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Oct-20-2023_03-18-38.log
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Oct-20-2023_03-18-38.log
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Fri 20 Oct 2023 03:18:38 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 = gpu3
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 03:18:39 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 03:18:40 INFO [Training]: train_batch_size = [512] negative sampling: [None]
Fri 20 Oct 2023 03:18:40 INFO [Evaluation]: eval_batch_size = [1024] eval_args: [{'split': {'LS': 'valid_and_test'}, 'order': 'TO', 'mode': 'full', 'group_by': 'user'}]
Fri 20 Oct 2023 03:18:42 INFO Loading from pretrained_models/MISSRec-FHCKM_mm_full-100-gamma1e-4.pth
Fri 20 Oct 2023 03:18:42 INFO Transfer [FHCKM_mm_full] -> [Scientific_mm_full
The number of users: 8443
Average actions of users: 6.039445628997868
The number of items: 4386
Average actions of items: 11.637753937457202
The number of inters: 50985
The sparsity of the dataset: 99.8623180504074%
Remain Fields: ['user_id', 'item_id_list', 'item_id', 'item_length']]
Fri 20 Oct 2023 03:18:42 INFO Fix encoder parameters.
Fri 20 Oct 2023 03:18:42 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: 1624201.0
Fri 20 Oct 2023 03:18:42 INFO Trainable parameters: ['fusion_factor', 'item_embedding.weight', 'LayerNorm.weight', 'LayerNorm.bias', 'text_adaptor.weight', 'text_adaptor.bias', 'img_adaptor.weight', 'img_adaptor.bias']
Fri 20 Oct 2023 03:18:43 INFO Discovering multi-modal user interest before 0-th epoch
Fri 20 Oct 2023 03:18:46 INFO Finish multi-modal interest discovery before 0-th epoch
Fri 20 Oct 2023 03:18:49 INFO epoch 0 training [time: 5.91s, train loss: 510.6714]
Fri 20 Oct 2023 03:18:50 INFO epoch 0 evaluating [time: 0.91s, valid_score: 0.059900]
Fri 20 Oct 2023 03:18:50 INFO valid result:
hit@10 : 0.1164 hit@50 : 0.2334 ndcg@10 : 0.0599 ndcg@50 : 0.0848
Fri 20 Oct 2023 03:18:50 INFO Saving current: saved/MISSRec-Oct-20-2023_03-18-43.pth
Fri 20 Oct 2023 03:18:50 INFO Discovering multi-modal user interest before 1-th epoch
Fri 20 Oct 2023 03:18:50 INFO Finish multi-modal interest discovery before 1-th epoch
Fri 20 Oct 2023 03:18:54 INFO epoch 1 training [time: 3.54s, train loss: 482.6631]
Fri 20 Oct 2023 03:18:55 INFO epoch 1 evaluating [time: 0.69s, valid_score: 0.063900]
Fri 20 Oct 2023 03:18:55 INFO valid result:
hit@10 : 0.1211 hit@50 : 0.2432 ndcg@10 : 0.0639 ndcg@50 : 0.0898
Fri 20 Oct 2023 03:18:55 INFO Saving current: saved/MISSRec-Oct-20-2023_03-18-43.pth
Fri 20 Oct 2023 03:18:55 INFO Discovering multi-modal user interest before 2-th epoch
Fri 20 Oct 2023 03:18:55 INFO Finish multi-modal interest discovery before 2-th epoch
Fri 20 Oct 2023 03:18:58 INFO epoch 2 training [time: 3.50s, train loss: 471.9270]
Fri 20 Oct 2023 03:18:59 INFO epoch 2 evaluating [time: 0.72s, valid_score: 0.065300]
Fri 20 Oct 2023 03:18:59 INFO valid result:
hit@10 : 0.1253 hit@50 : 0.2458 ndcg@10 : 0.0653 ndcg@50 : 0.091
Fri 20 Oct 2023 03:18:59 INFO Saving current: saved/MISSRec-Oct-20-2023_03-18-43.pth
Fri 20 Oct 2023 03:18:59 INFO Discovering multi-modal user interest before 3-th epoch
Fri 20 Oct 2023 03:18:59 INFO Finish multi-modal interest discovery before 3-th epoch
Fri 20 Oct 2023 03:19:03 INFO epoch 3 training [time: 3.67s, train loss: 464.6397]
Fri 20 Oct 2023 03:19:04 INFO epoch 3 evaluating [time: 0.70s, valid_score: 0.067000]
Fri 20 Oct 2023 03:19:04 INFO valid result:
hit@10 : 0.127 hit@50 : 0.2507 ndcg@10 : 0.067 ndcg@50 : 0.0934
Fri 20 Oct 2023 03:19:04 INFO Saving current: saved/MISSRec-Oct-20-2023_03-18-43.pth
Fri 20 Oct 2023 03:19:04 INFO Discovering multi-modal user interest before 4-th epoch
Fri 20 Oct 2023 03:19:04 INFO Finish multi-modal interest discovery before 4-th epoch
Fri 20 Oct 2023 03:19:07 INFO epoch 4 training [time: 3.54s, train loss: 458.5376]
Fri 20 Oct 2023 03:19:08 INFO epoch 4 evaluating [time: 0.67s, valid_score: 0.067900]
Fri 20 Oct 2023 03:19:08 INFO valid result:
hit@10 : 0.1298 hit@50 : 0.2554 ndcg@10 : 0.0679 ndcg@50 : 0.0946
Fri 20 Oct 2023 03:19:08 INFO Saving current: saved/MISSRec-Oct-20-2023_03-18-43.pth
Fri 20 Oct 2023 03:19:08 INFO Discovering multi-modal user interest before 5-th epoch
Fri 20 Oct 2023 03:19:08 INFO Finish multi-modal interest discovery before 5-th epoch
Fri 20 Oct 2023 03:19:12 INFO epoch 5 training [time: 3.77s, train loss: 454.1651]
Fri 20 Oct 2023 03:19:13 INFO epoch 5 evaluating [time: 0.71s, valid_score: 0.067900]
Fri 20 Oct 2023 03:19:13 INFO valid result:
hit@10 : 0.1298 hit@50 : 0.2515 ndcg@10 : 0.0679 ndcg@50 : 0.0941
Fri 20 Oct 2023 03:19:13 INFO Saving current: saved/MISSRec-Oct-20-2023_03-18-43.pth
Fri 20 Oct 2023 03:19:13 INFO Discovering multi-modal user interest before 6-th epoch
Fri 20 Oct 2023 03:19:13 INFO Finish multi-modal interest discovery before 6-th epoch
Fri 20 Oct 2023 03:19:17 INFO epoch 6 training [time: 3.52s, train loss: 450.1008]
Fri 20 Oct 2023 03:19:17 INFO epoch 6 evaluating [time: 0.67s, valid_score: 0.069200]
Fri 20 Oct 2023 03:19:17 INFO valid result:
hit@10 : 0.1311 hit@50 : 0.2536 ndcg@10 : 0.0692 ndcg@50 : 0.0955
Fri 20 Oct 2023 03:19:17 INFO Saving current: saved/MISSRec-Oct-20-2023_03-18-43.pth
Fri 20 Oct 2023 03:19:17 INFO Discovering multi-modal user interest before 7-th epoch
Fri 20 Oct 2023 03:19:17 INFO Finish multi-modal interest discovery before 7-th epoch
Fri 20 Oct 2023 03:19:21 INFO epoch 7 training [time: 3.57s, train loss: 447.0776]
Fri 20 Oct 2023 03:19:22 INFO epoch 7 evaluating [time: 0.71s, valid_score: 0.068500]
Fri 20 Oct 2023 03:19:22 INFO valid result:
hit@10 : 0.1304 hit@50 : 0.2528 ndcg@10 : 0.0685 ndcg@50 : 0.0949
Fri 20 Oct 2023 03:19:22 INFO Discovering multi-modal user interest before 8-th epoch
Fri 20 Oct 2023 03:19:22 INFO Finish multi-modal interest discovery before 8-th epoch
Fri 20 Oct 2023 03:19:25 INFO epoch 8 training [time: 3.53s, train loss: 444.5185]
Fri 20 Oct 2023 03:19:26 INFO epoch 8 evaluating [time: 0.68s, valid_score: 0.069700]
Fri 20 Oct 2023 03:19:26 INFO valid result:
hit@10 : 0.1329 hit@50 : 0.2528 ndcg@10 : 0.0697 ndcg@50 : 0.0954
Fri 20 Oct 2023 03:19:26 INFO Saving current: saved/MISSRec-Oct-20-2023_03-18-43.pth
Fri 20 Oct 2023 03:19:26 INFO Discovering multi-modal user interest before 9-th epoch
Fri 20 Oct 2023 03:19:26 INFO Finish multi-modal interest discovery before 9-th epoch
Fri 20 Oct 2023 03:19:30 INFO epoch 9 training [time: 3.51s, train loss: 442.1392]
Fri 20 Oct 2023 03:19:30 INFO epoch 9 evaluating [time: 0.69s, valid_score: 0.069300]
Fri 20 Oct 2023 03:19:30 INFO valid result:
hit@10 : 0.1335 hit@50 : 0.2529 ndcg@10 : 0.0693 ndcg@50 : 0.0949
Fri 20 Oct 2023 03:19:30 INFO Discovering multi-modal user interest before 10-th epoch
Fri 20 Oct 2023 03:19:30 INFO Finish multi-modal interest discovery before 10-th epoch
Fri 20 Oct 2023 03:19:34 INFO epoch 10 training [time: 3.50s, train loss: 440.2375]
Fri 20 Oct 2023 03:19:35 INFO epoch 10 evaluating [time: 0.67s, valid_score: 0.070900]
Fri 20 Oct 2023 03:19:35 INFO valid result:
hit@10 : 0.1355 hit@50 : 0.254 ndcg@10 : 0.0709 ndcg@50 : 0.0962
Fri 20 Oct 2023 03:19:35 INFO Saving current: saved/MISSRec-Oct-20-2023_03-18-43.pth
Fri 20 Oct 2023 03:19:35 INFO Discovering multi-modal user interest before 11-th epoch
Fri 20 Oct 2023 03:19:35 INFO Finish multi-modal interest discovery before 11-th epoch
Fri 20 Oct 2023 03:19:38 INFO epoch 11 training [time: 3.54s, train loss: 438.6327]
Fri 20 Oct 2023 03:19:39 INFO epoch 11 evaluating [time: 0.69s, valid_score: 0.070900]
Fri 20 Oct 2023 03:19:39 INFO valid result:
hit@10 : 0.1349 hit@50 : 0.2557 ndcg@10 : 0.0709 ndcg@50 : 0.0966
Fri 20 Oct 2023 03:19:39 INFO Saving current: saved/MISSRec-Oct-20-2023_03-18-43.pth
Fri 20 Oct 2023 03:19:39 INFO Discovering multi-modal user interest before 12-th epoch
Fri 20 Oct 2023 03:19:39 INFO Finish multi-modal interest discovery before 12-th epoch
Fri 20 Oct 2023 03:19:43 INFO epoch 12 training [time: 3.64s, train loss: 436.9473]
Fri 20 Oct 2023 03:19:44 INFO epoch 12 evaluating [time: 0.67s, valid_score: 0.070400]
Fri 20 Oct 2023 03:19:44 INFO valid result:
hit@10 : 0.135 hit@50 : 0.257 ndcg@10 : 0.0704 ndcg@50 : 0.0965
Fri 20 Oct 2023 03:19:44 INFO Discovering multi-modal user interest before 13-th epoch
Fri 20 Oct 2023 03:19:44 INFO Finish multi-modal interest discovery before 13-th epoch
Fri 20 Oct 2023 03:19:47 INFO epoch 13 training [time: 3.50s, train loss: 435.6062]
Fri 20 Oct 2023 03:19:48 INFO epoch 13 evaluating [time: 0.69s, valid_score: 0.070700]
Fri 20 Oct 2023 03:19:48 INFO valid result:
hit@10 : 0.1346 hit@50 : 0.2561 ndcg@10 : 0.0707 ndcg@50 : 0.0967
Fri 20 Oct 2023 03:19:48 INFO Discovering multi-modal user interest before 14-th epoch
Fri 20 Oct 2023 03:19:48 INFO Finish multi-modal interest discovery before 14-th epoch
Fri 20 Oct 2023 03:19:51 INFO epoch 14 training [time: 3.52s, train loss: 434.1500]
Fri 20 Oct 2023 03:19:52 INFO epoch 14 evaluating [time: 0.69s, valid_score: 0.070800]
Fri 20 Oct 2023 03:19:52 INFO valid result:
hit@10 : 0.1346 hit@50 : 0.2581 ndcg@10 : 0.0708 ndcg@50 : 0.0972
Fri 20 Oct 2023 03:19:52 INFO Discovering multi-modal user interest before 15-th epoch
Fri 20 Oct 2023 03:19:52 INFO Finish multi-modal interest discovery before 15-th epoch
Fri 20 Oct 2023 03:19:56 INFO epoch 15 training [time: 3.77s, train loss: 433.1413]
Fri 20 Oct 2023 03:19:56 INFO epoch 15 evaluating [time: 0.72s, valid_score: 0.071400]
Fri 20 Oct 2023 03:19:56 INFO valid result:
hit@10 : 0.1356 hit@50 : 0.2582 ndcg@10 : 0.0714 ndcg@50 : 0.0976
Fri 20 Oct 2023 03:19:57 INFO Saving current: saved/MISSRec-Oct-20-2023_03-18-43.pth
Fri 20 Oct 2023 03:19:57 INFO Discovering multi-modal user interest before 16-th epoch
Fri 20 Oct 2023 03:19:57 INFO Finish multi-modal interest discovery before 16-th epoch
Fri 20 Oct 2023 03:20:00 INFO epoch 16 training [time: 3.50s, train loss: 432.3730]
Fri 20 Oct 2023 03:20:01 INFO epoch 16 evaluating [time: 0.69s, valid_score: 0.071400]
Fri 20 Oct 2023 03:20:01 INFO valid result:
hit@10 : 0.1353 hit@50 : 0.2578 ndcg@10 : 0.0714 ndcg@50 : 0.0976
Fri 20 Oct 2023 03:20:01 INFO Saving current: saved/MISSRec-Oct-20-2023_03-18-43.pth
Fri 20 Oct 2023 03:20:01 INFO Discovering multi-modal user interest before 17-th epoch
Fri 20 Oct 2023 03:20:01 INFO Finish multi-modal interest discovery before 17-th epoch
Fri 20 Oct 2023 03:20:05 INFO epoch 17 training [time: 3.60s, train loss: 431.1550]
Fri 20 Oct 2023 03:20:05 INFO epoch 17 evaluating [time: 0.69s, valid_score: 0.070900]
Fri 20 Oct 2023 03:20:05 INFO valid result:
hit@10 : 0.1353 hit@50 : 0.2562 ndcg@10 : 0.0709 ndcg@50 : 0.0969
Fri 20 Oct 2023 03:20:05 INFO Discovering multi-modal user interest before 18-th epoch
Fri 20 Oct 2023 03:20:05 INFO Finish multi-modal interest discovery before 18-th epoch
Fri 20 Oct 2023 03:20:09 INFO epoch 18 training [time: 3.44s, train loss: 430.0904]
Fri 20 Oct 2023 03:20:10 INFO epoch 18 evaluating [time: 0.67s, valid_score: 0.071100]
Fri 20 Oct 2023 03:20:10 INFO valid result:
hit@10 : 0.1353 hit@50 : 0.2569 ndcg@10 : 0.0711 ndcg@50 : 0.0972
Fri 20 Oct 2023 03:20:10 INFO Discovering multi-modal user interest before 19-th epoch
Fri 20 Oct 2023 03:20:10 INFO Finish multi-modal interest discovery before 19-th epoch
Fri 20 Oct 2023 03:20:13 INFO epoch 19 training [time: 3.44s, train loss: 429.0385]
Fri 20 Oct 2023 03:20:14 INFO epoch 19 evaluating [time: 0.65s, valid_score: 0.071000]
Fri 20 Oct 2023 03:20:14 INFO valid result:
hit@10 : 0.1352 hit@50 : 0.2573 ndcg@10 : 0.071 ndcg@50 : 0.0972
Fri 20 Oct 2023 03:20:14 INFO Discovering multi-modal user interest before 20-th epoch
Fri 20 Oct 2023 03:20:14 INFO Finish multi-modal interest discovery before 20-th epoch
Fri 20 Oct 2023 03:20:17 INFO epoch 20 training [time: 3.47s, train loss: 428.7874]
Fri 20 Oct 2023 03:20:18 INFO epoch 20 evaluating [time: 0.68s, valid_score: 0.071400]
Fri 20 Oct 2023 03:20:18 INFO valid result:
hit@10 : 0.1368 hit@50 : 0.2561 ndcg@10 : 0.0714 ndcg@50 : 0.0971
Fri 20 Oct 2023 03:20:18 INFO Saving current: saved/MISSRec-Oct-20-2023_03-18-43.pth
Fri 20 Oct 2023 03:20:18 INFO Discovering multi-modal user interest before 21-th epoch
Fri 20 Oct 2023 03:20:18 INFO Finish multi-modal interest discovery before 21-th epoch
Fri 20 Oct 2023 03:20:21 INFO epoch 21 training [time: 3.51s, train loss: 428.2108]
Fri 20 Oct 2023 03:20:22 INFO epoch 21 evaluating [time: 0.69s, valid_score: 0.071200]
Fri 20 Oct 2023 03:20:22 INFO valid result:
hit@10 : 0.1365 hit@50 : 0.2584 ndcg@10 : 0.0712 ndcg@50 : 0.0974
Fri 20 Oct 2023 03:20:22 INFO Discovering multi-modal user interest before 22-th epoch
Fri 20 Oct 2023 03:20:22 INFO Finish multi-modal interest discovery before 22-th epoch
Fri 20 Oct 2023 03:20:26 INFO epoch 22 training [time: 3.43s, train loss: 427.3892]
Fri 20 Oct 2023 03:20:26 INFO epoch 22 evaluating [time: 0.65s, valid_score: 0.071500]
Fri 20 Oct 2023 03:20:26 INFO valid result:
hit@10 : 0.1363 hit@50 : 0.2592 ndcg@10 : 0.0715 ndcg@50 : 0.0979
Fri 20 Oct 2023 03:20:26 INFO Saving current: saved/MISSRec-Oct-20-2023_03-18-43.pth
Fri 20 Oct 2023 03:20:26 INFO Discovering multi-modal user interest before 23-th epoch
Fri 20 Oct 2023 03:20:27 INFO Finish multi-modal interest discovery before 23-th epoch
Fri 20 Oct 2023 03:20:30 INFO epoch 23 training [time: 3.59s, train loss: 426.6338]
Fri 20 Oct 2023 03:20:31 INFO epoch 23 evaluating [time: 0.68s, valid_score: 0.072000]
Fri 20 Oct 2023 03:20:31 INFO valid result:
hit@10 : 0.1374 hit@50 : 0.2618 ndcg@10 : 0.072 ndcg@50 : 0.0985
Fri 20 Oct 2023 03:20:31 INFO Saving current: saved/MISSRec-Oct-20-2023_03-18-43.pth
Fri 20 Oct 2023 03:20:31 INFO Discovering multi-modal user interest before 24-th epoch
Fri 20 Oct 2023 03:20:31 INFO Finish multi-modal interest discovery before 24-th epoch
Fri 20 Oct 2023 03:20:34 INFO epoch 24 training [time: 3.43s, train loss: 425.9922]
Fri 20 Oct 2023 03:20:35 INFO epoch 24 evaluating [time: 0.69s, valid_score: 0.072300]
Fri 20 Oct 2023 03:20:35 INFO valid result:
hit@10 : 0.1389 hit@50 : 0.2595 ndcg@10 : 0.0723 ndcg@50 : 0.0981
Fri 20 Oct 2023 03:20:35 INFO Saving current: saved/MISSRec-Oct-20-2023_03-18-43.pth
Fri 20 Oct 2023 03:20:35 INFO Discovering multi-modal user interest before 25-th epoch
Fri 20 Oct 2023 03:20:35 INFO Finish multi-modal interest discovery before 25-th epoch
Fri 20 Oct 2023 03:20:39 INFO epoch 25 training [time: 3.59s, train loss: 425.5535]
Fri 20 Oct 2023 03:20:40 INFO epoch 25 evaluating [time: 0.69s, valid_score: 0.072200]
Fri 20 Oct 2023 03:20:40 INFO valid result:
hit@10 : 0.1379 hit@50 : 0.2597 ndcg@10 : 0.0722 ndcg@50 : 0.0983
Fri 20 Oct 2023 03:20:40 INFO Discovering multi-modal user interest before 26-th epoch
Fri 20 Oct 2023 03:20:40 INFO Finish multi-modal interest discovery before 26-th epoch
Fri 20 Oct 2023 03:20:43 INFO epoch 26 training [time: 3.42s, train loss: 424.8678]
Fri 20 Oct 2023 03:20:44 INFO epoch 26 evaluating [time: 0.66s, valid_score: 0.071600]
Fri 20 Oct 2023 03:20:44 INFO valid result:
hit@10 : 0.1363 hit@50 : 0.2611 ndcg@10 : 0.0716 ndcg@50 : 0.0984
Fri 20 Oct 2023 03:20:44 INFO Discovering multi-modal user interest before 27-th epoch
Fri 20 Oct 2023 03:20:44 INFO Finish multi-modal interest discovery before 27-th epoch
Fri 20 Oct 2023 03:20:47 INFO epoch 27 training [time: 3.49s, train loss: 424.3640]
Fri 20 Oct 2023 03:20:48 INFO epoch 27 evaluating [time: 0.69s, valid_score: 0.071800]
Fri 20 Oct 2023 03:20:48 INFO valid result:
hit@10 : 0.1371 hit@50 : 0.2607 ndcg@10 : 0.0718 ndcg@50 : 0.0983
Fri 20 Oct 2023 03:20:48 INFO Discovering multi-modal user interest before 28-th epoch
Fri 20 Oct 2023 03:20:48 INFO Finish multi-modal interest discovery before 28-th epoch
Fri 20 Oct 2023 03:20:51 INFO epoch 28 training [time: 3.40s, train loss: 423.9165]
Fri 20 Oct 2023 03:20:52 INFO epoch 28 evaluating [time: 0.65s, valid_score: 0.071700]
Fri 20 Oct 2023 03:20:52 INFO valid result:
hit@10 : 0.1371 hit@50 : 0.2592 ndcg@10 : 0.0717 ndcg@50 : 0.0978
Fri 20 Oct 2023 03:20:52 INFO Discovering multi-modal user interest before 29-th epoch
Fri 20 Oct 2023 03:20:52 INFO Finish multi-modal interest discovery before 29-th epoch
Fri 20 Oct 2023 03:20:55 INFO epoch 29 training [time: 3.41s, train loss: 423.1568]
Fri 20 Oct 2023 03:20:56 INFO epoch 29 evaluating [time: 0.66s, valid_score: 0.072100]
Fri 20 Oct 2023 03:20:56 INFO valid result:
hit@10 : 0.1382 hit@50 : 0.2617 ndcg@10 : 0.0721 ndcg@50 : 0.0985
Fri 20 Oct 2023 03:20:56 INFO Discovering multi-modal user interest before 30-th epoch
Fri 20 Oct 2023 03:20:56 INFO Finish multi-modal interest discovery before 30-th epoch
Fri 20 Oct 2023 03:20:59 INFO epoch 30 training [time: 3.42s, train loss: 422.5162]
Fri 20 Oct 2023 03:21:00 INFO epoch 30 evaluating [time: 0.65s, valid_score: 0.072200]
Fri 20 Oct 2023 03:21:00 INFO valid result:
hit@10 : 0.1385 hit@50 : 0.2587 ndcg@10 : 0.0722 ndcg@50 : 0.098
Fri 20 Oct 2023 03:21:00 INFO Discovering multi-modal user interest before 31-th epoch
Fri 20 Oct 2023 03:21:00 INFO Finish multi-modal interest discovery before 31-th epoch
Fri 20 Oct 2023 03:21:04 INFO epoch 31 training [time: 3.43s, train loss: 422.3119]
Fri 20 Oct 2023 03:21:04 INFO epoch 31 evaluating [time: 0.66s, valid_score: 0.072000]
Fri 20 Oct 2023 03:21:04 INFO valid result:
hit@10 : 0.138 hit@50 : 0.2618 ndcg@10 : 0.072 ndcg@50 : 0.0984
Fri 20 Oct 2023 03:21:04 INFO Discovering multi-modal user interest before 32-th epoch
Fri 20 Oct 2023 03:21:04 INFO Finish multi-modal interest discovery before 32-th epoch
Fri 20 Oct 2023 03:21:08 INFO epoch 32 training [time: 3.59s, train loss: 422.0038]
Fri 20 Oct 2023 03:21:08 INFO epoch 32 evaluating [time: 0.65s, valid_score: 0.071800]
Fri 20 Oct 2023 03:21:08 INFO valid result:
hit@10 : 0.1381 hit@50 : 0.2599 ndcg@10 : 0.0718 ndcg@50 : 0.0979
Fri 20 Oct 2023 03:21:08 INFO Discovering multi-modal user interest before 33-th epoch
Fri 20 Oct 2023 03:21:08 INFO Finish multi-modal interest discovery before 33-th epoch
Fri 20 Oct 2023 03:21:12 INFO epoch 33 training [time: 3.56s, train loss: 421.5708]
Fri 20 Oct 2023 03:21:13 INFO epoch 33 evaluating [time: 0.68s, valid_score: 0.071800]
Fri 20 Oct 2023 03:21:13 INFO valid result:
hit@10 : 0.1373 hit@50 : 0.2591 ndcg@10 : 0.0718 ndcg@50 : 0.098
Fri 20 Oct 2023 03:21:13 INFO Discovering multi-modal user interest before 34-th epoch
Fri 20 Oct 2023 03:21:13 INFO Finish multi-modal interest discovery before 34-th epoch
Fri 20 Oct 2023 03:21:16 INFO epoch 34 training [time: 3.42s, train loss: 421.0108]
Fri 20 Oct 2023 03:21:17 INFO epoch 34 evaluating [time: 0.68s, valid_score: 0.071900]
Fri 20 Oct 2023 03:21:17 INFO valid result:
hit@10 : 0.1375 hit@50 : 0.2598 ndcg@10 : 0.0719 ndcg@50 : 0.0982
Fri 20 Oct 2023 03:21:17 INFO Discovering multi-modal user interest before 35-th epoch
Fri 20 Oct 2023 03:21:17 INFO Finish multi-modal interest discovery before 35-th epoch
Fri 20 Oct 2023 03:21:20 INFO epoch 35 training [time: 3.38s, train loss: 420.2945]
Fri 20 Oct 2023 03:21:21 INFO epoch 35 evaluating [time: 0.65s, valid_score: 0.072500]
Fri 20 Oct 2023 03:21:21 INFO valid result:
hit@10 : 0.1394 hit@50 : 0.261 ndcg@10 : 0.0725 ndcg@50 : 0.0985
Fri 20 Oct 2023 03:21:21 INFO Saving current: saved/MISSRec-Oct-20-2023_03-18-43.pth
Fri 20 Oct 2023 03:21:21 INFO Discovering multi-modal user interest before 36-th epoch
Fri 20 Oct 2023 03:21:21 INFO Finish multi-modal interest discovery before 36-th epoch
Fri 20 Oct 2023 03:21:24 INFO epoch 36 training [time: 3.39s, train loss: 420.1647]
Fri 20 Oct 2023 03:21:25 INFO epoch 36 evaluating [time: 0.65s, valid_score: 0.072200]
Fri 20 Oct 2023 03:21:25 INFO valid result:
hit@10 : 0.1387 hit@50 : 0.2605 ndcg@10 : 0.0722 ndcg@50 : 0.0983
Fri 20 Oct 2023 03:21:25 INFO Discovering multi-modal user interest before 37-th epoch
Fri 20 Oct 2023 03:21:25 INFO Finish multi-modal interest discovery before 37-th epoch
Fri 20 Oct 2023 03:21:29 INFO epoch 37 training [time: 3.47s, train loss: 419.7050]
Fri 20 Oct 2023 03:21:29 INFO epoch 37 evaluating [time: 0.69s, valid_score: 0.072600]
Fri 20 Oct 2023 03:21:29 INFO valid result:
hit@10 : 0.1386 hit@50 : 0.2623 ndcg@10 : 0.0726 ndcg@50 : 0.0991
Fri 20 Oct 2023 03:21:29 INFO Saving current: saved/MISSRec-Oct-20-2023_03-18-43.pth
Fri 20 Oct 2023 03:21:29 INFO Discovering multi-modal user interest before 38-th epoch
Fri 20 Oct 2023 03:21:29 INFO Finish multi-modal interest discovery before 38-th epoch
Fri 20 Oct 2023 03:21:33 INFO epoch 38 training [time: 3.44s, train loss: 419.1821]
Fri 20 Oct 2023 03:21:34 INFO epoch 38 evaluating [time: 0.64s, valid_score: 0.072200]
Fri 20 Oct 2023 03:21:34 INFO valid result:
hit@10 : 0.1389 hit@50 : 0.2625 ndcg@10 : 0.0722 ndcg@50 : 0.0987
Fri 20 Oct 2023 03:21:34 INFO Discovering multi-modal user interest before 39-th epoch
Fri 20 Oct 2023 03:21:34 INFO Finish multi-modal interest discovery before 39-th epoch
Fri 20 Oct 2023 03:21:37 INFO epoch 39 training [time: 3.53s, train loss: 418.8514]
Fri 20 Oct 2023 03:21:38 INFO epoch 39 evaluating [time: 0.69s, valid_score: 0.072300]
Fri 20 Oct 2023 03:21:38 INFO valid result:
hit@10 : 0.1376 hit@50 : 0.2605 ndcg@10 : 0.0723 ndcg@50 : 0.0988
Fri 20 Oct 2023 03:21:38 INFO Discovering multi-modal user interest before 40-th epoch
Fri 20 Oct 2023 03:21:38 INFO Finish multi-modal interest discovery before 40-th epoch
Fri 20 Oct 2023 03:21:41 INFO epoch 40 training [time: 3.50s, train loss: 418.7094]
Fri 20 Oct 2023 03:21:42 INFO epoch 40 evaluating [time: 0.69s, valid_score: 0.071800]
Fri 20 Oct 2023 03:21:42 INFO valid result:
hit@10 : 0.1375 hit@50 : 0.262 ndcg@10 : 0.0718 ndcg@50 : 0.0985
Fri 20 Oct 2023 03:21:42 INFO Discovering multi-modal user interest before 41-th epoch
Fri 20 Oct 2023 03:21:42 INFO Finish multi-modal interest discovery before 41-th epoch
Fri 20 Oct 2023 03:21:45 INFO epoch 41 training [time: 3.40s, train loss: 417.7520]
Fri 20 Oct 2023 03:21:46 INFO epoch 41 evaluating [time: 0.66s, valid_score: 0.072500]
Fri 20 Oct 2023 03:21:46 INFO valid result:
hit@10 : 0.1392 hit@50 : 0.2627 ndcg@10 : 0.0725 ndcg@50 : 0.099
Fri 20 Oct 2023 03:21:46 INFO Discovering multi-modal user interest before 42-th epoch
Fri 20 Oct 2023 03:21:46 INFO Finish multi-modal interest discovery before 42-th epoch
Fri 20 Oct 2023 03:21:49 INFO epoch 42 training [time: 3.37s, train loss: 417.6934]
Fri 20 Oct 2023 03:21:50 INFO epoch 42 evaluating [time: 0.68s, valid_score: 0.072400]
Fri 20 Oct 2023 03:21:50 INFO valid result:
hit@10 : 0.1373 hit@50 : 0.2625 ndcg@10 : 0.0724 ndcg@50 : 0.0993
Fri 20 Oct 2023 03:21:50 INFO Discovering multi-modal user interest before 43-th epoch
Fri 20 Oct 2023 03:21:50 INFO Finish multi-modal interest discovery before 43-th epoch
Fri 20 Oct 2023 03:21:53 INFO epoch 43 training [time: 3.36s, train loss: 417.3837]
Fri 20 Oct 2023 03:21:54 INFO epoch 43 evaluating [time: 0.68s, valid_score: 0.071900]
Fri 20 Oct 2023 03:21:54 INFO valid result:
hit@10 : 0.1376 hit@50 : 0.2626 ndcg@10 : 0.0719 ndcg@50 : 0.0988
Fri 20 Oct 2023 03:21:54 INFO Discovering multi-modal user interest before 44-th epoch
Fri 20 Oct 2023 03:21:54 INFO Finish multi-modal interest discovery before 44-th epoch
Fri 20 Oct 2023 03:21:57 INFO epoch 44 training [time: 3.39s, train loss: 417.0882]
Fri 20 Oct 2023 03:21:58 INFO epoch 44 evaluating [time: 0.67s, valid_score: 0.072200]
Fri 20 Oct 2023 03:21:58 INFO valid result:
hit@10 : 0.1389 hit@50 : 0.2636 ndcg@10 : 0.0722 ndcg@50 : 0.0988
Fri 20 Oct 2023 03:21:58 INFO Discovering multi-modal user interest before 45-th epoch
Fri 20 Oct 2023 03:21:58 INFO Finish multi-modal interest discovery before 45-th epoch
Fri 20 Oct 2023 03:22:02 INFO epoch 45 training [time: 3.36s, train loss: 416.5751]
Fri 20 Oct 2023 03:22:02 INFO epoch 45 evaluating [time: 0.69s, valid_score: 0.071800]
Fri 20 Oct 2023 03:22:02 INFO valid result:
hit@10 : 0.1379 hit@50 : 0.2624 ndcg@10 : 0.0718 ndcg@50 : 0.0986
Fri 20 Oct 2023 03:22:02 INFO Discovering multi-modal user interest before 46-th epoch
Fri 20 Oct 2023 03:22:02 INFO Finish multi-modal interest discovery before 46-th epoch
Fri 20 Oct 2023 03:22:06 INFO epoch 46 training [time: 3.47s, train loss: 416.4409]
Fri 20 Oct 2023 03:22:06 INFO epoch 46 evaluating [time: 0.72s, valid_score: 0.072400]
Fri 20 Oct 2023 03:22:06 INFO valid result:
hit@10 : 0.1389 hit@50 : 0.264 ndcg@10 : 0.0724 ndcg@50 : 0.0991
Fri 20 Oct 2023 03:22:06 INFO Discovering multi-modal user interest before 47-th epoch
Fri 20 Oct 2023 03:22:06 INFO Finish multi-modal interest discovery before 47-th epoch
Fri 20 Oct 2023 03:22:10 INFO epoch 47 training [time: 3.57s, train loss: 415.9480]
Fri 20 Oct 2023 03:22:11 INFO epoch 47 evaluating [time: 0.65s, valid_score: 0.072600]
Fri 20 Oct 2023 03:22:11 INFO valid result:
hit@10 : 0.1392 hit@50 : 0.2633 ndcg@10 : 0.0726 ndcg@50 : 0.0992
Fri 20 Oct 2023 03:22:11 INFO Saving current: saved/MISSRec-Oct-20-2023_03-18-43.pth
Fri 20 Oct 2023 03:22:11 INFO Discovering multi-modal user interest before 48-th epoch
Fri 20 Oct 2023 03:22:11 INFO Finish multi-modal interest discovery before 48-th epoch
Fri 20 Oct 2023 03:22:14 INFO epoch 48 training [time: 3.38s, train loss: 415.7249]
Fri 20 Oct 2023 03:22:15 INFO epoch 48 evaluating [time: 0.64s, valid_score: 0.072700]
Fri 20 Oct 2023 03:22:15 INFO valid result:
hit@10 : 0.1399 hit@50 : 0.2633 ndcg@10 : 0.0727 ndcg@50 : 0.0991
Fri 20 Oct 2023 03:22:15 INFO Saving current: saved/MISSRec-Oct-20-2023_03-18-43.pth
Fri 20 Oct 2023 03:22:15 INFO Discovering multi-modal user interest before 49-th epoch
Fri 20 Oct 2023 03:22:15 INFO Finish multi-modal interest discovery before 49-th epoch
Fri 20 Oct 2023 03:22:18 INFO epoch 49 training [time: 3.40s, train loss: 415.2263]
Fri 20 Oct 2023 03:22:19 INFO epoch 49 evaluating [time: 0.66s, valid_score: 0.072900]
Fri 20 Oct 2023 03:22:19 INFO valid result:
hit@10 : 0.1397 hit@50 : 0.2649 ndcg@10 : 0.0729 ndcg@50 : 0.0997
Fri 20 Oct 2023 03:22:19 INFO Saving current: saved/MISSRec-Oct-20-2023_03-18-43.pth
Fri 20 Oct 2023 03:22:19 INFO Discovering multi-modal user interest before 50-th epoch
Fri 20 Oct 2023 03:22:19 INFO Finish multi-modal interest discovery before 50-th epoch
Fri 20 Oct 2023 03:22:23 INFO epoch 50 training [time: 3.43s, train loss: 415.0134]
Fri 20 Oct 2023 03:22:23 INFO epoch 50 evaluating [time: 0.68s, valid_score: 0.073200]
Fri 20 Oct 2023 03:22:23 INFO valid result:
hit@10 : 0.1405 hit@50 : 0.2632 ndcg@10 : 0.0732 ndcg@50 : 0.0994
Fri 20 Oct 2023 03:22:24 INFO Saving current: saved/MISSRec-Oct-20-2023_03-18-43.pth
Fri 20 Oct 2023 03:22:24 INFO Discovering multi-modal user interest before 51-th epoch
Fri 20 Oct 2023 03:22:24 INFO Finish multi-modal interest discovery before 51-th epoch
Fri 20 Oct 2023 03:22:27 INFO epoch 51 training [time: 3.37s, train loss: 414.9631]
Fri 20 Oct 2023 03:22:28 INFO epoch 51 evaluating [time: 0.68s, valid_score: 0.073200]
Fri 20 Oct 2023 03:22:28 INFO valid result:
hit@10 : 0.1401 hit@50 : 0.2655 ndcg@10 : 0.0732 ndcg@50 : 0.1
Fri 20 Oct 2023 03:22:28 INFO Saving current: saved/MISSRec-Oct-20-2023_03-18-43.pth
Fri 20 Oct 2023 03:22:28 INFO Discovering multi-modal user interest before 52-th epoch
Fri 20 Oct 2023 03:22:28 INFO Finish multi-modal interest discovery before 52-th epoch
Fri 20 Oct 2023 03:22:32 INFO epoch 52 training [time: 3.58s, train loss: 414.6000]
Fri 20 Oct 2023 03:22:32 INFO epoch 52 evaluating [time: 0.69s, valid_score: 0.073300]
Fri 20 Oct 2023 03:22:32 INFO valid result:
hit@10 : 0.1404 hit@50 : 0.2671 ndcg@10 : 0.0733 ndcg@50 : 0.1003
Fri 20 Oct 2023 03:22:32 INFO Saving current: saved/MISSRec-Oct-20-2023_03-18-43.pth
Fri 20 Oct 2023 03:22:32 INFO Discovering multi-modal user interest before 53-th epoch
Fri 20 Oct 2023 03:22:32 INFO Finish multi-modal interest discovery before 53-th epoch
Fri 20 Oct 2023 03:22:36 INFO epoch 53 training [time: 3.47s, train loss: 414.1838]
Fri 20 Oct 2023 03:22:37 INFO epoch 53 evaluating [time: 0.68s, valid_score: 0.072700]
Fri 20 Oct 2023 03:22:37 INFO valid result:
hit@10 : 0.1405 hit@50 : 0.263 ndcg@10 : 0.0727 ndcg@50 : 0.099
Fri 20 Oct 2023 03:22:37 INFO Discovering multi-modal user interest before 54-th epoch
Fri 20 Oct 2023 03:22:37 INFO Finish multi-modal interest discovery before 54-th epoch
Fri 20 Oct 2023 03:22:40 INFO epoch 54 training [time: 3.40s, train loss: 413.9342]
Fri 20 Oct 2023 03:22:41 INFO epoch 54 evaluating [time: 0.71s, valid_score: 0.072800]
Fri 20 Oct 2023 03:22:41 INFO valid result:
hit@10 : 0.1401 hit@50 : 0.2637 ndcg@10 : 0.0728 ndcg@50 : 0.0992
Fri 20 Oct 2023 03:22:41 INFO Discovering multi-modal user interest before 55-th epoch
Fri 20 Oct 2023 03:22:41 INFO Finish multi-modal interest discovery before 55-th epoch
Fri 20 Oct 2023 03:22:44 INFO epoch 55 training [time: 3.56s, train loss: 413.7735]
Fri 20 Oct 2023 03:22:45 INFO epoch 55 evaluating [time: 0.70s, valid_score: 0.072600]
Fri 20 Oct 2023 03:22:45 INFO valid result:
hit@10 : 0.1395 hit@50 : 0.2661 ndcg@10 : 0.0726 ndcg@50 : 0.0998
Fri 20 Oct 2023 03:22:45 INFO Discovering multi-modal user interest before 56-th epoch
Fri 20 Oct 2023 03:22:45 INFO Finish multi-modal interest discovery before 56-th epoch
Fri 20 Oct 2023 03:22:48 INFO epoch 56 training [time: 3.19s, train loss: 413.2658]
Fri 20 Oct 2023 03:22:49 INFO epoch 56 evaluating [time: 0.65s, valid_score: 0.073000]
Fri 20 Oct 2023 03:22:49 INFO valid result:
hit@10 : 0.1408 hit@50 : 0.2636 ndcg@10 : 0.073 ndcg@50 : 0.0992
Fri 20 Oct 2023 03:22:49 INFO Discovering multi-modal user interest before 57-th epoch
Fri 20 Oct 2023 03:22:49 INFO Finish multi-modal interest discovery before 57-th epoch
Fri 20 Oct 2023 03:22:52 INFO epoch 57 training [time: 3.29s, train loss: 413.2730]
Fri 20 Oct 2023 03:22:53 INFO epoch 57 evaluating [time: 0.68s, valid_score: 0.073100]
Fri 20 Oct 2023 03:22:53 INFO valid result:
hit@10 : 0.1401 hit@50 : 0.2661 ndcg@10 : 0.0731 ndcg@50 : 0.1
Fri 20 Oct 2023 03:22:53 INFO Discovering multi-modal user interest before 58-th epoch
Fri 20 Oct 2023 03:22:53 INFO Finish multi-modal interest discovery before 58-th epoch
Fri 20 Oct 2023 03:22:56 INFO epoch 58 training [time: 3.41s, train loss: 412.8267]
Fri 20 Oct 2023 03:22:57 INFO epoch 58 evaluating [time: 0.70s, valid_score: 0.073600]
Fri 20 Oct 2023 03:22:57 INFO valid result:
hit@10 : 0.141 hit@50 : 0.2664 ndcg@10 : 0.0736 ndcg@50 : 0.1004
Fri 20 Oct 2023 03:22:57 INFO Saving current: saved/MISSRec-Oct-20-2023_03-18-43.pth
Fri 20 Oct 2023 03:22:57 INFO Discovering multi-modal user interest before 59-th epoch
Fri 20 Oct 2023 03:22:57 INFO Finish multi-modal interest discovery before 59-th epoch
Fri 20 Oct 2023 03:23:01 INFO epoch 59 training [time: 3.45s, train loss: 412.4514]
Fri 20 Oct 2023 03:23:01 INFO epoch 59 evaluating [time: 0.69s, valid_score: 0.073200]
Fri 20 Oct 2023 03:23:01 INFO valid result:
hit@10 : 0.1399 hit@50 : 0.2659 ndcg@10 : 0.0732 ndcg@50 : 0.1001
Fri 20 Oct 2023 03:23:01 INFO Discovering multi-modal user interest before 60-th epoch
Fri 20 Oct 2023 03:23:01 INFO Finish multi-modal interest discovery before 60-th epoch
Fri 20 Oct 2023 03:23:05 INFO epoch 60 training [time: 3.47s, train loss: 412.1337]
Fri 20 Oct 2023 03:23:05 INFO epoch 60 evaluating [time: 0.65s, valid_score: 0.073300]
Fri 20 Oct 2023 03:23:05 INFO valid result:
hit@10 : 0.1413 hit@50 : 0.267 ndcg@10 : 0.0733 ndcg@50 : 0.1001
Fri 20 Oct 2023 03:23:05 INFO Discovering multi-modal user interest before 61-th epoch
Fri 20 Oct 2023 03:23:05 INFO Finish multi-modal interest discovery before 61-th epoch
Fri 20 Oct 2023 03:23:09 INFO epoch 61 training [time: 3.43s, train loss: 411.3160]
Fri 20 Oct 2023 03:23:10 INFO epoch 61 evaluating [time: 0.69s, valid_score: 0.073300]
Fri 20 Oct 2023 03:23:10 INFO valid result:
hit@10 : 0.1406 hit@50 : 0.2647 ndcg@10 : 0.0733 ndcg@50 : 0.0999
Fri 20 Oct 2023 03:23:10 INFO Discovering multi-modal user interest before 62-th epoch
Fri 20 Oct 2023 03:23:10 INFO Finish multi-modal interest discovery before 62-th epoch
Fri 20 Oct 2023 03:23:13 INFO epoch 62 training [time: 3.40s, train loss: 411.9754]
Fri 20 Oct 2023 03:23:14 INFO epoch 62 evaluating [time: 0.64s, valid_score: 0.073400]
Fri 20 Oct 2023 03:23:14 INFO valid result:
hit@10 : 0.1407 hit@50 : 0.2655 ndcg@10 : 0.0734 ndcg@50 : 0.1
Fri 20 Oct 2023 03:23:14 INFO Discovering multi-modal user interest before 63-th epoch
Fri 20 Oct 2023 03:23:14 INFO Finish multi-modal interest discovery before 63-th epoch
Fri 20 Oct 2023 03:23:17 INFO epoch 63 training [time: 3.52s, train loss: 411.6034]
Fri 20 Oct 2023 03:23:18 INFO epoch 63 evaluating [time: 0.67s, valid_score: 0.072600]
Fri 20 Oct 2023 03:23:18 INFO valid result:
hit@10 : 0.1394 hit@50 : 0.2646 ndcg@10 : 0.0726 ndcg@50 : 0.0994
Fri 20 Oct 2023 03:23:18 INFO Discovering multi-modal user interest before 64-th epoch
Fri 20 Oct 2023 03:23:18 INFO Finish multi-modal interest discovery before 64-th epoch
Fri 20 Oct 2023 03:23:22 INFO epoch 64 training [time: 3.76s, train loss: 410.9415]
Fri 20 Oct 2023 03:23:22 INFO epoch 64 evaluating [time: 0.70s, valid_score: 0.072900]
Fri 20 Oct 2023 03:23:22 INFO valid result:
hit@10 : 0.1399 hit@50 : 0.2669 ndcg@10 : 0.0729 ndcg@50 : 0.1001
Fri 20 Oct 2023 03:23:22 INFO Discovering multi-modal user interest before 65-th epoch
Fri 20 Oct 2023 03:23:22 INFO Finish multi-modal interest discovery before 65-th epoch
Fri 20 Oct 2023 03:23:26 INFO epoch 65 training [time: 3.57s, train loss: 411.0385]
Fri 20 Oct 2023 03:23:26 INFO epoch 65 evaluating [time: 0.68s, valid_score: 0.073000]
Fri 20 Oct 2023 03:23:26 INFO valid result:
hit@10 : 0.1389 hit@50 : 0.267 ndcg@10 : 0.073 ndcg@50 : 0.1003
Fri 20 Oct 2023 03:23:26 INFO Discovering multi-modal user interest before 66-th epoch
Fri 20 Oct 2023 03:23:26 INFO Finish multi-modal interest discovery before 66-th epoch
Fri 20 Oct 2023 03:23:30 INFO epoch 66 training [time: 3.37s, train loss: 410.5036]
Fri 20 Oct 2023 03:23:30 INFO epoch 66 evaluating [time: 0.64s, valid_score: 0.073400]
Fri 20 Oct 2023 03:23:30 INFO valid result:
hit@10 : 0.1401 hit@50 : 0.2665 ndcg@10 : 0.0734 ndcg@50 : 0.1004
Fri 20 Oct 2023 03:23:30 INFO Discovering multi-modal user interest before 67-th epoch
Fri 20 Oct 2023 03:23:30 INFO Finish multi-modal interest discovery before 67-th epoch
Fri 20 Oct 2023 03:23:34 INFO epoch 67 training [time: 3.39s, train loss: 410.4757]
Fri 20 Oct 2023 03:23:35 INFO epoch 67 evaluating [time: 0.64s, valid_score: 0.073200]
Fri 20 Oct 2023 03:23:35 INFO valid result:
hit@10 : 0.1403 hit@50 : 0.2629 ndcg@10 : 0.0732 ndcg@50 : 0.0994
Fri 20 Oct 2023 03:23:35 INFO Discovering multi-modal user interest before 68-th epoch
Fri 20 Oct 2023 03:23:35 INFO Finish multi-modal interest discovery before 68-th epoch
Fri 20 Oct 2023 03:23:38 INFO epoch 68 training [time: 3.52s, train loss: 410.2594]
Fri 20 Oct 2023 03:23:39 INFO epoch 68 evaluating [time: 0.66s, valid_score: 0.073700]
Fri 20 Oct 2023 03:23:39 INFO valid result:
hit@10 : 0.1416 hit@50 : 0.265 ndcg@10 : 0.0737 ndcg@50 : 0.1
Fri 20 Oct 2023 03:23:39 INFO Saving current: saved/MISSRec-Oct-20-2023_03-18-43.pth
Fri 20 Oct 2023 03:23:39 INFO Discovering multi-modal user interest before 69-th epoch
Fri 20 Oct 2023 03:23:39 INFO Finish multi-modal interest discovery before 69-th epoch
Fri 20 Oct 2023 03:23:42 INFO epoch 69 training [time: 3.40s, train loss: 410.1561]
Fri 20 Oct 2023 03:23:43 INFO epoch 69 evaluating [time: 0.64s, valid_score: 0.073200]
Fri 20 Oct 2023 03:23:43 INFO valid result:
hit@10 : 0.1414 hit@50 : 0.2645 ndcg@10 : 0.0732 ndcg@50 : 0.0995
Fri 20 Oct 2023 03:23:43 INFO Discovering multi-modal user interest before 70-th epoch
Fri 20 Oct 2023 03:23:43 INFO Finish multi-modal interest discovery before 70-th epoch
Fri 20 Oct 2023 03:23:46 INFO epoch 70 training [time: 3.39s, train loss: 409.7425]
Fri 20 Oct 2023 03:23:47 INFO epoch 70 evaluating [time: 0.64s, valid_score: 0.073400]
Fri 20 Oct 2023 03:23:47 INFO valid result:
hit@10 : 0.1406 hit@50 : 0.2649 ndcg@10 : 0.0734 ndcg@50 : 0.1
Fri 20 Oct 2023 03:23:47 INFO Discovering multi-modal user interest before 71-th epoch
Fri 20 Oct 2023 03:23:47 INFO Finish multi-modal interest discovery before 71-th epoch
Fri 20 Oct 2023 03:23:50 INFO epoch 71 training [time: 3.37s, train loss: 409.6333]
Fri 20 Oct 2023 03:23:51 INFO epoch 71 evaluating [time: 0.64s, valid_score: 0.073300]
Fri 20 Oct 2023 03:23:51 INFO valid result:
hit@10 : 0.142 hit@50 : 0.2652 ndcg@10 : 0.0733 ndcg@50 : 0.0996
Fri 20 Oct 2023 03:23:51 INFO Discovering multi-modal user interest before 72-th epoch
Fri 20 Oct 2023 03:23:51 INFO Finish multi-modal interest discovery before 72-th epoch
Fri 20 Oct 2023 03:23:54 INFO epoch 72 training [time: 3.41s, train loss: 409.2051]
Fri 20 Oct 2023 03:23:55 INFO epoch 72 evaluating [time: 0.65s, valid_score: 0.072800]
Fri 20 Oct 2023 03:23:55 INFO valid result:
hit@10 : 0.14 hit@50 : 0.264 ndcg@10 : 0.0728 ndcg@50 : 0.0993
Fri 20 Oct 2023 03:23:55 INFO Discovering multi-modal user interest before 73-th epoch
Fri 20 Oct 2023 03:23:55 INFO Finish multi-modal interest discovery before 73-th epoch
Fri 20 Oct 2023 03:23:58 INFO epoch 73 training [time: 3.39s, train loss: 408.9091]
Fri 20 Oct 2023 03:23:59 INFO epoch 73 evaluating [time: 0.68s, valid_score: 0.073400]
Fri 20 Oct 2023 03:23:59 INFO valid result:
hit@10 : 0.1413 hit@50 : 0.2662 ndcg@10 : 0.0734 ndcg@50 : 0.1
Fri 20 Oct 2023 03:23:59 INFO Discovering multi-modal user interest before 74-th epoch
Fri 20 Oct 2023 03:23:59 INFO Finish multi-modal interest discovery before 74-th epoch
Fri 20 Oct 2023 03:24:03 INFO epoch 74 training [time: 3.40s, train loss: 408.7897]
Fri 20 Oct 2023 03:24:03 INFO epoch 74 evaluating [time: 0.64s, valid_score: 0.073300]
Fri 20 Oct 2023 03:24:03 INFO valid result:
hit@10 : 0.1412 hit@50 : 0.2669 ndcg@10 : 0.0733 ndcg@50 : 0.0999
Fri 20 Oct 2023 03:24:03 INFO Discovering multi-modal user interest before 75-th epoch
Fri 20 Oct 2023 03:24:03 INFO Finish multi-modal interest discovery before 75-th epoch
Fri 20 Oct 2023 03:24:07 INFO epoch 75 training [time: 3.37s, train loss: 408.8403]
Fri 20 Oct 2023 03:24:07 INFO epoch 75 evaluating [time: 0.66s, valid_score: 0.074200]
Fri 20 Oct 2023 03:24:07 INFO valid result:
hit@10 : 0.1416 hit@50 : 0.2659 ndcg@10 : 0.0742 ndcg@50 : 0.1006
Fri 20 Oct 2023 03:24:07 INFO Saving current: saved/MISSRec-Oct-20-2023_03-18-43.pth
Fri 20 Oct 2023 03:24:07 INFO Discovering multi-modal user interest before 76-th epoch
Fri 20 Oct 2023 03:24:07 INFO Finish multi-modal interest discovery before 76-th epoch
Fri 20 Oct 2023 03:24:11 INFO epoch 76 training [time: 3.35s, train loss: 408.6520]
Fri 20 Oct 2023 03:24:11 INFO epoch 76 evaluating [time: 0.64s, valid_score: 0.073300]
Fri 20 Oct 2023 03:24:11 INFO valid result:
hit@10 : 0.1408 hit@50 : 0.2669 ndcg@10 : 0.0733 ndcg@50 : 0.1001
Fri 20 Oct 2023 03:24:11 INFO Discovering multi-modal user interest before 77-th epoch
Fri 20 Oct 2023 03:24:11 INFO Finish multi-modal interest discovery before 77-th epoch
Fri 20 Oct 2023 03:24:15 INFO epoch 77 training [time: 3.46s, train loss: 408.1968]
Fri 20 Oct 2023 03:24:16 INFO epoch 77 evaluating [time: 0.68s, valid_score: 0.073100]
Fri 20 Oct 2023 03:24:16 INFO valid result:
hit@10 : 0.1401 hit@50 : 0.2649 ndcg@10 : 0.0731 ndcg@50 : 0.0997
Fri 20 Oct 2023 03:24:16 INFO Discovering multi-modal user interest before 78-th epoch
Fri 20 Oct 2023 03:24:16 INFO Finish multi-modal interest discovery before 78-th epoch
Fri 20 Oct 2023 03:24:19 INFO epoch 78 training [time: 3.36s, train loss: 407.9082]
Fri 20 Oct 2023 03:24:20 INFO epoch 78 evaluating [time: 0.64s, valid_score: 0.073200]
Fri 20 Oct 2023 03:24:20 INFO valid result:
hit@10 : 0.1407 hit@50 : 0.2657 ndcg@10 : 0.0732 ndcg@50 : 0.0999
Fri 20 Oct 2023 03:24:20 INFO Discovering multi-modal user interest before 79-th epoch
Fri 20 Oct 2023 03:24:20 INFO Finish multi-modal interest discovery before 79-th epoch
Fri 20 Oct 2023 03:24:23 INFO epoch 79 training [time: 3.73s, train loss: 407.8973]
Fri 20 Oct 2023 03:24:24 INFO epoch 79 evaluating [time: 0.68s, valid_score: 0.072600]
Fri 20 Oct 2023 03:24:24 INFO valid result:
hit@10 : 0.1395 hit@50 : 0.2659 ndcg@10 : 0.0726 ndcg@50 : 0.0997
Fri 20 Oct 2023 03:24:24 INFO Discovering multi-modal user interest before 80-th epoch
Fri 20 Oct 2023 03:24:24 INFO Finish multi-modal interest discovery before 80-th epoch
Fri 20 Oct 2023 03:24:28 INFO epoch 80 training [time: 3.52s, train loss: 408.1878]
Fri 20 Oct 2023 03:24:28 INFO epoch 80 evaluating [time: 0.68s, valid_score: 0.073600]
Fri 20 Oct 2023 03:24:28 INFO valid result:
hit@10 : 0.1408 hit@50 : 0.2669 ndcg@10 : 0.0736 ndcg@50 : 0.1004
Fri 20 Oct 2023 03:24:28 INFO Discovering multi-modal user interest before 81-th epoch
Fri 20 Oct 2023 03:24:28 INFO Finish multi-modal interest discovery before 81-th epoch
Fri 20 Oct 2023 03:24:32 INFO epoch 81 training [time: 3.39s, train loss: 407.5849]
Fri 20 Oct 2023 03:24:32 INFO epoch 81 evaluating [time: 0.66s, valid_score: 0.073000]
Fri 20 Oct 2023 03:24:32 INFO valid result:
hit@10 : 0.1394 hit@50 : 0.2674 ndcg@10 : 0.073 ndcg@50 : 0.1003
Fri 20 Oct 2023 03:24:32 INFO Discovering multi-modal user interest before 82-th epoch
Fri 20 Oct 2023 03:24:32 INFO Finish multi-modal interest discovery before 82-th epoch
Fri 20 Oct 2023 03:24:36 INFO epoch 82 training [time: 3.40s, train loss: 407.1559]
Fri 20 Oct 2023 03:24:36 INFO epoch 82 evaluating [time: 0.65s, valid_score: 0.073000]
Fri 20 Oct 2023 03:24:36 INFO valid result:
hit@10 : 0.1405 hit@50 : 0.2656 ndcg@10 : 0.073 ndcg@50 : 0.0997
Fri 20 Oct 2023 03:24:36 INFO Discovering multi-modal user interest before 83-th epoch
Fri 20 Oct 2023 03:24:36 INFO Finish multi-modal interest discovery before 83-th epoch
Fri 20 Oct 2023 03:24:40 INFO epoch 83 training [time: 3.38s, train loss: 407.0974]
Fri 20 Oct 2023 03:24:40 INFO epoch 83 evaluating [time: 0.65s, valid_score: 0.072600]
Fri 20 Oct 2023 03:24:40 INFO valid result:
hit@10 : 0.1391 hit@50 : 0.2677 ndcg@10 : 0.0726 ndcg@50 : 0.1
Fri 20 Oct 2023 03:24:40 INFO Discovering multi-modal user interest before 84-th epoch
Fri 20 Oct 2023 03:24:40 INFO Finish multi-modal interest discovery before 84-th epoch
Fri 20 Oct 2023 03:24:44 INFO epoch 84 training [time: 3.56s, train loss: 406.6349]
Fri 20 Oct 2023 03:24:45 INFO epoch 84 evaluating [time: 0.68s, valid_score: 0.072900]
Fri 20 Oct 2023 03:24:45 INFO valid result:
hit@10 : 0.1395 hit@50 : 0.2666 ndcg@10 : 0.0729 ndcg@50 : 0.1
Fri 20 Oct 2023 03:24:45 INFO Discovering multi-modal user interest before 85-th epoch
Fri 20 Oct 2023 03:24:45 INFO Finish multi-modal interest discovery before 85-th epoch
Fri 20 Oct 2023 03:24:48 INFO epoch 85 training [time: 3.31s, train loss: 406.7997]
Fri 20 Oct 2023 03:24:49 INFO epoch 85 evaluating [time: 0.64s, valid_score: 0.072800]
Fri 20 Oct 2023 03:24:49 INFO valid result:
hit@10 : 0.1401 hit@50 : 0.2651 ndcg@10 : 0.0728 ndcg@50 : 0.0995
Fri 20 Oct 2023 03:24:49 INFO Discovering multi-modal user interest before 86-th epoch
Fri 20 Oct 2023 03:24:49 INFO Finish multi-modal interest discovery before 86-th epoch
Fri 20 Oct 2023 03:24:52 INFO epoch 86 training [time: 3.32s, train loss: 406.6164]
Fri 20 Oct 2023 03:24:53 INFO epoch 86 evaluating [time: 0.71s, valid_score: 0.073200]
Fri 20 Oct 2023 03:24:53 INFO valid result:
hit@10 : 0.1416 hit@50 : 0.2652 ndcg@10 : 0.0732 ndcg@50 : 0.0997
Fri 20 Oct 2023 03:24:53 INFO Finished training, best eval result in epoch 75
Fri 20 Oct 2023 03:24:53 INFO Loading model structure and parameters from saved/MISSRec-Oct-20-2023_03-18-43.pth
Fri 20 Oct 2023 03:24:53 INFO best valid : OrderedDict([('hit@10', 0.1416), ('hit@50', 0.2659), ('ndcg@10', 0.0742), ('ndcg@50', 0.1006)])
Fri 20 Oct 2023 03:24:53 INFO test result: OrderedDict([('hit@10', 0.136), ('hit@50', 0.2431), ('ndcg@10', 0.0753), ('ndcg@50', 0.0983)])
Fri 20 Oct 2023 03:24:53 INFO Write log to /data/wangjinpeng/MISSRec_clear/log/MISSRec_gpu3/Oct-20-2023_03-18-38_.log