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Oct-20-2023_03-32-41.log
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Oct-20-2023_03-32-41.log
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Fri 20 Oct 2023 03:32:41 INFO
General Hyper Parameters:
gpu_id = 0
use_gpu = True
seed = 2020
state = INFO
reproducibility = True
data_path = dataset/downstream/Instruments_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 03:32:44 INFO Instruments_mm_full
The number of users: 24963
Average actions of users: 7.369762038298213
The number of items: 9965
Average actions of items: 18.46286631874749
The number of inters: 183964
The sparsity of the dataset: 99.92604649462238%
Remain Fields: ['user_id', 'item_id_list', 'item_id', 'item_length']
Fri 20 Oct 2023 03:32:46 INFO [Training]: train_batch_size = [512] negative sampling: [None]
Fri 20 Oct 2023 03:32:46 INFO [Evaluation]: eval_batch_size = [1024] eval_args: [{'split': {'LS': 'valid_and_test'}, 'order': 'TO', 'mode': 'full', 'group_by': 'user'}]
Fri 20 Oct 2023 03:32:48 INFO Loading from pretrained_models/MISSRec-FHCKM_mm_full-100-gamma1e-4.pth
Fri 20 Oct 2023 03:32:48 INFO Transfer [FHCKM_mm_full] -> [Instruments_mm_full
The number of users: 24963
Average actions of users: 7.369762038298213
The number of items: 9965
Average actions of items: 18.46286631874749
The number of inters: 183964
The sparsity of the dataset: 99.92604649462238%
Remain Fields: ['user_id', 'item_id_list', 'item_id', 'item_length']]
Fri 20 Oct 2023 03:32:48 INFO Fix encoder parameters.
Fri 20 Oct 2023 03:32:48 INFO MISSRec(
(item_embedding): Embedding(9965, 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(9965, 512, padding_idx=0)
(img_embedding): Embedding(9965, 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: 3297901.0
Fri 20 Oct 2023 03:32:48 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 03:32:50 INFO Discovering multi-modal user interest before 0-th epoch
Fri 20 Oct 2023 03:32:52 INFO Finish multi-modal interest discovery before 0-th epoch
Fri 20 Oct 2023 03:33:07 INFO epoch 0 training [time: 17.84s, train loss: 2070.7833]
Fri 20 Oct 2023 03:33:10 INFO epoch 0 evaluating [time: 2.15s, valid_score: 0.083800]
Fri 20 Oct 2023 03:33:10 INFO valid result:
hit@10 : 0.135 hit@50 : 0.2406 ndcg@10 : 0.0838 ndcg@50 : 0.1062
Fri 20 Oct 2023 03:33:10 INFO Saving current: saved/MISSRec-Oct-20-2023_03-32-50.pth
Fri 20 Oct 2023 03:33:10 INFO Discovering multi-modal user interest before 1-th epoch
Fri 20 Oct 2023 03:33:10 INFO Finish multi-modal interest discovery before 1-th epoch
Fri 20 Oct 2023 03:33:26 INFO epoch 1 training [time: 16.13s, train loss: 1984.7721]
Fri 20 Oct 2023 03:33:28 INFO epoch 1 evaluating [time: 2.13s, valid_score: 0.089000]
Fri 20 Oct 2023 03:33:28 INFO valid result:
hit@10 : 0.139 hit@50 : 0.2486 ndcg@10 : 0.089 ndcg@50 : 0.1123
Fri 20 Oct 2023 03:33:29 INFO Saving current: saved/MISSRec-Oct-20-2023_03-32-50.pth
Fri 20 Oct 2023 03:33:29 INFO Discovering multi-modal user interest before 2-th epoch
Fri 20 Oct 2023 03:33:29 INFO Finish multi-modal interest discovery before 2-th epoch
Fri 20 Oct 2023 03:33:44 INFO epoch 2 training [time: 15.75s, train loss: 1955.8258]
Fri 20 Oct 2023 03:33:46 INFO epoch 2 evaluating [time: 2.13s, valid_score: 0.092100]
Fri 20 Oct 2023 03:33:46 INFO valid result:
hit@10 : 0.1429 hit@50 : 0.2537 ndcg@10 : 0.0921 ndcg@50 : 0.1156
Fri 20 Oct 2023 03:33:47 INFO Saving current: saved/MISSRec-Oct-20-2023_03-32-50.pth
Fri 20 Oct 2023 03:33:47 INFO Discovering multi-modal user interest before 3-th epoch
Fri 20 Oct 2023 03:33:47 INFO Finish multi-modal interest discovery before 3-th epoch
Fri 20 Oct 2023 03:34:03 INFO epoch 3 training [time: 15.93s, train loss: 1936.4540]
Fri 20 Oct 2023 03:34:05 INFO epoch 3 evaluating [time: 2.14s, valid_score: 0.092200]
Fri 20 Oct 2023 03:34:05 INFO valid result:
hit@10 : 0.1442 hit@50 : 0.2565 ndcg@10 : 0.0922 ndcg@50 : 0.1161
Fri 20 Oct 2023 03:34:05 INFO Saving current: saved/MISSRec-Oct-20-2023_03-32-50.pth
Fri 20 Oct 2023 03:34:05 INFO Discovering multi-modal user interest before 4-th epoch
Fri 20 Oct 2023 03:34:05 INFO Finish multi-modal interest discovery before 4-th epoch
Fri 20 Oct 2023 03:34:21 INFO epoch 4 training [time: 16.05s, train loss: 1922.7540]
Fri 20 Oct 2023 03:34:24 INFO epoch 4 evaluating [time: 2.15s, valid_score: 0.093900]
Fri 20 Oct 2023 03:34:24 INFO valid result:
hit@10 : 0.1464 hit@50 : 0.2574 ndcg@10 : 0.0939 ndcg@50 : 0.1175
Fri 20 Oct 2023 03:34:24 INFO Saving current: saved/MISSRec-Oct-20-2023_03-32-50.pth
Fri 20 Oct 2023 03:34:24 INFO Discovering multi-modal user interest before 5-th epoch
Fri 20 Oct 2023 03:34:24 INFO Finish multi-modal interest discovery before 5-th epoch
Fri 20 Oct 2023 03:34:41 INFO epoch 5 training [time: 16.70s, train loss: 1911.2510]
Fri 20 Oct 2023 03:34:43 INFO epoch 5 evaluating [time: 2.32s, valid_score: 0.093600]
Fri 20 Oct 2023 03:34:43 INFO valid result:
hit@10 : 0.1468 hit@50 : 0.2592 ndcg@10 : 0.0936 ndcg@50 : 0.1174
Fri 20 Oct 2023 03:34:43 INFO Discovering multi-modal user interest before 6-th epoch
Fri 20 Oct 2023 03:34:43 INFO Finish multi-modal interest discovery before 6-th epoch
Fri 20 Oct 2023 03:35:00 INFO epoch 6 training [time: 17.04s, train loss: 1902.3297]
Fri 20 Oct 2023 03:35:02 INFO epoch 6 evaluating [time: 2.16s, valid_score: 0.093600]
Fri 20 Oct 2023 03:35:02 INFO valid result:
hit@10 : 0.1456 hit@50 : 0.2595 ndcg@10 : 0.0936 ndcg@50 : 0.1178
Fri 20 Oct 2023 03:35:02 INFO Discovering multi-modal user interest before 7-th epoch
Fri 20 Oct 2023 03:35:02 INFO Finish multi-modal interest discovery before 7-th epoch
Fri 20 Oct 2023 03:35:18 INFO epoch 7 training [time: 15.87s, train loss: 1894.9898]
Fri 20 Oct 2023 03:35:20 INFO epoch 7 evaluating [time: 2.15s, valid_score: 0.094700]
Fri 20 Oct 2023 03:35:20 INFO valid result:
hit@10 : 0.1472 hit@50 : 0.2613 ndcg@10 : 0.0947 ndcg@50 : 0.119
Fri 20 Oct 2023 03:35:21 INFO Saving current: saved/MISSRec-Oct-20-2023_03-32-50.pth
Fri 20 Oct 2023 03:35:21 INFO Discovering multi-modal user interest before 8-th epoch
Fri 20 Oct 2023 03:35:21 INFO Finish multi-modal interest discovery before 8-th epoch
Fri 20 Oct 2023 03:35:37 INFO epoch 8 training [time: 15.80s, train loss: 1889.1799]
Fri 20 Oct 2023 03:35:39 INFO epoch 8 evaluating [time: 2.14s, valid_score: 0.094000]
Fri 20 Oct 2023 03:35:39 INFO valid result:
hit@10 : 0.1475 hit@50 : 0.2627 ndcg@10 : 0.094 ndcg@50 : 0.1185
Fri 20 Oct 2023 03:35:39 INFO Discovering multi-modal user interest before 9-th epoch
Fri 20 Oct 2023 03:35:39 INFO Finish multi-modal interest discovery before 9-th epoch
Fri 20 Oct 2023 03:35:55 INFO epoch 9 training [time: 16.31s, train loss: 1884.3832]
Fri 20 Oct 2023 03:35:57 INFO epoch 9 evaluating [time: 2.19s, valid_score: 0.095000]
Fri 20 Oct 2023 03:35:57 INFO valid result:
hit@10 : 0.1489 hit@50 : 0.263 ndcg@10 : 0.095 ndcg@50 : 0.1193
Fri 20 Oct 2023 03:35:58 INFO Saving current: saved/MISSRec-Oct-20-2023_03-32-50.pth
Fri 20 Oct 2023 03:35:58 INFO Discovering multi-modal user interest before 10-th epoch
Fri 20 Oct 2023 03:35:58 INFO Finish multi-modal interest discovery before 10-th epoch
Fri 20 Oct 2023 03:36:14 INFO epoch 10 training [time: 16.37s, train loss: 1879.7158]
Fri 20 Oct 2023 03:36:16 INFO epoch 10 evaluating [time: 2.14s, valid_score: 0.095600]
Fri 20 Oct 2023 03:36:16 INFO valid result:
hit@10 : 0.1485 hit@50 : 0.2648 ndcg@10 : 0.0956 ndcg@50 : 0.1203
Fri 20 Oct 2023 03:36:17 INFO Saving current: saved/MISSRec-Oct-20-2023_03-32-50.pth
Fri 20 Oct 2023 03:36:17 INFO Discovering multi-modal user interest before 11-th epoch
Fri 20 Oct 2023 03:36:17 INFO Finish multi-modal interest discovery before 11-th epoch
Fri 20 Oct 2023 03:36:33 INFO epoch 11 training [time: 16.08s, train loss: 1875.7592]
Fri 20 Oct 2023 03:36:35 INFO epoch 11 evaluating [time: 2.10s, valid_score: 0.095600]
Fri 20 Oct 2023 03:36:35 INFO valid result:
hit@10 : 0.1479 hit@50 : 0.2639 ndcg@10 : 0.0956 ndcg@50 : 0.1203
Fri 20 Oct 2023 03:36:35 INFO Saving current: saved/MISSRec-Oct-20-2023_03-32-50.pth
Fri 20 Oct 2023 03:36:35 INFO Discovering multi-modal user interest before 12-th epoch
Fri 20 Oct 2023 03:36:35 INFO Finish multi-modal interest discovery before 12-th epoch
Fri 20 Oct 2023 03:36:51 INFO epoch 12 training [time: 15.74s, train loss: 1871.9128]
Fri 20 Oct 2023 03:36:53 INFO epoch 12 evaluating [time: 2.12s, valid_score: 0.096000]
Fri 20 Oct 2023 03:36:53 INFO valid result:
hit@10 : 0.1492 hit@50 : 0.265 ndcg@10 : 0.096 ndcg@50 : 0.1207
Fri 20 Oct 2023 03:36:54 INFO Saving current: saved/MISSRec-Oct-20-2023_03-32-50.pth
Fri 20 Oct 2023 03:36:54 INFO Discovering multi-modal user interest before 13-th epoch
Fri 20 Oct 2023 03:36:54 INFO Finish multi-modal interest discovery before 13-th epoch
Fri 20 Oct 2023 03:37:09 INFO epoch 13 training [time: 15.57s, train loss: 1868.4635]
Fri 20 Oct 2023 03:37:11 INFO epoch 13 evaluating [time: 2.14s, valid_score: 0.095500]
Fri 20 Oct 2023 03:37:11 INFO valid result:
hit@10 : 0.1486 hit@50 : 0.2647 ndcg@10 : 0.0955 ndcg@50 : 0.1203
Fri 20 Oct 2023 03:37:11 INFO Discovering multi-modal user interest before 14-th epoch
Fri 20 Oct 2023 03:37:11 INFO Finish multi-modal interest discovery before 14-th epoch
Fri 20 Oct 2023 03:37:27 INFO epoch 14 training [time: 15.78s, train loss: 1866.0664]
Fri 20 Oct 2023 03:37:29 INFO epoch 14 evaluating [time: 2.14s, valid_score: 0.096000]
Fri 20 Oct 2023 03:37:29 INFO valid result:
hit@10 : 0.1491 hit@50 : 0.2656 ndcg@10 : 0.096 ndcg@50 : 0.1208
Fri 20 Oct 2023 03:37:30 INFO Saving current: saved/MISSRec-Oct-20-2023_03-32-50.pth
Fri 20 Oct 2023 03:37:30 INFO Discovering multi-modal user interest before 15-th epoch
Fri 20 Oct 2023 03:37:30 INFO Finish multi-modal interest discovery before 15-th epoch
Fri 20 Oct 2023 03:37:46 INFO epoch 15 training [time: 15.80s, train loss: 1863.5936]
Fri 20 Oct 2023 03:37:48 INFO epoch 15 evaluating [time: 2.10s, valid_score: 0.096400]
Fri 20 Oct 2023 03:37:48 INFO valid result:
hit@10 : 0.1501 hit@50 : 0.267 ndcg@10 : 0.0964 ndcg@50 : 0.1213
Fri 20 Oct 2023 03:37:48 INFO Saving current: saved/MISSRec-Oct-20-2023_03-32-50.pth
Fri 20 Oct 2023 03:37:48 INFO Discovering multi-modal user interest before 16-th epoch
Fri 20 Oct 2023 03:37:48 INFO Finish multi-modal interest discovery before 16-th epoch
Fri 20 Oct 2023 03:38:04 INFO epoch 16 training [time: 15.97s, train loss: 1861.3076]
Fri 20 Oct 2023 03:38:06 INFO epoch 16 evaluating [time: 2.11s, valid_score: 0.096500]
Fri 20 Oct 2023 03:38:06 INFO valid result:
hit@10 : 0.1503 hit@50 : 0.2648 ndcg@10 : 0.0965 ndcg@50 : 0.1209
Fri 20 Oct 2023 03:38:07 INFO Saving current: saved/MISSRec-Oct-20-2023_03-32-50.pth
Fri 20 Oct 2023 03:38:07 INFO Discovering multi-modal user interest before 17-th epoch
Fri 20 Oct 2023 03:38:07 INFO Finish multi-modal interest discovery before 17-th epoch
Fri 20 Oct 2023 03:38:22 INFO epoch 17 training [time: 15.39s, train loss: 1859.0014]
Fri 20 Oct 2023 03:38:24 INFO epoch 17 evaluating [time: 2.10s, valid_score: 0.096700]
Fri 20 Oct 2023 03:38:24 INFO valid result:
hit@10 : 0.1505 hit@50 : 0.2677 ndcg@10 : 0.0967 ndcg@50 : 0.1217
Fri 20 Oct 2023 03:38:25 INFO Saving current: saved/MISSRec-Oct-20-2023_03-32-50.pth
Fri 20 Oct 2023 03:38:25 INFO Discovering multi-modal user interest before 18-th epoch
Fri 20 Oct 2023 03:38:25 INFO Finish multi-modal interest discovery before 18-th epoch
Fri 20 Oct 2023 03:38:40 INFO epoch 18 training [time: 15.30s, train loss: 1856.8885]
Fri 20 Oct 2023 03:38:42 INFO epoch 18 evaluating [time: 2.11s, valid_score: 0.096400]
Fri 20 Oct 2023 03:38:42 INFO valid result:
hit@10 : 0.1497 hit@50 : 0.2667 ndcg@10 : 0.0964 ndcg@50 : 0.1213
Fri 20 Oct 2023 03:38:42 INFO Discovering multi-modal user interest before 19-th epoch
Fri 20 Oct 2023 03:38:42 INFO Finish multi-modal interest discovery before 19-th epoch
Fri 20 Oct 2023 03:38:58 INFO epoch 19 training [time: 15.73s, train loss: 1855.1800]
Fri 20 Oct 2023 03:39:00 INFO epoch 19 evaluating [time: 2.10s, valid_score: 0.097500]
Fri 20 Oct 2023 03:39:00 INFO valid result:
hit@10 : 0.1512 hit@50 : 0.2673 ndcg@10 : 0.0975 ndcg@50 : 0.1222
Fri 20 Oct 2023 03:39:00 INFO Saving current: saved/MISSRec-Oct-20-2023_03-32-50.pth
Fri 20 Oct 2023 03:39:00 INFO Discovering multi-modal user interest before 20-th epoch
Fri 20 Oct 2023 03:39:01 INFO Finish multi-modal interest discovery before 20-th epoch
Fri 20 Oct 2023 03:39:16 INFO epoch 20 training [time: 15.44s, train loss: 1853.0161]
Fri 20 Oct 2023 03:39:18 INFO epoch 20 evaluating [time: 2.11s, valid_score: 0.097500]
Fri 20 Oct 2023 03:39:18 INFO valid result:
hit@10 : 0.151 hit@50 : 0.2682 ndcg@10 : 0.0975 ndcg@50 : 0.1225
Fri 20 Oct 2023 03:39:19 INFO Saving current: saved/MISSRec-Oct-20-2023_03-32-50.pth
Fri 20 Oct 2023 03:39:19 INFO Discovering multi-modal user interest before 21-th epoch
Fri 20 Oct 2023 03:39:19 INFO Finish multi-modal interest discovery before 21-th epoch
Fri 20 Oct 2023 03:39:34 INFO epoch 21 training [time: 15.80s, train loss: 1851.5234]
Fri 20 Oct 2023 03:39:37 INFO epoch 21 evaluating [time: 2.21s, valid_score: 0.097000]
Fri 20 Oct 2023 03:39:37 INFO valid result:
hit@10 : 0.1503 hit@50 : 0.2673 ndcg@10 : 0.097 ndcg@50 : 0.122
Fri 20 Oct 2023 03:39:37 INFO Discovering multi-modal user interest before 22-th epoch
Fri 20 Oct 2023 03:39:37 INFO Finish multi-modal interest discovery before 22-th epoch
Fri 20 Oct 2023 03:39:52 INFO epoch 22 training [time: 15.30s, train loss: 1849.9213]
Fri 20 Oct 2023 03:39:54 INFO epoch 22 evaluating [time: 2.19s, valid_score: 0.097500]
Fri 20 Oct 2023 03:39:54 INFO valid result:
hit@10 : 0.1514 hit@50 : 0.2681 ndcg@10 : 0.0975 ndcg@50 : 0.1224
Fri 20 Oct 2023 03:39:55 INFO Saving current: saved/MISSRec-Oct-20-2023_03-32-50.pth
Fri 20 Oct 2023 03:39:55 INFO Discovering multi-modal user interest before 23-th epoch
Fri 20 Oct 2023 03:39:55 INFO Finish multi-modal interest discovery before 23-th epoch
Fri 20 Oct 2023 03:40:10 INFO epoch 23 training [time: 15.46s, train loss: 1848.1673]
Fri 20 Oct 2023 03:40:12 INFO epoch 23 evaluating [time: 2.14s, valid_score: 0.097500]
Fri 20 Oct 2023 03:40:12 INFO valid result:
hit@10 : 0.1512 hit@50 : 0.2683 ndcg@10 : 0.0975 ndcg@50 : 0.1224
Fri 20 Oct 2023 03:40:13 INFO Saving current: saved/MISSRec-Oct-20-2023_03-32-50.pth
Fri 20 Oct 2023 03:40:13 INFO Discovering multi-modal user interest before 24-th epoch
Fri 20 Oct 2023 03:40:13 INFO Finish multi-modal interest discovery before 24-th epoch
Fri 20 Oct 2023 03:40:29 INFO epoch 24 training [time: 16.65s, train loss: 1846.3805]
Fri 20 Oct 2023 03:40:31 INFO epoch 24 evaluating [time: 2.06s, valid_score: 0.097700]
Fri 20 Oct 2023 03:40:31 INFO valid result:
hit@10 : 0.1526 hit@50 : 0.27 ndcg@10 : 0.0977 ndcg@50 : 0.1228
Fri 20 Oct 2023 03:40:32 INFO Saving current: saved/MISSRec-Oct-20-2023_03-32-50.pth
Fri 20 Oct 2023 03:40:32 INFO Discovering multi-modal user interest before 25-th epoch
Fri 20 Oct 2023 03:40:32 INFO Finish multi-modal interest discovery before 25-th epoch
Fri 20 Oct 2023 03:40:48 INFO epoch 25 training [time: 15.89s, train loss: 1845.5140]
Fri 20 Oct 2023 03:40:50 INFO epoch 25 evaluating [time: 2.10s, valid_score: 0.097700]
Fri 20 Oct 2023 03:40:50 INFO valid result:
hit@10 : 0.1522 hit@50 : 0.2683 ndcg@10 : 0.0977 ndcg@50 : 0.1225
Fri 20 Oct 2023 03:40:50 INFO Saving current: saved/MISSRec-Oct-20-2023_03-32-50.pth
Fri 20 Oct 2023 03:40:50 INFO Discovering multi-modal user interest before 26-th epoch
Fri 20 Oct 2023 03:40:50 INFO Finish multi-modal interest discovery before 26-th epoch
Fri 20 Oct 2023 03:41:06 INFO epoch 26 training [time: 15.74s, train loss: 1843.7384]
Fri 20 Oct 2023 03:41:08 INFO epoch 26 evaluating [time: 2.10s, valid_score: 0.097900]
Fri 20 Oct 2023 03:41:08 INFO valid result:
hit@10 : 0.1521 hit@50 : 0.2683 ndcg@10 : 0.0979 ndcg@50 : 0.1226
Fri 20 Oct 2023 03:41:09 INFO Saving current: saved/MISSRec-Oct-20-2023_03-32-50.pth
Fri 20 Oct 2023 03:41:09 INFO Discovering multi-modal user interest before 27-th epoch
Fri 20 Oct 2023 03:41:09 INFO Finish multi-modal interest discovery before 27-th epoch
Fri 20 Oct 2023 03:41:24 INFO epoch 27 training [time: 15.77s, train loss: 1842.3447]
Fri 20 Oct 2023 03:41:27 INFO epoch 27 evaluating [time: 2.18s, valid_score: 0.098400]
Fri 20 Oct 2023 03:41:27 INFO valid result:
hit@10 : 0.153 hit@50 : 0.2696 ndcg@10 : 0.0984 ndcg@50 : 0.1232
Fri 20 Oct 2023 03:41:27 INFO Saving current: saved/MISSRec-Oct-20-2023_03-32-50.pth
Fri 20 Oct 2023 03:41:27 INFO Discovering multi-modal user interest before 28-th epoch
Fri 20 Oct 2023 03:41:27 INFO Finish multi-modal interest discovery before 28-th epoch
Fri 20 Oct 2023 03:41:43 INFO epoch 28 training [time: 15.82s, train loss: 1841.5620]
Fri 20 Oct 2023 03:41:45 INFO epoch 28 evaluating [time: 2.31s, valid_score: 0.097900]
Fri 20 Oct 2023 03:41:45 INFO valid result:
hit@10 : 0.1513 hit@50 : 0.2688 ndcg@10 : 0.0979 ndcg@50 : 0.123
Fri 20 Oct 2023 03:41:45 INFO Discovering multi-modal user interest before 29-th epoch
Fri 20 Oct 2023 03:41:45 INFO Finish multi-modal interest discovery before 29-th epoch
Fri 20 Oct 2023 03:42:00 INFO epoch 29 training [time: 14.97s, train loss: 1840.8847]
Fri 20 Oct 2023 03:42:02 INFO epoch 29 evaluating [time: 2.08s, valid_score: 0.097300]
Fri 20 Oct 2023 03:42:02 INFO valid result:
hit@10 : 0.1506 hit@50 : 0.2691 ndcg@10 : 0.0973 ndcg@50 : 0.1226
Fri 20 Oct 2023 03:42:02 INFO Discovering multi-modal user interest before 30-th epoch
Fri 20 Oct 2023 03:42:02 INFO Finish multi-modal interest discovery before 30-th epoch
Fri 20 Oct 2023 03:42:18 INFO epoch 30 training [time: 15.34s, train loss: 1839.0111]
Fri 20 Oct 2023 03:42:20 INFO epoch 30 evaluating [time: 2.29s, valid_score: 0.098100]
Fri 20 Oct 2023 03:42:20 INFO valid result:
hit@10 : 0.1515 hit@50 : 0.2703 ndcg@10 : 0.0981 ndcg@50 : 0.1234
Fri 20 Oct 2023 03:42:20 INFO Discovering multi-modal user interest before 31-th epoch
Fri 20 Oct 2023 03:42:20 INFO Finish multi-modal interest discovery before 31-th epoch
Fri 20 Oct 2023 03:42:35 INFO epoch 31 training [time: 15.64s, train loss: 1838.9803]
Fri 20 Oct 2023 03:42:38 INFO epoch 31 evaluating [time: 2.13s, valid_score: 0.098000]
Fri 20 Oct 2023 03:42:38 INFO valid result:
hit@10 : 0.1516 hit@50 : 0.27 ndcg@10 : 0.098 ndcg@50 : 0.1233
Fri 20 Oct 2023 03:42:38 INFO Discovering multi-modal user interest before 32-th epoch
Fri 20 Oct 2023 03:42:38 INFO Finish multi-modal interest discovery before 32-th epoch
Fri 20 Oct 2023 03:42:53 INFO epoch 32 training [time: 15.19s, train loss: 1837.0221]
Fri 20 Oct 2023 03:42:55 INFO epoch 32 evaluating [time: 2.09s, valid_score: 0.098300]
Fri 20 Oct 2023 03:42:55 INFO valid result:
hit@10 : 0.1528 hit@50 : 0.2711 ndcg@10 : 0.0983 ndcg@50 : 0.1235
Fri 20 Oct 2023 03:42:55 INFO Discovering multi-modal user interest before 33-th epoch
Fri 20 Oct 2023 03:42:55 INFO Finish multi-modal interest discovery before 33-th epoch
Fri 20 Oct 2023 03:43:10 INFO epoch 33 training [time: 15.30s, train loss: 1836.5569]
Fri 20 Oct 2023 03:43:12 INFO epoch 33 evaluating [time: 2.07s, valid_score: 0.098100]
Fri 20 Oct 2023 03:43:12 INFO valid result:
hit@10 : 0.1523 hit@50 : 0.2699 ndcg@10 : 0.0981 ndcg@50 : 0.1232
Fri 20 Oct 2023 03:43:12 INFO Discovering multi-modal user interest before 34-th epoch
Fri 20 Oct 2023 03:43:12 INFO Finish multi-modal interest discovery before 34-th epoch
Fri 20 Oct 2023 03:43:28 INFO epoch 34 training [time: 15.31s, train loss: 1835.3283]
Fri 20 Oct 2023 03:43:30 INFO epoch 34 evaluating [time: 2.08s, valid_score: 0.098600]
Fri 20 Oct 2023 03:43:30 INFO valid result:
hit@10 : 0.1531 hit@50 : 0.2715 ndcg@10 : 0.0986 ndcg@50 : 0.1238
Fri 20 Oct 2023 03:43:30 INFO Saving current: saved/MISSRec-Oct-20-2023_03-32-50.pth
Fri 20 Oct 2023 03:43:30 INFO Discovering multi-modal user interest before 35-th epoch
Fri 20 Oct 2023 03:43:30 INFO Finish multi-modal interest discovery before 35-th epoch
Fri 20 Oct 2023 03:43:46 INFO epoch 35 training [time: 16.16s, train loss: 1834.6471]
Fri 20 Oct 2023 03:43:48 INFO epoch 35 evaluating [time: 2.06s, valid_score: 0.098600]
Fri 20 Oct 2023 03:43:48 INFO valid result:
hit@10 : 0.1521 hit@50 : 0.2705 ndcg@10 : 0.0986 ndcg@50 : 0.1239
Fri 20 Oct 2023 03:43:49 INFO Saving current: saved/MISSRec-Oct-20-2023_03-32-50.pth
Fri 20 Oct 2023 03:43:49 INFO Discovering multi-modal user interest before 36-th epoch
Fri 20 Oct 2023 03:43:49 INFO Finish multi-modal interest discovery before 36-th epoch
Fri 20 Oct 2023 03:44:04 INFO epoch 36 training [time: 15.61s, train loss: 1832.7870]
Fri 20 Oct 2023 03:44:07 INFO epoch 36 evaluating [time: 2.28s, valid_score: 0.098200]
Fri 20 Oct 2023 03:44:07 INFO valid result:
hit@10 : 0.1525 hit@50 : 0.2709 ndcg@10 : 0.0982 ndcg@50 : 0.1235
Fri 20 Oct 2023 03:44:07 INFO Discovering multi-modal user interest before 37-th epoch
Fri 20 Oct 2023 03:44:07 INFO Finish multi-modal interest discovery before 37-th epoch
Fri 20 Oct 2023 03:44:22 INFO epoch 37 training [time: 15.72s, train loss: 1832.3492]
Fri 20 Oct 2023 03:44:25 INFO epoch 37 evaluating [time: 2.14s, valid_score: 0.098600]
Fri 20 Oct 2023 03:44:25 INFO valid result:
hit@10 : 0.153 hit@50 : 0.2695 ndcg@10 : 0.0986 ndcg@50 : 0.1235
Fri 20 Oct 2023 03:44:25 INFO Saving current: saved/MISSRec-Oct-20-2023_03-32-50.pth
Fri 20 Oct 2023 03:44:25 INFO Discovering multi-modal user interest before 38-th epoch
Fri 20 Oct 2023 03:44:25 INFO Finish multi-modal interest discovery before 38-th epoch
Fri 20 Oct 2023 03:44:40 INFO epoch 38 training [time: 15.05s, train loss: 1831.4460]
Fri 20 Oct 2023 03:44:42 INFO epoch 38 evaluating [time: 2.11s, valid_score: 0.098700]
Fri 20 Oct 2023 03:44:42 INFO valid result:
hit@10 : 0.1529 hit@50 : 0.2702 ndcg@10 : 0.0987 ndcg@50 : 0.1238
Fri 20 Oct 2023 03:44:43 INFO Saving current: saved/MISSRec-Oct-20-2023_03-32-50.pth
Fri 20 Oct 2023 03:44:43 INFO Discovering multi-modal user interest before 39-th epoch
Fri 20 Oct 2023 03:44:43 INFO Finish multi-modal interest discovery before 39-th epoch
Fri 20 Oct 2023 03:44:58 INFO epoch 39 training [time: 15.81s, train loss: 1830.1040]
Fri 20 Oct 2023 03:45:01 INFO epoch 39 evaluating [time: 2.08s, valid_score: 0.098700]
Fri 20 Oct 2023 03:45:01 INFO valid result:
hit@10 : 0.1529 hit@50 : 0.2704 ndcg@10 : 0.0987 ndcg@50 : 0.1238
Fri 20 Oct 2023 03:45:01 INFO Saving current: saved/MISSRec-Oct-20-2023_03-32-50.pth
Fri 20 Oct 2023 03:45:01 INFO Discovering multi-modal user interest before 40-th epoch
Fri 20 Oct 2023 03:45:01 INFO Finish multi-modal interest discovery before 40-th epoch
Fri 20 Oct 2023 03:45:17 INFO epoch 40 training [time: 15.91s, train loss: 1829.2958]
Fri 20 Oct 2023 03:45:19 INFO epoch 40 evaluating [time: 2.10s, valid_score: 0.098800]
Fri 20 Oct 2023 03:45:19 INFO valid result:
hit@10 : 0.1534 hit@50 : 0.272 ndcg@10 : 0.0988 ndcg@50 : 0.124
Fri 20 Oct 2023 03:45:20 INFO Saving current: saved/MISSRec-Oct-20-2023_03-32-50.pth
Fri 20 Oct 2023 03:45:20 INFO Discovering multi-modal user interest before 41-th epoch
Fri 20 Oct 2023 03:45:20 INFO Finish multi-modal interest discovery before 41-th epoch
Fri 20 Oct 2023 03:45:35 INFO epoch 41 training [time: 14.99s, train loss: 1829.2506]
Fri 20 Oct 2023 03:45:37 INFO epoch 41 evaluating [time: 2.06s, valid_score: 0.098900]
Fri 20 Oct 2023 03:45:37 INFO valid result:
hit@10 : 0.1539 hit@50 : 0.2724 ndcg@10 : 0.0989 ndcg@50 : 0.1242
Fri 20 Oct 2023 03:45:37 INFO Saving current: saved/MISSRec-Oct-20-2023_03-32-50.pth
Fri 20 Oct 2023 03:45:37 INFO Discovering multi-modal user interest before 42-th epoch
Fri 20 Oct 2023 03:45:37 INFO Finish multi-modal interest discovery before 42-th epoch
Fri 20 Oct 2023 03:45:52 INFO epoch 42 training [time: 15.18s, train loss: 1828.3951]
Fri 20 Oct 2023 03:45:54 INFO epoch 42 evaluating [time: 2.07s, valid_score: 0.099000]
Fri 20 Oct 2023 03:45:54 INFO valid result:
hit@10 : 0.1531 hit@50 : 0.2718 ndcg@10 : 0.099 ndcg@50 : 0.1243
Fri 20 Oct 2023 03:45:55 INFO Saving current: saved/MISSRec-Oct-20-2023_03-32-50.pth
Fri 20 Oct 2023 03:45:55 INFO Discovering multi-modal user interest before 43-th epoch
Fri 20 Oct 2023 03:45:55 INFO Finish multi-modal interest discovery before 43-th epoch
Fri 20 Oct 2023 03:46:11 INFO epoch 43 training [time: 15.81s, train loss: 1828.0445]
Fri 20 Oct 2023 03:46:13 INFO epoch 43 evaluating [time: 2.15s, valid_score: 0.098500]
Fri 20 Oct 2023 03:46:13 INFO valid result:
hit@10 : 0.1533 hit@50 : 0.2707 ndcg@10 : 0.0985 ndcg@50 : 0.1235
Fri 20 Oct 2023 03:46:13 INFO Discovering multi-modal user interest before 44-th epoch
Fri 20 Oct 2023 03:46:13 INFO Finish multi-modal interest discovery before 44-th epoch
Fri 20 Oct 2023 03:46:29 INFO epoch 44 training [time: 15.78s, train loss: 1826.6276]
Fri 20 Oct 2023 03:46:31 INFO epoch 44 evaluating [time: 2.13s, valid_score: 0.098800]
Fri 20 Oct 2023 03:46:31 INFO valid result:
hit@10 : 0.1529 hit@50 : 0.2707 ndcg@10 : 0.0988 ndcg@50 : 0.1239
Fri 20 Oct 2023 03:46:31 INFO Discovering multi-modal user interest before 45-th epoch
Fri 20 Oct 2023 03:46:31 INFO Finish multi-modal interest discovery before 45-th epoch
Fri 20 Oct 2023 03:46:46 INFO epoch 45 training [time: 15.42s, train loss: 1825.6533]
Fri 20 Oct 2023 03:46:48 INFO epoch 45 evaluating [time: 2.10s, valid_score: 0.098500]
Fri 20 Oct 2023 03:46:48 INFO valid result:
hit@10 : 0.1534 hit@50 : 0.2714 ndcg@10 : 0.0985 ndcg@50 : 0.1237
Fri 20 Oct 2023 03:46:48 INFO Discovering multi-modal user interest before 46-th epoch
Fri 20 Oct 2023 03:46:48 INFO Finish multi-modal interest discovery before 46-th epoch
Fri 20 Oct 2023 03:47:04 INFO epoch 46 training [time: 15.51s, train loss: 1825.5003]
Fri 20 Oct 2023 03:47:06 INFO epoch 46 evaluating [time: 2.30s, valid_score: 0.098900]
Fri 20 Oct 2023 03:47:06 INFO valid result:
hit@10 : 0.1538 hit@50 : 0.2725 ndcg@10 : 0.0989 ndcg@50 : 0.1242
Fri 20 Oct 2023 03:47:06 INFO Discovering multi-modal user interest before 47-th epoch
Fri 20 Oct 2023 03:47:06 INFO Finish multi-modal interest discovery before 47-th epoch
Fri 20 Oct 2023 03:47:22 INFO epoch 47 training [time: 15.53s, train loss: 1824.2627]
Fri 20 Oct 2023 03:47:24 INFO epoch 47 evaluating [time: 2.10s, valid_score: 0.099000]
Fri 20 Oct 2023 03:47:24 INFO valid result:
hit@10 : 0.1535 hit@50 : 0.2744 ndcg@10 : 0.099 ndcg@50 : 0.1247
Fri 20 Oct 2023 03:47:24 INFO Saving current: saved/MISSRec-Oct-20-2023_03-32-50.pth
Fri 20 Oct 2023 03:47:24 INFO Discovering multi-modal user interest before 48-th epoch
Fri 20 Oct 2023 03:47:24 INFO Finish multi-modal interest discovery before 48-th epoch
Fri 20 Oct 2023 03:47:40 INFO epoch 48 training [time: 15.88s, train loss: 1824.1836]
Fri 20 Oct 2023 03:47:42 INFO epoch 48 evaluating [time: 2.12s, valid_score: 0.098800]
Fri 20 Oct 2023 03:47:42 INFO valid result:
hit@10 : 0.1532 hit@50 : 0.2727 ndcg@10 : 0.0988 ndcg@50 : 0.1243
Fri 20 Oct 2023 03:47:42 INFO Discovering multi-modal user interest before 49-th epoch
Fri 20 Oct 2023 03:47:42 INFO Finish multi-modal interest discovery before 49-th epoch
Fri 20 Oct 2023 03:47:58 INFO epoch 49 training [time: 15.41s, train loss: 1823.2986]
Fri 20 Oct 2023 03:48:00 INFO epoch 49 evaluating [time: 2.56s, valid_score: 0.099600]
Fri 20 Oct 2023 03:48:00 INFO valid result:
hit@10 : 0.1543 hit@50 : 0.273 ndcg@10 : 0.0996 ndcg@50 : 0.1249
Fri 20 Oct 2023 03:48:01 INFO Saving current: saved/MISSRec-Oct-20-2023_03-32-50.pth
Fri 20 Oct 2023 03:48:01 INFO Discovering multi-modal user interest before 50-th epoch
Fri 20 Oct 2023 03:48:01 INFO Finish multi-modal interest discovery before 50-th epoch
Fri 20 Oct 2023 03:48:16 INFO epoch 50 training [time: 15.55s, train loss: 1822.7953]
Fri 20 Oct 2023 03:48:18 INFO epoch 50 evaluating [time: 2.09s, valid_score: 0.099300]
Fri 20 Oct 2023 03:48:18 INFO valid result:
hit@10 : 0.1541 hit@50 : 0.2717 ndcg@10 : 0.0993 ndcg@50 : 0.1243
Fri 20 Oct 2023 03:48:18 INFO Discovering multi-modal user interest before 51-th epoch
Fri 20 Oct 2023 03:48:18 INFO Finish multi-modal interest discovery before 51-th epoch
Fri 20 Oct 2023 03:48:34 INFO epoch 51 training [time: 15.56s, train loss: 1821.3561]
Fri 20 Oct 2023 03:48:36 INFO epoch 51 evaluating [time: 2.11s, valid_score: 0.098700]
Fri 20 Oct 2023 03:48:36 INFO valid result:
hit@10 : 0.1539 hit@50 : 0.2715 ndcg@10 : 0.0987 ndcg@50 : 0.1238
Fri 20 Oct 2023 03:48:36 INFO Discovering multi-modal user interest before 52-th epoch
Fri 20 Oct 2023 03:48:36 INFO Finish multi-modal interest discovery before 52-th epoch
Fri 20 Oct 2023 03:48:52 INFO epoch 52 training [time: 15.96s, train loss: 1821.0997]
Fri 20 Oct 2023 03:48:54 INFO epoch 52 evaluating [time: 2.28s, valid_score: 0.099600]
Fri 20 Oct 2023 03:48:54 INFO valid result:
hit@10 : 0.1534 hit@50 : 0.2721 ndcg@10 : 0.0996 ndcg@50 : 0.1249
Fri 20 Oct 2023 03:48:55 INFO Saving current: saved/MISSRec-Oct-20-2023_03-32-50.pth
Fri 20 Oct 2023 03:48:55 INFO Discovering multi-modal user interest before 53-th epoch
Fri 20 Oct 2023 03:48:55 INFO Finish multi-modal interest discovery before 53-th epoch
Fri 20 Oct 2023 03:49:11 INFO epoch 53 training [time: 15.93s, train loss: 1820.2917]
Fri 20 Oct 2023 03:49:13 INFO epoch 53 evaluating [time: 2.16s, valid_score: 0.099200]
Fri 20 Oct 2023 03:49:13 INFO valid result:
hit@10 : 0.1544 hit@50 : 0.2728 ndcg@10 : 0.0992 ndcg@50 : 0.1244
Fri 20 Oct 2023 03:49:13 INFO Discovering multi-modal user interest before 54-th epoch
Fri 20 Oct 2023 03:49:13 INFO Finish multi-modal interest discovery before 54-th epoch
Fri 20 Oct 2023 03:49:28 INFO epoch 54 training [time: 15.20s, train loss: 1819.7886]
Fri 20 Oct 2023 03:49:30 INFO epoch 54 evaluating [time: 2.13s, valid_score: 0.099300]
Fri 20 Oct 2023 03:49:30 INFO valid result:
hit@10 : 0.1536 hit@50 : 0.2726 ndcg@10 : 0.0993 ndcg@50 : 0.1246
Fri 20 Oct 2023 03:49:30 INFO Discovering multi-modal user interest before 55-th epoch
Fri 20 Oct 2023 03:49:30 INFO Finish multi-modal interest discovery before 55-th epoch
Fri 20 Oct 2023 03:49:46 INFO epoch 55 training [time: 15.70s, train loss: 1819.1262]
Fri 20 Oct 2023 03:49:48 INFO epoch 55 evaluating [time: 2.12s, valid_score: 0.099600]
Fri 20 Oct 2023 03:49:48 INFO valid result:
hit@10 : 0.1537 hit@50 : 0.2726 ndcg@10 : 0.0996 ndcg@50 : 0.1249
Fri 20 Oct 2023 03:49:48 INFO Saving current: saved/MISSRec-Oct-20-2023_03-32-50.pth
Fri 20 Oct 2023 03:49:48 INFO Discovering multi-modal user interest before 56-th epoch
Fri 20 Oct 2023 03:49:48 INFO Finish multi-modal interest discovery before 56-th epoch
Fri 20 Oct 2023 03:50:04 INFO epoch 56 training [time: 15.64s, train loss: 1819.2839]
Fri 20 Oct 2023 03:50:06 INFO epoch 56 evaluating [time: 2.10s, valid_score: 0.099200]
Fri 20 Oct 2023 03:50:06 INFO valid result:
hit@10 : 0.1546 hit@50 : 0.2727 ndcg@10 : 0.0992 ndcg@50 : 0.1244
Fri 20 Oct 2023 03:50:06 INFO Discovering multi-modal user interest before 57-th epoch
Fri 20 Oct 2023 03:50:06 INFO Finish multi-modal interest discovery before 57-th epoch
Fri 20 Oct 2023 03:50:22 INFO epoch 57 training [time: 15.48s, train loss: 1818.0945]
Fri 20 Oct 2023 03:50:24 INFO epoch 57 evaluating [time: 2.08s, valid_score: 0.099500]
Fri 20 Oct 2023 03:50:24 INFO valid result:
hit@10 : 0.1536 hit@50 : 0.2734 ndcg@10 : 0.0995 ndcg@50 : 0.125
Fri 20 Oct 2023 03:50:24 INFO Discovering multi-modal user interest before 58-th epoch
Fri 20 Oct 2023 03:50:24 INFO Finish multi-modal interest discovery before 58-th epoch
Fri 20 Oct 2023 03:50:40 INFO epoch 58 training [time: 16.19s, train loss: 1817.4891]
Fri 20 Oct 2023 03:50:42 INFO epoch 58 evaluating [time: 2.12s, valid_score: 0.099400]
Fri 20 Oct 2023 03:50:42 INFO valid result:
hit@10 : 0.1542 hit@50 : 0.2737 ndcg@10 : 0.0994 ndcg@50 : 0.1248
Fri 20 Oct 2023 03:50:42 INFO Discovering multi-modal user interest before 59-th epoch
Fri 20 Oct 2023 03:50:42 INFO Finish multi-modal interest discovery before 59-th epoch
Fri 20 Oct 2023 03:50:57 INFO epoch 59 training [time: 15.42s, train loss: 1816.5961]
Fri 20 Oct 2023 03:51:00 INFO epoch 59 evaluating [time: 2.09s, valid_score: 0.098900]
Fri 20 Oct 2023 03:51:00 INFO valid result:
hit@10 : 0.1529 hit@50 : 0.2729 ndcg@10 : 0.0989 ndcg@50 : 0.1245
Fri 20 Oct 2023 03:51:00 INFO Discovering multi-modal user interest before 60-th epoch
Fri 20 Oct 2023 03:51:00 INFO Finish multi-modal interest discovery before 60-th epoch
Fri 20 Oct 2023 03:51:15 INFO epoch 60 training [time: 15.11s, train loss: 1816.7998]
Fri 20 Oct 2023 03:51:17 INFO epoch 60 evaluating [time: 2.09s, valid_score: 0.099400]
Fri 20 Oct 2023 03:51:17 INFO valid result:
hit@10 : 0.1534 hit@50 : 0.2734 ndcg@10 : 0.0994 ndcg@50 : 0.125
Fri 20 Oct 2023 03:51:17 INFO Discovering multi-modal user interest before 61-th epoch
Fri 20 Oct 2023 03:51:17 INFO Finish multi-modal interest discovery before 61-th epoch
Fri 20 Oct 2023 03:51:32 INFO epoch 61 training [time: 15.50s, train loss: 1815.9824]
Fri 20 Oct 2023 03:51:34 INFO epoch 61 evaluating [time: 2.10s, valid_score: 0.099000]
Fri 20 Oct 2023 03:51:34 INFO valid result:
hit@10 : 0.1528 hit@50 : 0.2721 ndcg@10 : 0.099 ndcg@50 : 0.1244
Fri 20 Oct 2023 03:51:34 INFO Discovering multi-modal user interest before 62-th epoch
Fri 20 Oct 2023 03:51:34 INFO Finish multi-modal interest discovery before 62-th epoch
Fri 20 Oct 2023 03:51:50 INFO epoch 62 training [time: 15.61s, train loss: 1816.1097]
Fri 20 Oct 2023 03:51:52 INFO epoch 62 evaluating [time: 2.10s, valid_score: 0.099100]
Fri 20 Oct 2023 03:51:52 INFO valid result:
hit@10 : 0.1525 hit@50 : 0.2736 ndcg@10 : 0.0991 ndcg@50 : 0.125
Fri 20 Oct 2023 03:51:52 INFO Discovering multi-modal user interest before 63-th epoch
Fri 20 Oct 2023 03:51:52 INFO Finish multi-modal interest discovery before 63-th epoch
Fri 20 Oct 2023 03:52:08 INFO epoch 63 training [time: 15.81s, train loss: 1815.2696]
Fri 20 Oct 2023 03:52:10 INFO epoch 63 evaluating [time: 2.06s, valid_score: 0.099500]
Fri 20 Oct 2023 03:52:10 INFO valid result:
hit@10 : 0.1534 hit@50 : 0.2737 ndcg@10 : 0.0995 ndcg@50 : 0.1251
Fri 20 Oct 2023 03:52:10 INFO Discovering multi-modal user interest before 64-th epoch
Fri 20 Oct 2023 03:52:10 INFO Finish multi-modal interest discovery before 64-th epoch
Fri 20 Oct 2023 03:52:25 INFO epoch 64 training [time: 15.35s, train loss: 1813.9374]
Fri 20 Oct 2023 03:52:27 INFO epoch 64 evaluating [time: 2.06s, valid_score: 0.099800]
Fri 20 Oct 2023 03:52:27 INFO valid result:
hit@10 : 0.154 hit@50 : 0.2732 ndcg@10 : 0.0998 ndcg@50 : 0.1252
Fri 20 Oct 2023 03:52:28 INFO Saving current: saved/MISSRec-Oct-20-2023_03-32-50.pth
Fri 20 Oct 2023 03:52:28 INFO Discovering multi-modal user interest before 65-th epoch
Fri 20 Oct 2023 03:52:28 INFO Finish multi-modal interest discovery before 65-th epoch
Fri 20 Oct 2023 03:52:44 INFO epoch 65 training [time: 16.53s, train loss: 1813.5999]
Fri 20 Oct 2023 03:52:46 INFO epoch 65 evaluating [time: 2.09s, valid_score: 0.099400]
Fri 20 Oct 2023 03:52:46 INFO valid result:
hit@10 : 0.1538 hit@50 : 0.2736 ndcg@10 : 0.0994 ndcg@50 : 0.1249
Fri 20 Oct 2023 03:52:46 INFO Discovering multi-modal user interest before 66-th epoch
Fri 20 Oct 2023 03:52:46 INFO Finish multi-modal interest discovery before 66-th epoch
Fri 20 Oct 2023 03:53:02 INFO epoch 66 training [time: 15.57s, train loss: 1813.1187]
Fri 20 Oct 2023 03:53:04 INFO epoch 66 evaluating [time: 2.09s, valid_score: 0.099500]
Fri 20 Oct 2023 03:53:04 INFO valid result:
hit@10 : 0.1538 hit@50 : 0.2737 ndcg@10 : 0.0995 ndcg@50 : 0.125
Fri 20 Oct 2023 03:53:04 INFO Discovering multi-modal user interest before 67-th epoch
Fri 20 Oct 2023 03:53:04 INFO Finish multi-modal interest discovery before 67-th epoch
Fri 20 Oct 2023 03:53:20 INFO epoch 67 training [time: 15.78s, train loss: 1812.4627]
Fri 20 Oct 2023 03:53:22 INFO epoch 67 evaluating [time: 2.12s, valid_score: 0.099300]
Fri 20 Oct 2023 03:53:22 INFO valid result:
hit@10 : 0.1543 hit@50 : 0.2748 ndcg@10 : 0.0993 ndcg@50 : 0.1249
Fri 20 Oct 2023 03:53:22 INFO Discovering multi-modal user interest before 68-th epoch
Fri 20 Oct 2023 03:53:22 INFO Finish multi-modal interest discovery before 68-th epoch
Fri 20 Oct 2023 03:53:37 INFO epoch 68 training [time: 15.38s, train loss: 1812.1238]
Fri 20 Oct 2023 03:53:39 INFO epoch 68 evaluating [time: 2.05s, valid_score: 0.098900]
Fri 20 Oct 2023 03:53:39 INFO valid result:
hit@10 : 0.1536 hit@50 : 0.2725 ndcg@10 : 0.0989 ndcg@50 : 0.1243
Fri 20 Oct 2023 03:53:39 INFO Discovering multi-modal user interest before 69-th epoch
Fri 20 Oct 2023 03:53:39 INFO Finish multi-modal interest discovery before 69-th epoch
Fri 20 Oct 2023 03:53:55 INFO epoch 69 training [time: 15.41s, train loss: 1811.7063]
Fri 20 Oct 2023 03:53:57 INFO epoch 69 evaluating [time: 2.08s, valid_score: 0.099300]
Fri 20 Oct 2023 03:53:57 INFO valid result:
hit@10 : 0.1535 hit@50 : 0.2741 ndcg@10 : 0.0993 ndcg@50 : 0.1251
Fri 20 Oct 2023 03:53:57 INFO Discovering multi-modal user interest before 70-th epoch
Fri 20 Oct 2023 03:53:57 INFO Finish multi-modal interest discovery before 70-th epoch
Fri 20 Oct 2023 03:54:12 INFO epoch 70 training [time: 15.55s, train loss: 1812.0430]
Fri 20 Oct 2023 03:54:15 INFO epoch 70 evaluating [time: 2.09s, valid_score: 0.099500]
Fri 20 Oct 2023 03:54:15 INFO valid result:
hit@10 : 0.1537 hit@50 : 0.2728 ndcg@10 : 0.0995 ndcg@50 : 0.1249
Fri 20 Oct 2023 03:54:15 INFO Discovering multi-modal user interest before 71-th epoch
Fri 20 Oct 2023 03:54:15 INFO Finish multi-modal interest discovery before 71-th epoch
Fri 20 Oct 2023 03:54:29 INFO epoch 71 training [time: 14.82s, train loss: 1810.4118]
Fri 20 Oct 2023 03:54:32 INFO epoch 71 evaluating [time: 2.11s, valid_score: 0.098900]
Fri 20 Oct 2023 03:54:32 INFO valid result:
hit@10 : 0.1532 hit@50 : 0.2721 ndcg@10 : 0.0989 ndcg@50 : 0.1243
Fri 20 Oct 2023 03:54:32 INFO Discovering multi-modal user interest before 72-th epoch
Fri 20 Oct 2023 03:54:32 INFO Finish multi-modal interest discovery before 72-th epoch
Fri 20 Oct 2023 03:54:46 INFO epoch 72 training [time: 14.87s, train loss: 1810.1530]
Fri 20 Oct 2023 03:54:48 INFO epoch 72 evaluating [time: 2.05s, valid_score: 0.099500]
Fri 20 Oct 2023 03:54:48 INFO valid result:
hit@10 : 0.1541 hit@50 : 0.2735 ndcg@10 : 0.0995 ndcg@50 : 0.125
Fri 20 Oct 2023 03:54:48 INFO Discovering multi-modal user interest before 73-th epoch
Fri 20 Oct 2023 03:54:48 INFO Finish multi-modal interest discovery before 73-th epoch
Fri 20 Oct 2023 03:55:04 INFO epoch 73 training [time: 15.10s, train loss: 1810.0843]
Fri 20 Oct 2023 03:55:06 INFO epoch 73 evaluating [time: 2.18s, valid_score: 0.099200]
Fri 20 Oct 2023 03:55:06 INFO valid result:
hit@10 : 0.153 hit@50 : 0.2733 ndcg@10 : 0.0992 ndcg@50 : 0.1249
Fri 20 Oct 2023 03:55:06 INFO Discovering multi-modal user interest before 74-th epoch
Fri 20 Oct 2023 03:55:06 INFO Finish multi-modal interest discovery before 74-th epoch
Fri 20 Oct 2023 03:55:21 INFO epoch 74 training [time: 15.32s, train loss: 1809.6116]
Fri 20 Oct 2023 03:55:23 INFO epoch 74 evaluating [time: 2.13s, valid_score: 0.099300]
Fri 20 Oct 2023 03:55:23 INFO valid result:
hit@10 : 0.1537 hit@50 : 0.2735 ndcg@10 : 0.0993 ndcg@50 : 0.1249
Fri 20 Oct 2023 03:55:23 INFO Discovering multi-modal user interest before 75-th epoch
Fri 20 Oct 2023 03:55:23 INFO Finish multi-modal interest discovery before 75-th epoch
Fri 20 Oct 2023 03:55:38 INFO epoch 75 training [time: 15.26s, train loss: 1809.1133]
Fri 20 Oct 2023 03:55:41 INFO epoch 75 evaluating [time: 2.21s, valid_score: 0.099600]
Fri 20 Oct 2023 03:55:41 INFO valid result:
hit@10 : 0.1538 hit@50 : 0.2747 ndcg@10 : 0.0996 ndcg@50 : 0.1253
Fri 20 Oct 2023 03:55:41 INFO Finished training, best eval result in epoch 64
Fri 20 Oct 2023 03:55:41 INFO Loading model structure and parameters from saved/MISSRec-Oct-20-2023_03-32-50.pth
Fri 20 Oct 2023 03:55:43 INFO best valid : OrderedDict([('hit@10', 0.154), ('hit@50', 0.2732), ('ndcg@10', 0.0998), ('ndcg@50', 0.1252)])
Fri 20 Oct 2023 03:55:43 INFO test result: OrderedDict([('hit@10', 0.13), ('hit@50', 0.237), ('ndcg@10', 0.0843), ('ndcg@50', 0.1071)])
Fri 20 Oct 2023 03:55:43 INFO Write log to /data/wangjinpeng/MISSRec_clear/log/MISSRec_gpu3/Oct-20-2023_03-32-41_.log