5-th epoch
Fri 20 Oct 2023 05:24:46 INFO Finish multi-modal interest discovery before 5-th epoch
Fri 20 Oct 2023 05:25:36 INFO epoch 5 training [time: 50.30s, train loss: 7426.0863]
Fri 20 Oct 2023 05:25:44 INFO epoch 5 evaluating [time: 7.76s, valid_score: 0.062400]
Fri 20 Oct 2023 05:25:44 INFO valid result:
hit@10 : 0.1046 hit@50 : 0.1713 ndcg@10 : 0.0624 ndcg@50 : 0.0767
Fri 20 Oct 2023 05:25:44 INFO Saving current: saved/MISSRec-Oct-20-2023_05-19-44.pth
Fri 20 Oct 2023 05:25:44 INFO Discovering multi-modal user interest before 6-th epoch
Fri 20 Oct 2023 05:25:44 INFO Finish multi-modal interest discovery before 6-th epoch
Fri 20 Oct 2023 05:26:35 INFO epoch 6 training [time: 51.12s, train loss: 7403.9891]
Fri 20 Oct 2023 05:26:43 INFO epoch 6 evaluating [time: 7.81s, valid_score: 0.063200]
Fri 20 Oct 2023 05:26:43 INFO valid result:
hit@10 : 0.1056 hit@50 : 0.1742 ndcg@10 : 0.0632 ndcg@50 : 0.0779
Fri 20 Oct 2023 05:26:44 INFO Saving current: saved/MISSRec-Oct-20-2023_05-19-44.pth
Fri 20 Oct 2023 05:26:44 INFO Discovering multi-modal user interest before 7-th epoch
Fri 20 Oct 2023 05:26:44 INFO Finish multi-modal interest discovery before 7-th epoch
Fri 20 Oct 2023 05:27:34 INFO epoch 7 training [time: 50.25s, train loss: 7387.5499]
Fri 20 Oct 2023 05:27:42 INFO epoch 7 evaluating [time: 7.65s, valid_score: 0.064100]
Fri 20 Oct 2023 05:27:42 INFO valid result:
hit@10 : 0.1066 hit@50 : 0.1759 ndcg@10 : 0.0641 ndcg@50 : 0.079
Fri 20 Oct 2023 05:27:43 INFO Saving current: saved/MISSRec-Oct-20-2023_05-19-44.pth
Fri 20 Oct 2023 05:27:43 INFO Discovering multi-modal user interest before 8-th epoch
Fri 20 Oct 2023 05:27:43 INFO Finish multi-modal interest discovery before 8-th epoch
Fri 20 Oct 2023 05:28:34 INFO epoch 8 training [time: 51.45s, train loss: 7371.6644]
Fri 20 Oct 2023 05:28:42 INFO epoch 8 evaluating [time: 8.03s, valid_score: 0.064800]
Fri 20 Oct 2023 05:28:42 INFO valid result:
hit@10 : 0.1076 hit@50 : 0.1776 ndcg@10 : 0.0648 ndcg@50 : 0.0798
Fri 20 Oct 2023 05:28:43 INFO Saving current: saved/MISSRec-Oct-20-2023_05-19-44.pth
Fri 20 Oct 2023 05:28:43 INFO Discovering multi-modal user interest before 9-th epoch
Fri 20 Oct 2023 05:28:43 INFO Finish multi-modal interest discovery before 9-th epoch
Fri 20 Oct 2023 05:29:33 INFO epoch 9 training [time: 50.30s, train loss: 7357.9023]
Fri 20 Oct 2023 05:29:41 INFO epoch 9 evaluating [time: 7.78s, valid_score: 0.065500]
Fri 20 Oct 2023 05:29:41 INFO valid result:
hit@10 : 0.1082 hit@50 : 0.1793 ndcg@10 : 0.0655 ndcg@50 : 0.0808
Fri 20 Oct 2023 05:29:42 INFO Saving current: saved/MISSRec-Oct-20-2023_05-19-44.pth
Fri 20 Oct 2023 05:29:42 INFO Discovering multi-modal user interest before 10-th epoch
Fri 20 Oct 2023 05:29:42 INFO Finish multi-modal interest discovery before 10-th epoch
Fri 20 Oct 2023 05:30:32 INFO epoch 10 training [time: 50.15s, train loss: 7345.9880]
Fri 20 Oct 2023 05:30:40 INFO epoch 10 evaluating [time: 7.82s, valid_score: 0.066000]
Fri 20 Oct 2023 05:30:40 INFO valid result:
hit@10 : 0.1091 hit@50 : 0.1799 ndcg@10 : 0.066 ndcg@50 : 0.0812
Fri 20 Oct 2023 05:30:40 INFO Saving current: saved/MISSRec-Oct-20-2023_05-19-44.pth
Fri 20 Oct 2023 05:30:40 INFO Discovering multi-modal user interest before 11-th epoch
Fri 20 Oct 2023 05:30:41 INFO Finish multi-modal interest discovery before 11-th epoch
Fri 20 Oct 2023 05:31:30 INFO epoch 11 training [time: 49.69s, train loss: 7333.9802]
Fri 20 Oct 2023 05:31:38 INFO epoch 11 evaluating [time: 7.77s, valid_score: 0.066100]
Fri 20 Oct 2023 05:31:38 INFO valid result:
hit@10 : 0.1088 hit@50 : 0.1805 ndcg@10 : 0.0661 ndcg@50 : 0.0815
Fri 20 Oct 2023 05:31:39 INFO Saving current: saved/MISSRec-Oct-20-2023_05-19-44.pth
Fri 20 Oct 2023 05:31:39 INFO Discovering multi-modal user interest before 12-th epoch
Fri 20 Oct 2023 05:31:39 INFO Finish multi-modal interest discovery before 12-th epoch
Fri 20 Oct 2023 05:32:31 INFO epoch 12 training [time: 51.86s, train loss: 7326.6082]
Fri 20 Oct 2023 05:32:38 INFO epoch 12 evaluating [time: 7.81s, valid_score: 0.067100]
Fri 20 Oct 2023 05:32:38 INFO valid result:
hit@10 : 0.1099 hit@50 : 0.1802 ndcg@10 : 0.0671 ndcg@50 : 0.0822
Fri 20 Oct 2023 05:32:39 INFO Saving current: saved/MISSRec-Oct-20-2023_05-19-44.pth
Fri 20 Oct 2023 05:32:39 INFO Discovering multi-modal user interest before 13-th epoch
Fri 20 Oct 2023 05:32:39 INFO Finish multi-modal interest discovery before 13-th epoch
Fri 20 Oct 2023 05:33:31 INFO epoch 13 training [time: 51.61s, train loss: 7317.9000]
Fri 20 Oct 2023 05:33:39 INFO epoch 13 evaluating [time: 8.08s, valid_score: 0.067300]
Fri 20 Oct 2023 05:33:39 INFO valid result:
hit@10 : 0.1098 hit@50 : 0.1812 ndcg@10 : 0.0673 ndcg@50 : 0.0827
Fri 20 Oct 2023 05:33:40 INFO Saving current: saved/MISSRec-Oct-20-2023_05-19-44.pth
Fri 20 Oct 2023 05:33:40 INFO Discovering multi-modal user interest before 14-th epoch
Fri 20 Oct 2023 05:33:40 INFO Finish multi-modal interest discovery before 14-th epoch
Fri 20 Oct 2023 05:34:30 INFO epoch 14 training [time: 50.00s, train loss: 7308.2583]
Fri 20 Oct 2023 05:34:37 INFO epoch 14 evaluating [time: 7.95s, valid_score: 0.067600]
Fri 20 Oct 2023 05:34:37 INFO valid result:
hit@10 : 0.1099 hit@50 : 0.1816 ndcg@10 : 0.0676 ndcg@50 : 0.083
Fri 20 Oct 2023 05:34:38 INFO Saving current: saved/MISSRec-Oct-20-2023_05-19-44.pth
Fri 20 Oct 2023 05:34:38 INFO Discovering multi-modal user interest before 15-th epoch
Fri 20 Oct 2023 05:34:38 INFO Finish multi-modal interest discovery before 15-th epoch
Fri 20 Oct 2023 05:35:28 INFO epoch 15 training [time: 49.98s, train loss: 7302.1306]
Fri 20 Oct 2023 05:35:36 INFO epoch 15 evaluating [time: 7.63s, valid_score: 0.067900]
Fri 20 Oct 2023 05:35:36 INFO valid result:
hit@10 : 0.11 hit@50 : 0.1819 ndcg@10 : 0.0679 ndcg@50 : 0.0834
Fri 20 Oct 2023 05:35:37 INFO Saving current: saved/MISSRec-Oct-20-2023_05-19-44.pth
Fri 20 Oct 2023 05:35:37 INFO Discovering multi-modal user interest before 16-th epoch
Fri 20 Oct 2023 05:35:37 INFO Finish multi-modal interest discovery before 16-th epoch
Fri 20 Oct 2023 05:36:26 INFO epoch 16 training [time: 49.74s, train loss: 7296.3107]
Fri 20 Oct 2023 05:36:34 INFO epoch 16 evaluating [time: 7.60s, valid_score: 0.068400]
Fri 20 Oct 2023 05:36:34 INFO valid result:
hit@10 : 0.1105 hit@50 : 0.1831 ndcg@10 : 0.0684 ndcg@50 : 0.084
Fri 20 Oct 2023 05:36:35 INFO Saving current: saved/MISSRec-Oct-20-2023_05-19-44.pth
Fri 20 Oct 2023 05:36:35 INFO Discovering multi-modal user interest before 17-th epoch
Fri 20 Oct 2023 05:36:35 INFO Finish multi-modal interest discovery before 17-th epoch
Fri 20 Oct 2023 05:37:25 INFO epoch 17 training [time: 50.05s, train loss: 7288.6926]
Fri 20 Oct 2023 05:37:32 INFO epoch 17 evaluating [time: 7.67s, valid_score: 0.069300]
Fri 20 Oct 2023 05:37:32 INFO valid result:
hit@10 : 0.1116 hit@50 : 0.1844 ndcg@10 : 0.0693 ndcg@50 : 0.085
Fri 20 Oct 2023 05:37:33 INFO Saving current: saved/MISSRec-Oct-20-2023_05-19-44.pth
Fri 20 Oct 2023 05:37:33 INFO Discovering multi-modal user interest before 18-th epoch
Fri 20 Oct 2023 05:37:33 INFO Finish multi-modal interest discovery before 18-th epoch
Fri 20 Oct 2023 05:38:23 INFO epoch 18 training [time: 50.23s, train loss: 7282.2194]
Fri 20 Oct 2023 05:38:31 INFO epoch 18 evaluating [time: 7.55s, valid_score: 0.068800]
Fri 20 Oct 2023 05:38:31 INFO valid result:
hit@10 : 0.1109 hit@50 : 0.184 ndcg@10 : 0.0688 ndcg@50 : 0.0845
Fri 20 Oct 2023 05:38:31 INFO Discovering multi-modal user interest before 19-th epoch
Fri 20 Oct 2023 05:38:31 INFO Finish multi-modal interest discovery before 19-th epoch
Fri 20 Oct 2023 05:39:21 INFO epoch 19 training [time: 50.50s, train loss: 7277.9564]
Fri 20 Oct 2023 05:39:29 INFO epoch 19 evaluating [time: 7.82s, valid_score: 0.069900]
Fri 20 Oct 2023 05:39:29 INFO valid result:
hit@10 : 0.1127 hit@50 : 0.1854 ndcg@10 : 0.0699 ndcg@50 : 0.0856
Fri 20 Oct 2023 05:39:30 INFO Saving current: saved/MISSRec-Oct-20-2023_05-19-44.pth
Fri 20 Oct 2023 05:39:30 INFO Discovering multi-modal user interest before 20-th epoch
Fri 20 Oct 2023 05:39:30 INFO Finish multi-modal interest discovery before 20-th epoch
Fri 20 Oct 2023 05:40:22 INFO epoch 20 training [time: 51.63s, train loss: 7272.6683]
Fri 20 Oct 2023 05:40:29 INFO epoch 20 evaluating [time: 7.75s, valid_score: 0.069700]
Fri 20 Oct 2023 05:40:29 INFO valid result:
hit@10 : 0.1127 hit@50 : 0.1857 ndcg@10 : 0.0697 ndcg@50 : 0.0854
Fri 20 Oct 2023 05:40:29 INFO Discovering multi-modal user interest before 21-th epoch
Fri 20 Oct 2023 05:40:29 INFO Finish multi-modal interest discovery before 21-th epoch
Fri 20 Oct 2023 05:41:20 INFO epoch 21 training [time: 50.40s, train loss: 7267.2533]
Fri 20 Oct 2023 05:41:28 INFO epoch 21 evaluating [time: 8.08s, valid_score: 0.069900]
Fri 20 Oct 2023 05:41:28 INFO valid result:
hit@10 : 0.1124 hit@50 : 0.1853 ndcg@10 : 0.0699 ndcg@50 : 0.0856
Fri 20 Oct 2023 05:41:29 INFO Saving current: saved/MISSRec-Oct-20-2023_05-19-44.pth
Fri 20 Oct 2023 05:41:29 INFO Discovering multi-modal user interest before 22-th epoch
Fri 20 Oct 2023 05:41:29 INFO Finish multi-modal interest discovery before 22-th epoch
Fri 20 Oct 2023 05:42:19 INFO epoch 22 training [time: 50.65s, train loss: 7263.4854]
Fri 20 Oct 2023 05:42:27 INFO epoch 22 evaluating [time: 7.78s, valid_score: 0.070500]
Fri 20 Oct 2023 05:42:27 INFO valid result:
hit@10 : 0.1136 hit@50 : 0.1863 ndcg@10 : 0.0705 ndcg@50 : 0.0861
Fri 20 Oct 2023 05:42:28 INFO Saving current: saved/MISSRec-Oct-20-2023_05-19-44.pth
Fri 20 Oct 2023 05:42:28 INFO Discovering multi-modal user interest before 23-th epoch
Fri 20 Oct 2023 05:42:28 INFO Finish multi-modal interest discovery before 23-th epoch
Fri 20 Oct 2023 05:43:18 INFO epoch 23 training [time: 50.39s, train loss: 7258.3755]
Fri 20 Oct 2023 05:43:26 INFO epoch 23 evaluating [time: 7.73s, valid_score: 0.070500]
Fri 20 Oct 2023 05:43:26 INFO valid result:
hit@10 : 0.1134 hit@50 : 0.1865 ndcg@10 : 0.0705 ndcg@50 : 0.0862
Fri 20 Oct 2023 05:43:27 INFO Saving current: saved/MISSRec-Oct-20-2023_05-19-44.pth
Fri 20 Oct 2023 05:43:27 INFO Discovering multi-modal user interest before 24-th epoch
Fri 20 Oct 2023 05:43:27 INFO Finish multi-modal interest discovery before 24-th epoch
Fri 20 Oct 2023 05:44:18 INFO epoch 24 training [time: 51.38s, train loss: 7255.0356]
Fri 20 Oct 2023 05:44:26 INFO epoch 24 evaluating [time: 7.84s, valid_score: 0.070900]
Fri 20 Oct 2023 05:44:26 INFO valid result:
hit@10 : 0.1138 hit@50 : 0.1868 ndcg@10 : 0.0709 ndcg@50 : 0.0866
Fri 20 Oct 2023 05:44:27 INFO Saving current: saved/MISSRec-Oct-20-2023_05-19-44.pth
Fri 20 Oct 2023 05:44:27 INFO Discovering multi-modal user interest before 25-th epoch
Fri 20 Oct 2023 05:44:27 INFO Finish multi-modal interest discovery before 25-th epoch
Fri 20 Oct 2023 05:45:18 INFO epoch 25 training [time: 51.37s, train loss: 7251.8192]
Fri 20 Oct 2023 05:45:26 INFO epoch 25 evaluating [time: 7.71s, valid_score: 0.071600]
Fri 20 Oct 2023 05:45:26 INFO valid result:
hit@10 : 0.1145 hit@50 : 0.1879 ndcg@10 : 0.0716 ndcg@50 : 0.0874
Fri 20 Oct 2023 05:45:27 INFO Saving current: saved/MISSRec-Oct-20-2023_05-19-44.pth
Fri 20 Oct 2023 05:45:27 INFO Discovering multi-modal user interest before 26-th epoch
Fri 20 Oct 2023 05:45:27 INFO Finish multi-modal interest discovery before 26-th epoch
Fri 20 Oct 2023 05:46:16 INFO epoch 26 training [time: 49.96s, train loss: 7247.6822]
Fri 20 Oct 2023 05:46:25 INFO epoch 26 evaluating [time: 8.15s, valid_score: 0.071700]
Fri 20 Oct 2023 05:46:25 INFO valid result:
hit@10 : 0.1146 hit@50 : 0.1876 ndcg@10 : 0.0717 ndcg@50 : 0.0873
Fri 20 Oct 2023 05:46:25 INFO Saving current: saved/MISSRec-Oct-20-2023_05-19-44.pth
Fri 20 Oct 2023 05:46:25 INFO Discovering multi-modal user interest before 27-th epoch
Fri 20 Oct 2023 05:46:26 INFO Finish multi-modal interest discovery before 27-th epoch
Fri 20 Oct 2023 05:47:17 INFO epoch 27 training [time: 51.07s, train loss: 7244.1678]
Fri 20 Oct 2023 05:47:24 INFO epoch 27 evaluating [time: 7.68s, valid_score: 0.071300]
Fri 20 Oct 2023 05:47:24 INFO valid result:
hit@10 : 0.114 hit@50 : 0.1873 ndcg@10 : 0.0713 ndcg@50 : 0.0871
Fri 20 Oct 2023 05:47:24 INFO Discovering multi-modal user interest before 28-th epoch
Fri 20 Oct 2023 05:47:24 INFO Finish multi-modal interest discovery before 28-th epoch
Fri 20 Oct 2023 05:48:16 INFO epoch 28 training [time: 51.76s, train loss: 7240.8676]
Fri 20 Oct 2023 05:48:24 INFO epoch 28 evaluating [time: 8.03s, valid_score: 0.071900]
Fri 20 Oct 2023 05:48:24 INFO valid result:
hit@10 : 0.1148 hit@50 : 0.1889 ndcg@10 : 0.0719 ndcg@50 : 0.0878
Fri 20 Oct 2023 05:48:25 INFO Saving current: saved/MISSRec-Oct-20-2023_05-19-44.pth
Fri 20 Oct 2023 05:48:25 INFO Discovering multi-modal user interest before 29-th epoch
Fri 20 Oct 2023 05:48:25 INFO Finish multi-modal interest discovery before 29-th epoch
Fri 20 Oct 2023 05:49:15 INFO epoch 29 training [time: 49.93s, train loss: 7237.5583]
Fri 20 Oct 2023 05:49:22 INFO epoch 29 evaluating [time: 7.73s, valid_score: 0.071400]
Fri 20 Oct 2023 05:49:22 INFO valid result:
hit@10 : 0.1142 hit@50 : 0.1879 ndcg@10 : 0.0714 ndcg@50 : 0.0872
Fri 20 Oct 2023 05:49:22 INFO Discovering multi-modal user interest before 30-th epoch
Fri 20 Oct 2023 05:49:23 INFO Finish multi-modal interest discovery before 30-th epoch
Fri 20 Oct 2023 05:50:13 INFO epoch 30 training [time: 50.16s, train loss: 7235.2922]
Fri 20 Oct 2023 05:50:20 INFO epoch 30 evaluating [time: 7.75s, valid_score: 0.071900]
Fri 20 Oct 2023 05:50:20 INFO valid result:
hit@10 : 0.1146 hit@50 : 0.188 ndcg@10 : 0.0719 ndcg@50 : 0.0876
Fri 20 Oct 2023 05:50:21 INFO Saving current: saved/MISSRec-Oct-20-2023_05-19-44.pth
Fri 20 Oct 2023 05:50:21 INFO Discovering multi-modal user interest before 31-th epoch
Fri 20 Oct 2023 05:50:21 INFO Finish multi-modal interest discovery before 31-th epoch
Fri 20 Oct 2023 05:51:11 INFO epoch 31 training [time: 50.32s, train loss: 7232.0758]
Fri 20 Oct 2023 05:51:19 INFO epoch 31 evaluating [time: 7.88s, valid_score: 0.071900]
Fri 20 Oct 2023 05:51:19 INFO valid result:
hit@10 : 0.1145 hit@50 : 0.1891 ndcg@10 : 0.0719 ndcg@50 : 0.0879
Fri 20 Oct 2023 05:51:20 INFO Saving current: saved/MISSRec-Oct-20-2023_05-19-44.pth
Fri 20 Oct 2023 05:51:20 INFO Discovering multi-modal user interest before 32-th epoch
Fri 20 Oct 2023 05:51:20 INFO Finish multi-modal interest discovery before 32-th epoch
Fri 20 Oct 2023 05:52:10 INFO epoch 32 training [time: 50.01s, train loss: 7229.2760]
Fri 20 Oct 2023 05:52:18 INFO epoch 32 evaluating [time: 7.78s, valid_score: 0.072200]
Fri 20 Oct 2023 05:52:18 INFO valid result:
hit@10 : 0.1151 hit@50 : 0.1886 ndcg@10 : 0.0722 ndcg@50 : 0.088
Fri 20 Oct 2023 05:52:19 INFO Saving current: saved/MISSRec-Oct-20-2023_05-19-44.pth
Fri 20 Oct 2023 05:52:19 INFO Discovering multi-modal user interest before 33-th epoch
Fri 20 Oct 2023 05:52:19 INFO Finish multi-modal interest discovery before 33-th epoch
Fri 20 Oct 2023 05:53:09 INFO epoch 33 training [time: 50.07s, train loss: 7225.7218]
Fri 20 Oct 2023 05:53:17 INFO epoch 33 evaluating [time: 8.32s, valid_score: 0.072100]
Fri 20 Oct 2023 05:53:17 INFO valid result:
hit@10 : 0.1146 hit@50 : 0.1883 ndcg@10 : 0.0721 ndcg@50 : 0.0879
Fri 20 Oct 2023 05:53:17 INFO Discovering multi-modal user interest before 34-th epoch
Fri 20 Oct 2023 05:53:17 INFO Finish multi-modal interest discovery before 34-th epoch
Fri 20 Oct 2023 05:54:08 INFO epoch 34 training [time: 51.28s, train loss: 7223.9066]
Fri 20 Oct 2023 05:54:16 INFO epoch 34 evaluating [time: 7.99s, valid_score: 0.072500]
Fri 20 Oct 2023 05:54:16 INFO valid result:
hit@10 : 0.1154 hit@50 : 0.1899 ndcg@10 : 0.0725 ndcg@50 : 0.0885
Fri 20 Oct 2023 05:54:17 INFO Saving current: saved/MISSRec-Oct-20-2023_05-19-44.pth
Fri 20 Oct 2023 05:54:17 INFO Discovering multi-modal user interest before 35-th epoch
Fri 20 Oct 2023 05:54:17 INFO Finish multi-modal interest discovery before 35-th epoch
Fri 20 Oct 2023 05:55:09 INFO epoch 35 training [time: 51.54s, train loss: 7220.8627]
Fri 20 Oct 2023 05:55:16 INFO epoch 35 evaluating [time: 7.74s, valid_score: 0.072600]
Fri 20 Oct 2023 05:55:16 INFO valid result:
hit@10 : 0.115 hit@50 : 0.1895 ndcg@10 : 0.0726 ndcg@50 : 0.0886
Fri 20 Oct 2023 05:55:17 INFO Saving current: saved/MISSRec-Oct-20-2023_05-19-44.pth
Fri 20 Oct 2023 05:55:17 INFO Discovering multi-modal user interest before 36-th epoch
Fri 20 Oct 2023 05:55:17 INFO Finish multi-modal interest discovery before 36-th epoch
Fri 20 Oct 2023 05:56:08 INFO epoch 36 training [time: 50.92s, train loss: 7219.8647]
Fri 20 Oct 2023 05:56:16 INFO epoch 36 evaluating [time: 8.35s, valid_score: 0.072600]
Fri 20 Oct 2023 05:56:16 INFO valid result:
hit@10 : 0.1153 hit@50 : 0.1887 ndcg@10 : 0.0726 ndcg@50 : 0.0884
Fri 20 Oct 2023 05:56:17 INFO Saving current: saved/MISSRec-Oct-20-2023_05-19-44.pth
Fri 20 Oct 2023 05:56:17 INFO Discovering multi-modal user interest before 37-th epoch
Fri 20 Oct 2023 05:56:17 INFO Finish multi-modal interest discovery before 37-th epoch
Fri 20 Oct 2023 05:57:07 INFO epoch 37 training [time: 50.26s, train loss: 7215.8044]
Fri 20 Oct 2023 05:57:15 INFO epoch 37 evaluating [time: 7.85s, valid_score: 0.072900]
Fri 20 Oct 2023 05:57:15 INFO valid result:
hit@10 : 0.1154 hit@50 : 0.1898 ndcg@10 : 0.0729 ndcg@50 : 0.0888
Fri 20 Oct 2023 05:57:16 INFO Saving current: saved/MISSRec-Oct-20-2023_05-19-44.pth
Fri 20 Oct 2023 05:57:16 INFO Discovering multi-modal user interest before 38-th epoch
Fri 20 Oct 2023 05:57:16 INFO Finish multi-modal interest discovery before 38-th epoch
Fri 20 Oct 2023 05:58:06 INFO epoch 38 training [time: 50.27s, train loss: 7214.9992]
Fri 20 Oct 2023 05:58:14 INFO epoch 38 evaluating [time: 7.85s, valid_score: 0.072900]
Fri 20 Oct 2023 05:58:14 INFO valid result:
hit@10 : 0.1157 hit@50 : 0.1906 ndcg@10 : 0.0729 ndcg@50 : 0.089
Fri 20 Oct 2023 05:58:15 INFO Saving current: saved/MISSRec-Oct-20-2023_05-19-44.pth
Fri 20 Oct 2023 05:58:15 INFO Discovering multi-modal user interest before 39-th epoch
Fri 20 Oct 2023 05:58:15 INFO Finish multi-modal interest discovery before 39-th epoch
Fri 20 Oct 2023 05:59:05 INFO epoch 39 training [time: 49.78s, train loss: 7211.7604]
Fri 20 Oct 2023 05:59:13 INFO epoch 39 evaluating [time: 8.00s, valid_score: 0.073200]
Fri 20 Oct 2023 05:59:13 INFO valid result:
hit@10 : 0.116 hit@50 : 0.1903 ndcg@10 : 0.0732 ndcg@50 : 0.0891
Fri 20 Oct 2023 05:59:13 INFO Saving current: saved/MISSRec-Oct-20-2023_05-19-44.pth
Fri 20 Oct 2023 05:59:13 INFO Discovering multi-modal user interest before 40-th epoch
Fri 20 Oct 2023 05:59:13 INFO Finish multi-modal interest discovery before 40-th epoch
Fri 20 Oct 2023 06:00:03 INFO epoch 40 training [time: 50.02s, train loss: 7209.9548]
Fri 20 Oct 2023 06:00:11 INFO epoch 40 evaluating [time: 7.72s, valid_score: 0.072800]
Fri 20 Oct 2023 06:00:11 INFO valid result:
hit@10 : 0.1153 hit@50 : 0.1895 ndcg@10 : 0.0728 ndcg@50 : 0.0886
Fri 20 Oct 2023 06:00:11 INFO Discovering multi-modal user interest before 41-th epoch
Fri 20 Oct 2023 06:00:11 INFO Finish multi-modal interest discovery before 41-th epoch
Fri 20 Oct 2023 06:01:01 INFO epoch 41 training [time: 50.08s, train loss: 7207.9633]
Fri 20 Oct 2023 06:01:09 INFO epoch 41 evaluating [time: 7.68s, valid_score: 0.073800]
Fri 20 Oct 2023 06:01:09 INFO valid result:
hit@10 : 0.1172 hit@50 : 0.191 ndcg@10 : 0.0738 ndcg@50 : 0.0896
Fri 20 Oct 2023 06:01:10 INFO Saving current: saved/MISSRec-Oct-20-2023_05-19-44.pth
Fri 20 Oct 2023 06:01:10 INFO Discovering multi-modal user interest before 42-th epoch
Fri 20 Oct 2023 06:01:10 INFO Finish multi-modal interest discovery before 42-th epoch
Fri 20 Oct 2023 06:02:00 INFO epoch 42 training [time: 50.09s, train loss: 7206.3537]
Fri 20 Oct 2023 06:02:07 INFO epoch 42 evaluating [time: 7.66s, valid_score: 0.073600]
Fri 20 Oct 2023 06:02:07 INFO valid result:
hit@10 : 0.1163 hit@50 : 0.1902 ndcg@10 : 0.0736 ndcg@50 : 0.0894
Fri 20 Oct 2023 06:02:07 INFO Discovering multi-modal user interest before 43-th epoch
Fri 20 Oct 2023 06:02:07 INFO Finish multi-modal interest discovery before 43-th epoch
Fri 20 Oct 2023 06:02:57 INFO epoch 43 training [time: 49.93s, train loss: 7204.2103]
Fri 20 Oct 2023 06:03:05 INFO epoch 43 evaluating [time: 7.58s, valid_score: 0.073300]
Fri 20 Oct 2023 06:03:05 INFO valid result:
hit@10 : 0.1155 hit@50 : 0.1899 ndcg@10 : 0.0733 ndcg@50 : 0.0893
Fri 20 Oct 2023 06:03:05 INFO Discovering multi-modal user interest before 44-th epoch
Fri 20 Oct 2023 06:03:05 INFO Finish multi-modal interest discovery before 44-th epoch
Fri 20 Oct 2023 06:03:55 INFO epoch 44 training [time: 50.04s, train loss: 7201.8630]
Fri 20 Oct 2023 06:04:02 INFO epoch 44 evaluating [time: 7.62s, valid_score: 0.073300]
Fri 20 Oct 2023 06:04:02 INFO valid result:
hit@10 : 0.116 hit@50 : 0.1904 ndcg@10 : 0.0733 ndcg@50 : 0.0893
Fri 20 Oct 2023 06:04:02 INFO Discovering multi-modal user interest before 45-th epoch
Fri 20 Oct 2023 06:04:03 INFO Finish multi-modal interest discovery before 45-th epoch
Fri 20 Oct 2023 06:04:52 INFO epoch 45 training [time: 49.78s, train loss: 7200.0572]
Fri 20 Oct 2023 06:05:00 INFO epoch 45 evaluating [time: 7.64s, valid_score: 0.073800]
Fri 20 Oct 2023 06:05:00 INFO valid result:
hit@10 : 0.1166 hit@50 : 0.1899 ndcg@10 : 0.0738 ndcg@50 : 0.0895
Fri 20 Oct 2023 06:05:01 INFO Saving current: saved/MISSRec-Oct-20-2023_05-19-44.pth
Fri 20 Oct 2023 06:05:01 INFO Discovering multi-modal user interest before 46-th epoch
Fri 20 Oct 2023 06:05:01 INFO Finish multi-modal interest discovery before 46-th epoch
Fri 20 Oct 2023 06:05:51 INFO epoch 46 training [time: 50.20s, train loss: 7198.1185]
Fri 20 Oct 2023 06:05:58 INFO epoch 46 evaluating [time: 7.63s, valid_score: 0.073300]
Fri 20 Oct 2023 06:05:58 INFO valid result:
hit@10 : 0.1161 hit@50 : 0.1908 ndcg@10 : 0.0733 ndcg@50 : 0.0893
Fri 20 Oct 2023 06:05:58 INFO Discovering multi-modal user interest before 47-th epoch
Fri 20 Oct 2023 06:05:59 INFO Finish multi-modal interest discovery before 47-th epoch
Fri 20 Oct 2023 06:06:49 INFO epoch 47 training [time: 50.49s, train loss: 7196.8707]
Fri 20 Oct 2023 06:06:57 INFO epoch 47 evaluating [time: 7.98s, valid_score: 0.074000]
Fri 20 Oct 2023 06:06:57 INFO valid result:
hit@10 : 0.1176 hit@50 : 0.1913 ndcg@10 : 0.074 ndcg@50 : 0.0898
Fri 20 Oct 2023 06:06:58 INFO Saving current: saved/MISSRec-Oct-20-2023_05-19-44.pth
Fri 20 Oct 2023 06:06:58 INFO Discovering multi-modal user interest before 48-th epoch
Fri 20 Oct 2023 06:06:58 INFO Finish multi-modal interest discovery before 48-th epoch
Fri 20 Oct 2023 06:07:47 INFO epoch 48 training [time: 49.69s, train loss: 7195.7912]
Fri 20 Oct 2023 06:07:55 INFO epoch 48 evaluating [time: 8.03s, valid_score: 0.074100]
Fri 20 Oct 2023 06:07:55 INFO valid result:
hit@10 : 0.1178 hit@50 : 0.1914 ndcg@10 : 0.0741 ndcg@50 : 0.0899
Fri 20 Oct 2023 06:07:56 INFO Saving current: saved/MISSRec-Oct-20-2023_05-19-44.pth
Fri 20 Oct 2023 06:07:56 INFO Discovering multi-modal user interest before 49-th epoch
Fri 20 Oct 2023 06:07:56 INFO Finish multi-modal interest discovery before 49-th epoch
Fri 20 Oct 2023 06:08:47 INFO epoch 49 training [time: 50.75s, train loss: 7193.5075]
Fri 20 Oct 2023 06:08:55 INFO epoch 49 evaluating [time: 7.72s, valid_score: 0.073900]
Fri 20 Oct 2023 06:08:55 INFO valid result:
hit@10 : 0.1167 hit@50 : 0.1914 ndcg@10 : 0.0739 ndcg@50 : 0.0899
Fri 20 Oct 2023 06:08:55 INFO Discovering multi-modal user interest before 50-th epoch
Fri 20 Oct 2023 06:08:55 INFO Finish multi-modal interest discovery before 50-th epoch
Fri 20 Oct 2023 06:09:45 INFO epoch 50 training [time: 50.05s, train loss: 7192.5568]
Fri 20 Oct 2023 06:09:52 INFO epoch 50 evaluating [time: 7.79s, valid_score: 0.074100]
Fri 20 Oct 2023 06:09:52 INFO valid result:
hit@10 : 0.1175 hit@50 : 0.192 ndcg@10 : 0.0741 ndcg@50 : 0.0901
Fri 20 Oct 2023 06:09:53 INFO Saving current: saved/MISSRec-Oct-20-2023_05-19-44.pth
Fri 20 Oct 2023 06:09:53 INFO Discovering multi-modal user interest before 51-th epoch
Fri 20 Oct 2023 06:09:53 INFO Finish multi-modal interest discovery before 51-th epoch
Fri 20 Oct 2023 06:10:43 INFO epoch 51 training [time: 50.27s, train loss: 7189.9576]
Fri 20 Oct 2023 06:10:51 INFO epoch 51 evaluating [time: 7.78s, valid_score: 0.073700]
Fri 20 Oct 2023 06:10:51 INFO valid result:
hit@10 : 0.1166 hit@50 : 0.191 ndcg@10 : 0.0737 ndcg@50 : 0.0897
Fri 20 Oct 2023 06:10:51 INFO Discovering multi-modal user interest before 52-th epoch
Fri 20 Oct 2023 06:10:51 INFO Finish multi-modal interest discovery before 52-th epoch
Fri 20 Oct 2023 06:11:41 INFO epoch 52 training [time: 49.90s, train loss: 7188.5257]
Fri 20 Oct 2023 06:11:49 INFO epoch 52 evaluating [time: 8.00s, valid_score: 0.074500]
Fri 20 Oct 2023 06:11:49 INFO valid result:
hit@10 : 0.1175 hit@50 : 0.1916 ndcg@10 : 0.0745 ndcg@50 : 0.0904
Fri 20 Oct 2023 06:11:50 INFO Saving current: saved/MISSRec-Oct-20-2023_05-19-44.pth
Fri 20 Oct 2023 06:11:50 INFO Discovering multi-modal user interest before 53-th epoch
Fri 20 Oct 2023 06:11:50 INFO Finish multi-modal interest discovery before 53-th epoch
Fri 20 Oct 2023 06:12:40 INFO epoch 53 training [time: 49.85s, train loss: 7188.4719]
Fri 20 Oct 2023 06:12:48 INFO epoch 53 evaluating [time: 7.98s, valid_score: 0.074200]
Fri 20 Oct 2023 06:12:48 INFO valid result:
hit@10 : 0.1174 hit@50 : 0.1914 ndcg@10 : 0.0742 ndcg@50 : 0.09
Fri 20 Oct 2023 06:12:48 INFO Discovering multi-modal user interest before 54-th epoch
Fri 20 Oct 2023 06:12:48 INFO Finish multi-modal interest discovery before 54-th epoch
Fri 20 Oct 2023 06:13:38 INFO epoch 54 training [time: 50.21s, train loss: 7183.9777]
Fri 20 Oct 2023 06:13:45 INFO epoch 54 evaluating [time: 7.66s, valid_score: 0.074300]
Fri 20 Oct 2023 06:13:45 INFO valid result:
hit@10 : 0.1169 hit@50 : 0.1916 ndcg@10 : 0.0743 ndcg@50 : 0.0903
Fri 20 Oct 2023 06:13:45 INFO Discovering multi-modal user interest before 55-th epoch
Fri 20 Oct 2023 06:13:46 INFO Finish multi-modal interest discovery before 55-th epoch
Fri 20 Oct 2023 06:14:36 INFO epoch 55 training [time: 50.08s, train loss: 7185.4568]
Fri 20 Oct 2023 06:14:43 INFO epoch 55 evaluating [time: 7.83s, valid_score: 0.074500]
Fri 20 Oct 2023 06:14:43 INFO valid result:
hit@10 : 0.1178 hit@50 : 0.1922 ndcg@10 : 0.0745 ndcg@50 : 0.0905
Fri 20 Oct 2023 06:14:44 INFO Saving current: saved/MISSRec-Oct-20-2023_05-19-44.pth
Fri 20 Oct 2023 06:14:44 INFO Discovering multi-modal user interest before 56-th epoch
Fri 20 Oct 2023 06:14:44 INFO Finish multi-modal interest discovery before 56-th epoch
Fri 20 Oct 2023 06:15:34 INFO epoch 56 training [time: 50.18s, train loss: 7184.8623]
Fri 20 Oct 2023 06:15:42 INFO epoch 56 evaluating [time: 7.78s, valid_score: 0.074400]
Fri 20 Oct 2023 06:15:42 INFO valid result:
hit@10 : 0.1176 hit@50 : 0.192 ndcg@10 : 0.0744 ndcg@50 : 0.0904
Fri 20 Oct 2023 06:15:42 INFO Discovering multi-modal user interest before 57-th epoch
Fri 20 Oct 2023 06:15:42 INFO Finish multi-modal interest discovery before 57-th epoch
Fri 20 Oct 2023 06:16:32 INFO epoch 57 training [time: 49.97s, train loss: 7182.8866]
Fri 20 Oct 2023 06:16:40 INFO epoch 57 evaluating [time: 7.75s, valid_score: 0.074600]
Fri 20 Oct 2023 06:16:40 INFO valid result:
hit@10 : 0.1176 hit@50 : 0.1921 ndcg@10 : 0.0746 ndcg@50 : 0.0906
Fri 20 Oct 2023 06:16:41 INFO Saving current: saved/MISSRec-Oct-20-2023_05-19-44.pth
Fri 20 Oct 2023 06:16:41 INFO Discovering multi-modal user interest before 58-th epoch
Fri 20 Oct 2023 06:16:41 INFO Finish multi-modal interest discovery before 58-th epoch
Fri 20 Oct 2023 06:17:30 INFO epoch 58 training [time: 49.75s, train loss: 7181.2728]
Fri 20 Oct 2023 06:17:38 INFO epoch 58 evaluating [time: 7.76s, valid_score: 0.074500]
Fri 20 Oct 2023 06:17:38 INFO valid result:
hit@10 : 0.1177 hit@50 : 0.1923 ndcg@10 : 0.0745 ndcg@50 : 0.0904
Fri 20 Oct 2023 06:17:38 INFO Discovering multi-modal user interest before 59-th epoch
Fri 20 Oct 2023 06:17:38 INFO Finish multi-modal interest discovery before 59-th epoch
Fri 20 Oct 2023 06:18:28 INFO epoch 59 training [time: 50.02s, train loss: 7180.7644]
Fri 20 Oct 2023 06:18:36 INFO epoch 59 evaluating [time: 7.81s, valid_score: 0.075000]
Fri 20 Oct 2023 06:18:36 INFO valid result:
hit@10 : 0.1182 hit@50 : 0.1925 ndcg@10 : 0.075 ndcg@50 : 0.0909
Fri 20 Oct 2023 06:18:37 INFO Saving current: saved/MISSRec-Oct-20-2023_05-19-44.pth
Fri 20 Oct 2023 06:18:37 INFO Discovering multi-modal user interest before 60-th epoch
Fri 20 Oct 2023 06:18:37 INFO Finish multi-modal interest discovery before 60-th epoch
Fri 20 Oct 2023 06:19:27 INFO epoch 60 training [time: 49.93s, train loss: 7179.2284]
Fri 20 Oct 2023 06:19:35 INFO epoch 60 evaluating [time: 8.06s, valid_score: 0.074800]
Fri 20 Oct 2023 06:19:35 INFO valid result:
hit@10 : 0.1182 hit@50 : 0.1931 ndcg@10 : 0.0748 ndcg@50 : 0.0909
Fri 20 Oct 2023 06:19:35 INFO Discovering multi-modal user interest before 61-th epoch
Fri 20 Oct 2023 06:19:35 INFO Finish multi-modal interest discovery before 61-th epoch
Fri 20 Oct 2023 06:20:24 INFO epoch 61 training [time: 49.73s, train loss: 7177.9999]
Fri 20 Oct 2023 06:20:32 INFO epoch 61 evaluating [time: 7.74s, valid_score: 0.074800]
Fri 20 Oct 2023 06:20:32 INFO valid result:
hit@10 : 0.1181 hit@50 : 0.1927 ndcg@10 : 0.0748 ndcg@50 : 0.0907
Fri 20 Oct 2023 06:20:32 INFO Discovering multi-modal user interest before 62-th epoch
Fri 20 Oct 2023 06:20:32 INFO Finish multi-modal interest discovery before 62-th epoch
Fri 20 Oct 2023 06:21:22 INFO epoch 62 training [time: 49.96s, train loss: 7177.1548]
Fri 20 Oct 2023 06:21:30 INFO epoch 62 evaluating [time: 7.67s, valid_score: 0.074100]
Fri 20 Oct 2023 06:21:30 INFO valid result:
hit@10 : 0.1171 hit@50 : 0.1911 ndcg@10 : 0.0741 ndcg@50 : 0.09
Fri 20 Oct 2023 06:21:30 INFO Discovering multi-modal user interest before 63-th epoch
Fri 20 Oct 2023 06:21:30 INFO Finish multi-modal interest discovery before 63-th epoch
Fri 20 Oct 2023 06:22:20 INFO epoch 63 training [time: 49.87s, train loss: 7175.8409]
Fri 20 Oct 2023 06:22:27 INFO epoch 63 evaluating [time: 7.61s, valid_score: 0.075000]
Fri 20 Oct 2023 06:22:27 INFO valid result:
hit@10 : 0.1188 hit@50 : 0.1925 ndcg@10 : 0.075 ndcg@50 : 0.0908
Fri 20 Oct 2023 06:22:28 INFO Saving current: saved/MISSRec-Oct-20-2023_05-19-44.pth
Fri 20 Oct 2023 06:22:28 INFO Discovering multi-modal user interest before 64-th epoch
Fri 20 Oct 2023 06:22:28 INFO Finish multi-modal interest discovery before 64-th epoch
Fri 20 Oct 2023 06:23:18 INFO epoch 64 training [time: 49.97s, train loss: 7173.7013]
Fri 20 Oct 2023 06:23:26 INFO epoch 64 evaluating [time: 7.60s, valid_score: 0.075100]
Fri 20 Oct 2023 06:23:26 INFO valid result:
hit@10 : 0.1186 hit@50 : 0.1934 ndcg@10 : 0.0751 ndcg@50 : 0.0911
Fri 20 Oct 2023 06:23:26 INFO Saving current: saved/MISSRec-Oct-20-2023_05-19-44.pth
Fri 20 Oct 2023 06:23:26 INFO Discovering multi-modal user interest before 65-th epoch
Fri 20 Oct 2023 06:23:26 INFO Finish multi-modal interest discovery before 65-th epoch
Fri 20 Oct 2023 06:24:16 INFO epoch 65 training [time: 49.70s, train loss: 7173.5733]
Fri 20 Oct 2023 06:24:24 INFO epoch 65 evaluating [time: 7.78s, valid_score: 0.074500]
Fri 20 Oct 2023 06:24:24 INFO valid result:
hit@10 : 0.1176 hit@50 : 0.193 ndcg@10 : 0.0745 ndcg@50 : 0.0907
Fri 20 Oct 2023 06:24:24 INFO Discovering multi-modal user interest before 66-th epoch
Fri 20 Oct 2023 06:24:24 INFO Finish multi-modal interest discovery before 66-th epoch
Fri 20 Oct 2023 06:25:14 INFO epoch 66 training [time: 49.80s, train loss: 7171.9121]
Fri 20 Oct 2023 06:25:21 INFO epoch 66 evaluating [time: 7.60s, valid_score: 0.074400]
Fri 20 Oct 2023 06:25:21 INFO valid result:
hit@10 : 0.1174 hit@50 : 0.1926 ndcg@10 : 0.0744 ndcg@50 : 0.0905
Fri 20 Oct 2023 06:25:21 INFO Discovering multi-modal user interest before 67-th epoch
Fri 20 Oct 2023 06:25:21 INFO Finish multi-modal interest discovery before 67-th epoch
Fri 20 Oct 2023 06:26:11 INFO epoch 67 training [time: 49.98s, train loss: 7169.9179]
Fri 20 Oct 2023 06:26:19 INFO epoch 67 evaluating [time: 7.60s, valid_score: 0.075100]
Fri 20 Oct 2023 06:26:19 INFO valid result:
hit@10 : 0.1182 hit@50 : 0.1931 ndcg@10 : 0.0751 ndcg@50 : 0.0912
Fri 20 Oct 2023 06:26:19 INFO Saving current: saved/MISSRec-Oct-20-2023_05-19-44.pth
Fri 20 Oct 2023 06:26:19 INFO Discovering multi-modal user interest before 68-th epoch
Fri 20 Oct 2023 06:26:20 INFO Finish multi-modal interest discovery before 68-th epoch
Fri 20 Oct 2023 06:27:09 INFO epoch 68 training [time: 49.77s, train loss: 7171.1051]
Fri 20 Oct 2023 06:27:17 INFO epoch 68 evaluating [time: 7.59s, valid_score: 0.075000]
Fri 20 Oct 2023 06:27:17 INFO valid result:
hit@10 : 0.1184 hit@50 : 0.1935 ndcg@10 : 0.075 ndcg@50 : 0.0911
Fri 20 Oct 2023 06:27:17 INFO Discovering multi-modal user interest before 69-th epoch
Fri 20 Oct 2023 06:27:17 INFO Finish multi-modal interest discovery before 69-th epoch
Fri 20 Oct 2023 06:28:07 INFO epoch 69 training [time: 50.15s, train loss: 7169.1136]
Fri 20 Oct 2023 06:28:15 INFO epoch 69 evaluating [time: 7.62s, valid_score: 0.074700]
Fri 20 Oct 2023 06:28:15 INFO valid result:
hit@10 : 0.1181 hit@50 : 0.1924 ndcg@10 : 0.0747 ndcg@50 : 0.0906
Fri 20 Oct 2023 06:28:15 INFO Discovering multi-modal user interest before 70-th epoch
Fri 20 Oct 2023 06:28:15 INFO Finish multi-modal interest discovery before 70-th epoch
Fri 20 Oct 2023 06:29:06 INFO epoch 70 training [time: 51.00s, train loss: 7168.1114]
Fri 20 Oct 2023 06:29:13 INFO epoch 70 evaluating [time: 7.63s, valid_score: 0.075000]
Fri 20 Oct 2023 06:29:13 INFO valid result:
hit@10 : 0.1183 hit@50 : 0.193 ndcg@10 : 0.075 ndcg@50 : 0.091
Fri 20 Oct 2023 06:29:13 INFO Discovering multi-modal user interest before 71-th epoch
Fri 20 Oct 2023 06:29:13 INFO Finish multi-modal interest discovery before 71-th epoch
Fri 20 Oct 2023 06:30:03 INFO epoch 71 training [time: 49.71s, train loss: 7166.9680]
Fri 20 Oct 2023 06:30:11 INFO epoch 71 evaluating [time: 7.59s, valid_score: 0.075200]
Fri 20 Oct 2023 06:30:11 INFO valid result:
hit@10 : 0.1187 hit@50 : 0.1928 ndcg@10 : 0.0752 ndcg@50 : 0.0911
Fri 20 Oct 2023 06:30:11 INFO Saving current: saved/MISSRec-Oct-20-2023_05-19-44.pth
Fri 20 Oct 2023 06:30:11 INFO Discovering multi-modal user interest before 72-th epoch
Fri 20 Oct 2023 06:30:11 INFO Finish multi-modal interest discovery before 72-th epoch
Fri 20 Oct 2023 06:31:02 INFO epoch 72 training [time: 50.44s, train loss: 7166.8564]
Fri 20 Oct 2023 06:31:09 INFO epoch 72 evaluating [time: 7.60s, valid_score: 0.075100]
Fri 20 Oct 2023 06:31:09 INFO valid result:
hit@10 : 0.1188 hit@50 : 0.1937 ndcg@10 : 0.0751 ndcg@50 : 0.0912
Fri 20 Oct 2023 06:31:09 INFO Discovering multi-modal user interest before 73-th epoch
Fri 20 Oct 2023 06:31:09 INFO Finish multi-modal interest discovery before 73-th epoch
Fri 20 Oct 2023 06:31:59 INFO epoch 73 training [time: 50.07s, train loss: 7166.7226]
Fri 20 Oct 2023 06:32:07 INFO epoch 73 evaluating [time: 7.79s, valid_score: 0.075700]
Fri 20 Oct 2023 06:32:07 INFO valid result:
hit@10 : 0.1195 hit@50 : 0.1941 ndcg@10 : 0.0757 ndcg@50 : 0.0917
Fri 20 Oct 2023 06:32:08 INFO Saving current: saved/MISSRec-Oct-20-2023_05-19-44.pth
Fri 20 Oct 2023 06:32:08 INFO Discovering multi-modal user interest before 74-th epoch
Fri 20 Oct 2023 06:32:08 INFO Finish multi-modal interest discovery before 74-th epoch
Fri 20 Oct 2023 06:32:58 INFO epoch 74 training [time: 49.86s, train loss: 7163.8969]
Fri 20 Oct 2023 06:33:05 INFO epoch 74 evaluating [time: 7.64s, valid_score: 0.074900]
Fri 20 Oct 2023 06:33:05 INFO valid result:
hit@10 : 0.1177 hit@50 : 0.1927 ndcg@10 : 0.0749 ndcg@50 : 0.0911
Fri 20 Oct 2023 06:33:05 INFO Discovering multi-modal user interest before 75-th epoch
Fri 20 Oct 2023 06:33:05 INFO Finish multi-modal interest discovery before 75-th epoch
Fri 20 Oct 2023 06:33:55 INFO epoch 75 training [time: 50.03s, train loss: 7165.3545]
Fri 20 Oct 2023 06:34:03 INFO epoch 75 evaluating [time: 7.58s, valid_score: 0.075700]
Fri 20 Oct 2023 06:34:03 INFO valid result:
hit@10 : 0.1194 hit@50 : 0.1936 ndcg@10 : 0.0757 ndcg@50 : 0.0916
Fri 20 Oct 2023 06:34:04 INFO Saving current: saved/MISSRec-Oct-20-2023_05-19-44.pth
Fri 20 Oct 2023 06:34:04 INFO Discovering multi-modal user interest before 76-th epoch
Fri 20 Oct 2023 06:34:04 INFO Finish multi-modal interest discovery before 76-th epoch
Fri 20 Oct 2023 06:34:54 INFO epoch 76 training [time: 50.25s, train loss: 7163.8866]
Fri 20 Oct 2023 06:35:02 INFO epoch 76 evaluating [time: 7.59s, valid_score: 0.075500]
Fri 20 Oct 2023 06:35:02 INFO valid result:
hit@10 : 0.1188 hit@50 : 0.1939 ndcg@10 : 0.0755 ndcg@50 : 0.0916
Fri 20 Oct 2023 06:35:02 INFO Discovering multi-modal user interest before 77-th epoch
Fri 20 Oct 2023 06:35:02 INFO Finish multi-modal interest discovery before 77-th epoch
Fri 20 Oct 2023 06:35:53 INFO epoch 77 training [time: 51.62s, train loss: 7163.1839]
Fri 20 Oct 2023 06:36:01 INFO epoch 77 evaluating [time: 7.67s, valid_score: 0.075700]
Fri 20 Oct 2023 06:36:01 INFO valid result:
hit@10 : 0.1192 hit@50 : 0.1938 ndcg@10 : 0.0757 ndcg@50 : 0.0917
Fri 20 Oct 2023 06:36:02 INFO Saving current: saved/MISSRec-Oct-20-2023_05-19-44.pth
Fri 20 Oct 2023 06:36:02 INFO Discovering multi-modal user interest before 78-th epoch
Fri 20 Oct 2023 06:36:02 INFO Finish multi-modal interest discovery before 78-th epoch
Fri 20 Oct 2023 06:36:52 INFO epoch 78 training [time: 50.79s, train loss: 7161.5096]
Fri 20 Oct 2023 06:37:01 INFO epoch 78 evaluating [time: 8.54s, valid_score: 0.074900]
Fri 20 Oct 2023 06:37:01 INFO valid result:
hit@10 : 0.118 hit@50 : 0.1934 ndcg@10 : 0.0749 ndcg@50 : 0.091
Fri 20 Oct 2023 06:37:01 INFO Discovering multi-modal user interest before 79-th epoch
Fri 20 Oct 2023 06:37:01 INFO Finish multi-modal interest discovery before 79-th epoch
Fri 20 Oct 2023 06:37:51 INFO epoch 79 training [time: 50.56s, train loss: 7159.1165]
Fri 20 Oct 2023 06:37:59 INFO epoch 79 evaluating [time: 7.63s, valid_score: 0.075900]
Fri 20 Oct 2023 06:37:59 INFO valid result:
hit@10 : 0.1197 hit@50 : 0.1942 ndcg@10 : 0.0759 ndcg@50 : 0.0919
Fri 20 Oct 2023 06:38:00 INFO Saving current: saved/MISSRec-Oct-20-2023_05-19-44.pth
Fri 20 Oct 2023 06:38:00 INFO Discovering multi-modal user interest before 80-th epoch
Fri 20 Oct 2023 06:38:00 INFO Finish multi-modal interest discovery before 80-th epoch
Fri 20 Oct 2023 06:38:50 INFO epoch 80 training [time: 50.11s, train loss: 7159.7875]
Fri 20 Oct 2023 06:38:58 INFO epoch 80 evaluating [time: 7.69s, valid_score: 0.075300]
Fri 20 Oct 2023 06:38:58 INFO valid result:
hit@10 : 0.1189 hit@50 : 0.1933 ndcg@10 : 0.0753 ndcg@50 : 0.0912
Fri 20 Oct 2023 06:38:58 INFO Discovering multi-modal user interest before 81-th epoch
Fri 20 Oct 2023 06:38:58 INFO Finish multi-modal interest discovery before 81-th epoch
Fri 20 Oct 2023 06:39:48 INFO epoch 81 training [time: 49.87s, train loss: 7158.0384]
Fri 20 Oct 2023 06:39:55 INFO epoch 81 evaluating [time: 7.58s, valid_score: 0.075500]
Fri 20 Oct 2023 06:39:55 INFO valid result:
hit@10 : 0.119 hit@50 : 0.1938 ndcg@10 : 0.0755 ndcg@50 : 0.0915
Fri 20 Oct 2023 06:39:55 INFO Discovering multi-modal user interest before 82-th epoch
Fri 20 Oct 2023 06:39:55 INFO Finish multi-modal interest discovery before 82-th epoch
Fri 20 Oct 2023 06:40:45 INFO epoch 82 training [time: 49.94s, train loss: 7157.7642]
Fri 20 Oct 2023 06:40:53 INFO epoch 82 evaluating [time: 7.63s, valid_score: 0.075900]
Fri 20 Oct 2023 06:40:53 INFO valid result:
hit@10 : 0.1196 hit@50 : 0.194 ndcg@10 : 0.0759 ndcg@50 : 0.0918
Fri 20 Oct 2023 06:40:53 INFO Saving current: saved/MISSRec-Oct-20-2023_05-19-44.pth
Fri 20 Oct 2023 06:40:53 INFO Discovering multi-modal user interest before 83-th epoch
Fri 20 Oct 2023 06:40:53 INFO Finish multi-modal interest discovery before 83-th epoch
Fri 20 Oct 2023 06:41:44 INFO epoch 83 training [time: 50.98s, train loss: 7157.0913]
Fri 20 Oct 2023 06:41:52 INFO epoch 83 evaluating [time: 7.64s, valid_score: 0.075700]
Fri 20 Oct 2023 06:41:52 INFO valid result:
hit@10 : 0.1188 hit@50 : 0.1936 ndcg@10 : 0.0757 ndcg@50 : 0.0917
Fri 20 Oct 2023 06:41:52 INFO Discovering multi-modal user interest before 84-th epoch
Fri 20 Oct 2023 06:41:52 INFO Finish multi-modal interest discovery before 84-th epoch
Fri 20 Oct 2023 06:42:42 INFO epoch 84 training [time: 50.05s, train loss: 7156.4439]
Fri 20 Oct 2023 06:42:50 INFO epoch 84 evaluating [time: 7.60s, valid_score: 0.075400]
Fri 20 Oct 2023 06:42:50 INFO valid result:
hit@10 : 0.1191 hit@50 : 0.1933 ndcg@10 : 0.0754 ndcg@50 : 0.0913
Fri 20 Oct 2023 06:42:50 INFO Discovering multi-modal user interest before 85-th epoch
Fri 20 Oct 2023 06:42:50 INFO Finish multi-modal interest discovery before 85-th epoch
Fri 20 Oct 2023 06:43:40 INFO epoch 85 training [time: 50.13s, train loss: 7155.6215]
Fri 20 Oct 2023 06:43:47 INFO epoch 85 evaluating [time: 7.61s, valid_score: 0.075800]
Fri 20 Oct 2023 06:43:47 INFO valid result:
hit@10 : 0.1196 hit@50 : 0.194 ndcg@10 : 0.0758 ndcg@50 : 0.0917
Fri 20 Oct 2023 06:43:47 INFO Discovering multi-modal user interest before 86-th epoch
Fri 20 Oct 2023 06:43:47 INFO Finish multi-modal interest discovery before 86-th epoch
Fri 20 Oct 2023 06:44:37 INFO epoch 86 training [time: 49.73s, train loss: 7155.2285]
Fri 20 Oct 2023 06:44:45 INFO epoch 86 evaluating [time: 7.77s, valid_score: 0.075800]
Fri 20 Oct 2023 06:44:45 INFO valid result:
hit@10 : 0.1194 hit@50 : 0.1942 ndcg@10 : 0.0758 ndcg@50 : 0.0919
Fri 20 Oct 2023 06:44:45 INFO Discovering multi-modal user interest before 87-th epoch
Fri 20 Oct 2023 06:44:45 INFO Finish multi-modal interest discovery before 87-th epoch
Fri 20 Oct 2023 06:45:35 INFO epoch 87 training [time: 49.81s, train loss: 7154.5822]
Fri 20 Oct 2023 06:45:42 INFO epoch 87 evaluating [time: 7.58s, valid_score: 0.075700]
Fri 20 Oct 2023 06:45:42 INFO valid result:
hit@10 : 0.1192 hit@50 : 0.193 ndcg@10 : 0.0757 ndcg@50 : 0.0915
Fri 20 Oct 2023 06:45:42 INFO Discovering multi-modal user interest before 88-th epoch
Fri 20 Oct 2023 06:45:42 INFO Finish multi-modal interest discovery before 88-th epoch
Fri 20 Oct 2023 06:46:32 INFO epoch 88 training [time: 50.06s, train loss: 7153.3580]
Fri 20 Oct 2023 06:46:40 INFO epoch 88 evaluating [time: 7.53s, valid_score: 0.076200]
Fri 20 Oct 2023 06:46:40 INFO valid result:
hit@10 : 0.1201 hit@50 : 0.1944 ndcg@10 : 0.0762 ndcg@50 : 0.0921
Fri 20 Oct 2023 06:46:41 INFO Saving current: saved/MISSRec-Oct-20-2023_05-19-44.pth
Fri 20 Oct 2023 06:46:41 INFO Discovering multi-modal user interest before 89-th epoch
Fri 20 Oct 2023 06:46:41 INFO Finish multi-modal interest discovery before 89-th epoch
Fri 20 Oct 2023 06:47:31 INFO epoch 89 training [time: 50.01s, train loss: 7153.9206]
Fri 20 Oct 2023 06:47:38 INFO epoch 89 evaluating [time: 7.59s, valid_score: 0.076600]
Fri 20 Oct 2023 06:47:38 INFO valid result:
hit@10 : 0.1208 hit@50 : 0.1954 ndcg@10 : 0.0766 ndcg@50 : 0.0926
Fri 20 Oct 2023 06:47:39 INFO Saving current: saved/MISSRec-Oct-20-2023_05-19-44.pth
Fri 20 Oct 2023 06:47:39 INFO Discovering multi-modal user interest before 90-th epoch
Fri 20 Oct 2023 06:47:39 INFO Finish multi-modal interest discovery before 90-th epoch
Fri 20 Oct 2023 06:48:29 INFO epoch 90 training [time: 50.14s, train loss: 7152.3939]
Fri 20 Oct 2023 06:48:37 INFO epoch 90 evaluating [time: 7.65s, valid_score: 0.075600]
Fri 20 Oct 2023 06:48:37 INFO valid result:
hit@10 : 0.1188 hit@50 : 0.1934 ndcg@10 : 0.0756 ndcg@50 : 0.0916
Fri 20 Oct 2023 06:48:37 INFO Discovering multi-modal user interest before 91-th epoch
Fri 20 Oct 2023 06:48:37 INFO Finish multi-modal interest discovery before 91-th epoch
Fri 20 Oct 2023 06:49:27 INFO epoch 91 training [time: 50.19s, train loss: 7150.9460]
Fri 20 Oct 2023 06:49:35 INFO epoch 91 evaluating [time: 7.58s, valid_score: 0.076200]
Fri 20 Oct 2023 06:49:35 INFO valid result:
hit@10 : 0.1202 hit@50 : 0.1944 ndcg@10 : 0.0762 ndcg@50 : 0.092
Fri 20 Oct 2023 06:49:35 INFO Discovering multi-modal user interest before 92-th epoch
Fri 20 Oct 2023 06:49:35 INFO Finish multi-modal interest discovery before 92-th epoch
Fri 20 Oct 2023 06:50:24 INFO epoch 92 training [time: 49.76s, train loss: 7151.2403]
Fri 20 Oct 2023 06:50:32 INFO epoch 92 evaluating [time: 7.57s, valid_score: 0.075600]
Fri 20 Oct 2023 06:50:32 INFO valid result:
hit@10 : 0.1189 hit@50 : 0.1939 ndcg@10 : 0.0756 ndcg@50 : 0.0917
Fri 20 Oct 2023 06:50:32 INFO Discovering multi-modal user interest before 93-th epoch
Fri 20 Oct 2023 06:50:32 INFO Finish multi-modal interest discovery before 93-th epoch
Fri 20 Oct 2023 06:51:22 INFO epoch 93 training [time: 49.94s, train loss: 7149.0982]
Fri 20 Oct 2023 06:51:29 INFO epoch 93 evaluating [time: 7.52s, valid_score: 0.076000]
Fri 20 Oct 2023 06:51:29 INFO valid result:
hit@10 : 0.1196 hit@50 : 0.1943 ndcg@10 : 0.076 ndcg@50 : 0.092
Fri 20 Oct 2023 06:51:29 INFO Discovering multi-modal user interest before 94-th epoch
Fri 20 Oct 2023 06:51:29 INFO Finish multi-modal interest discovery before 94-th epoch
Fri 20 Oct 2023 06:52:19 INFO epoch 94 training [time: 49.76s, train loss: 7150.4653]
Fri 20 Oct 2023 06:52:27 INFO epoch 94 evaluating [time: 7.58s, valid_score: 0.076200]
Fri 20 Oct 2023 06:52:27 INFO valid result:
hit@10 : 0.1201 hit@50 : 0.1952 ndcg@10 : 0.0762 ndcg@50 : 0.0924
Fri 20 Oct 2023 06:52:27 INFO Discovering multi-modal user interest before 95-th epoch
Fri 20 Oct 2023 06:52:27 INFO Finish multi-modal interest discovery before 95-th epoch
Fri 20 Oct 2023 06:53:17 INFO epoch 95 training [time: 50.00s, train loss: 7149.4016]
Fri 20 Oct 2023 06:53:24 INFO epoch 95 evaluating [time: 7.72s, valid_score: 0.075700]
Fri 20 Oct 2023 06:53:24 INFO valid result:
hit@10 : 0.1188 hit@50 : 0.1937 ndcg@10 : 0.0757 ndcg@50 : 0.0918
Fri 20 Oct 2023 06:53:24 INFO Discovering multi-modal user interest before 96-th epoch
Fri 20 Oct 2023 06:53:25 INFO Finish multi-modal interest discovery before 96-th epoch
Fri 20 Oct 2023 06:54:15 INFO epoch 96 training [time: 50.14s, train loss: 7147.5203]
Fri 20 Oct 2023 06:54:22 INFO epoch 96 evaluating [time: 7.61s, valid_score: 0.075400]
Fri 20 Oct 2023 06:54:22 INFO valid result:
hit@10 : 0.1183 hit@50 : 0.1927 ndcg@10 : 0.0754 ndcg@50 : 0.0913
Fri 20 Oct 2023 06:54:22 INFO Discovering multi-modal user interest before 97-th epoch
Fri 20 Oct 2023 06:54:22 INFO Finish multi-modal interest discovery before 97-th epoch
Fri 20 Oct 2023 06:55:12 INFO epoch 97 training [time: 49.71s, train loss: 7146.3447]
Fri 20 Oct 2023 06:55:19 INFO epoch 97 evaluating [time: 7.54s, valid_score: 0.075900]
Fri 20 Oct 2023 06:55:19 INFO valid result:
hit@10 : 0.1196 hit@50 : 0.1946 ndcg@10 : 0.0759 ndcg@50 : 0.0919
Fri 20 Oct 2023 06:55:19 INFO Discovering multi-modal user interest before 98-th epoch
Fri 20 Oct 2023 06:55:20 INFO Finish multi-modal interest discovery before 98-th epoch
Fri 20 Oct 2023 06:56:09 INFO epoch 98 training [time: 50.07s, train loss: 7147.2349]
Fri 20 Oct 2023 06:56:17 INFO epoch 98 evaluating [time: 7.68s, valid_score: 0.076500]
Fri 20 Oct 2023 06:56:17 INFO valid result:
hit@10 : 0.1201 hit@50 : 0.1951 ndcg@10 : 0.0765 ndcg@50 : 0.0925
Fri 20 Oct 2023 06:56:17 INFO Discovering multi-modal user interest before 99-th epoch
Fri 20 Oct 2023 06:56:17 INFO Finish multi-modal interest discovery before 99-th epoch
Fri 20 Oct 2023 06:57:07 INFO epoch 99 training [time: 50.03s, train loss: 7146.8775]
Fri 20 Oct 2023 06:57:15 INFO epoch 99 evaluating [time: 7.56s, valid_score: 0.075900]
Fri 20 Oct 2023 06:57:15 INFO valid result:
hit@10 : 0.1192 hit@50 : 0.1932 ndcg@10 : 0.0759 ndcg@50 : 0.0918
Fri 20 Oct 2023 06:57:15 INFO Discovering multi-modal user interest before 100-th epoch
Fri 20 Oct 2023 06:57:15 INFO Finish multi-modal interest discovery before 100-th epoch
Fri 20 Oct 2023 06:58:05 INFO epoch 100 training [time: 50.36s, train loss: 7146.5494]
Fri 20 Oct 2023 06:58:13 INFO epoch 100 evaluating [time: 7.55s, valid_score: 0.075900]
Fri 20 Oct 2023 06:58:13 INFO valid result:
hit@10 : 0.1194 hit@50 : 0.1942 ndcg@10 : 0.0759 ndcg@50 : 0.0919
Fri 20 Oct 2023 06:58:13 INFO Finished training, best eval result in epoch 89
Fri 20 Oct 2023 06:58:13 INFO Loading model structure and parameters from saved/MISSRec-Oct-20-2023_05-19-44.pth
Fri 20 Oct 2023 06:58:20 INFO best valid : OrderedDict([('hit@10', 0.1208), ('hit@50', 0.1954), ('ndcg@10', 0.0766), ('ndcg@50', 0.0926)])
Fri 20 Oct 2023 06:58:20 INFO test result: OrderedDict([('hit@10', 0.1038), ('hit@50', 0.1701), ('ndcg@10', 0.0666), ('ndcg@50', 0.0808)])
Fri 20 Oct 2023 06:58:20 INFO Write log to /data/wangjinpeng/MISSRec_clear/log/MISSRec_gpu2/Oct-20-2023_05-19-23_.log