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Oct-20-2023_04-09-49.log
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Oct-20-2023_04-09-49.log
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Fri 20 Oct 2023 04:09:49 INFO Change train stage from 'transductive_ft' to 'inductive_ft'
Fri 20 Oct 2023 04:09:49 INFO
General Hyper Parameters:
gpu_id = 0
use_gpu = True
seed = 2020
state = INFO
reproducibility = True
data_path = dataset/downstream/Arts_mm_full
checkpoint_dir = saved
show_progress = True
save_dataset = False
dataset_save_path = None
save_dataloaders = False
dataloaders_save_path = None
log_wandb = False
Training Hyper Parameters:
epochs = 300
train_batch_size = 512
learner = adam
learning_rate = 0.001
neg_sampling = None
eval_step = 1
stopping_step = 10
clip_grad_norm = None
weight_decay = 0.0
loss_decimal_place = 4
Evaluation Hyper Parameters:
eval_args = {'split': {'LS': 'valid_and_test'}, 'order': 'TO', 'mode': 'full', 'group_by': 'user'}
repeatable = True
metrics = ['HIT', 'NDCG']
topk = [10, 50]
valid_metric = NDCG@10
valid_metric_bigger = True
eval_batch_size = 1024
metric_decimal_place = 4
Dataset Hyper Parameters:
field_separator =
seq_separator =
USER_ID_FIELD = user_id
ITEM_ID_FIELD = item_id
RATING_FIELD = rating
TIME_FIELD = timestamp
seq_len = None
LABEL_FIELD = label
threshold = None
NEG_PREFIX = neg_
load_col = {'inter': ['user_id', 'item_id_list', 'item_id']}
unload_col = None
unused_col = None
additional_feat_suffix = None
rm_dup_inter = None
val_interval = None
filter_inter_by_user_or_item = True
user_inter_num_interval = [0,inf)
item_inter_num_interval = [0,inf)
alias_of_user_id = None
alias_of_item_id = ['item_id_list']
alias_of_entity_id = None
alias_of_relation_id = None
preload_weight = None
normalize_field = None
normalize_all = None
ITEM_LIST_LENGTH_FIELD = item_length
LIST_SUFFIX = _list
MAX_ITEM_LIST_LENGTH = 50
POSITION_FIELD = position_id
HEAD_ENTITY_ID_FIELD = head_id
TAIL_ENTITY_ID_FIELD = tail_id
RELATION_ID_FIELD = relation_id
ENTITY_ID_FIELD = entity_id
benchmark_filename = ['train', 'valid', 'test']
Other Hyper Parameters:
wandb_project = recbole
require_pow = False
MODEL_TYPE = ModelType.SEQUENTIAL
n_layers = 2
n_heads = 4
hidden_size = 300
inner_size = 256
hidden_dropout_prob = 0.5
attn_dropout_prob = 0.5
hidden_act = gelu
layer_norm_eps = 1e-12
initializer_range = 0.02
loss_type = CE
item_drop_ratio = 0.2
item_drop_coefficient = 0.9
lambda = 0.001
gamma = 0.0001
plm_suffix = feat1CLS
plm_suffix_aug = feat2CLS
img_suffix = feat3CLS
id_type = id
modal_type = img_text
plm_size = 512
img_size = 512
temperature = 0.07
seq_mm_fusion = add
item_mm_fusion = dynamic_shared
transform = None
train_stage = inductive_ft
log_prefix = gpu4
log_suffix =
interest_ratio = 0.5
knn_local_ratio = 0.2
MODEL_INPUT_TYPE = InputType.POINTWISE
eval_type = EvaluatorType.RANKING
device = cuda
train_neg_sample_args = {'strategy': 'none'}
eval_neg_sample_args = {'strategy': 'full', 'distribution': 'uniform'}
Fri 20 Oct 2023 04:09:56 INFO Arts_mm_full
The number of users: 45487
Average actions of users: 7.687288396429671
The number of items: 21020
Average actions of items: 16.635615395594463
The number of inters: 349664
The sparsity of the dataset: 99.96342949858824%
Remain Fields: ['user_id', 'item_id_list', 'item_id', 'item_length']
Fri 20 Oct 2023 04:10:00 INFO [Training]: train_batch_size = [512] negative sampling: [None]
Fri 20 Oct 2023 04:10:00 INFO [Evaluation]: eval_batch_size = [1024] eval_args: [{'split': {'LS': 'valid_and_test'}, 'order': 'TO', 'mode': 'full', 'group_by': 'user'}]
Fri 20 Oct 2023 04:10:02 INFO MISSRec(
(item_embedding): None
(position_embedding): Embedding(50, 300)
(trm_model): Transformer(
(encoder): TransformerEncoder(
(layers): ModuleList(
(0): TransformerEncoderLayer(
(self_attn): MultiheadAttention(
(out_proj): NonDynamicallyQuantizableLinear(in_features=300, out_features=300, bias=True)
)
(linear1): Linear(in_features=300, out_features=256, bias=True)
(dropout): Dropout(p=0.5, inplace=False)
(linear2): Linear(in_features=256, out_features=300, bias=True)
(norm1): LayerNorm((300,), eps=1e-12, elementwise_affine=True)
(norm2): LayerNorm((300,), eps=1e-12, elementwise_affine=True)
(dropout1): Dropout(p=0.5, inplace=False)
(dropout2): Dropout(p=0.5, inplace=False)
)
)
(norm): LayerNorm((300,), eps=1e-12, elementwise_affine=True)
)
(decoder): TransformerDecoder(
(layers): ModuleList(
(0): TransformerDecoderLayer(
(self_attn): MultiheadAttention(
(out_proj): NonDynamicallyQuantizableLinear(in_features=300, out_features=300, bias=True)
)
(multihead_attn): MultiheadAttention(
(out_proj): NonDynamicallyQuantizableLinear(in_features=300, out_features=300, bias=True)
)
(linear1): Linear(in_features=300, out_features=256, bias=True)
(dropout): Dropout(p=0.5, inplace=False)
(linear2): Linear(in_features=256, out_features=300, bias=True)
(norm1): LayerNorm((300,), eps=1e-12, elementwise_affine=True)
(norm2): LayerNorm((300,), eps=1e-12, elementwise_affine=True)
(norm3): LayerNorm((300,), eps=1e-12, elementwise_affine=True)
(dropout1): Dropout(p=0.5, inplace=False)
(dropout2): Dropout(p=0.5, inplace=False)
(dropout3): Dropout(p=0.5, inplace=False)
)
)
(norm): LayerNorm((300,), eps=1e-12, elementwise_affine=True)
)
)
(LayerNorm): LayerNorm((300,), eps=1e-12, elementwise_affine=True)
(dropout): Dropout(p=0.5, inplace=False)
(loss_fct): CrossEntropyLoss()
(plm_embedding): Embedding(21020, 512, padding_idx=0)
(img_embedding): Embedding(21020, 512, padding_idx=0)
(text_adaptor): Linear(in_features=512, out_features=300, bias=True)
(img_adaptor): Linear(in_features=512, out_features=300, bias=True)
)
Trainable parameters: 1719513.0
Fri 20 Oct 2023 04:10:02 INFO Trainable parameters: ['fusion_factor', 'position_embedding.weight', 'trm_model.encoder.layers.0.self_attn.in_proj_weight', 'trm_model.encoder.layers.0.self_attn.in_proj_bias', 'trm_model.encoder.layers.0.self_attn.out_proj.weight', 'trm_model.encoder.layers.0.self_attn.out_proj.bias', 'trm_model.encoder.layers.0.linear1.weight', 'trm_model.encoder.layers.0.linear1.bias', 'trm_model.encoder.layers.0.linear2.weight', 'trm_model.encoder.layers.0.linear2.bias', 'trm_model.encoder.layers.0.norm1.weight', 'trm_model.encoder.layers.0.norm1.bias', 'trm_model.encoder.layers.0.norm2.weight', 'trm_model.encoder.layers.0.norm2.bias', 'trm_model.encoder.norm.weight', 'trm_model.encoder.norm.bias', 'trm_model.decoder.layers.0.self_attn.in_proj_weight', 'trm_model.decoder.layers.0.self_attn.in_proj_bias', 'trm_model.decoder.layers.0.self_attn.out_proj.weight', 'trm_model.decoder.layers.0.self_attn.out_proj.bias', 'trm_model.decoder.layers.0.multihead_attn.in_proj_weight', 'trm_model.decoder.layers.0.multihead_attn.in_proj_bias', 'trm_model.decoder.layers.0.multihead_attn.out_proj.weight', 'trm_model.decoder.layers.0.multihead_attn.out_proj.bias', 'trm_model.decoder.layers.0.linear1.weight', 'trm_model.decoder.layers.0.linear1.bias', 'trm_model.decoder.layers.0.linear2.weight', 'trm_model.decoder.layers.0.linear2.bias', 'trm_model.decoder.layers.0.norm1.weight', 'trm_model.decoder.layers.0.norm1.bias', 'trm_model.decoder.layers.0.norm2.weight', 'trm_model.decoder.layers.0.norm2.bias', 'trm_model.decoder.layers.0.norm3.weight', 'trm_model.decoder.layers.0.norm3.bias', 'trm_model.decoder.norm.weight', 'trm_model.decoder.norm.bias', 'LayerNorm.weight', 'LayerNorm.bias', 'text_adaptor.weight', 'text_adaptor.bias', 'img_adaptor.weight', 'img_adaptor.bias']
Fri 20 Oct 2023 04:10:03 INFO Discovering multi-modal user interest before 0-th epoch
Fri 20 Oct 2023 04:10:06 INFO Finish multi-modal interest discovery before 0-th epoch
Fri 20 Oct 2023 04:10:36 INFO epoch 0 training [time: 32.63s, train loss: 4444.2946]
Fri 20 Oct 2023 04:10:40 INFO epoch 0 evaluating [time: 3.81s, valid_score: 0.049600]
Fri 20 Oct 2023 04:10:40 INFO valid result:
hit@10 : 0.092 hit@50 : 0.1768 ndcg@10 : 0.0496 ndcg@50 : 0.0678
Fri 20 Oct 2023 04:10:40 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-03.pth
Fri 20 Oct 2023 04:10:40 INFO Discovering multi-modal user interest before 1-th epoch
Fri 20 Oct 2023 04:10:40 INFO Finish multi-modal interest discovery before 1-th epoch
Fri 20 Oct 2023 04:11:11 INFO epoch 1 training [time: 30.67s, train loss: 4314.6448]
Fri 20 Oct 2023 04:11:15 INFO epoch 1 evaluating [time: 3.96s, valid_score: 0.055800]
Fri 20 Oct 2023 04:11:15 INFO valid result:
hit@10 : 0.1055 hit@50 : 0.1954 ndcg@10 : 0.0558 ndcg@50 : 0.075
Fri 20 Oct 2023 04:11:16 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-03.pth
Fri 20 Oct 2023 04:11:16 INFO Discovering multi-modal user interest before 2-th epoch
Fri 20 Oct 2023 04:11:16 INFO Finish multi-modal interest discovery before 2-th epoch
Fri 20 Oct 2023 04:11:47 INFO epoch 2 training [time: 31.51s, train loss: 4269.6540]
Fri 20 Oct 2023 04:11:51 INFO epoch 2 evaluating [time: 3.78s, valid_score: 0.058300]
Fri 20 Oct 2023 04:11:51 INFO valid result:
hit@10 : 0.1111 hit@50 : 0.2042 ndcg@10 : 0.0583 ndcg@50 : 0.0783
Fri 20 Oct 2023 04:11:52 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-03.pth
Fri 20 Oct 2023 04:11:52 INFO Discovering multi-modal user interest before 3-th epoch
Fri 20 Oct 2023 04:11:52 INFO Finish multi-modal interest discovery before 3-th epoch
Fri 20 Oct 2023 04:12:22 INFO epoch 3 training [time: 30.70s, train loss: 4242.4073]
Fri 20 Oct 2023 04:12:26 INFO epoch 3 evaluating [time: 3.71s, valid_score: 0.060800]
Fri 20 Oct 2023 04:12:26 INFO valid result:
hit@10 : 0.1146 hit@50 : 0.2079 ndcg@10 : 0.0608 ndcg@50 : 0.0808
Fri 20 Oct 2023 04:12:27 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-03.pth
Fri 20 Oct 2023 04:12:27 INFO Discovering multi-modal user interest before 4-th epoch
Fri 20 Oct 2023 04:12:27 INFO Finish multi-modal interest discovery before 4-th epoch
Fri 20 Oct 2023 04:12:57 INFO epoch 4 training [time: 30.87s, train loss: 4223.1388]
Fri 20 Oct 2023 04:13:01 INFO epoch 4 evaluating [time: 3.69s, valid_score: 0.061600]
Fri 20 Oct 2023 04:13:01 INFO valid result:
hit@10 : 0.116 hit@50 : 0.2115 ndcg@10 : 0.0616 ndcg@50 : 0.0821
Fri 20 Oct 2023 04:13:02 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-03.pth
Fri 20 Oct 2023 04:13:02 INFO Discovering multi-modal user interest before 5-th epoch
Fri 20 Oct 2023 04:13:02 INFO Finish multi-modal interest discovery before 5-th epoch
Fri 20 Oct 2023 04:13:33 INFO epoch 5 training [time: 30.71s, train loss: 4208.1650]
Fri 20 Oct 2023 04:13:36 INFO epoch 5 evaluating [time: 3.76s, valid_score: 0.061000]
Fri 20 Oct 2023 04:13:36 INFO valid result:
hit@10 : 0.1156 hit@50 : 0.2135 ndcg@10 : 0.061 ndcg@50 : 0.0819
Fri 20 Oct 2023 04:13:36 INFO Discovering multi-modal user interest before 6-th epoch
Fri 20 Oct 2023 04:13:36 INFO Finish multi-modal interest discovery before 6-th epoch
Fri 20 Oct 2023 04:14:07 INFO epoch 6 training [time: 30.67s, train loss: 4196.1657]
Fri 20 Oct 2023 04:14:11 INFO epoch 6 evaluating [time: 3.76s, valid_score: 0.063000]
Fri 20 Oct 2023 04:14:11 INFO valid result:
hit@10 : 0.1173 hit@50 : 0.2144 ndcg@10 : 0.063 ndcg@50 : 0.0838
Fri 20 Oct 2023 04:14:11 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-03.pth
Fri 20 Oct 2023 04:14:11 INFO Discovering multi-modal user interest before 7-th epoch
Fri 20 Oct 2023 04:14:11 INFO Finish multi-modal interest discovery before 7-th epoch
Fri 20 Oct 2023 04:14:43 INFO epoch 7 training [time: 31.25s, train loss: 4187.4952]
Fri 20 Oct 2023 04:14:46 INFO epoch 7 evaluating [time: 3.74s, valid_score: 0.062500]
Fri 20 Oct 2023 04:14:46 INFO valid result:
hit@10 : 0.1161 hit@50 : 0.216 ndcg@10 : 0.0625 ndcg@50 : 0.0839
Fri 20 Oct 2023 04:14:46 INFO Discovering multi-modal user interest before 8-th epoch
Fri 20 Oct 2023 04:14:46 INFO Finish multi-modal interest discovery before 8-th epoch
Fri 20 Oct 2023 04:15:18 INFO epoch 8 training [time: 31.48s, train loss: 4179.7179]
Fri 20 Oct 2023 04:15:22 INFO epoch 8 evaluating [time: 3.78s, valid_score: 0.062800]
Fri 20 Oct 2023 04:15:22 INFO valid result:
hit@10 : 0.1158 hit@50 : 0.2162 ndcg@10 : 0.0628 ndcg@50 : 0.0843
Fri 20 Oct 2023 04:15:22 INFO Discovering multi-modal user interest before 9-th epoch
Fri 20 Oct 2023 04:15:22 INFO Finish multi-modal interest discovery before 9-th epoch
Fri 20 Oct 2023 04:15:54 INFO epoch 9 training [time: 31.97s, train loss: 4172.8169]
Fri 20 Oct 2023 04:15:57 INFO epoch 9 evaluating [time: 3.71s, valid_score: 0.063400]
Fri 20 Oct 2023 04:15:57 INFO valid result:
hit@10 : 0.1176 hit@50 : 0.2161 ndcg@10 : 0.0634 ndcg@50 : 0.0845
Fri 20 Oct 2023 04:15:58 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-03.pth
Fri 20 Oct 2023 04:15:58 INFO Discovering multi-modal user interest before 10-th epoch
Fri 20 Oct 2023 04:15:58 INFO Finish multi-modal interest discovery before 10-th epoch
Fri 20 Oct 2023 04:16:29 INFO epoch 10 training [time: 30.94s, train loss: 4166.0590]
Fri 20 Oct 2023 04:16:33 INFO epoch 10 evaluating [time: 3.75s, valid_score: 0.064300]
Fri 20 Oct 2023 04:16:33 INFO valid result:
hit@10 : 0.1187 hit@50 : 0.2188 ndcg@10 : 0.0643 ndcg@50 : 0.0858
Fri 20 Oct 2023 04:16:33 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-03.pth
Fri 20 Oct 2023 04:16:33 INFO Discovering multi-modal user interest before 11-th epoch
Fri 20 Oct 2023 04:16:33 INFO Finish multi-modal interest discovery before 11-th epoch
Fri 20 Oct 2023 04:17:04 INFO epoch 11 training [time: 31.02s, train loss: 4161.6706]
Fri 20 Oct 2023 04:17:08 INFO epoch 11 evaluating [time: 3.77s, valid_score: 0.064000]
Fri 20 Oct 2023 04:17:08 INFO valid result:
hit@10 : 0.1183 hit@50 : 0.2173 ndcg@10 : 0.064 ndcg@50 : 0.0852
Fri 20 Oct 2023 04:17:08 INFO Discovering multi-modal user interest before 12-th epoch
Fri 20 Oct 2023 04:17:08 INFO Finish multi-modal interest discovery before 12-th epoch
Fri 20 Oct 2023 04:17:40 INFO epoch 12 training [time: 31.61s, train loss: 4156.6866]
Fri 20 Oct 2023 04:17:44 INFO epoch 12 evaluating [time: 3.72s, valid_score: 0.065600]
Fri 20 Oct 2023 04:17:44 INFO valid result:
hit@10 : 0.1196 hit@50 : 0.2197 ndcg@10 : 0.0656 ndcg@50 : 0.0871
Fri 20 Oct 2023 04:17:44 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-03.pth
Fri 20 Oct 2023 04:17:44 INFO Discovering multi-modal user interest before 13-th epoch
Fri 20 Oct 2023 04:17:44 INFO Finish multi-modal interest discovery before 13-th epoch
Fri 20 Oct 2023 04:18:15 INFO epoch 13 training [time: 30.58s, train loss: 4153.2866]
Fri 20 Oct 2023 04:18:19 INFO epoch 13 evaluating [time: 3.71s, valid_score: 0.065500]
Fri 20 Oct 2023 04:18:19 INFO valid result:
hit@10 : 0.1193 hit@50 : 0.2198 ndcg@10 : 0.0655 ndcg@50 : 0.0871
Fri 20 Oct 2023 04:18:19 INFO Discovering multi-modal user interest before 14-th epoch
Fri 20 Oct 2023 04:18:19 INFO Finish multi-modal interest discovery before 14-th epoch
Fri 20 Oct 2023 04:18:49 INFO epoch 14 training [time: 30.87s, train loss: 4149.5275]
Fri 20 Oct 2023 04:18:53 INFO epoch 14 evaluating [time: 3.69s, valid_score: 0.065100]
Fri 20 Oct 2023 04:18:53 INFO valid result:
hit@10 : 0.1192 hit@50 : 0.2201 ndcg@10 : 0.0651 ndcg@50 : 0.0868
Fri 20 Oct 2023 04:18:53 INFO Discovering multi-modal user interest before 15-th epoch
Fri 20 Oct 2023 04:18:53 INFO Finish multi-modal interest discovery before 15-th epoch
Fri 20 Oct 2023 04:19:25 INFO epoch 15 training [time: 31.62s, train loss: 4144.9497]
Fri 20 Oct 2023 04:19:28 INFO epoch 15 evaluating [time: 3.81s, valid_score: 0.065400]
Fri 20 Oct 2023 04:19:28 INFO valid result:
hit@10 : 0.119 hit@50 : 0.2209 ndcg@10 : 0.0654 ndcg@50 : 0.0872
Fri 20 Oct 2023 04:19:28 INFO Discovering multi-modal user interest before 16-th epoch
Fri 20 Oct 2023 04:19:29 INFO Finish multi-modal interest discovery before 16-th epoch
Fri 20 Oct 2023 04:19:59 INFO epoch 16 training [time: 30.96s, train loss: 4142.2695]
Fri 20 Oct 2023 04:20:03 INFO epoch 16 evaluating [time: 3.70s, valid_score: 0.066300]
Fri 20 Oct 2023 04:20:03 INFO valid result:
hit@10 : 0.1208 hit@50 : 0.2226 ndcg@10 : 0.0663 ndcg@50 : 0.0882
Fri 20 Oct 2023 04:20:04 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-03.pth
Fri 20 Oct 2023 04:20:04 INFO Discovering multi-modal user interest before 17-th epoch
Fri 20 Oct 2023 04:20:04 INFO Finish multi-modal interest discovery before 17-th epoch
Fri 20 Oct 2023 04:20:36 INFO epoch 17 training [time: 31.86s, train loss: 4139.1230]
Fri 20 Oct 2023 04:20:40 INFO epoch 17 evaluating [time: 4.07s, valid_score: 0.066600]
Fri 20 Oct 2023 04:20:40 INFO valid result:
hit@10 : 0.1199 hit@50 : 0.2232 ndcg@10 : 0.0666 ndcg@50 : 0.0888
Fri 20 Oct 2023 04:20:40 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-03.pth
Fri 20 Oct 2023 04:20:40 INFO Discovering multi-modal user interest before 18-th epoch
Fri 20 Oct 2023 04:20:40 INFO Finish multi-modal interest discovery before 18-th epoch
Fri 20 Oct 2023 04:21:11 INFO epoch 18 training [time: 30.78s, train loss: 4135.2553]
Fri 20 Oct 2023 04:21:15 INFO epoch 18 evaluating [time: 3.78s, valid_score: 0.066800]
Fri 20 Oct 2023 04:21:15 INFO valid result:
hit@10 : 0.1213 hit@50 : 0.2237 ndcg@10 : 0.0668 ndcg@50 : 0.0887
Fri 20 Oct 2023 04:21:16 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-03.pth
Fri 20 Oct 2023 04:21:16 INFO Discovering multi-modal user interest before 19-th epoch
Fri 20 Oct 2023 04:21:16 INFO Finish multi-modal interest discovery before 19-th epoch
Fri 20 Oct 2023 04:21:46 INFO epoch 19 training [time: 30.74s, train loss: 4132.4312]
Fri 20 Oct 2023 04:21:51 INFO epoch 19 evaluating [time: 4.12s, valid_score: 0.067300]
Fri 20 Oct 2023 04:21:51 INFO valid result:
hit@10 : 0.1214 hit@50 : 0.2227 ndcg@10 : 0.0673 ndcg@50 : 0.089
Fri 20 Oct 2023 04:21:51 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-03.pth
Fri 20 Oct 2023 04:21:51 INFO Discovering multi-modal user interest before 20-th epoch
Fri 20 Oct 2023 04:21:51 INFO Finish multi-modal interest discovery before 20-th epoch
Fri 20 Oct 2023 04:22:22 INFO epoch 20 training [time: 30.63s, train loss: 4129.3545]
Fri 20 Oct 2023 04:22:26 INFO epoch 20 evaluating [time: 3.73s, valid_score: 0.067000]
Fri 20 Oct 2023 04:22:26 INFO valid result:
hit@10 : 0.1212 hit@50 : 0.2234 ndcg@10 : 0.067 ndcg@50 : 0.0888
Fri 20 Oct 2023 04:22:26 INFO Discovering multi-modal user interest before 21-th epoch
Fri 20 Oct 2023 04:22:26 INFO Finish multi-modal interest discovery before 21-th epoch
Fri 20 Oct 2023 04:22:57 INFO epoch 21 training [time: 31.23s, train loss: 4127.1374]
Fri 20 Oct 2023 04:23:01 INFO epoch 21 evaluating [time: 4.00s, valid_score: 0.067200]
Fri 20 Oct 2023 04:23:01 INFO valid result:
hit@10 : 0.1213 hit@50 : 0.2236 ndcg@10 : 0.0672 ndcg@50 : 0.0892
Fri 20 Oct 2023 04:23:01 INFO Discovering multi-modal user interest before 22-th epoch
Fri 20 Oct 2023 04:23:01 INFO Finish multi-modal interest discovery before 22-th epoch
Fri 20 Oct 2023 04:23:33 INFO epoch 22 training [time: 31.77s, train loss: 4124.7712]
Fri 20 Oct 2023 04:23:36 INFO epoch 22 evaluating [time: 3.78s, valid_score: 0.067400]
Fri 20 Oct 2023 04:23:36 INFO valid result:
hit@10 : 0.1215 hit@50 : 0.2251 ndcg@10 : 0.0674 ndcg@50 : 0.0895
Fri 20 Oct 2023 04:23:37 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-03.pth
Fri 20 Oct 2023 04:23:37 INFO Discovering multi-modal user interest before 23-th epoch
Fri 20 Oct 2023 04:23:37 INFO Finish multi-modal interest discovery before 23-th epoch
Fri 20 Oct 2023 04:24:08 INFO epoch 23 training [time: 31.38s, train loss: 4124.3799]
Fri 20 Oct 2023 04:24:12 INFO epoch 23 evaluating [time: 3.71s, valid_score: 0.068000]
Fri 20 Oct 2023 04:24:12 INFO valid result:
hit@10 : 0.1222 hit@50 : 0.2247 ndcg@10 : 0.068 ndcg@50 : 0.0899
Fri 20 Oct 2023 04:24:13 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-03.pth
Fri 20 Oct 2023 04:24:13 INFO Discovering multi-modal user interest before 24-th epoch
Fri 20 Oct 2023 04:24:13 INFO Finish multi-modal interest discovery before 24-th epoch
Fri 20 Oct 2023 04:24:44 INFO epoch 24 training [time: 31.20s, train loss: 4121.3805]
Fri 20 Oct 2023 04:24:48 INFO epoch 24 evaluating [time: 3.75s, valid_score: 0.067300]
Fri 20 Oct 2023 04:24:48 INFO valid result:
hit@10 : 0.1214 hit@50 : 0.2254 ndcg@10 : 0.0673 ndcg@50 : 0.0896
Fri 20 Oct 2023 04:24:48 INFO Discovering multi-modal user interest before 25-th epoch
Fri 20 Oct 2023 04:24:48 INFO Finish multi-modal interest discovery before 25-th epoch
Fri 20 Oct 2023 04:25:19 INFO epoch 25 training [time: 31.23s, train loss: 4118.3642]
Fri 20 Oct 2023 04:25:23 INFO epoch 25 evaluating [time: 3.72s, valid_score: 0.067500]
Fri 20 Oct 2023 04:25:23 INFO valid result:
hit@10 : 0.1215 hit@50 : 0.2249 ndcg@10 : 0.0675 ndcg@50 : 0.0896
Fri 20 Oct 2023 04:25:23 INFO Discovering multi-modal user interest before 26-th epoch
Fri 20 Oct 2023 04:25:23 INFO Finish multi-modal interest discovery before 26-th epoch
Fri 20 Oct 2023 04:25:54 INFO epoch 26 training [time: 30.80s, train loss: 4117.1983]
Fri 20 Oct 2023 04:25:57 INFO epoch 26 evaluating [time: 3.68s, valid_score: 0.068100]
Fri 20 Oct 2023 04:25:57 INFO valid result:
hit@10 : 0.1215 hit@50 : 0.2266 ndcg@10 : 0.0681 ndcg@50 : 0.0906
Fri 20 Oct 2023 04:25:58 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-03.pth
Fri 20 Oct 2023 04:25:58 INFO Discovering multi-modal user interest before 27-th epoch
Fri 20 Oct 2023 04:25:58 INFO Finish multi-modal interest discovery before 27-th epoch
Fri 20 Oct 2023 04:26:29 INFO epoch 27 training [time: 31.01s, train loss: 4115.0352]
Fri 20 Oct 2023 04:26:33 INFO epoch 27 evaluating [time: 3.68s, valid_score: 0.067500]
Fri 20 Oct 2023 04:26:33 INFO valid result:
hit@10 : 0.1209 hit@50 : 0.2256 ndcg@10 : 0.0675 ndcg@50 : 0.09
Fri 20 Oct 2023 04:26:33 INFO Discovering multi-modal user interest before 28-th epoch
Fri 20 Oct 2023 04:26:33 INFO Finish multi-modal interest discovery before 28-th epoch
Fri 20 Oct 2023 04:27:03 INFO epoch 28 training [time: 30.86s, train loss: 4111.9030]
Fri 20 Oct 2023 04:27:07 INFO epoch 28 evaluating [time: 3.71s, valid_score: 0.068000]
Fri 20 Oct 2023 04:27:07 INFO valid result:
hit@10 : 0.122 hit@50 : 0.2264 ndcg@10 : 0.068 ndcg@50 : 0.0904
Fri 20 Oct 2023 04:27:07 INFO Discovering multi-modal user interest before 29-th epoch
Fri 20 Oct 2023 04:27:07 INFO Finish multi-modal interest discovery before 29-th epoch
Fri 20 Oct 2023 04:27:39 INFO epoch 29 training [time: 31.61s, train loss: 4111.5411]
Fri 20 Oct 2023 04:27:43 INFO epoch 29 evaluating [time: 3.92s, valid_score: 0.067800]
Fri 20 Oct 2023 04:27:43 INFO valid result:
hit@10 : 0.1211 hit@50 : 0.2266 ndcg@10 : 0.0678 ndcg@50 : 0.0904
Fri 20 Oct 2023 04:27:43 INFO Discovering multi-modal user interest before 30-th epoch
Fri 20 Oct 2023 04:27:43 INFO Finish multi-modal interest discovery before 30-th epoch
Fri 20 Oct 2023 04:28:14 INFO epoch 30 training [time: 30.96s, train loss: 4109.7060]
Fri 20 Oct 2023 04:28:17 INFO epoch 30 evaluating [time: 3.77s, valid_score: 0.068000]
Fri 20 Oct 2023 04:28:17 INFO valid result:
hit@10 : 0.122 hit@50 : 0.2264 ndcg@10 : 0.068 ndcg@50 : 0.0903
Fri 20 Oct 2023 04:28:17 INFO Discovering multi-modal user interest before 31-th epoch
Fri 20 Oct 2023 04:28:17 INFO Finish multi-modal interest discovery before 31-th epoch
Fri 20 Oct 2023 04:28:48 INFO epoch 31 training [time: 30.86s, train loss: 4106.7166]
Fri 20 Oct 2023 04:28:52 INFO epoch 31 evaluating [time: 3.80s, valid_score: 0.067800]
Fri 20 Oct 2023 04:28:52 INFO valid result:
hit@10 : 0.1221 hit@50 : 0.2253 ndcg@10 : 0.0678 ndcg@50 : 0.0899
Fri 20 Oct 2023 04:28:52 INFO Discovering multi-modal user interest before 32-th epoch
Fri 20 Oct 2023 04:28:52 INFO Finish multi-modal interest discovery before 32-th epoch
Fri 20 Oct 2023 04:29:23 INFO epoch 32 training [time: 31.22s, train loss: 4106.7144]
Fri 20 Oct 2023 04:29:27 INFO epoch 32 evaluating [time: 3.74s, valid_score: 0.068900]
Fri 20 Oct 2023 04:29:27 INFO valid result:
hit@10 : 0.1234 hit@50 : 0.2269 ndcg@10 : 0.0689 ndcg@50 : 0.0911
Fri 20 Oct 2023 04:29:28 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-03.pth
Fri 20 Oct 2023 04:29:28 INFO Discovering multi-modal user interest before 33-th epoch
Fri 20 Oct 2023 04:29:28 INFO Finish multi-modal interest discovery before 33-th epoch
Fri 20 Oct 2023 04:29:59 INFO epoch 33 training [time: 31.10s, train loss: 4104.7248]
Fri 20 Oct 2023 04:30:03 INFO epoch 33 evaluating [time: 3.81s, valid_score: 0.068300]
Fri 20 Oct 2023 04:30:03 INFO valid result:
hit@10 : 0.122 hit@50 : 0.2278 ndcg@10 : 0.0683 ndcg@50 : 0.091
Fri 20 Oct 2023 04:30:03 INFO Discovering multi-modal user interest before 34-th epoch
Fri 20 Oct 2023 04:30:03 INFO Finish multi-modal interest discovery before 34-th epoch
Fri 20 Oct 2023 04:30:34 INFO epoch 34 training [time: 31.10s, train loss: 4101.8908]
Fri 20 Oct 2023 04:30:37 INFO epoch 34 evaluating [time: 3.75s, valid_score: 0.068800]
Fri 20 Oct 2023 04:30:37 INFO valid result:
hit@10 : 0.1234 hit@50 : 0.2281 ndcg@10 : 0.0688 ndcg@50 : 0.0912
Fri 20 Oct 2023 04:30:37 INFO Discovering multi-modal user interest before 35-th epoch
Fri 20 Oct 2023 04:30:37 INFO Finish multi-modal interest discovery before 35-th epoch
Fri 20 Oct 2023 04:31:09 INFO epoch 35 training [time: 31.48s, train loss: 4102.0391]
Fri 20 Oct 2023 04:31:13 INFO epoch 35 evaluating [time: 3.84s, valid_score: 0.068100]
Fri 20 Oct 2023 04:31:13 INFO valid result:
hit@10 : 0.1225 hit@50 : 0.2272 ndcg@10 : 0.0681 ndcg@50 : 0.0905
Fri 20 Oct 2023 04:31:13 INFO Discovering multi-modal user interest before 36-th epoch
Fri 20 Oct 2023 04:31:13 INFO Finish multi-modal interest discovery before 36-th epoch
Fri 20 Oct 2023 04:31:44 INFO epoch 36 training [time: 31.23s, train loss: 4099.7856]
Fri 20 Oct 2023 04:31:48 INFO epoch 36 evaluating [time: 3.98s, valid_score: 0.068900]
Fri 20 Oct 2023 04:31:48 INFO valid result:
hit@10 : 0.1231 hit@50 : 0.2275 ndcg@10 : 0.0689 ndcg@50 : 0.0913
Fri 20 Oct 2023 04:31:49 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-03.pth
Fri 20 Oct 2023 04:31:49 INFO Discovering multi-modal user interest before 37-th epoch
Fri 20 Oct 2023 04:31:49 INFO Finish multi-modal interest discovery before 37-th epoch
Fri 20 Oct 2023 04:32:20 INFO epoch 37 training [time: 31.17s, train loss: 4099.6710]
Fri 20 Oct 2023 04:32:24 INFO epoch 37 evaluating [time: 3.78s, valid_score: 0.069200]
Fri 20 Oct 2023 04:32:24 INFO valid result:
hit@10 : 0.1234 hit@50 : 0.2279 ndcg@10 : 0.0692 ndcg@50 : 0.0915
Fri 20 Oct 2023 04:32:24 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-03.pth
Fri 20 Oct 2023 04:32:24 INFO Discovering multi-modal user interest before 38-th epoch
Fri 20 Oct 2023 04:32:24 INFO Finish multi-modal interest discovery before 38-th epoch
Fri 20 Oct 2023 04:32:56 INFO epoch 38 training [time: 31.53s, train loss: 4097.4510]
Fri 20 Oct 2023 04:33:00 INFO epoch 38 evaluating [time: 3.74s, valid_score: 0.069500]
Fri 20 Oct 2023 04:33:00 INFO valid result:
hit@10 : 0.1226 hit@50 : 0.2288 ndcg@10 : 0.0695 ndcg@50 : 0.0922
Fri 20 Oct 2023 04:33:00 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-03.pth
Fri 20 Oct 2023 04:33:00 INFO Discovering multi-modal user interest before 39-th epoch
Fri 20 Oct 2023 04:33:00 INFO Finish multi-modal interest discovery before 39-th epoch
Fri 20 Oct 2023 04:33:32 INFO epoch 39 training [time: 31.99s, train loss: 4096.6368]
Fri 20 Oct 2023 04:33:36 INFO epoch 39 evaluating [time: 4.02s, valid_score: 0.069700]
Fri 20 Oct 2023 04:33:36 INFO valid result:
hit@10 : 0.1227 hit@50 : 0.2289 ndcg@10 : 0.0697 ndcg@50 : 0.0925
Fri 20 Oct 2023 04:33:37 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-03.pth
Fri 20 Oct 2023 04:33:37 INFO Discovering multi-modal user interest before 40-th epoch
Fri 20 Oct 2023 04:33:37 INFO Finish multi-modal interest discovery before 40-th epoch
Fri 20 Oct 2023 04:34:09 INFO epoch 40 training [time: 32.18s, train loss: 4094.7977]
Fri 20 Oct 2023 04:34:13 INFO epoch 40 evaluating [time: 3.76s, valid_score: 0.069700]
Fri 20 Oct 2023 04:34:13 INFO valid result:
hit@10 : 0.1237 hit@50 : 0.2283 ndcg@10 : 0.0697 ndcg@50 : 0.0922
Fri 20 Oct 2023 04:34:13 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-03.pth
Fri 20 Oct 2023 04:34:13 INFO Discovering multi-modal user interest before 41-th epoch
Fri 20 Oct 2023 04:34:14 INFO Finish multi-modal interest discovery before 41-th epoch
Fri 20 Oct 2023 04:34:45 INFO epoch 41 training [time: 31.57s, train loss: 4092.3484]
Fri 20 Oct 2023 04:34:49 INFO epoch 41 evaluating [time: 3.78s, valid_score: 0.069600]
Fri 20 Oct 2023 04:34:49 INFO valid result:
hit@10 : 0.1243 hit@50 : 0.2284 ndcg@10 : 0.0696 ndcg@50 : 0.0919
Fri 20 Oct 2023 04:34:49 INFO Discovering multi-modal user interest before 42-th epoch
Fri 20 Oct 2023 04:34:49 INFO Finish multi-modal interest discovery before 42-th epoch
Fri 20 Oct 2023 04:35:20 INFO epoch 42 training [time: 31.19s, train loss: 4091.6007]
Fri 20 Oct 2023 04:35:24 INFO epoch 42 evaluating [time: 3.79s, valid_score: 0.070000]
Fri 20 Oct 2023 04:35:24 INFO valid result:
hit@10 : 0.1242 hit@50 : 0.2282 ndcg@10 : 0.07 ndcg@50 : 0.0924
Fri 20 Oct 2023 04:35:25 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-03.pth
Fri 20 Oct 2023 04:35:25 INFO Discovering multi-modal user interest before 43-th epoch
Fri 20 Oct 2023 04:35:25 INFO Finish multi-modal interest discovery before 43-th epoch
Fri 20 Oct 2023 04:35:56 INFO epoch 43 training [time: 31.15s, train loss: 4091.7639]
Fri 20 Oct 2023 04:35:59 INFO epoch 43 evaluating [time: 3.74s, valid_score: 0.070100]
Fri 20 Oct 2023 04:35:59 INFO valid result:
hit@10 : 0.1247 hit@50 : 0.2296 ndcg@10 : 0.0701 ndcg@50 : 0.0925
Fri 20 Oct 2023 04:36:00 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-03.pth
Fri 20 Oct 2023 04:36:00 INFO Discovering multi-modal user interest before 44-th epoch
Fri 20 Oct 2023 04:36:00 INFO Finish multi-modal interest discovery before 44-th epoch
Fri 20 Oct 2023 04:36:32 INFO epoch 44 training [time: 31.51s, train loss: 4089.9638]
Fri 20 Oct 2023 04:36:35 INFO epoch 44 evaluating [time: 3.77s, valid_score: 0.069400]
Fri 20 Oct 2023 04:36:35 INFO valid result:
hit@10 : 0.1226 hit@50 : 0.2285 ndcg@10 : 0.0694 ndcg@50 : 0.0921
Fri 20 Oct 2023 04:36:35 INFO Discovering multi-modal user interest before 45-th epoch
Fri 20 Oct 2023 04:36:35 INFO Finish multi-modal interest discovery before 45-th epoch
Fri 20 Oct 2023 04:37:07 INFO epoch 45 training [time: 31.48s, train loss: 4089.9663]
Fri 20 Oct 2023 04:37:11 INFO epoch 45 evaluating [time: 3.75s, valid_score: 0.070000]
Fri 20 Oct 2023 04:37:11 INFO valid result:
hit@10 : 0.1242 hit@50 : 0.2293 ndcg@10 : 0.07 ndcg@50 : 0.0925
Fri 20 Oct 2023 04:37:11 INFO Discovering multi-modal user interest before 46-th epoch
Fri 20 Oct 2023 04:37:11 INFO Finish multi-modal interest discovery before 46-th epoch
Fri 20 Oct 2023 04:37:42 INFO epoch 46 training [time: 31.29s, train loss: 4087.5785]
Fri 20 Oct 2023 04:37:46 INFO epoch 46 evaluating [time: 3.93s, valid_score: 0.070100]
Fri 20 Oct 2023 04:37:46 INFO valid result:
hit@10 : 0.1245 hit@50 : 0.2279 ndcg@10 : 0.0701 ndcg@50 : 0.0923
Fri 20 Oct 2023 04:37:46 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-03.pth
Fri 20 Oct 2023 04:37:46 INFO Discovering multi-modal user interest before 47-th epoch
Fri 20 Oct 2023 04:37:46 INFO Finish multi-modal interest discovery before 47-th epoch
Fri 20 Oct 2023 04:38:18 INFO epoch 47 training [time: 31.35s, train loss: 4087.9140]
Fri 20 Oct 2023 04:38:22 INFO epoch 47 evaluating [time: 3.88s, valid_score: 0.070200]
Fri 20 Oct 2023 04:38:22 INFO valid result:
hit@10 : 0.1239 hit@50 : 0.2297 ndcg@10 : 0.0702 ndcg@50 : 0.0929
Fri 20 Oct 2023 04:38:22 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-03.pth
Fri 20 Oct 2023 04:38:22 INFO Discovering multi-modal user interest before 48-th epoch
Fri 20 Oct 2023 04:38:22 INFO Finish multi-modal interest discovery before 48-th epoch
Fri 20 Oct 2023 04:38:53 INFO epoch 48 training [time: 30.84s, train loss: 4086.6050]
Fri 20 Oct 2023 04:38:57 INFO epoch 48 evaluating [time: 3.80s, valid_score: 0.070400]
Fri 20 Oct 2023 04:38:57 INFO valid result:
hit@10 : 0.1248 hit@50 : 0.2303 ndcg@10 : 0.0704 ndcg@50 : 0.093
Fri 20 Oct 2023 04:38:58 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-03.pth
Fri 20 Oct 2023 04:38:58 INFO Discovering multi-modal user interest before 49-th epoch
Fri 20 Oct 2023 04:38:58 INFO Finish multi-modal interest discovery before 49-th epoch
Fri 20 Oct 2023 04:39:29 INFO epoch 49 training [time: 31.48s, train loss: 4084.6752]
Fri 20 Oct 2023 04:39:33 INFO epoch 49 evaluating [time: 3.77s, valid_score: 0.070200]
Fri 20 Oct 2023 04:39:33 INFO valid result:
hit@10 : 0.1246 hit@50 : 0.2279 ndcg@10 : 0.0702 ndcg@50 : 0.0923
Fri 20 Oct 2023 04:39:33 INFO Discovering multi-modal user interest before 50-th epoch
Fri 20 Oct 2023 04:39:33 INFO Finish multi-modal interest discovery before 50-th epoch
Fri 20 Oct 2023 04:40:05 INFO epoch 50 training [time: 32.22s, train loss: 4084.8645]
Fri 20 Oct 2023 04:40:09 INFO epoch 50 evaluating [time: 3.74s, valid_score: 0.070200]
Fri 20 Oct 2023 04:40:09 INFO valid result:
hit@10 : 0.1242 hit@50 : 0.2309 ndcg@10 : 0.0702 ndcg@50 : 0.0931
Fri 20 Oct 2023 04:40:09 INFO Discovering multi-modal user interest before 51-th epoch
Fri 20 Oct 2023 04:40:09 INFO Finish multi-modal interest discovery before 51-th epoch
Fri 20 Oct 2023 04:40:40 INFO epoch 51 training [time: 31.28s, train loss: 4082.6124]
Fri 20 Oct 2023 04:40:44 INFO epoch 51 evaluating [time: 3.70s, valid_score: 0.070700]
Fri 20 Oct 2023 04:40:44 INFO valid result:
hit@10 : 0.1256 hit@50 : 0.2319 ndcg@10 : 0.0707 ndcg@50 : 0.0934
Fri 20 Oct 2023 04:40:44 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-03.pth
Fri 20 Oct 2023 04:40:44 INFO Discovering multi-modal user interest before 52-th epoch
Fri 20 Oct 2023 04:40:45 INFO Finish multi-modal interest discovery before 52-th epoch
Fri 20 Oct 2023 04:41:15 INFO epoch 52 training [time: 31.02s, train loss: 4082.6845]
Fri 20 Oct 2023 04:41:19 INFO epoch 52 evaluating [time: 3.68s, valid_score: 0.070100]
Fri 20 Oct 2023 04:41:19 INFO valid result:
hit@10 : 0.124 hit@50 : 0.2286 ndcg@10 : 0.0701 ndcg@50 : 0.0925
Fri 20 Oct 2023 04:41:19 INFO Discovering multi-modal user interest before 53-th epoch
Fri 20 Oct 2023 04:41:19 INFO Finish multi-modal interest discovery before 53-th epoch
Fri 20 Oct 2023 04:41:50 INFO epoch 53 training [time: 31.08s, train loss: 4080.7492]
Fri 20 Oct 2023 04:41:54 INFO epoch 53 evaluating [time: 3.92s, valid_score: 0.070400]
Fri 20 Oct 2023 04:41:54 INFO valid result:
hit@10 : 0.1246 hit@50 : 0.2307 ndcg@10 : 0.0704 ndcg@50 : 0.0932
Fri 20 Oct 2023 04:41:54 INFO Discovering multi-modal user interest before 54-th epoch
Fri 20 Oct 2023 04:41:54 INFO Finish multi-modal interest discovery before 54-th epoch
Fri 20 Oct 2023 04:42:26 INFO epoch 54 training [time: 31.51s, train loss: 4081.3611]
Fri 20 Oct 2023 04:42:29 INFO epoch 54 evaluating [time: 3.75s, valid_score: 0.071100]
Fri 20 Oct 2023 04:42:29 INFO valid result:
hit@10 : 0.1263 hit@50 : 0.2315 ndcg@10 : 0.0711 ndcg@50 : 0.0936
Fri 20 Oct 2023 04:42:30 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-03.pth
Fri 20 Oct 2023 04:42:30 INFO Discovering multi-modal user interest before 55-th epoch
Fri 20 Oct 2023 04:42:30 INFO Finish multi-modal interest discovery before 55-th epoch
Fri 20 Oct 2023 04:43:01 INFO epoch 55 training [time: 31.14s, train loss: 4080.0039]
Fri 20 Oct 2023 04:43:05 INFO epoch 55 evaluating [time: 3.73s, valid_score: 0.070200]
Fri 20 Oct 2023 04:43:05 INFO valid result:
hit@10 : 0.1242 hit@50 : 0.2292 ndcg@10 : 0.0702 ndcg@50 : 0.0927
Fri 20 Oct 2023 04:43:05 INFO Discovering multi-modal user interest before 56-th epoch
Fri 20 Oct 2023 04:43:05 INFO Finish multi-modal interest discovery before 56-th epoch
Fri 20 Oct 2023 04:43:37 INFO epoch 56 training [time: 31.97s, train loss: 4079.9306]
Fri 20 Oct 2023 04:43:41 INFO epoch 56 evaluating [time: 4.00s, valid_score: 0.070800]
Fri 20 Oct 2023 04:43:41 INFO valid result:
hit@10 : 0.1257 hit@50 : 0.2299 ndcg@10 : 0.0708 ndcg@50 : 0.0931
Fri 20 Oct 2023 04:43:41 INFO Discovering multi-modal user interest before 57-th epoch
Fri 20 Oct 2023 04:43:41 INFO Finish multi-modal interest discovery before 57-th epoch
Fri 20 Oct 2023 04:44:13 INFO epoch 57 training [time: 32.03s, train loss: 4078.1681]
Fri 20 Oct 2023 04:44:17 INFO epoch 57 evaluating [time: 4.04s, valid_score: 0.070400]
Fri 20 Oct 2023 04:44:17 INFO valid result:
hit@10 : 0.1249 hit@50 : 0.2304 ndcg@10 : 0.0704 ndcg@50 : 0.093
Fri 20 Oct 2023 04:44:17 INFO Discovering multi-modal user interest before 58-th epoch
Fri 20 Oct 2023 04:44:17 INFO Finish multi-modal interest discovery before 58-th epoch
Fri 20 Oct 2023 04:44:49 INFO epoch 58 training [time: 31.88s, train loss: 4077.9092]
Fri 20 Oct 2023 04:44:53 INFO epoch 58 evaluating [time: 3.77s, valid_score: 0.070600]
Fri 20 Oct 2023 04:44:53 INFO valid result:
hit@10 : 0.1259 hit@50 : 0.2303 ndcg@10 : 0.0706 ndcg@50 : 0.093
Fri 20 Oct 2023 04:44:53 INFO Discovering multi-modal user interest before 59-th epoch
Fri 20 Oct 2023 04:44:53 INFO Finish multi-modal interest discovery before 59-th epoch
Fri 20 Oct 2023 04:45:24 INFO epoch 59 training [time: 31.80s, train loss: 4076.8607]
Fri 20 Oct 2023 04:45:28 INFO epoch 59 evaluating [time: 3.73s, valid_score: 0.070800]
Fri 20 Oct 2023 04:45:28 INFO valid result:
hit@10 : 0.1262 hit@50 : 0.2304 ndcg@10 : 0.0708 ndcg@50 : 0.0931
Fri 20 Oct 2023 04:45:28 INFO Discovering multi-modal user interest before 60-th epoch
Fri 20 Oct 2023 04:45:28 INFO Finish multi-modal interest discovery before 60-th epoch
Fri 20 Oct 2023 04:46:00 INFO epoch 60 training [time: 32.06s, train loss: 4076.5001]
Fri 20 Oct 2023 04:46:04 INFO epoch 60 evaluating [time: 3.76s, valid_score: 0.070600]
Fri 20 Oct 2023 04:46:04 INFO valid result:
hit@10 : 0.1256 hit@50 : 0.2298 ndcg@10 : 0.0706 ndcg@50 : 0.0929
Fri 20 Oct 2023 04:46:04 INFO Discovering multi-modal user interest before 61-th epoch
Fri 20 Oct 2023 04:46:04 INFO Finish multi-modal interest discovery before 61-th epoch
Fri 20 Oct 2023 04:46:35 INFO epoch 61 training [time: 31.27s, train loss: 4076.5684]
Fri 20 Oct 2023 04:46:39 INFO epoch 61 evaluating [time: 3.97s, valid_score: 0.070600]
Fri 20 Oct 2023 04:46:39 INFO valid result:
hit@10 : 0.1253 hit@50 : 0.2298 ndcg@10 : 0.0706 ndcg@50 : 0.093
Fri 20 Oct 2023 04:46:39 INFO Discovering multi-modal user interest before 62-th epoch
Fri 20 Oct 2023 04:46:39 INFO Finish multi-modal interest discovery before 62-th epoch
Fri 20 Oct 2023 04:47:10 INFO epoch 62 training [time: 31.16s, train loss: 4074.5026]
Fri 20 Oct 2023 04:47:14 INFO epoch 62 evaluating [time: 3.76s, valid_score: 0.071100]
Fri 20 Oct 2023 04:47:14 INFO valid result:
hit@10 : 0.1256 hit@50 : 0.2304 ndcg@10 : 0.0711 ndcg@50 : 0.0935
Fri 20 Oct 2023 04:47:15 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-03.pth
Fri 20 Oct 2023 04:47:15 INFO Discovering multi-modal user interest before 63-th epoch
Fri 20 Oct 2023 04:47:15 INFO Finish multi-modal interest discovery before 63-th epoch
Fri 20 Oct 2023 04:47:46 INFO epoch 63 training [time: 31.03s, train loss: 4073.2361]
Fri 20 Oct 2023 04:47:50 INFO epoch 63 evaluating [time: 3.77s, valid_score: 0.070800]
Fri 20 Oct 2023 04:47:50 INFO valid result:
hit@10 : 0.126 hit@50 : 0.2302 ndcg@10 : 0.0708 ndcg@50 : 0.0931
Fri 20 Oct 2023 04:47:50 INFO Discovering multi-modal user interest before 64-th epoch
Fri 20 Oct 2023 04:47:50 INFO Finish multi-modal interest discovery before 64-th epoch
Fri 20 Oct 2023 04:48:21 INFO epoch 64 training [time: 31.38s, train loss: 4072.7172]
Fri 20 Oct 2023 04:48:25 INFO epoch 64 evaluating [time: 3.69s, valid_score: 0.071200]
Fri 20 Oct 2023 04:48:25 INFO valid result:
hit@10 : 0.1264 hit@50 : 0.2307 ndcg@10 : 0.0712 ndcg@50 : 0.0936
Fri 20 Oct 2023 04:48:25 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-03.pth
Fri 20 Oct 2023 04:48:25 INFO Discovering multi-modal user interest before 65-th epoch
Fri 20 Oct 2023 04:48:25 INFO Finish multi-modal interest discovery before 65-th epoch
Fri 20 Oct 2023 04:48:56 INFO epoch 65 training [time: 31.05s, train loss: 4073.5599]
Fri 20 Oct 2023 04:49:00 INFO epoch 65 evaluating [time: 3.79s, valid_score: 0.071100]
Fri 20 Oct 2023 04:49:00 INFO valid result:
hit@10 : 0.1255 hit@50 : 0.2316 ndcg@10 : 0.0711 ndcg@50 : 0.0939
Fri 20 Oct 2023 04:49:00 INFO Discovering multi-modal user interest before 66-th epoch
Fri 20 Oct 2023 04:49:00 INFO Finish multi-modal interest discovery before 66-th epoch
Fri 20 Oct 2023 04:49:31 INFO epoch 66 training [time: 31.14s, train loss: 4071.2619]
Fri 20 Oct 2023 04:49:35 INFO epoch 66 evaluating [time: 3.90s, valid_score: 0.071100]
Fri 20 Oct 2023 04:49:35 INFO valid result:
hit@10 : 0.1256 hit@50 : 0.2324 ndcg@10 : 0.0711 ndcg@50 : 0.094
Fri 20 Oct 2023 04:49:35 INFO Discovering multi-modal user interest before 67-th epoch
Fri 20 Oct 2023 04:49:35 INFO Finish multi-modal interest discovery before 67-th epoch
Fri 20 Oct 2023 04:50:06 INFO epoch 67 training [time: 31.14s, train loss: 4070.9980]
Fri 20 Oct 2023 04:50:10 INFO epoch 67 evaluating [time: 3.81s, valid_score: 0.071700]
Fri 20 Oct 2023 04:50:10 INFO valid result:
hit@10 : 0.1268 hit@50 : 0.2328 ndcg@10 : 0.0717 ndcg@50 : 0.0944
Fri 20 Oct 2023 04:50:11 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-03.pth
Fri 20 Oct 2023 04:50:11 INFO Discovering multi-modal user interest before 68-th epoch
Fri 20 Oct 2023 04:50:11 INFO Finish multi-modal interest discovery before 68-th epoch
Fri 20 Oct 2023 04:50:42 INFO epoch 68 training [time: 31.30s, train loss: 4070.5824]
Fri 20 Oct 2023 04:50:46 INFO epoch 68 evaluating [time: 3.99s, valid_score: 0.071600]
Fri 20 Oct 2023 04:50:46 INFO valid result:
hit@10 : 0.1272 hit@50 : 0.2324 ndcg@10 : 0.0716 ndcg@50 : 0.0942
Fri 20 Oct 2023 04:50:46 INFO Discovering multi-modal user interest before 69-th epoch
Fri 20 Oct 2023 04:50:46 INFO Finish multi-modal interest discovery before 69-th epoch
Fri 20 Oct 2023 04:51:17 INFO epoch 69 training [time: 31.28s, train loss: 4070.1468]
Fri 20 Oct 2023 04:51:21 INFO epoch 69 evaluating [time: 3.70s, valid_score: 0.071400]
Fri 20 Oct 2023 04:51:21 INFO valid result:
hit@10 : 0.1258 hit@50 : 0.2317 ndcg@10 : 0.0714 ndcg@50 : 0.0941
Fri 20 Oct 2023 04:51:21 INFO Discovering multi-modal user interest before 70-th epoch
Fri 20 Oct 2023 04:51:21 INFO Finish multi-modal interest discovery before 70-th epoch
Fri 20 Oct 2023 04:51:52 INFO epoch 70 training [time: 31.15s, train loss: 4069.5622]
Fri 20 Oct 2023 04:51:56 INFO epoch 70 evaluating [time: 3.74s, valid_score: 0.071400]
Fri 20 Oct 2023 04:51:56 INFO valid result:
hit@10 : 0.1259 hit@50 : 0.2317 ndcg@10 : 0.0714 ndcg@50 : 0.094
Fri 20 Oct 2023 04:51:56 INFO Discovering multi-modal user interest before 71-th epoch
Fri 20 Oct 2023 04:51:56 INFO Finish multi-modal interest discovery before 71-th epoch
Fri 20 Oct 2023 04:52:28 INFO epoch 71 training [time: 31.47s, train loss: 4068.6123]
Fri 20 Oct 2023 04:52:31 INFO epoch 71 evaluating [time: 3.80s, valid_score: 0.070700]
Fri 20 Oct 2023 04:52:31 INFO valid result:
hit@10 : 0.1254 hit@50 : 0.2309 ndcg@10 : 0.0707 ndcg@50 : 0.0934
Fri 20 Oct 2023 04:52:31 INFO Discovering multi-modal user interest before 72-th epoch
Fri 20 Oct 2023 04:52:31 INFO Finish multi-modal interest discovery before 72-th epoch
Fri 20 Oct 2023 04:53:03 INFO epoch 72 training [time: 31.50s, train loss: 4069.0770]
Fri 20 Oct 2023 04:53:07 INFO epoch 72 evaluating [time: 3.81s, valid_score: 0.071200]
Fri 20 Oct 2023 04:53:07 INFO valid result:
hit@10 : 0.126 hit@50 : 0.233 ndcg@10 : 0.0712 ndcg@50 : 0.0941
Fri 20 Oct 2023 04:53:07 INFO Discovering multi-modal user interest before 73-th epoch
Fri 20 Oct 2023 04:53:07 INFO Finish multi-modal interest discovery before 73-th epoch
Fri 20 Oct 2023 04:53:38 INFO epoch 73 training [time: 31.34s, train loss: 4068.0353]
Fri 20 Oct 2023 04:53:42 INFO epoch 73 evaluating [time: 3.76s, valid_score: 0.070900]
Fri 20 Oct 2023 04:53:42 INFO valid result:
hit@10 : 0.1256 hit@50 : 0.2312 ndcg@10 : 0.0709 ndcg@50 : 0.0936
Fri 20 Oct 2023 04:53:42 INFO Discovering multi-modal user interest before 74-th epoch
Fri 20 Oct 2023 04:53:42 INFO Finish multi-modal interest discovery before 74-th epoch
Fri 20 Oct 2023 04:54:14 INFO epoch 74 training [time: 31.96s, train loss: 4068.1492]
Fri 20 Oct 2023 04:54:17 INFO epoch 74 evaluating [time: 3.74s, valid_score: 0.071400]
Fri 20 Oct 2023 04:54:17 INFO valid result:
hit@10 : 0.1268 hit@50 : 0.2306 ndcg@10 : 0.0714 ndcg@50 : 0.0937
Fri 20 Oct 2023 04:54:17 INFO Discovering multi-modal user interest before 75-th epoch
Fri 20 Oct 2023 04:54:18 INFO Finish multi-modal interest discovery before 75-th epoch
Fri 20 Oct 2023 04:54:49 INFO epoch 75 training [time: 31.58s, train loss: 4066.0318]
Fri 20 Oct 2023 04:54:53 INFO epoch 75 evaluating [time: 3.76s, valid_score: 0.071300]
Fri 20 Oct 2023 04:54:53 INFO valid result:
hit@10 : 0.1265 hit@50 : 0.2315 ndcg@10 : 0.0713 ndcg@50 : 0.0938
Fri 20 Oct 2023 04:54:53 INFO Discovering multi-modal user interest before 76-th epoch
Fri 20 Oct 2023 04:54:53 INFO Finish multi-modal interest discovery before 76-th epoch
Fri 20 Oct 2023 04:55:24 INFO epoch 76 training [time: 31.63s, train loss: 4066.4129]
Fri 20 Oct 2023 04:55:28 INFO epoch 76 evaluating [time: 3.97s, valid_score: 0.071400]
Fri 20 Oct 2023 04:55:28 INFO valid result:
hit@10 : 0.1259 hit@50 : 0.2317 ndcg@10 : 0.0714 ndcg@50 : 0.0941
Fri 20 Oct 2023 04:55:28 INFO Discovering multi-modal user interest before 77-th epoch
Fri 20 Oct 2023 04:55:28 INFO Finish multi-modal interest discovery before 77-th epoch
Fri 20 Oct 2023 04:56:00 INFO epoch 77 training [time: 32.11s, train loss: 4065.7638]
Fri 20 Oct 2023 04:56:04 INFO epoch 77 evaluating [time: 3.73s, valid_score: 0.071800]
Fri 20 Oct 2023 04:56:04 INFO valid result:
hit@10 : 0.1258 hit@50 : 0.2315 ndcg@10 : 0.0718 ndcg@50 : 0.0944
Fri 20 Oct 2023 04:56:05 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-03.pth
Fri 20 Oct 2023 04:56:05 INFO Discovering multi-modal user interest before 78-th epoch
Fri 20 Oct 2023 04:56:05 INFO Finish multi-modal interest discovery before 78-th epoch
Fri 20 Oct 2023 04:56:36 INFO epoch 78 training [time: 31.22s, train loss: 4065.7431]
Fri 20 Oct 2023 04:56:40 INFO epoch 78 evaluating [time: 3.78s, valid_score: 0.071600]
Fri 20 Oct 2023 04:56:40 INFO valid result:
hit@10 : 0.1267 hit@50 : 0.2324 ndcg@10 : 0.0716 ndcg@50 : 0.0942
Fri 20 Oct 2023 04:56:40 INFO Discovering multi-modal user interest before 79-th epoch
Fri 20 Oct 2023 04:56:40 INFO Finish multi-modal interest discovery before 79-th epoch
Fri 20 Oct 2023 04:57:11 INFO epoch 79 training [time: 31.61s, train loss: 4064.4789]
Fri 20 Oct 2023 04:57:15 INFO epoch 79 evaluating [time: 3.75s, valid_score: 0.072000]
Fri 20 Oct 2023 04:57:15 INFO valid result:
hit@10 : 0.1272 hit@50 : 0.2326 ndcg@10 : 0.072 ndcg@50 : 0.0947
Fri 20 Oct 2023 04:57:16 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-03.pth
Fri 20 Oct 2023 04:57:16 INFO Discovering multi-modal user interest before 80-th epoch
Fri 20 Oct 2023 04:57:16 INFO Finish multi-modal interest discovery before 80-th epoch
Fri 20 Oct 2023 04:57:47 INFO epoch 80 training [time: 31.19s, train loss: 4063.2377]
Fri 20 Oct 2023 04:57:51 INFO epoch 80 evaluating [time: 3.97s, valid_score: 0.071900]
Fri 20 Oct 2023 04:57:51 INFO valid result:
hit@10 : 0.1263 hit@50 : 0.2334 ndcg@10 : 0.0719 ndcg@50 : 0.0948
Fri 20 Oct 2023 04:57:51 INFO Discovering multi-modal user interest before 81-th epoch
Fri 20 Oct 2023 04:57:51 INFO Finish multi-modal interest discovery before 81-th epoch
Fri 20 Oct 2023 04:58:24 INFO epoch 81 training [time: 33.13s, train loss: 4065.3575]
Fri 20 Oct 2023 04:58:28 INFO epoch 81 evaluating [time: 3.81s, valid_score: 0.072400]
Fri 20 Oct 2023 04:58:28 INFO valid result:
hit@10 : 0.1274 hit@50 : 0.2328 ndcg@10 : 0.0724 ndcg@50 : 0.095
Fri 20 Oct 2023 04:58:29 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-03.pth
Fri 20 Oct 2023 04:58:29 INFO Discovering multi-modal user interest before 82-th epoch
Fri 20 Oct 2023 04:58:29 INFO Finish multi-modal interest discovery before 82-th epoch
Fri 20 Oct 2023 04:59:00 INFO epoch 82 training [time: 31.32s, train loss: 4063.6257]
Fri 20 Oct 2023 04:59:04 INFO epoch 82 evaluating [time: 3.87s, valid_score: 0.072400]
Fri 20 Oct 2023 04:59:04 INFO valid result:
hit@10 : 0.1278 hit@50 : 0.2322 ndcg@10 : 0.0724 ndcg@50 : 0.0947
Fri 20 Oct 2023 04:59:05 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-03.pth
Fri 20 Oct 2023 04:59:05 INFO Discovering multi-modal user interest before 83-th epoch
Fri 20 Oct 2023 04:59:05 INFO Finish multi-modal interest discovery before 83-th epoch
Fri 20 Oct 2023 04:59:36 INFO epoch 83 training [time: 31.37s, train loss: 4062.6850]
Fri 20 Oct 2023 04:59:40 INFO epoch 83 evaluating [time: 3.83s, valid_score: 0.071700]
Fri 20 Oct 2023 04:59:40 INFO valid result:
hit@10 : 0.1263 hit@50 : 0.2319 ndcg@10 : 0.0717 ndcg@50 : 0.0943
Fri 20 Oct 2023 04:59:40 INFO Discovering multi-modal user interest before 84-th epoch
Fri 20 Oct 2023 04:59:40 INFO Finish multi-modal interest discovery before 84-th epoch
Fri 20 Oct 2023 05:00:12 INFO epoch 84 training [time: 32.02s, train loss: 4062.1116]
Fri 20 Oct 2023 05:00:16 INFO epoch 84 evaluating [time: 3.80s, valid_score: 0.072100]
Fri 20 Oct 2023 05:00:16 INFO valid result:
hit@10 : 0.1268 hit@50 : 0.2326 ndcg@10 : 0.0721 ndcg@50 : 0.0947
Fri 20 Oct 2023 05:00:16 INFO Discovering multi-modal user interest before 85-th epoch
Fri 20 Oct 2023 05:00:16 INFO Finish multi-modal interest discovery before 85-th epoch
Fri 20 Oct 2023 05:00:47 INFO epoch 85 training [time: 31.48s, train loss: 4061.1336]
Fri 20 Oct 2023 05:00:51 INFO epoch 85 evaluating [time: 3.78s, valid_score: 0.072000]
Fri 20 Oct 2023 05:00:51 INFO valid result:
hit@10 : 0.1263 hit@50 : 0.2326 ndcg@10 : 0.072 ndcg@50 : 0.0948
Fri 20 Oct 2023 05:00:51 INFO Discovering multi-modal user interest before 86-th epoch
Fri 20 Oct 2023 05:00:51 INFO Finish multi-modal interest discovery before 86-th epoch
Fri 20 Oct 2023 05:01:22 INFO epoch 86 training [time: 31.60s, train loss: 4061.3033]
Fri 20 Oct 2023 05:01:26 INFO epoch 86 evaluating [time: 3.80s, valid_score: 0.072300]
Fri 20 Oct 2023 05:01:26 INFO valid result:
hit@10 : 0.1272 hit@50 : 0.2345 ndcg@10 : 0.0723 ndcg@50 : 0.0953
Fri 20 Oct 2023 05:01:26 INFO Discovering multi-modal user interest before 87-th epoch
Fri 20 Oct 2023 05:01:26 INFO Finish multi-modal interest discovery before 87-th epoch
Fri 20 Oct 2023 05:01:58 INFO epoch 87 training [time: 31.96s, train loss: 4060.1044]
Fri 20 Oct 2023 05:02:02 INFO epoch 87 evaluating [time: 3.73s, valid_score: 0.072200]
Fri 20 Oct 2023 05:02:02 INFO valid result:
hit@10 : 0.1275 hit@50 : 0.233 ndcg@10 : 0.0722 ndcg@50 : 0.0948
Fri 20 Oct 2023 05:02:02 INFO Discovering multi-modal user interest before 88-th epoch
Fri 20 Oct 2023 05:02:02 INFO Finish multi-modal interest discovery before 88-th epoch
Fri 20 Oct 2023 05:02:33 INFO epoch 88 training [time: 31.28s, train loss: 4060.7851]
Fri 20 Oct 2023 05:02:37 INFO epoch 88 evaluating [time: 3.74s, valid_score: 0.072200]
Fri 20 Oct 2023 05:02:37 INFO valid result:
hit@10 : 0.1272 hit@50 : 0.2323 ndcg@10 : 0.0722 ndcg@50 : 0.0948
Fri 20 Oct 2023 05:02:37 INFO Discovering multi-modal user interest before 89-th epoch
Fri 20 Oct 2023 05:02:37 INFO Finish multi-modal interest discovery before 89-th epoch
Fri 20 Oct 2023 05:03:09 INFO epoch 89 training [time: 31.93s, train loss: 4060.2234]
Fri 20 Oct 2023 05:03:13 INFO epoch 89 evaluating [time: 3.99s, valid_score: 0.072500]
Fri 20 Oct 2023 05:03:13 INFO valid result:
hit@10 : 0.1273 hit@50 : 0.2331 ndcg@10 : 0.0725 ndcg@50 : 0.0952
Fri 20 Oct 2023 05:03:14 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-03.pth
Fri 20 Oct 2023 05:03:14 INFO Discovering multi-modal user interest before 90-th epoch
Fri 20 Oct 2023 05:03:14 INFO Finish multi-modal interest discovery before 90-th epoch
Fri 20 Oct 2023 05:03:46 INFO epoch 90 training [time: 32.16s, train loss: 4059.5256]
Fri 20 Oct 2023 05:03:49 INFO epoch 90 evaluating [time: 3.75s, valid_score: 0.072500]
Fri 20 Oct 2023 05:03:49 INFO valid result:
hit@10 : 0.1283 hit@50 : 0.2336 ndcg@10 : 0.0725 ndcg@50 : 0.0951
Fri 20 Oct 2023 05:03:50 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-03.pth
Fri 20 Oct 2023 05:03:50 INFO Discovering multi-modal user interest before 91-th epoch
Fri 20 Oct 2023 05:03:50 INFO Finish multi-modal interest discovery before 91-th epoch
Fri 20 Oct 2023 05:04:22 INFO epoch 91 training [time: 31.59s, train loss: 4059.5804]
Fri 20 Oct 2023 05:04:26 INFO epoch 91 evaluating [time: 3.98s, valid_score: 0.072400]
Fri 20 Oct 2023 05:04:26 INFO valid result:
hit@10 : 0.1278 hit@50 : 0.233 ndcg@10 : 0.0724 ndcg@50 : 0.0949
Fri 20 Oct 2023 05:04:26 INFO Discovering multi-modal user interest before 92-th epoch
Fri 20 Oct 2023 05:04:26 INFO Finish multi-modal interest discovery before 92-th epoch
Fri 20 Oct 2023 05:04:57 INFO epoch 92 training [time: 31.53s, train loss: 4060.1269]
Fri 20 Oct 2023 05:05:01 INFO epoch 92 evaluating [time: 3.74s, valid_score: 0.072000]
Fri 20 Oct 2023 05:05:01 INFO valid result:
hit@10 : 0.1262 hit@50 : 0.2337 ndcg@10 : 0.072 ndcg@50 : 0.0951
Fri 20 Oct 2023 05:05:01 INFO Discovering multi-modal user interest before 93-th epoch
Fri 20 Oct 2023 05:05:01 INFO Finish multi-modal interest discovery before 93-th epoch
Fri 20 Oct 2023 05:05:33 INFO epoch 93 training [time: 31.61s, train loss: 4059.3107]
Fri 20 Oct 2023 05:05:36 INFO epoch 93 evaluating [time: 3.75s, valid_score: 0.072700]
Fri 20 Oct 2023 05:05:36 INFO valid result:
hit@10 : 0.1278 hit@50 : 0.2328 ndcg@10 : 0.0727 ndcg@50 : 0.0952
Fri 20 Oct 2023 05:05:37 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-03.pth
Fri 20 Oct 2023 05:05:37 INFO Discovering multi-modal user interest before 94-th epoch
Fri 20 Oct 2023 05:05:37 INFO Finish multi-modal interest discovery before 94-th epoch
Fri 20 Oct 2023 05:06:08 INFO epoch 94 training [time: 31.51s, train loss: 4057.8334]
Fri 20 Oct 2023 05:06:12 INFO epoch 94 evaluating [time: 3.81s, valid_score: 0.072700]
Fri 20 Oct 2023 05:06:12 INFO valid result:
hit@10 : 0.128 hit@50 : 0.2336 ndcg@10 : 0.0727 ndcg@50 : 0.0954
Fri 20 Oct 2023 05:06:13 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-03.pth
Fri 20 Oct 2023 05:06:13 INFO Discovering multi-modal user interest before 95-th epoch
Fri 20 Oct 2023 05:06:13 INFO Finish multi-modal interest discovery before 95-th epoch
Fri 20 Oct 2023 05:06:44 INFO epoch 95 training [time: 31.15s, train loss: 4057.9105]
Fri 20 Oct 2023 05:06:48 INFO epoch 95 evaluating [time: 3.82s, valid_score: 0.072200]
Fri 20 Oct 2023 05:06:48 INFO valid result:
hit@10 : 0.1275 hit@50 : 0.234 ndcg@10 : 0.0722 ndcg@50 : 0.095
Fri 20 Oct 2023 05:06:48 INFO Discovering multi-modal user interest before 96-th epoch
Fri 20 Oct 2023 05:06:48 INFO Finish multi-modal interest discovery before 96-th epoch
Fri 20 Oct 2023 05:07:19 INFO epoch 96 training [time: 31.19s, train loss: 4058.0557]
Fri 20 Oct 2023 05:07:23 INFO epoch 96 evaluating [time: 3.78s, valid_score: 0.072500]
Fri 20 Oct 2023 05:07:23 INFO valid result:
hit@10 : 0.1267 hit@50 : 0.2331 ndcg@10 : 0.0725 ndcg@50 : 0.0954
Fri 20 Oct 2023 05:07:23 INFO Discovering multi-modal user interest before 97-th epoch
Fri 20 Oct 2023 05:07:23 INFO Finish multi-modal interest discovery before 97-th epoch
Fri 20 Oct 2023 05:07:54 INFO epoch 97 training [time: 31.53s, train loss: 4057.6495]
Fri 20 Oct 2023 05:07:58 INFO epoch 97 evaluating [time: 3.72s, valid_score: 0.071800]
Fri 20 Oct 2023 05:07:58 INFO valid result:
hit@10 : 0.1263 hit@50 : 0.2324 ndcg@10 : 0.0718 ndcg@50 : 0.0945
Fri 20 Oct 2023 05:07:58 INFO Discovering multi-modal user interest before 98-th epoch
Fri 20 Oct 2023 05:07:58 INFO Finish multi-modal interest discovery before 98-th epoch
Fri 20 Oct 2023 05:08:29 INFO epoch 98 training [time: 31.20s, train loss: 4057.2147]
Fri 20 Oct 2023 05:08:33 INFO epoch 98 evaluating [time: 3.74s, valid_score: 0.072800]
Fri 20 Oct 2023 05:08:33 INFO valid result:
hit@10 : 0.1275 hit@50 : 0.2333 ndcg@10 : 0.0728 ndcg@50 : 0.0955
Fri 20 Oct 2023 05:08:34 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-03.pth
Fri 20 Oct 2023 05:08:34 INFO Discovering multi-modal user interest before 99-th epoch
Fri 20 Oct 2023 05:08:34 INFO Finish multi-modal interest discovery before 99-th epoch
Fri 20 Oct 2023 05:09:06 INFO epoch 99 training [time: 32.18s, train loss: 4056.0886]
Fri 20 Oct 2023 05:09:10 INFO epoch 99 evaluating [time: 4.03s, valid_score: 0.072500]
Fri 20 Oct 2023 05:09:10 INFO valid result:
hit@10 : 0.1271 hit@50 : 0.2332 ndcg@10 : 0.0725 ndcg@50 : 0.0952
Fri 20 Oct 2023 05:09:10 INFO Discovering multi-modal user interest before 100-th epoch
Fri 20 Oct 2023 05:09:10 INFO Finish multi-modal interest discovery before 100-th epoch
Fri 20 Oct 2023 05:09:42 INFO epoch 100 training [time: 31.70s, train loss: 4056.9671]
Fri 20 Oct 2023 05:09:46 INFO epoch 100 evaluating [time: 3.83s, valid_score: 0.072200]
Fri 20 Oct 2023 05:09:46 INFO valid result:
hit@10 : 0.1276 hit@50 : 0.2336 ndcg@10 : 0.0722 ndcg@50 : 0.0949
Fri 20 Oct 2023 05:09:46 INFO Discovering multi-modal user interest before 101-th epoch
Fri 20 Oct 2023 05:09:46 INFO Finish multi-modal interest discovery before 101-th epoch
Fri 20 Oct 2023 05:10:18 INFO epoch 101 training [time: 32.29s, train loss: 4057.3500]
Fri 20 Oct 2023 05:10:22 INFO epoch 101 evaluating [time: 3.83s, valid_score: 0.073000]
Fri 20 Oct 2023 05:10:22 INFO valid result:
hit@10 : 0.1281 hit@50 : 0.2334 ndcg@10 : 0.073 ndcg@50 : 0.0955
Fri 20 Oct 2023 05:10:22 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-03.pth
Fri 20 Oct 2023 05:10:22 INFO Discovering multi-modal user interest before 102-th epoch
Fri 20 Oct 2023 05:10:22 INFO Finish multi-modal interest discovery before 102-th epoch
Fri 20 Oct 2023 05:10:54 INFO epoch 102 training [time: 31.78s, train loss: 4055.8938]
Fri 20 Oct 2023 05:10:58 INFO epoch 102 evaluating [time: 3.81s, valid_score: 0.072600]
Fri 20 Oct 2023 05:10:58 INFO valid result:
hit@10 : 0.1274 hit@50 : 0.2345 ndcg@10 : 0.0726 ndcg@50 : 0.0955
Fri 20 Oct 2023 05:10:58 INFO Discovering multi-modal user interest before 103-th epoch
Fri 20 Oct 2023 05:10:58 INFO Finish multi-modal interest discovery before 103-th epoch
Fri 20 Oct 2023 05:11:30 INFO epoch 103 training [time: 31.63s, train loss: 4055.7742]
Fri 20 Oct 2023 05:11:33 INFO epoch 103 evaluating [time: 3.71s, valid_score: 0.072900]
Fri 20 Oct 2023 05:11:33 INFO valid result:
hit@10 : 0.1276 hit@50 : 0.233 ndcg@10 : 0.0729 ndcg@50 : 0.0955
Fri 20 Oct 2023 05:11:33 INFO Discovering multi-modal user interest before 104-th epoch
Fri 20 Oct 2023 05:11:33 INFO Finish multi-modal interest discovery before 104-th epoch
Fri 20 Oct 2023 05:12:05 INFO epoch 104 training [time: 31.36s, train loss: 4054.3454]
Fri 20 Oct 2023 05:12:08 INFO epoch 104 evaluating [time: 3.76s, valid_score: 0.072300]
Fri 20 Oct 2023 05:12:08 INFO valid result:
hit@10 : 0.1271 hit@50 : 0.2344 ndcg@10 : 0.0723 ndcg@50 : 0.0953
Fri 20 Oct 2023 05:12:08 INFO Discovering multi-modal user interest before 105-th epoch
Fri 20 Oct 2023 05:12:08 INFO Finish multi-modal interest discovery before 105-th epoch
Fri 20 Oct 2023 05:12:40 INFO epoch 105 training [time: 31.48s, train loss: 4055.0482]
Fri 20 Oct 2023 05:12:44 INFO epoch 105 evaluating [time: 3.94s, valid_score: 0.072800]
Fri 20 Oct 2023 05:12:44 INFO valid result:
hit@10 : 0.1286 hit@50 : 0.2349 ndcg@10 : 0.0728 ndcg@50 : 0.0955
Fri 20 Oct 2023 05:12:44 INFO Discovering multi-modal user interest before 106-th epoch
Fri 20 Oct 2023 05:12:44 INFO Finish multi-modal interest discovery before 106-th epoch
Fri 20 Oct 2023 05:13:15 INFO epoch 106 training [time: 31.09s, train loss: 4055.5803]
Fri 20 Oct 2023 05:13:19 INFO epoch 106 evaluating [time: 3.77s, valid_score: 0.073400]
Fri 20 Oct 2023 05:13:19 INFO valid result:
hit@10 : 0.1287 hit@50 : 0.2339 ndcg@10 : 0.0734 ndcg@50 : 0.0959
Fri 20 Oct 2023 05:13:19 INFO Saving current: saved/MISSRec-Oct-20-2023_04-10-03.pth
Fri 20 Oct 2023 05:13:19 INFO Discovering multi-modal user interest before 107-th epoch
Fri 20 Oct 2023 05:13:19 INFO Finish multi-modal interest discovery before 107-th epoch
Fri 20 Oct 2023 05:13:51 INFO epoch 107 training [time: 31.52s, train loss: 4054.1814]
Fri 20 Oct 2023 05:13:55 INFO epoch 107 evaluating [time: 3.76s, valid_score: 0.073200]
Fri 20 Oct 2023 05:13:55 INFO valid result:
hit@10 : 0.128 hit@50 : 0.232 ndcg@10 : 0.0732 ndcg@50 : 0.0955
Fri 20 Oct 2023 05:13:55 INFO Discovering multi-modal user interest before 108-th epoch
Fri 20 Oct 2023 05:13:55 INFO Finish multi-modal interest discovery before 108-th epoch
Fri 20 Oct 2023 05:14:26 INFO epoch 108 training [time: 31.49s, train loss: 4054.6642]
Fri 20 Oct 2023 05:14:30 INFO epoch 108 evaluating [time: 3.80s, valid_score: 0.072200]
Fri 20 Oct 2023 05:14:30 INFO valid result:
hit@10 : 0.1272 hit@50 : 0.233 ndcg@10 : 0.0722 ndcg@50 : 0.0948
Fri 20 Oct 2023 05:14:30 INFO Discovering multi-modal user interest before 109-th epoch
Fri 20 Oct 2023 05:14:30 INFO Finish multi-modal interest discovery before 109-th epoch
Fri 20 Oct 2023 05:15:02 INFO epoch 109 training [time: 32.09s, train loss: 4053.7111]
Fri 20 Oct 2023 05:15:06 INFO epoch 109 evaluating [time: 3.75s, valid_score: 0.073000]
Fri 20 Oct 2023 05:15:06 INFO valid result:
hit@10 : 0.1276 hit@50 : 0.2339 ndcg@10 : 0.073 ndcg@50 : 0.0957
Fri 20 Oct 2023 05:15:06 INFO Discovering multi-modal user interest before 110-th epoch
Fri 20 Oct 2023 05:15:06 INFO Finish multi-modal interest discovery before 110-th epoch
Fri 20 Oct 2023 05:15:38 INFO epoch 110 training [time: 31.85s, train loss: 4052.9630]
Fri 20 Oct 2023 05:15:41 INFO epoch 110 evaluating [time: 3.72s, valid_score: 0.072700]
Fri 20 Oct 2023 05:15:41 INFO valid result:
hit@10 : 0.1275 hit@50 : 0.2335 ndcg@10 : 0.0727 ndcg@50 : 0.0954
Fri 20 Oct 2023 05:15:41 INFO Discovering multi-modal user interest before 111-th epoch
Fri 20 Oct 2023 05:15:41 INFO Finish multi-modal interest discovery before 111-th epoch
Fri 20 Oct 2023 05:16:13 INFO epoch 111 training [time: 31.52s, train loss: 4053.6855]
Fri 20 Oct 2023 05:16:17 INFO epoch 111 evaluating [time: 3.78s, valid_score: 0.072000]
Fri 20 Oct 2023 05:16:17 INFO valid result:
hit@10 : 0.1268 hit@50 : 0.2326 ndcg@10 : 0.072 ndcg@50 : 0.0947
Fri 20 Oct 2023 05:16:17 INFO Discovering multi-modal user interest before 112-th epoch
Fri 20 Oct 2023 05:16:17 INFO Finish multi-modal interest discovery before 112-th epoch
Fri 20 Oct 2023 05:16:49 INFO epoch 112 training [time: 32.21s, train loss: 4051.6191]
Fri 20 Oct 2023 05:16:53 INFO epoch 112 evaluating [time: 3.92s, valid_score: 0.072900]
Fri 20 Oct 2023 05:16:53 INFO valid result:
hit@10 : 0.1278 hit@50 : 0.2341 ndcg@10 : 0.0729 ndcg@50 : 0.0957
Fri 20 Oct 2023 05:16:53 INFO Discovering multi-modal user interest before 113-th epoch
Fri 20 Oct 2023 05:16:53 INFO Finish multi-modal interest discovery before 113-th epoch
Fri 20 Oct 2023 05:17:26 INFO epoch 113 training [time: 32.83s, train loss: 4052.3748]
Fri 20 Oct 2023 05:17:29 INFO epoch 113 evaluating [time: 3.76s, valid_score: 0.073100]
Fri 20 Oct 2023 05:17:29 INFO valid result:
hit@10 : 0.1281 hit@50 : 0.2324 ndcg@10 : 0.0731 ndcg@50 : 0.0954
Fri 20 Oct 2023 05:17:29 INFO Discovering multi-modal user interest before 114-th epoch
Fri 20 Oct 2023 05:17:29 INFO Finish multi-modal interest discovery before 114-th epoch
Fri 20 Oct 2023 05:18:01 INFO epoch 114 training [time: 31.66s, train loss: 4052.5931]
Fri 20 Oct 2023 05:18:05 INFO epoch 114 evaluating [time: 3.79s, valid_score: 0.072400]
Fri 20 Oct 2023 05:18:05 INFO valid result:
hit@10 : 0.1275 hit@50 : 0.2326 ndcg@10 : 0.0724 ndcg@50 : 0.0949
Fri 20 Oct 2023 05:18:05 INFO Discovering multi-modal user interest before 115-th epoch
Fri 20 Oct 2023 05:18:05 INFO Finish multi-modal interest discovery before 115-th epoch
Fri 20 Oct 2023 05:18:36 INFO epoch 115 training [time: 31.49s, train loss: 4052.9147]
Fri 20 Oct 2023 05:18:40 INFO epoch 115 evaluating [time: 3.78s, valid_score: 0.073200]
Fri 20 Oct 2023 05:18:40 INFO valid result:
hit@10 : 0.1281 hit@50 : 0.2345 ndcg@10 : 0.0732 ndcg@50 : 0.0959
Fri 20 Oct 2023 05:18:40 INFO Discovering multi-modal user interest before 116-th epoch
Fri 20 Oct 2023 05:18:40 INFO Finish multi-modal interest discovery before 116-th epoch
Fri 20 Oct 2023 05:19:12 INFO epoch 116 training [time: 31.57s, train loss: 4051.1418]
Fri 20 Oct 2023 05:19:15 INFO epoch 116 evaluating [time: 3.76s, valid_score: 0.072500]
Fri 20 Oct 2023 05:19:15 INFO valid result:
hit@10 : 0.1277 hit@50 : 0.2337 ndcg@10 : 0.0725 ndcg@50 : 0.0952
Fri 20 Oct 2023 05:19:15 INFO Discovering multi-modal user interest before 117-th epoch
Fri 20 Oct 2023 05:19:15 INFO Finish multi-modal interest discovery before 117-th epoch
Fri 20 Oct 2023 05:19:47 INFO epoch 117 training [time: 31.66s, train loss: 4051.8350]
Fri 20 Oct 2023 05:19:51 INFO epoch 117 evaluating [time: 3.90s, valid_score: 0.072200]
Fri 20 Oct 2023 05:19:51 INFO valid result:
hit@10 : 0.1274 hit@50 : 0.2334 ndcg@10 : 0.0722 ndcg@50 : 0.0949
Fri 20 Oct 2023 05:19:51 INFO Finished training, best eval result in epoch 106
Fri 20 Oct 2023 05:19:51 INFO Loading model structure and parameters from saved/MISSRec-Oct-20-2023_04-10-03.pth
Fri 20 Oct 2023 05:19:55 INFO best valid : OrderedDict([('hit@10', 0.1287), ('hit@50', 0.2339), ('ndcg@10', 0.0734), ('ndcg@50', 0.0959)])
Fri 20 Oct 2023 05:19:55 INFO test result: OrderedDict([('hit@10', 0.1107), ('hit@50', 0.2093), ('ndcg@10', 0.0641), ('ndcg@50', 0.0853)])
Fri 20 Oct 2023 05:19:55 INFO Write log to /data/wangjinpeng/MISSRec_clear/log/MISSRec_gpu4/Oct-20-2023_04-09-49_.log