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Oct-20-2023_03-18-42.log
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Fri 20 Oct 2023 03:18:42 INFO
General Hyper Parameters:
gpu_id = 0
use_gpu = True
seed = 2020
state = INFO
reproducibility = True
data_path = dataset/downstream/Scientific_mm_full
checkpoint_dir = saved
show_progress = True
save_dataset = False
dataset_save_path = None
save_dataloaders = False
dataloaders_save_path = None
log_wandb = False
Training Hyper Parameters:
epochs = 300
train_batch_size = 512
learner = adam
learning_rate = 0.001
neg_sampling = None
eval_step = 1
stopping_step = 10
clip_grad_norm = None
weight_decay = 0.0
loss_decimal_place = 4
Evaluation Hyper Parameters:
eval_args = {'split': {'LS': 'valid_and_test'}, 'order': 'TO', 'mode': 'full', 'group_by': 'user'}
repeatable = True
metrics = ['HIT', 'NDCG']
topk = [10, 50]
valid_metric = NDCG@10
valid_metric_bigger = True
eval_batch_size = 1024
metric_decimal_place = 4
Dataset Hyper Parameters:
field_separator =
seq_separator =
USER_ID_FIELD = user_id
ITEM_ID_FIELD = item_id
RATING_FIELD = rating
TIME_FIELD = timestamp
seq_len = None
LABEL_FIELD = label
threshold = None
NEG_PREFIX = neg_
load_col = {'inter': ['user_id', 'item_id_list', 'item_id']}
unload_col = None
unused_col = None
additional_feat_suffix = None
rm_dup_inter = None
val_interval = None
filter_inter_by_user_or_item = True
user_inter_num_interval = [0,inf)
item_inter_num_interval = [0,inf)
alias_of_user_id = None
alias_of_item_id = ['item_id_list']
alias_of_entity_id = None
alias_of_relation_id = None
preload_weight = None
normalize_field = None
normalize_all = None
ITEM_LIST_LENGTH_FIELD = item_length
LIST_SUFFIX = _list
MAX_ITEM_LIST_LENGTH = 50
POSITION_FIELD = position_id
HEAD_ENTITY_ID_FIELD = head_id
TAIL_ENTITY_ID_FIELD = tail_id
RELATION_ID_FIELD = relation_id
ENTITY_ID_FIELD = entity_id
benchmark_filename = ['train', 'valid', 'test']
Other Hyper Parameters:
wandb_project = recbole
require_pow = False
MODEL_TYPE = ModelType.SEQUENTIAL
n_layers = 2
n_heads = 4
hidden_size = 300
inner_size = 256
hidden_dropout_prob = 0.5
attn_dropout_prob = 0.5
hidden_act = gelu
layer_norm_eps = 1e-12
initializer_range = 0.02
loss_type = CE
item_drop_ratio = 0.2
item_drop_coefficient = 0.9
lambda = 0.001
gamma = 0.0001
plm_suffix = feat1CLS
plm_suffix_aug = feat2CLS
img_suffix = feat3CLS
id_type = id
modal_type = img_text
plm_size = 512
img_size = 512
temperature = 0.07
seq_mm_fusion = add
item_mm_fusion = dynamic_shared
transform = None
train_stage = transductive_ft
log_prefix = gpu6
log_suffix =
interest_ratio = 0.5
knn_local_ratio = 0.2
MODEL_INPUT_TYPE = InputType.POINTWISE
eval_type = EvaluatorType.RANKING
device = cuda
train_neg_sample_args = {'strategy': 'none'}
eval_neg_sample_args = {'strategy': 'full', 'distribution': 'uniform'}
Fri 20 Oct 2023 03:18:43 INFO Scientific_mm_full
The number of users: 8443
Average actions of users: 6.039445628997868
The number of items: 4386
Average actions of items: 11.637753937457202
The number of inters: 50985
The sparsity of the dataset: 99.8623180504074%
Remain Fields: ['user_id', 'item_id_list', 'item_id', 'item_length']
Fri 20 Oct 2023 03:18:44 INFO [Training]: train_batch_size = [512] negative sampling: [None]
Fri 20 Oct 2023 03:18:44 INFO [Evaluation]: eval_batch_size = [1024] eval_args: [{'split': {'LS': 'valid_and_test'}, 'order': 'TO', 'mode': 'full', 'group_by': 'user'}]
Fri 20 Oct 2023 03:18:46 INFO MISSRec(
(item_embedding): Embedding(4386, 300, padding_idx=0)
(position_embedding): Embedding(50, 300)
(trm_model): Transformer(
(encoder): TransformerEncoder(
(layers): ModuleList(
(0): TransformerEncoderLayer(
(self_attn): MultiheadAttention(
(out_proj): NonDynamicallyQuantizableLinear(in_features=300, out_features=300, bias=True)
)
(linear1): Linear(in_features=300, out_features=256, bias=True)
(dropout): Dropout(p=0.5, inplace=False)
(linear2): Linear(in_features=256, out_features=300, bias=True)
(norm1): LayerNorm((300,), eps=1e-12, elementwise_affine=True)
(norm2): LayerNorm((300,), eps=1e-12, elementwise_affine=True)
(dropout1): Dropout(p=0.5, inplace=False)
(dropout2): Dropout(p=0.5, inplace=False)
)
)
(norm): LayerNorm((300,), eps=1e-12, elementwise_affine=True)
)
(decoder): TransformerDecoder(
(layers): ModuleList(
(0): TransformerDecoderLayer(
(self_attn): MultiheadAttention(
(out_proj): NonDynamicallyQuantizableLinear(in_features=300, out_features=300, bias=True)
)
(multihead_attn): MultiheadAttention(
(out_proj): NonDynamicallyQuantizableLinear(in_features=300, out_features=300, bias=True)
)
(linear1): Linear(in_features=300, out_features=256, bias=True)
(dropout): Dropout(p=0.5, inplace=False)
(linear2): Linear(in_features=256, out_features=300, bias=True)
(norm1): LayerNorm((300,), eps=1e-12, elementwise_affine=True)
(norm2): LayerNorm((300,), eps=1e-12, elementwise_affine=True)
(norm3): LayerNorm((300,), eps=1e-12, elementwise_affine=True)
(dropout1): Dropout(p=0.5, inplace=False)
(dropout2): Dropout(p=0.5, inplace=False)
(dropout3): Dropout(p=0.5, inplace=False)
)
)
(norm): LayerNorm((300,), eps=1e-12, elementwise_affine=True)
)
)
(LayerNorm): LayerNorm((300,), eps=1e-12, elementwise_affine=True)
(dropout): Dropout(p=0.5, inplace=False)
(loss_fct): CrossEntropyLoss()
(plm_embedding): Embedding(4386, 512, padding_idx=0)
(img_embedding): Embedding(4386, 512, padding_idx=0)
(text_adaptor): Linear(in_features=512, out_features=300, bias=True)
(img_adaptor): Linear(in_features=512, out_features=300, bias=True)
)
Trainable parameters: 3035313.0
Fri 20 Oct 2023 03:18:46 INFO Trainable parameters: ['fusion_factor', 'item_embedding.weight', '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 03:18:48 INFO Discovering multi-modal user interest before 0-th epoch
Fri 20 Oct 2023 03:18:50 INFO Finish multi-modal interest discovery before 0-th epoch
Fri 20 Oct 2023 03:18:54 INFO epoch 0 training [time: 6.32s, train loss: 513.0105]
Fri 20 Oct 2023 03:18:55 INFO epoch 0 evaluating [time: 0.70s, valid_score: 0.053400]
Fri 20 Oct 2023 03:18:55 INFO valid result:
hit@10 : 0.1054 hit@50 : 0.2207 ndcg@10 : 0.0534 ndcg@50 : 0.078
Fri 20 Oct 2023 03:18:55 INFO Saving current: saved/MISSRec-Oct-20-2023_03-18-48.pth
Fri 20 Oct 2023 03:18:55 INFO Discovering multi-modal user interest before 1-th epoch
Fri 20 Oct 2023 03:18:55 INFO Finish multi-modal interest discovery before 1-th epoch
Fri 20 Oct 2023 03:18:59 INFO epoch 1 training [time: 4.21s, train loss: 483.5253]
Fri 20 Oct 2023 03:19:00 INFO epoch 1 evaluating [time: 0.61s, valid_score: 0.059100]
Fri 20 Oct 2023 03:19:00 INFO valid result:
hit@10 : 0.1143 hit@50 : 0.2405 ndcg@10 : 0.0591 ndcg@50 : 0.086
Fri 20 Oct 2023 03:19:00 INFO Saving current: saved/MISSRec-Oct-20-2023_03-18-48.pth
Fri 20 Oct 2023 03:19:00 INFO Discovering multi-modal user interest before 2-th epoch
Fri 20 Oct 2023 03:19:00 INFO Finish multi-modal interest discovery before 2-th epoch
Fri 20 Oct 2023 03:19:04 INFO epoch 2 training [time: 3.98s, train loss: 470.8254]
Fri 20 Oct 2023 03:19:05 INFO epoch 2 evaluating [time: 0.65s, valid_score: 0.065100]
Fri 20 Oct 2023 03:19:05 INFO valid result:
hit@10 : 0.1239 hit@50 : 0.2467 ndcg@10 : 0.0651 ndcg@50 : 0.0913
Fri 20 Oct 2023 03:19:05 INFO Saving current: saved/MISSRec-Oct-20-2023_03-18-48.pth
Fri 20 Oct 2023 03:19:05 INFO Discovering multi-modal user interest before 3-th epoch
Fri 20 Oct 2023 03:19:05 INFO Finish multi-modal interest discovery before 3-th epoch
Fri 20 Oct 2023 03:19:09 INFO epoch 3 training [time: 3.76s, train loss: 460.5996]
Fri 20 Oct 2023 03:19:09 INFO epoch 3 evaluating [time: 0.62s, valid_score: 0.066000]
Fri 20 Oct 2023 03:19:09 INFO valid result:
hit@10 : 0.1257 hit@50 : 0.2497 ndcg@10 : 0.066 ndcg@50 : 0.0924
Fri 20 Oct 2023 03:19:09 INFO Saving current: saved/MISSRec-Oct-20-2023_03-18-48.pth
Fri 20 Oct 2023 03:19:09 INFO Discovering multi-modal user interest before 4-th epoch
Fri 20 Oct 2023 03:19:09 INFO Finish multi-modal interest discovery before 4-th epoch
Fri 20 Oct 2023 03:19:13 INFO epoch 4 training [time: 3.93s, train loss: 452.6293]
Fri 20 Oct 2023 03:19:14 INFO epoch 4 evaluating [time: 0.65s, valid_score: 0.068100]
Fri 20 Oct 2023 03:19:14 INFO valid result:
hit@10 : 0.1286 hit@50 : 0.2572 ndcg@10 : 0.0681 ndcg@50 : 0.0956
Fri 20 Oct 2023 03:19:14 INFO Saving current: saved/MISSRec-Oct-20-2023_03-18-48.pth
Fri 20 Oct 2023 03:19:14 INFO Discovering multi-modal user interest before 5-th epoch
Fri 20 Oct 2023 03:19:14 INFO Finish multi-modal interest discovery before 5-th epoch
Fri 20 Oct 2023 03:19:18 INFO epoch 5 training [time: 3.69s, train loss: 446.2328]
Fri 20 Oct 2023 03:19:19 INFO epoch 5 evaluating [time: 0.61s, valid_score: 0.068400]
Fri 20 Oct 2023 03:19:19 INFO valid result:
hit@10 : 0.1318 hit@50 : 0.2591 ndcg@10 : 0.0684 ndcg@50 : 0.0955
Fri 20 Oct 2023 03:19:19 INFO Saving current: saved/MISSRec-Oct-20-2023_03-18-48.pth
Fri 20 Oct 2023 03:19:19 INFO Discovering multi-modal user interest before 6-th epoch
Fri 20 Oct 2023 03:19:19 INFO Finish multi-modal interest discovery before 6-th epoch
Fri 20 Oct 2023 03:19:23 INFO epoch 6 training [time: 3.88s, train loss: 440.7644]
Fri 20 Oct 2023 03:19:23 INFO epoch 6 evaluating [time: 0.65s, valid_score: 0.069100]
Fri 20 Oct 2023 03:19:23 INFO valid result:
hit@10 : 0.1326 hit@50 : 0.2613 ndcg@10 : 0.0691 ndcg@50 : 0.0965
Fri 20 Oct 2023 03:19:24 INFO Saving current: saved/MISSRec-Oct-20-2023_03-18-48.pth
Fri 20 Oct 2023 03:19:24 INFO Discovering multi-modal user interest before 7-th epoch
Fri 20 Oct 2023 03:19:24 INFO Finish multi-modal interest discovery before 7-th epoch
Fri 20 Oct 2023 03:19:28 INFO epoch 7 training [time: 3.81s, train loss: 436.1940]
Fri 20 Oct 2023 03:19:28 INFO epoch 7 evaluating [time: 0.61s, valid_score: 0.067900]
Fri 20 Oct 2023 03:19:28 INFO valid result:
hit@10 : 0.1307 hit@50 : 0.2605 ndcg@10 : 0.0679 ndcg@50 : 0.0955
Fri 20 Oct 2023 03:19:28 INFO Discovering multi-modal user interest before 8-th epoch
Fri 20 Oct 2023 03:19:28 INFO Finish multi-modal interest discovery before 8-th epoch
Fri 20 Oct 2023 03:19:32 INFO epoch 8 training [time: 3.78s, train loss: 431.9481]
Fri 20 Oct 2023 03:19:33 INFO epoch 8 evaluating [time: 0.62s, valid_score: 0.068200]
Fri 20 Oct 2023 03:19:33 INFO valid result:
hit@10 : 0.1324 hit@50 : 0.2653 ndcg@10 : 0.0682 ndcg@50 : 0.0965
Fri 20 Oct 2023 03:19:33 INFO Discovering multi-modal user interest before 9-th epoch
Fri 20 Oct 2023 03:19:33 INFO Finish multi-modal interest discovery before 9-th epoch
Fri 20 Oct 2023 03:19:36 INFO epoch 9 training [time: 3.81s, train loss: 428.6547]
Fri 20 Oct 2023 03:19:37 INFO epoch 9 evaluating [time: 0.62s, valid_score: 0.069100]
Fri 20 Oct 2023 03:19:37 INFO valid result:
hit@10 : 0.1326 hit@50 : 0.2642 ndcg@10 : 0.0691 ndcg@50 : 0.0972
Fri 20 Oct 2023 03:19:37 INFO Saving current: saved/MISSRec-Oct-20-2023_03-18-48.pth
Fri 20 Oct 2023 03:19:37 INFO Discovering multi-modal user interest before 10-th epoch
Fri 20 Oct 2023 03:19:37 INFO Finish multi-modal interest discovery before 10-th epoch
Fri 20 Oct 2023 03:19:41 INFO epoch 10 training [time: 3.81s, train loss: 425.7558]
Fri 20 Oct 2023 03:19:42 INFO epoch 10 evaluating [time: 0.71s, valid_score: 0.068700]
Fri 20 Oct 2023 03:19:42 INFO valid result:
hit@10 : 0.1326 hit@50 : 0.2629 ndcg@10 : 0.0687 ndcg@50 : 0.0965
Fri 20 Oct 2023 03:19:42 INFO Discovering multi-modal user interest before 11-th epoch
Fri 20 Oct 2023 03:19:42 INFO Finish multi-modal interest discovery before 11-th epoch
Fri 20 Oct 2023 03:19:46 INFO epoch 11 training [time: 3.75s, train loss: 423.2401]
Fri 20 Oct 2023 03:19:46 INFO epoch 11 evaluating [time: 0.66s, valid_score: 0.070200]
Fri 20 Oct 2023 03:19:46 INFO valid result:
hit@10 : 0.1361 hit@50 : 0.2681 ndcg@10 : 0.0702 ndcg@50 : 0.0983
Fri 20 Oct 2023 03:19:46 INFO Saving current: saved/MISSRec-Oct-20-2023_03-18-48.pth
Fri 20 Oct 2023 03:19:46 INFO Discovering multi-modal user interest before 12-th epoch
Fri 20 Oct 2023 03:19:46 INFO Finish multi-modal interest discovery before 12-th epoch
Fri 20 Oct 2023 03:19:50 INFO epoch 12 training [time: 3.70s, train loss: 420.6338]
Fri 20 Oct 2023 03:19:51 INFO epoch 12 evaluating [time: 0.63s, valid_score: 0.069400]
Fri 20 Oct 2023 03:19:51 INFO valid result:
hit@10 : 0.1339 hit@50 : 0.2607 ndcg@10 : 0.0694 ndcg@50 : 0.0966
Fri 20 Oct 2023 03:19:51 INFO Discovering multi-modal user interest before 13-th epoch
Fri 20 Oct 2023 03:19:51 INFO Finish multi-modal interest discovery before 13-th epoch
Fri 20 Oct 2023 03:19:55 INFO epoch 13 training [time: 3.83s, train loss: 418.6403]
Fri 20 Oct 2023 03:19:55 INFO epoch 13 evaluating [time: 0.66s, valid_score: 0.070000]
Fri 20 Oct 2023 03:19:55 INFO valid result:
hit@10 : 0.1362 hit@50 : 0.2661 ndcg@10 : 0.07 ndcg@50 : 0.0977
Fri 20 Oct 2023 03:19:55 INFO Discovering multi-modal user interest before 14-th epoch
Fri 20 Oct 2023 03:19:55 INFO Finish multi-modal interest discovery before 14-th epoch
Fri 20 Oct 2023 03:19:59 INFO epoch 14 training [time: 3.87s, train loss: 416.7441]
Fri 20 Oct 2023 03:20:00 INFO epoch 14 evaluating [time: 0.65s, valid_score: 0.068800]
Fri 20 Oct 2023 03:20:00 INFO valid result:
hit@10 : 0.1324 hit@50 : 0.2638 ndcg@10 : 0.0688 ndcg@50 : 0.097
Fri 20 Oct 2023 03:20:00 INFO Discovering multi-modal user interest before 15-th epoch
Fri 20 Oct 2023 03:20:00 INFO Finish multi-modal interest discovery before 15-th epoch
Fri 20 Oct 2023 03:20:04 INFO epoch 15 training [time: 3.89s, train loss: 415.3012]
Fri 20 Oct 2023 03:20:04 INFO epoch 15 evaluating [time: 0.70s, valid_score: 0.069900]
Fri 20 Oct 2023 03:20:04 INFO valid result:
hit@10 : 0.1339 hit@50 : 0.2644 ndcg@10 : 0.0699 ndcg@50 : 0.0978
Fri 20 Oct 2023 03:20:04 INFO Discovering multi-modal user interest before 16-th epoch
Fri 20 Oct 2023 03:20:04 INFO Finish multi-modal interest discovery before 16-th epoch
Fri 20 Oct 2023 03:20:08 INFO epoch 16 training [time: 4.05s, train loss: 413.4793]
Fri 20 Oct 2023 03:20:09 INFO epoch 16 evaluating [time: 0.87s, valid_score: 0.071100]
Fri 20 Oct 2023 03:20:09 INFO valid result:
hit@10 : 0.1369 hit@50 : 0.2669 ndcg@10 : 0.0711 ndcg@50 : 0.0989
Fri 20 Oct 2023 03:20:10 INFO Saving current: saved/MISSRec-Oct-20-2023_03-18-48.pth
Fri 20 Oct 2023 03:20:10 INFO Discovering multi-modal user interest before 17-th epoch
Fri 20 Oct 2023 03:20:10 INFO Finish multi-modal interest discovery before 17-th epoch
Fri 20 Oct 2023 03:20:13 INFO epoch 17 training [time: 3.81s, train loss: 412.1198]
Fri 20 Oct 2023 03:20:14 INFO epoch 17 evaluating [time: 0.61s, valid_score: 0.070300]
Fri 20 Oct 2023 03:20:14 INFO valid result:
hit@10 : 0.1341 hit@50 : 0.265 ndcg@10 : 0.0703 ndcg@50 : 0.0984
Fri 20 Oct 2023 03:20:14 INFO Discovering multi-modal user interest before 18-th epoch
Fri 20 Oct 2023 03:20:14 INFO Finish multi-modal interest discovery before 18-th epoch
Fri 20 Oct 2023 03:20:18 INFO epoch 18 training [time: 3.86s, train loss: 410.7708]
Fri 20 Oct 2023 03:20:18 INFO epoch 18 evaluating [time: 0.62s, valid_score: 0.070800]
Fri 20 Oct 2023 03:20:18 INFO valid result:
hit@10 : 0.1365 hit@50 : 0.2671 ndcg@10 : 0.0708 ndcg@50 : 0.0986
Fri 20 Oct 2023 03:20:18 INFO Discovering multi-modal user interest before 19-th epoch
Fri 20 Oct 2023 03:20:18 INFO Finish multi-modal interest discovery before 19-th epoch
Fri 20 Oct 2023 03:20:22 INFO epoch 19 training [time: 4.01s, train loss: 409.3939]
Fri 20 Oct 2023 03:20:23 INFO epoch 19 evaluating [time: 0.65s, valid_score: 0.069200]
Fri 20 Oct 2023 03:20:23 INFO valid result:
hit@10 : 0.1336 hit@50 : 0.2675 ndcg@10 : 0.0692 ndcg@50 : 0.098
Fri 20 Oct 2023 03:20:23 INFO Discovering multi-modal user interest before 20-th epoch
Fri 20 Oct 2023 03:20:23 INFO Finish multi-modal interest discovery before 20-th epoch
Fri 20 Oct 2023 03:20:27 INFO epoch 20 training [time: 3.81s, train loss: 408.4769]
Fri 20 Oct 2023 03:20:28 INFO epoch 20 evaluating [time: 0.61s, valid_score: 0.070400]
Fri 20 Oct 2023 03:20:28 INFO valid result:
hit@10 : 0.1367 hit@50 : 0.2676 ndcg@10 : 0.0704 ndcg@50 : 0.0984
Fri 20 Oct 2023 03:20:28 INFO Discovering multi-modal user interest before 21-th epoch
Fri 20 Oct 2023 03:20:28 INFO Finish multi-modal interest discovery before 21-th epoch
Fri 20 Oct 2023 03:20:32 INFO epoch 21 training [time: 3.97s, train loss: 407.3252]
Fri 20 Oct 2023 03:20:32 INFO epoch 21 evaluating [time: 0.65s, valid_score: 0.071000]
Fri 20 Oct 2023 03:20:32 INFO valid result:
hit@10 : 0.1361 hit@50 : 0.2688 ndcg@10 : 0.071 ndcg@50 : 0.0992
Fri 20 Oct 2023 03:20:32 INFO Discovering multi-modal user interest before 22-th epoch
Fri 20 Oct 2023 03:20:32 INFO Finish multi-modal interest discovery before 22-th epoch
Fri 20 Oct 2023 03:20:36 INFO epoch 22 training [time: 3.98s, train loss: 406.7734]
Fri 20 Oct 2023 03:20:37 INFO epoch 22 evaluating [time: 0.66s, valid_score: 0.071000]
Fri 20 Oct 2023 03:20:37 INFO valid result:
hit@10 : 0.1368 hit@50 : 0.2669 ndcg@10 : 0.071 ndcg@50 : 0.0987
Fri 20 Oct 2023 03:20:37 INFO Discovering multi-modal user interest before 23-th epoch
Fri 20 Oct 2023 03:20:37 INFO Finish multi-modal interest discovery before 23-th epoch
Fri 20 Oct 2023 03:20:41 INFO epoch 23 training [time: 4.16s, train loss: 405.4644]
Fri 20 Oct 2023 03:20:42 INFO epoch 23 evaluating [time: 0.67s, valid_score: 0.070200]
Fri 20 Oct 2023 03:20:42 INFO valid result:
hit@10 : 0.1359 hit@50 : 0.2689 ndcg@10 : 0.0702 ndcg@50 : 0.0987
Fri 20 Oct 2023 03:20:42 INFO Discovering multi-modal user interest before 24-th epoch
Fri 20 Oct 2023 03:20:42 INFO Finish multi-modal interest discovery before 24-th epoch
Fri 20 Oct 2023 03:20:46 INFO epoch 24 training [time: 3.83s, train loss: 404.7229]
Fri 20 Oct 2023 03:20:46 INFO epoch 24 evaluating [time: 0.62s, valid_score: 0.070800]
Fri 20 Oct 2023 03:20:46 INFO valid result:
hit@10 : 0.1361 hit@50 : 0.2711 ndcg@10 : 0.0708 ndcg@50 : 0.0996
Fri 20 Oct 2023 03:20:46 INFO Discovering multi-modal user interest before 25-th epoch
Fri 20 Oct 2023 03:20:46 INFO Finish multi-modal interest discovery before 25-th epoch
Fri 20 Oct 2023 03:20:50 INFO epoch 25 training [time: 4.01s, train loss: 403.9222]
Fri 20 Oct 2023 03:20:51 INFO epoch 25 evaluating [time: 0.62s, valid_score: 0.071600]
Fri 20 Oct 2023 03:20:51 INFO valid result:
hit@10 : 0.1363 hit@50 : 0.269 ndcg@10 : 0.0716 ndcg@50 : 0.0999
Fri 20 Oct 2023 03:20:51 INFO Saving current: saved/MISSRec-Oct-20-2023_03-18-48.pth
Fri 20 Oct 2023 03:20:51 INFO Discovering multi-modal user interest before 26-th epoch
Fri 20 Oct 2023 03:20:51 INFO Finish multi-modal interest discovery before 26-th epoch
Fri 20 Oct 2023 03:20:55 INFO epoch 26 training [time: 3.56s, train loss: 402.8308]
Fri 20 Oct 2023 03:20:55 INFO epoch 26 evaluating [time: 0.61s, valid_score: 0.071100]
Fri 20 Oct 2023 03:20:55 INFO valid result:
hit@10 : 0.1363 hit@50 : 0.2706 ndcg@10 : 0.0711 ndcg@50 : 0.0998
Fri 20 Oct 2023 03:20:55 INFO Discovering multi-modal user interest before 27-th epoch
Fri 20 Oct 2023 03:20:55 INFO Finish multi-modal interest discovery before 27-th epoch
Fri 20 Oct 2023 03:20:59 INFO epoch 27 training [time: 3.90s, train loss: 402.3243]
Fri 20 Oct 2023 03:21:00 INFO epoch 27 evaluating [time: 0.69s, valid_score: 0.070200]
Fri 20 Oct 2023 03:21:00 INFO valid result:
hit@10 : 0.1348 hit@50 : 0.27 ndcg@10 : 0.0702 ndcg@50 : 0.0992
Fri 20 Oct 2023 03:21:00 INFO Discovering multi-modal user interest before 28-th epoch
Fri 20 Oct 2023 03:21:00 INFO Finish multi-modal interest discovery before 28-th epoch
Fri 20 Oct 2023 03:21:04 INFO epoch 28 training [time: 3.83s, train loss: 401.8553]
Fri 20 Oct 2023 03:21:04 INFO epoch 28 evaluating [time: 0.66s, valid_score: 0.072100]
Fri 20 Oct 2023 03:21:04 INFO valid result:
hit@10 : 0.1386 hit@50 : 0.2729 ndcg@10 : 0.0721 ndcg@50 : 0.1008
Fri 20 Oct 2023 03:21:05 INFO Saving current: saved/MISSRec-Oct-20-2023_03-18-48.pth
Fri 20 Oct 2023 03:21:05 INFO Discovering multi-modal user interest before 29-th epoch
Fri 20 Oct 2023 03:21:05 INFO Finish multi-modal interest discovery before 29-th epoch
Fri 20 Oct 2023 03:21:09 INFO epoch 29 training [time: 3.96s, train loss: 400.5621]
Fri 20 Oct 2023 03:21:09 INFO epoch 29 evaluating [time: 0.66s, valid_score: 0.072000]
Fri 20 Oct 2023 03:21:09 INFO valid result:
hit@10 : 0.1393 hit@50 : 0.2709 ndcg@10 : 0.072 ndcg@50 : 0.1
Fri 20 Oct 2023 03:21:09 INFO Discovering multi-modal user interest before 30-th epoch
Fri 20 Oct 2023 03:21:09 INFO Finish multi-modal interest discovery before 30-th epoch
Fri 20 Oct 2023 03:21:13 INFO epoch 30 training [time: 3.81s, train loss: 400.5258]
Fri 20 Oct 2023 03:21:14 INFO epoch 30 evaluating [time: 0.61s, valid_score: 0.071600]
Fri 20 Oct 2023 03:21:14 INFO valid result:
hit@10 : 0.1386 hit@50 : 0.2706 ndcg@10 : 0.0716 ndcg@50 : 0.0996
Fri 20 Oct 2023 03:21:14 INFO Discovering multi-modal user interest before 31-th epoch
Fri 20 Oct 2023 03:21:14 INFO Finish multi-modal interest discovery before 31-th epoch
Fri 20 Oct 2023 03:21:17 INFO epoch 31 training [time: 3.80s, train loss: 399.4854]
Fri 20 Oct 2023 03:21:18 INFO epoch 31 evaluating [time: 0.61s, valid_score: 0.071200]
Fri 20 Oct 2023 03:21:18 INFO valid result:
hit@10 : 0.1367 hit@50 : 0.2687 ndcg@10 : 0.0712 ndcg@50 : 0.0994
Fri 20 Oct 2023 03:21:18 INFO Discovering multi-modal user interest before 32-th epoch
Fri 20 Oct 2023 03:21:18 INFO Finish multi-modal interest discovery before 32-th epoch
Fri 20 Oct 2023 03:21:22 INFO epoch 32 training [time: 3.81s, train loss: 398.7018]
Fri 20 Oct 2023 03:21:22 INFO epoch 32 evaluating [time: 0.61s, valid_score: 0.071000]
Fri 20 Oct 2023 03:21:22 INFO valid result:
hit@10 : 0.1375 hit@50 : 0.273 ndcg@10 : 0.071 ndcg@50 : 0.0998
Fri 20 Oct 2023 03:21:22 INFO Discovering multi-modal user interest before 33-th epoch
Fri 20 Oct 2023 03:21:22 INFO Finish multi-modal interest discovery before 33-th epoch
Fri 20 Oct 2023 03:21:26 INFO epoch 33 training [time: 4.01s, train loss: 398.3687]
Fri 20 Oct 2023 03:21:27 INFO epoch 33 evaluating [time: 0.61s, valid_score: 0.071100]
Fri 20 Oct 2023 03:21:27 INFO valid result:
hit@10 : 0.1353 hit@50 : 0.2698 ndcg@10 : 0.0711 ndcg@50 : 0.0999
Fri 20 Oct 2023 03:21:27 INFO Discovering multi-modal user interest before 34-th epoch
Fri 20 Oct 2023 03:21:27 INFO Finish multi-modal interest discovery before 34-th epoch
Fri 20 Oct 2023 03:21:31 INFO epoch 34 training [time: 3.81s, train loss: 397.8442]
Fri 20 Oct 2023 03:21:32 INFO epoch 34 evaluating [time: 0.61s, valid_score: 0.070900]
Fri 20 Oct 2023 03:21:32 INFO valid result:
hit@10 : 0.1354 hit@50 : 0.2676 ndcg@10 : 0.0709 ndcg@50 : 0.0992
Fri 20 Oct 2023 03:21:32 INFO Discovering multi-modal user interest before 35-th epoch
Fri 20 Oct 2023 03:21:32 INFO Finish multi-modal interest discovery before 35-th epoch
Fri 20 Oct 2023 03:21:35 INFO epoch 35 training [time: 3.84s, train loss: 397.2923]
Fri 20 Oct 2023 03:21:36 INFO epoch 35 evaluating [time: 0.63s, valid_score: 0.071600]
Fri 20 Oct 2023 03:21:36 INFO valid result:
hit@10 : 0.1365 hit@50 : 0.2698 ndcg@10 : 0.0716 ndcg@50 : 0.1001
Fri 20 Oct 2023 03:21:36 INFO Discovering multi-modal user interest before 36-th epoch
Fri 20 Oct 2023 03:21:36 INFO Finish multi-modal interest discovery before 36-th epoch
Fri 20 Oct 2023 03:21:40 INFO epoch 36 training [time: 3.99s, train loss: 396.4826]
Fri 20 Oct 2023 03:21:41 INFO epoch 36 evaluating [time: 0.66s, valid_score: 0.071900]
Fri 20 Oct 2023 03:21:41 INFO valid result:
hit@10 : 0.1368 hit@50 : 0.2701 ndcg@10 : 0.0719 ndcg@50 : 0.1004
Fri 20 Oct 2023 03:21:41 INFO Discovering multi-modal user interest before 37-th epoch
Fri 20 Oct 2023 03:21:41 INFO Finish multi-modal interest discovery before 37-th epoch
Fri 20 Oct 2023 03:21:44 INFO epoch 37 training [time: 3.85s, train loss: 395.6066]
Fri 20 Oct 2023 03:21:45 INFO epoch 37 evaluating [time: 0.63s, valid_score: 0.072200]
Fri 20 Oct 2023 03:21:45 INFO valid result:
hit@10 : 0.1376 hit@50 : 0.271 ndcg@10 : 0.0722 ndcg@50 : 0.1007
Fri 20 Oct 2023 03:21:45 INFO Saving current: saved/MISSRec-Oct-20-2023_03-18-48.pth
Fri 20 Oct 2023 03:21:45 INFO Discovering multi-modal user interest before 38-th epoch
Fri 20 Oct 2023 03:21:45 INFO Finish multi-modal interest discovery before 38-th epoch
Fri 20 Oct 2023 03:21:49 INFO epoch 38 training [time: 3.82s, train loss: 395.6909]
Fri 20 Oct 2023 03:21:50 INFO epoch 38 evaluating [time: 0.62s, valid_score: 0.072500]
Fri 20 Oct 2023 03:21:50 INFO valid result:
hit@10 : 0.1387 hit@50 : 0.2716 ndcg@10 : 0.0725 ndcg@50 : 0.1008
Fri 20 Oct 2023 03:21:50 INFO Saving current: saved/MISSRec-Oct-20-2023_03-18-48.pth
Fri 20 Oct 2023 03:21:50 INFO Discovering multi-modal user interest before 39-th epoch
Fri 20 Oct 2023 03:21:50 INFO Finish multi-modal interest discovery before 39-th epoch
Fri 20 Oct 2023 03:21:54 INFO epoch 39 training [time: 4.06s, train loss: 394.6557]
Fri 20 Oct 2023 03:21:55 INFO epoch 39 evaluating [time: 0.64s, valid_score: 0.072300]
Fri 20 Oct 2023 03:21:55 INFO valid result:
hit@10 : 0.1382 hit@50 : 0.2728 ndcg@10 : 0.0723 ndcg@50 : 0.1012
Fri 20 Oct 2023 03:21:55 INFO Discovering multi-modal user interest before 40-th epoch
Fri 20 Oct 2023 03:21:55 INFO Finish multi-modal interest discovery before 40-th epoch
Fri 20 Oct 2023 03:21:59 INFO epoch 40 training [time: 3.92s, train loss: 394.4884]
Fri 20 Oct 2023 03:21:59 INFO epoch 40 evaluating [time: 0.65s, valid_score: 0.071600]
Fri 20 Oct 2023 03:21:59 INFO valid result:
hit@10 : 0.1366 hit@50 : 0.2707 ndcg@10 : 0.0716 ndcg@50 : 0.1004
Fri 20 Oct 2023 03:21:59 INFO Discovering multi-modal user interest before 41-th epoch
Fri 20 Oct 2023 03:21:59 INFO Finish multi-modal interest discovery before 41-th epoch
Fri 20 Oct 2023 03:22:03 INFO epoch 41 training [time: 3.93s, train loss: 393.9397]
Fri 20 Oct 2023 03:22:04 INFO epoch 41 evaluating [time: 0.65s, valid_score: 0.071900]
Fri 20 Oct 2023 03:22:04 INFO valid result:
hit@10 : 0.1368 hit@50 : 0.2639 ndcg@10 : 0.0719 ndcg@50 : 0.0992
Fri 20 Oct 2023 03:22:04 INFO Discovering multi-modal user interest before 42-th epoch
Fri 20 Oct 2023 03:22:04 INFO Finish multi-modal interest discovery before 42-th epoch
Fri 20 Oct 2023 03:22:08 INFO epoch 42 training [time: 3.92s, train loss: 393.1493]
Fri 20 Oct 2023 03:22:09 INFO epoch 42 evaluating [time: 0.66s, valid_score: 0.072700]
Fri 20 Oct 2023 03:22:09 INFO valid result:
hit@10 : 0.1376 hit@50 : 0.2707 ndcg@10 : 0.0727 ndcg@50 : 0.1011
Fri 20 Oct 2023 03:22:09 INFO Saving current: saved/MISSRec-Oct-20-2023_03-18-48.pth
Fri 20 Oct 2023 03:22:09 INFO Discovering multi-modal user interest before 43-th epoch
Fri 20 Oct 2023 03:22:09 INFO Finish multi-modal interest discovery before 43-th epoch
Fri 20 Oct 2023 03:22:13 INFO epoch 43 training [time: 3.97s, train loss: 392.6251]
Fri 20 Oct 2023 03:22:13 INFO epoch 43 evaluating [time: 0.65s, valid_score: 0.072800]
Fri 20 Oct 2023 03:22:13 INFO valid result:
hit@10 : 0.1373 hit@50 : 0.269 ndcg@10 : 0.0728 ndcg@50 : 0.1009
Fri 20 Oct 2023 03:22:14 INFO Saving current: saved/MISSRec-Oct-20-2023_03-18-48.pth
Fri 20 Oct 2023 03:22:14 INFO Discovering multi-modal user interest before 44-th epoch
Fri 20 Oct 2023 03:22:14 INFO Finish multi-modal interest discovery before 44-th epoch
Fri 20 Oct 2023 03:22:17 INFO epoch 44 training [time: 3.79s, train loss: 392.3322]
Fri 20 Oct 2023 03:22:18 INFO epoch 44 evaluating [time: 0.71s, valid_score: 0.072600]
Fri 20 Oct 2023 03:22:18 INFO valid result:
hit@10 : 0.1382 hit@50 : 0.267 ndcg@10 : 0.0726 ndcg@50 : 0.1
Fri 20 Oct 2023 03:22:18 INFO Discovering multi-modal user interest before 45-th epoch
Fri 20 Oct 2023 03:22:18 INFO Finish multi-modal interest discovery before 45-th epoch
Fri 20 Oct 2023 03:22:22 INFO epoch 45 training [time: 3.83s, train loss: 392.0518]
Fri 20 Oct 2023 03:22:23 INFO epoch 45 evaluating [time: 0.61s, valid_score: 0.072400]
Fri 20 Oct 2023 03:22:23 INFO valid result:
hit@10 : 0.1382 hit@50 : 0.2669 ndcg@10 : 0.0724 ndcg@50 : 0.0999
Fri 20 Oct 2023 03:22:23 INFO Discovering multi-modal user interest before 46-th epoch
Fri 20 Oct 2023 03:22:23 INFO Finish multi-modal interest discovery before 46-th epoch
Fri 20 Oct 2023 03:22:27 INFO epoch 46 training [time: 3.99s, train loss: 391.2859]
Fri 20 Oct 2023 03:22:27 INFO epoch 46 evaluating [time: 0.66s, valid_score: 0.072600]
Fri 20 Oct 2023 03:22:27 INFO valid result:
hit@10 : 0.1382 hit@50 : 0.2664 ndcg@10 : 0.0726 ndcg@50 : 0.0999
Fri 20 Oct 2023 03:22:27 INFO Discovering multi-modal user interest before 47-th epoch
Fri 20 Oct 2023 03:22:27 INFO Finish multi-modal interest discovery before 47-th epoch
Fri 20 Oct 2023 03:22:31 INFO epoch 47 training [time: 3.83s, train loss: 391.1428]
Fri 20 Oct 2023 03:22:32 INFO epoch 47 evaluating [time: 0.62s, valid_score: 0.071400]
Fri 20 Oct 2023 03:22:32 INFO valid result:
hit@10 : 0.1353 hit@50 : 0.2651 ndcg@10 : 0.0714 ndcg@50 : 0.0991
Fri 20 Oct 2023 03:22:32 INFO Discovering multi-modal user interest before 48-th epoch
Fri 20 Oct 2023 03:22:32 INFO Finish multi-modal interest discovery before 48-th epoch
Fri 20 Oct 2023 03:22:36 INFO epoch 48 training [time: 3.81s, train loss: 390.5801]
Fri 20 Oct 2023 03:22:36 INFO epoch 48 evaluating [time: 0.62s, valid_score: 0.072500]
Fri 20 Oct 2023 03:22:36 INFO valid result:
hit@10 : 0.1381 hit@50 : 0.2678 ndcg@10 : 0.0725 ndcg@50 : 0.1001
Fri 20 Oct 2023 03:22:36 INFO Discovering multi-modal user interest before 49-th epoch
Fri 20 Oct 2023 03:22:36 INFO Finish multi-modal interest discovery before 49-th epoch
Fri 20 Oct 2023 03:22:40 INFO epoch 49 training [time: 4.24s, train loss: 390.0385]
Fri 20 Oct 2023 03:22:41 INFO epoch 49 evaluating [time: 0.68s, valid_score: 0.073500]
Fri 20 Oct 2023 03:22:41 INFO valid result:
hit@10 : 0.1404 hit@50 : 0.2672 ndcg@10 : 0.0735 ndcg@50 : 0.1006
Fri 20 Oct 2023 03:22:41 INFO Saving current: saved/MISSRec-Oct-20-2023_03-18-48.pth
Fri 20 Oct 2023 03:22:41 INFO Discovering multi-modal user interest before 50-th epoch
Fri 20 Oct 2023 03:22:41 INFO Finish multi-modal interest discovery before 50-th epoch
Fri 20 Oct 2023 03:22:46 INFO epoch 50 training [time: 4.22s, train loss: 389.5971]
Fri 20 Oct 2023 03:22:46 INFO epoch 50 evaluating [time: 0.69s, valid_score: 0.073100]
Fri 20 Oct 2023 03:22:46 INFO valid result:
hit@10 : 0.1386 hit@50 : 0.2666 ndcg@10 : 0.0731 ndcg@50 : 0.1004
Fri 20 Oct 2023 03:22:46 INFO Discovering multi-modal user interest before 51-th epoch
Fri 20 Oct 2023 03:22:46 INFO Finish multi-modal interest discovery before 51-th epoch
Fri 20 Oct 2023 03:22:50 INFO epoch 51 training [time: 4.15s, train loss: 388.8675]
Fri 20 Oct 2023 03:22:51 INFO epoch 51 evaluating [time: 0.69s, valid_score: 0.073100]
Fri 20 Oct 2023 03:22:51 INFO valid result:
hit@10 : 0.1399 hit@50 : 0.2659 ndcg@10 : 0.0731 ndcg@50 : 0.1001
Fri 20 Oct 2023 03:22:51 INFO Discovering multi-modal user interest before 52-th epoch
Fri 20 Oct 2023 03:22:51 INFO Finish multi-modal interest discovery before 52-th epoch
Fri 20 Oct 2023 03:22:55 INFO epoch 52 training [time: 4.11s, train loss: 388.7589]
Fri 20 Oct 2023 03:22:56 INFO epoch 52 evaluating [time: 0.66s, valid_score: 0.073300]
Fri 20 Oct 2023 03:22:56 INFO valid result:
hit@10 : 0.1401 hit@50 : 0.2657 ndcg@10 : 0.0733 ndcg@50 : 0.1
Fri 20 Oct 2023 03:22:56 INFO Discovering multi-modal user interest before 53-th epoch
Fri 20 Oct 2023 03:22:56 INFO Finish multi-modal interest discovery before 53-th epoch
Fri 20 Oct 2023 03:23:00 INFO epoch 53 training [time: 3.98s, train loss: 388.3704]
Fri 20 Oct 2023 03:23:01 INFO epoch 53 evaluating [time: 0.70s, valid_score: 0.071500]
Fri 20 Oct 2023 03:23:01 INFO valid result:
hit@10 : 0.1356 hit@50 : 0.2629 ndcg@10 : 0.0715 ndcg@50 : 0.0987
Fri 20 Oct 2023 03:23:01 INFO Discovering multi-modal user interest before 54-th epoch
Fri 20 Oct 2023 03:23:01 INFO Finish multi-modal interest discovery before 54-th epoch
Fri 20 Oct 2023 03:23:04 INFO epoch 54 training [time: 3.80s, train loss: 387.5468]
Fri 20 Oct 2023 03:23:05 INFO epoch 54 evaluating [time: 0.66s, valid_score: 0.072700]
Fri 20 Oct 2023 03:23:05 INFO valid result:
hit@10 : 0.1378 hit@50 : 0.2655 ndcg@10 : 0.0727 ndcg@50 : 0.0999
Fri 20 Oct 2023 03:23:05 INFO Discovering multi-modal user interest before 55-th epoch
Fri 20 Oct 2023 03:23:05 INFO Finish multi-modal interest discovery before 55-th epoch
Fri 20 Oct 2023 03:23:09 INFO epoch 55 training [time: 3.82s, train loss: 387.2222]
Fri 20 Oct 2023 03:23:10 INFO epoch 55 evaluating [time: 0.69s, valid_score: 0.073000]
Fri 20 Oct 2023 03:23:10 INFO valid result:
hit@10 : 0.1382 hit@50 : 0.2697 ndcg@10 : 0.073 ndcg@50 : 0.1012
Fri 20 Oct 2023 03:23:10 INFO Discovering multi-modal user interest before 56-th epoch
Fri 20 Oct 2023 03:23:10 INFO Finish multi-modal interest discovery before 56-th epoch
Fri 20 Oct 2023 03:23:14 INFO epoch 56 training [time: 4.02s, train loss: 386.9084]
Fri 20 Oct 2023 03:23:14 INFO epoch 56 evaluating [time: 0.65s, valid_score: 0.073400]
Fri 20 Oct 2023 03:23:14 INFO valid result:
hit@10 : 0.1389 hit@50 : 0.2661 ndcg@10 : 0.0734 ndcg@50 : 0.1005
Fri 20 Oct 2023 03:23:14 INFO Discovering multi-modal user interest before 57-th epoch
Fri 20 Oct 2023 03:23:14 INFO Finish multi-modal interest discovery before 57-th epoch
Fri 20 Oct 2023 03:23:18 INFO epoch 57 training [time: 3.83s, train loss: 386.5632]
Fri 20 Oct 2023 03:23:19 INFO epoch 57 evaluating [time: 0.64s, valid_score: 0.071900]
Fri 20 Oct 2023 03:23:19 INFO valid result:
hit@10 : 0.135 hit@50 : 0.267 ndcg@10 : 0.0719 ndcg@50 : 0.1001
Fri 20 Oct 2023 03:23:19 INFO Discovering multi-modal user interest before 58-th epoch
Fri 20 Oct 2023 03:23:19 INFO Finish multi-modal interest discovery before 58-th epoch
Fri 20 Oct 2023 03:23:23 INFO epoch 58 training [time: 4.03s, train loss: 385.6978]
Fri 20 Oct 2023 03:23:23 INFO epoch 58 evaluating [time: 0.66s, valid_score: 0.072800]
Fri 20 Oct 2023 03:23:23 INFO valid result:
hit@10 : 0.1373 hit@50 : 0.2665 ndcg@10 : 0.0728 ndcg@50 : 0.1005
Fri 20 Oct 2023 03:23:23 INFO Discovering multi-modal user interest before 59-th epoch
Fri 20 Oct 2023 03:23:23 INFO Finish multi-modal interest discovery before 59-th epoch
Fri 20 Oct 2023 03:23:27 INFO epoch 59 training [time: 3.82s, train loss: 385.9089]
Fri 20 Oct 2023 03:23:28 INFO epoch 59 evaluating [time: 0.62s, valid_score: 0.072300]
Fri 20 Oct 2023 03:23:28 INFO valid result:
hit@10 : 0.1362 hit@50 : 0.2683 ndcg@10 : 0.0723 ndcg@50 : 0.1005
Fri 20 Oct 2023 03:23:28 INFO Discovering multi-modal user interest before 60-th epoch
Fri 20 Oct 2023 03:23:28 INFO Finish multi-modal interest discovery before 60-th epoch
Fri 20 Oct 2023 03:23:32 INFO epoch 60 training [time: 3.81s, train loss: 385.2950]
Fri 20 Oct 2023 03:23:32 INFO epoch 60 evaluating [time: 0.62s, valid_score: 0.072100]
Fri 20 Oct 2023 03:23:32 INFO valid result:
hit@10 : 0.1361 hit@50 : 0.2639 ndcg@10 : 0.0721 ndcg@50 : 0.0994
Fri 20 Oct 2023 03:23:32 INFO Finished training, best eval result in epoch 49
Fri 20 Oct 2023 03:23:32 INFO Loading model structure and parameters from saved/MISSRec-Oct-20-2023_03-18-48.pth
Fri 20 Oct 2023 03:23:33 INFO best valid : OrderedDict([('hit@10', 0.1404), ('hit@50', 0.2672), ('ndcg@10', 0.0735), ('ndcg@50', 0.1006)])
Fri 20 Oct 2023 03:23:33 INFO test result: OrderedDict([('hit@10', 0.1282), ('hit@50', 0.2376), ('ndcg@10', 0.0711), ('ndcg@50', 0.0946)])
Fri 20 Oct 2023 03:23:33 INFO Write log to /data/wangjinpeng/MISSRec_clear/log/MISSRec_gpu6/Oct-20-2023_03-18-42_.log