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Oct-20-2023_13-09-03.log
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Fri 20 Oct 2023 13:09:03 INFO
General Hyper Parameters:
gpu_id = 0
use_gpu = True
seed = 2020
state = INFO
reproducibility = True
data_path = dataset/downstream/Office_mm_full
checkpoint_dir = saved
show_progress = True
save_dataset = False
dataset_save_path = None
save_dataloaders = False
dataloaders_save_path = None
log_wandb = False
Training Hyper Parameters:
epochs = 300
train_batch_size = 1024
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 = 2048
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 = gpu2
log_suffix =
interest_ratio = 0.3
knn_local_ratio = 0.1
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 13:09:28 INFO Office_mm_full
The number of users: 87347
Average actions of users: 6.840507865271449
The number of items: 25987
Average actions of items: 23.005197905436624
The number of inters: 597491
The sparsity of the dataset: 99.97367749431984%
Remain Fields: ['user_id', 'item_id_list', 'item_id', 'item_length']
Fri 20 Oct 2023 13:09:37 INFO [Training]: train_batch_size = [1024] negative sampling: [None]
Fri 20 Oct 2023 13:09:37 INFO [Evaluation]: eval_batch_size = [2048] eval_args: [{'split': {'LS': 'valid_and_test'}, 'order': 'TO', 'mode': 'full', 'group_by': 'user'}]
Fri 20 Oct 2023 13:09:40 INFO MISSRec(
(item_embedding): Embedding(25987, 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(25987, 512, padding_idx=0)
(img_embedding): Embedding(25987, 512, padding_idx=0)
(text_adaptor): Linear(in_features=512, out_features=300, bias=True)
(img_adaptor): Linear(in_features=512, out_features=300, bias=True)
)
Trainable parameters: 9515613.0
Fri 20 Oct 2023 13:09:40 INFO Trainable parameters: ['fusion_factor', 'item_embedding.weight', 'position_embedding.weight', 'trm_model.encoder.layers.0.self_attn.in_proj_weight', 'trm_model.encoder.layers.0.self_attn.in_proj_bias', 'trm_model.encoder.layers.0.self_attn.out_proj.weight', 'trm_model.encoder.layers.0.self_attn.out_proj.bias', 'trm_model.encoder.layers.0.linear1.weight', 'trm_model.encoder.layers.0.linear1.bias', 'trm_model.encoder.layers.0.linear2.weight', 'trm_model.encoder.layers.0.linear2.bias', 'trm_model.encoder.layers.0.norm1.weight', 'trm_model.encoder.layers.0.norm1.bias', 'trm_model.encoder.layers.0.norm2.weight', 'trm_model.encoder.layers.0.norm2.bias', 'trm_model.encoder.norm.weight', 'trm_model.encoder.norm.bias', 'trm_model.decoder.layers.0.self_attn.in_proj_weight', 'trm_model.decoder.layers.0.self_attn.in_proj_bias', 'trm_model.decoder.layers.0.self_attn.out_proj.weight', 'trm_model.decoder.layers.0.self_attn.out_proj.bias', 'trm_model.decoder.layers.0.multihead_attn.in_proj_weight', 'trm_model.decoder.layers.0.multihead_attn.in_proj_bias', 'trm_model.decoder.layers.0.multihead_attn.out_proj.weight', 'trm_model.decoder.layers.0.multihead_attn.out_proj.bias', 'trm_model.decoder.layers.0.linear1.weight', 'trm_model.decoder.layers.0.linear1.bias', 'trm_model.decoder.layers.0.linear2.weight', 'trm_model.decoder.layers.0.linear2.bias', 'trm_model.decoder.layers.0.norm1.weight', 'trm_model.decoder.layers.0.norm1.bias', 'trm_model.decoder.layers.0.norm2.weight', 'trm_model.decoder.layers.0.norm2.bias', 'trm_model.decoder.layers.0.norm3.weight', 'trm_model.decoder.layers.0.norm3.bias', 'trm_model.decoder.norm.weight', 'trm_model.decoder.norm.bias', 'LayerNorm.weight', 'LayerNorm.bias', 'text_adaptor.weight', 'text_adaptor.bias', 'img_adaptor.weight', 'img_adaptor.bias']
Fri 20 Oct 2023 13:09:42 INFO Discovering multi-modal user interest before 0-th epoch
Fri 20 Oct 2023 13:09:45 INFO Finish multi-modal interest discovery before 0-th epoch
Fri 20 Oct 2023 13:10:53 INFO epoch 0 training [time: 70.54s, train loss: 3681.5623]
Fri 20 Oct 2023 13:11:09 INFO epoch 0 evaluating [time: 15.77s, valid_score: 0.069700]
Fri 20 Oct 2023 13:11:09 INFO valid result:
hit@10 : 0.1105 hit@50 : 0.1822 ndcg@10 : 0.0697 ndcg@50 : 0.085
Fri 20 Oct 2023 13:11:09 INFO Saving current: saved/MISSRec-Oct-20-2023_13-09-42.pth
Fri 20 Oct 2023 13:11:09 INFO Discovering multi-modal user interest before 1-th epoch
Fri 20 Oct 2023 13:11:09 INFO Finish multi-modal interest discovery before 1-th epoch
Fri 20 Oct 2023 13:12:24 INFO epoch 1 training [time: 74.79s, train loss: 3485.2048]
Fri 20 Oct 2023 13:12:42 INFO epoch 1 evaluating [time: 17.58s, valid_score: 0.075700]
Fri 20 Oct 2023 13:12:42 INFO valid result:
hit@10 : 0.12 hit@50 : 0.1942 ndcg@10 : 0.0757 ndcg@50 : 0.0916
Fri 20 Oct 2023 13:12:43 INFO Saving current: saved/MISSRec-Oct-20-2023_13-09-42.pth
Fri 20 Oct 2023 13:12:43 INFO Discovering multi-modal user interest before 2-th epoch
Fri 20 Oct 2023 13:12:43 INFO Finish multi-modal interest discovery before 2-th epoch
Fri 20 Oct 2023 13:13:56 INFO epoch 2 training [time: 73.69s, train loss: 3419.7950]
Fri 20 Oct 2023 13:14:11 INFO epoch 2 evaluating [time: 14.40s, valid_score: 0.078900]
Fri 20 Oct 2023 13:14:11 INFO valid result:
hit@10 : 0.124 hit@50 : 0.2001 ndcg@10 : 0.0789 ndcg@50 : 0.0952
Fri 20 Oct 2023 13:14:12 INFO Saving current: saved/MISSRec-Oct-20-2023_13-09-42.pth
Fri 20 Oct 2023 13:14:12 INFO Discovering multi-modal user interest before 3-th epoch
Fri 20 Oct 2023 13:14:12 INFO Finish multi-modal interest discovery before 3-th epoch
Fri 20 Oct 2023 13:15:26 INFO epoch 3 training [time: 74.13s, train loss: 3382.4279]
Fri 20 Oct 2023 13:15:40 INFO epoch 3 evaluating [time: 13.74s, valid_score: 0.081000]
Fri 20 Oct 2023 13:15:40 INFO valid result:
hit@10 : 0.1276 hit@50 : 0.205 ndcg@10 : 0.081 ndcg@50 : 0.0976
Fri 20 Oct 2023 13:15:41 INFO Saving current: saved/MISSRec-Oct-20-2023_13-09-42.pth
Fri 20 Oct 2023 13:15:41 INFO Discovering multi-modal user interest before 4-th epoch
Fri 20 Oct 2023 13:15:41 INFO Finish multi-modal interest discovery before 4-th epoch
Fri 20 Oct 2023 13:16:54 INFO epoch 4 training [time: 73.01s, train loss: 3355.8602]
Fri 20 Oct 2023 13:17:08 INFO epoch 4 evaluating [time: 14.19s, valid_score: 0.082800]
Fri 20 Oct 2023 13:17:08 INFO valid result:
hit@10 : 0.1305 hit@50 : 0.208 ndcg@10 : 0.0828 ndcg@50 : 0.0994
Fri 20 Oct 2023 13:17:09 INFO Saving current: saved/MISSRec-Oct-20-2023_13-09-42.pth
Fri 20 Oct 2023 13:17:09 INFO Discovering multi-modal user interest before 5-th epoch
Fri 20 Oct 2023 13:17:09 INFO Finish multi-modal interest discovery before 5-th epoch
Fri 20 Oct 2023 13:18:25 INFO epoch 5 training [time: 75.43s, train loss: 3335.6132]
Fri 20 Oct 2023 13:18:39 INFO epoch 5 evaluating [time: 14.22s, valid_score: 0.083200]
Fri 20 Oct 2023 13:18:39 INFO valid result:
hit@10 : 0.1311 hit@50 : 0.2092 ndcg@10 : 0.0832 ndcg@50 : 0.0999
Fri 20 Oct 2023 13:18:40 INFO Saving current: saved/MISSRec-Oct-20-2023_13-09-42.pth
Fri 20 Oct 2023 13:18:40 INFO Discovering multi-modal user interest before 6-th epoch
Fri 20 Oct 2023 13:18:40 INFO Finish multi-modal interest discovery before 6-th epoch
Fri 20 Oct 2023 13:19:55 INFO epoch 6 training [time: 75.29s, train loss: 3319.9163]
Fri 20 Oct 2023 13:20:09 INFO epoch 6 evaluating [time: 14.23s, valid_score: 0.083600]
Fri 20 Oct 2023 13:20:09 INFO valid result:
hit@10 : 0.1318 hit@50 : 0.2087 ndcg@10 : 0.0836 ndcg@50 : 0.1001
Fri 20 Oct 2023 13:20:10 INFO Saving current: saved/MISSRec-Oct-20-2023_13-09-42.pth
Fri 20 Oct 2023 13:20:10 INFO Discovering multi-modal user interest before 7-th epoch
Fri 20 Oct 2023 13:20:10 INFO Finish multi-modal interest discovery before 7-th epoch
Fri 20 Oct 2023 13:21:26 INFO epoch 7 training [time: 75.74s, train loss: 3307.4974]
Fri 20 Oct 2023 13:21:40 INFO epoch 7 evaluating [time: 14.29s, valid_score: 0.085100]
Fri 20 Oct 2023 13:21:40 INFO valid result:
hit@10 : 0.1335 hit@50 : 0.2116 ndcg@10 : 0.0851 ndcg@50 : 0.1018
Fri 20 Oct 2023 13:21:42 INFO Saving current: saved/MISSRec-Oct-20-2023_13-09-42.pth
Fri 20 Oct 2023 13:21:42 INFO Discovering multi-modal user interest before 8-th epoch
Fri 20 Oct 2023 13:21:42 INFO Finish multi-modal interest discovery before 8-th epoch
Fri 20 Oct 2023 13:22:58 INFO epoch 8 training [time: 76.12s, train loss: 3296.4577]
Fri 20 Oct 2023 13:23:13 INFO epoch 8 evaluating [time: 15.22s, valid_score: 0.086200]
Fri 20 Oct 2023 13:23:13 INFO valid result:
hit@10 : 0.1349 hit@50 : 0.2138 ndcg@10 : 0.0862 ndcg@50 : 0.1031
Fri 20 Oct 2023 13:23:14 INFO Saving current: saved/MISSRec-Oct-20-2023_13-09-42.pth
Fri 20 Oct 2023 13:23:14 INFO Discovering multi-modal user interest before 9-th epoch
Fri 20 Oct 2023 13:23:14 INFO Finish multi-modal interest discovery before 9-th epoch
Fri 20 Oct 2023 13:24:28 INFO epoch 9 training [time: 73.92s, train loss: 3287.6138]
Fri 20 Oct 2023 13:24:42 INFO epoch 9 evaluating [time: 14.37s, valid_score: 0.086700]
Fri 20 Oct 2023 13:24:42 INFO valid result:
hit@10 : 0.136 hit@50 : 0.2159 ndcg@10 : 0.0867 ndcg@50 : 0.1038
Fri 20 Oct 2023 13:24:43 INFO Saving current: saved/MISSRec-Oct-20-2023_13-09-42.pth
Fri 20 Oct 2023 13:24:43 INFO Discovering multi-modal user interest before 10-th epoch
Fri 20 Oct 2023 13:24:43 INFO Finish multi-modal interest discovery before 10-th epoch
Fri 20 Oct 2023 13:26:00 INFO epoch 10 training [time: 76.46s, train loss: 3280.5000]
Fri 20 Oct 2023 13:26:13 INFO epoch 10 evaluating [time: 13.57s, valid_score: 0.087400]
Fri 20 Oct 2023 13:26:13 INFO valid result:
hit@10 : 0.137 hit@50 : 0.2172 ndcg@10 : 0.0874 ndcg@50 : 0.1046
Fri 20 Oct 2023 13:26:14 INFO Saving current: saved/MISSRec-Oct-20-2023_13-09-42.pth
Fri 20 Oct 2023 13:26:14 INFO Discovering multi-modal user interest before 11-th epoch
Fri 20 Oct 2023 13:26:14 INFO Finish multi-modal interest discovery before 11-th epoch
Fri 20 Oct 2023 13:27:30 INFO epoch 11 training [time: 75.80s, train loss: 3272.7910]
Fri 20 Oct 2023 13:27:44 INFO epoch 11 evaluating [time: 13.48s, valid_score: 0.088400]
Fri 20 Oct 2023 13:27:44 INFO valid result:
hit@10 : 0.137 hit@50 : 0.2182 ndcg@10 : 0.0884 ndcg@50 : 0.1058
Fri 20 Oct 2023 13:27:45 INFO Saving current: saved/MISSRec-Oct-20-2023_13-09-42.pth
Fri 20 Oct 2023 13:27:45 INFO Discovering multi-modal user interest before 12-th epoch
Fri 20 Oct 2023 13:27:45 INFO Finish multi-modal interest discovery before 12-th epoch
Fri 20 Oct 2023 13:29:00 INFO epoch 12 training [time: 75.45s, train loss: 3266.0541]
Fri 20 Oct 2023 13:29:14 INFO epoch 12 evaluating [time: 13.97s, valid_score: 0.088700]
Fri 20 Oct 2023 13:29:14 INFO valid result:
hit@10 : 0.1378 hit@50 : 0.2171 ndcg@10 : 0.0887 ndcg@50 : 0.1057
Fri 20 Oct 2023 13:29:15 INFO Saving current: saved/MISSRec-Oct-20-2023_13-09-42.pth
Fri 20 Oct 2023 13:29:15 INFO Discovering multi-modal user interest before 13-th epoch
Fri 20 Oct 2023 13:29:16 INFO Finish multi-modal interest discovery before 13-th epoch
Fri 20 Oct 2023 13:30:31 INFO epoch 13 training [time: 75.18s, train loss: 3261.0225]
Fri 20 Oct 2023 13:30:44 INFO epoch 13 evaluating [time: 13.53s, valid_score: 0.089700]
Fri 20 Oct 2023 13:30:44 INFO valid result:
hit@10 : 0.1397 hit@50 : 0.2195 ndcg@10 : 0.0897 ndcg@50 : 0.1068
Fri 20 Oct 2023 13:30:45 INFO Saving current: saved/MISSRec-Oct-20-2023_13-09-42.pth
Fri 20 Oct 2023 13:30:45 INFO Discovering multi-modal user interest before 14-th epoch
Fri 20 Oct 2023 13:30:45 INFO Finish multi-modal interest discovery before 14-th epoch
Fri 20 Oct 2023 13:31:59 INFO epoch 14 training [time: 74.16s, train loss: 3255.6544]
Fri 20 Oct 2023 13:32:13 INFO epoch 14 evaluating [time: 13.62s, valid_score: 0.089800]
Fri 20 Oct 2023 13:32:13 INFO valid result:
hit@10 : 0.1389 hit@50 : 0.2191 ndcg@10 : 0.0898 ndcg@50 : 0.1071
Fri 20 Oct 2023 13:32:14 INFO Saving current: saved/MISSRec-Oct-20-2023_13-09-42.pth
Fri 20 Oct 2023 13:32:14 INFO Discovering multi-modal user interest before 15-th epoch
Fri 20 Oct 2023 13:32:14 INFO Finish multi-modal interest discovery before 15-th epoch
Fri 20 Oct 2023 13:33:28 INFO epoch 15 training [time: 73.93s, train loss: 3249.7781]
Fri 20 Oct 2023 13:33:42 INFO epoch 15 evaluating [time: 13.47s, valid_score: 0.090100]
Fri 20 Oct 2023 13:33:42 INFO valid result:
hit@10 : 0.1387 hit@50 : 0.2177 ndcg@10 : 0.0901 ndcg@50 : 0.1071
Fri 20 Oct 2023 13:33:43 INFO Saving current: saved/MISSRec-Oct-20-2023_13-09-42.pth
Fri 20 Oct 2023 13:33:43 INFO Discovering multi-modal user interest before 16-th epoch
Fri 20 Oct 2023 13:33:43 INFO Finish multi-modal interest discovery before 16-th epoch
Fri 20 Oct 2023 13:34:58 INFO epoch 16 training [time: 75.48s, train loss: 3245.3591]
Fri 20 Oct 2023 13:35:12 INFO epoch 16 evaluating [time: 13.79s, valid_score: 0.090600]
Fri 20 Oct 2023 13:35:12 INFO valid result:
hit@10 : 0.1396 hit@50 : 0.2203 ndcg@10 : 0.0906 ndcg@50 : 0.108
Fri 20 Oct 2023 13:35:13 INFO Saving current: saved/MISSRec-Oct-20-2023_13-09-42.pth
Fri 20 Oct 2023 13:35:13 INFO Discovering multi-modal user interest before 17-th epoch
Fri 20 Oct 2023 13:35:13 INFO Finish multi-modal interest discovery before 17-th epoch
Fri 20 Oct 2023 13:36:28 INFO epoch 17 training [time: 75.00s, train loss: 3241.3905]
Fri 20 Oct 2023 13:36:41 INFO epoch 17 evaluating [time: 13.15s, valid_score: 0.090600]
Fri 20 Oct 2023 13:36:41 INFO valid result:
hit@10 : 0.1396 hit@50 : 0.2209 ndcg@10 : 0.0906 ndcg@50 : 0.1081
Fri 20 Oct 2023 13:36:42 INFO Saving current: saved/MISSRec-Oct-20-2023_13-09-42.pth
Fri 20 Oct 2023 13:36:42 INFO Discovering multi-modal user interest before 18-th epoch
Fri 20 Oct 2023 13:36:42 INFO Finish multi-modal interest discovery before 18-th epoch
Fri 20 Oct 2023 13:38:00 INFO epoch 18 training [time: 77.72s, train loss: 3237.3839]
Fri 20 Oct 2023 13:38:13 INFO epoch 18 evaluating [time: 13.63s, valid_score: 0.091400]
Fri 20 Oct 2023 13:38:13 INFO valid result:
hit@10 : 0.1404 hit@50 : 0.2212 ndcg@10 : 0.0914 ndcg@50 : 0.1087
Fri 20 Oct 2023 13:38:15 INFO Saving current: saved/MISSRec-Oct-20-2023_13-09-42.pth
Fri 20 Oct 2023 13:38:15 INFO Discovering multi-modal user interest before 19-th epoch
Fri 20 Oct 2023 13:38:15 INFO Finish multi-modal interest discovery before 19-th epoch
Fri 20 Oct 2023 13:39:29 INFO epoch 19 training [time: 74.94s, train loss: 3231.8715]
Fri 20 Oct 2023 13:39:43 INFO epoch 19 evaluating [time: 13.88s, valid_score: 0.092200]
Fri 20 Oct 2023 13:39:43 INFO valid result:
hit@10 : 0.1413 hit@50 : 0.2219 ndcg@10 : 0.0922 ndcg@50 : 0.1095
Fri 20 Oct 2023 13:39:44 INFO Saving current: saved/MISSRec-Oct-20-2023_13-09-42.pth
Fri 20 Oct 2023 13:39:44 INFO Discovering multi-modal user interest before 20-th epoch
Fri 20 Oct 2023 13:39:44 INFO Finish multi-modal interest discovery before 20-th epoch
Fri 20 Oct 2023 13:40:59 INFO epoch 20 training [time: 74.74s, train loss: 3228.8445]
Fri 20 Oct 2023 13:41:12 INFO epoch 20 evaluating [time: 12.89s, valid_score: 0.092200]
Fri 20 Oct 2023 13:41:12 INFO valid result:
hit@10 : 0.1415 hit@50 : 0.222 ndcg@10 : 0.0922 ndcg@50 : 0.1096
Fri 20 Oct 2023 13:41:13 INFO Saving current: saved/MISSRec-Oct-20-2023_13-09-42.pth
Fri 20 Oct 2023 13:41:13 INFO Discovering multi-modal user interest before 21-th epoch
Fri 20 Oct 2023 13:41:13 INFO Finish multi-modal interest discovery before 21-th epoch
Fri 20 Oct 2023 13:42:29 INFO epoch 21 training [time: 75.85s, train loss: 3225.0233]
Fri 20 Oct 2023 13:42:42 INFO epoch 21 evaluating [time: 13.02s, valid_score: 0.092500]
Fri 20 Oct 2023 13:42:42 INFO valid result:
hit@10 : 0.1417 hit@50 : 0.222 ndcg@10 : 0.0925 ndcg@50 : 0.1097
Fri 20 Oct 2023 13:42:43 INFO Saving current: saved/MISSRec-Oct-20-2023_13-09-42.pth
Fri 20 Oct 2023 13:42:43 INFO Discovering multi-modal user interest before 22-th epoch
Fri 20 Oct 2023 13:42:43 INFO Finish multi-modal interest discovery before 22-th epoch
Fri 20 Oct 2023 13:43:59 INFO epoch 22 training [time: 76.33s, train loss: 3221.1388]
Fri 20 Oct 2023 13:44:12 INFO epoch 22 evaluating [time: 13.06s, valid_score: 0.093000]
Fri 20 Oct 2023 13:44:12 INFO valid result:
hit@10 : 0.1421 hit@50 : 0.2252 ndcg@10 : 0.093 ndcg@50 : 0.1108
Fri 20 Oct 2023 13:44:13 INFO Saving current: saved/MISSRec-Oct-20-2023_13-09-42.pth
Fri 20 Oct 2023 13:44:13 INFO Discovering multi-modal user interest before 23-th epoch
Fri 20 Oct 2023 13:44:14 INFO Finish multi-modal interest discovery before 23-th epoch
Fri 20 Oct 2023 13:45:29 INFO epoch 23 training [time: 75.06s, train loss: 3216.6424]
Fri 20 Oct 2023 13:45:42 INFO epoch 23 evaluating [time: 13.57s, valid_score: 0.093100]
Fri 20 Oct 2023 13:45:42 INFO valid result:
hit@10 : 0.1425 hit@50 : 0.223 ndcg@10 : 0.0931 ndcg@50 : 0.1104
Fri 20 Oct 2023 13:45:43 INFO Saving current: saved/MISSRec-Oct-20-2023_13-09-42.pth
Fri 20 Oct 2023 13:45:43 INFO Discovering multi-modal user interest before 24-th epoch
Fri 20 Oct 2023 13:45:43 INFO Finish multi-modal interest discovery before 24-th epoch
Fri 20 Oct 2023 13:46:59 INFO epoch 24 training [time: 75.51s, train loss: 3214.0270]
Fri 20 Oct 2023 13:47:12 INFO epoch 24 evaluating [time: 13.48s, valid_score: 0.093300]
Fri 20 Oct 2023 13:47:12 INFO valid result:
hit@10 : 0.1432 hit@50 : 0.2244 ndcg@10 : 0.0933 ndcg@50 : 0.1108
Fri 20 Oct 2023 13:47:13 INFO Saving current: saved/MISSRec-Oct-20-2023_13-09-42.pth
Fri 20 Oct 2023 13:47:13 INFO Discovering multi-modal user interest before 25-th epoch
Fri 20 Oct 2023 13:47:13 INFO Finish multi-modal interest discovery before 25-th epoch
Fri 20 Oct 2023 13:48:31 INFO epoch 25 training [time: 78.25s, train loss: 3210.8361]
Fri 20 Oct 2023 13:48:45 INFO epoch 25 evaluating [time: 13.18s, valid_score: 0.093300]
Fri 20 Oct 2023 13:48:45 INFO valid result:
hit@10 : 0.143 hit@50 : 0.2238 ndcg@10 : 0.0933 ndcg@50 : 0.1106
Fri 20 Oct 2023 13:48:46 INFO Saving current: saved/MISSRec-Oct-20-2023_13-09-42.pth
Fri 20 Oct 2023 13:48:46 INFO Discovering multi-modal user interest before 26-th epoch
Fri 20 Oct 2023 13:48:46 INFO Finish multi-modal interest discovery before 26-th epoch
Fri 20 Oct 2023 13:50:02 INFO epoch 26 training [time: 76.07s, train loss: 3207.3820]
Fri 20 Oct 2023 13:50:15 INFO epoch 26 evaluating [time: 13.47s, valid_score: 0.093900]
Fri 20 Oct 2023 13:50:15 INFO valid result:
hit@10 : 0.144 hit@50 : 0.2254 ndcg@10 : 0.0939 ndcg@50 : 0.1113
Fri 20 Oct 2023 13:50:16 INFO Saving current: saved/MISSRec-Oct-20-2023_13-09-42.pth
Fri 20 Oct 2023 13:50:16 INFO Discovering multi-modal user interest before 27-th epoch
Fri 20 Oct 2023 13:50:16 INFO Finish multi-modal interest discovery before 27-th epoch
Fri 20 Oct 2023 13:51:31 INFO epoch 27 training [time: 74.97s, train loss: 3203.2903]
Fri 20 Oct 2023 13:51:45 INFO epoch 27 evaluating [time: 13.33s, valid_score: 0.093900]
Fri 20 Oct 2023 13:51:45 INFO valid result:
hit@10 : 0.1438 hit@50 : 0.2247 ndcg@10 : 0.0939 ndcg@50 : 0.1113
Fri 20 Oct 2023 13:51:46 INFO Saving current: saved/MISSRec-Oct-20-2023_13-09-42.pth
Fri 20 Oct 2023 13:51:46 INFO Discovering multi-modal user interest before 28-th epoch
Fri 20 Oct 2023 13:51:46 INFO Finish multi-modal interest discovery before 28-th epoch
Fri 20 Oct 2023 13:53:02 INFO epoch 28 training [time: 75.91s, train loss: 3199.7813]
Fri 20 Oct 2023 13:53:15 INFO epoch 28 evaluating [time: 12.94s, valid_score: 0.094800]
Fri 20 Oct 2023 13:53:15 INFO valid result:
hit@10 : 0.1448 hit@50 : 0.2264 ndcg@10 : 0.0948 ndcg@50 : 0.1123
Fri 20 Oct 2023 13:53:16 INFO Saving current: saved/MISSRec-Oct-20-2023_13-09-42.pth
Fri 20 Oct 2023 13:53:16 INFO Discovering multi-modal user interest before 29-th epoch
Fri 20 Oct 2023 13:53:16 INFO Finish multi-modal interest discovery before 29-th epoch
Fri 20 Oct 2023 13:54:31 INFO epoch 29 training [time: 75.07s, train loss: 3196.3786]
Fri 20 Oct 2023 13:54:44 INFO epoch 29 evaluating [time: 12.94s, valid_score: 0.094700]
Fri 20 Oct 2023 13:54:44 INFO valid result:
hit@10 : 0.1441 hit@50 : 0.2254 ndcg@10 : 0.0947 ndcg@50 : 0.1122
Fri 20 Oct 2023 13:54:44 INFO Discovering multi-modal user interest before 30-th epoch
Fri 20 Oct 2023 13:54:44 INFO Finish multi-modal interest discovery before 30-th epoch
Fri 20 Oct 2023 13:55:59 INFO epoch 30 training [time: 74.97s, train loss: 3193.8893]
Fri 20 Oct 2023 13:56:12 INFO epoch 30 evaluating [time: 13.14s, valid_score: 0.095000]
Fri 20 Oct 2023 13:56:12 INFO valid result:
hit@10 : 0.1445 hit@50 : 0.2267 ndcg@10 : 0.095 ndcg@50 : 0.1126
Fri 20 Oct 2023 13:56:13 INFO Saving current: saved/MISSRec-Oct-20-2023_13-09-42.pth
Fri 20 Oct 2023 13:56:13 INFO Discovering multi-modal user interest before 31-th epoch
Fri 20 Oct 2023 13:56:13 INFO Finish multi-modal interest discovery before 31-th epoch
Fri 20 Oct 2023 13:57:28 INFO epoch 31 training [time: 75.42s, train loss: 3189.9321]
Fri 20 Oct 2023 13:57:41 INFO epoch 31 evaluating [time: 12.91s, valid_score: 0.094400]
Fri 20 Oct 2023 13:57:41 INFO valid result:
hit@10 : 0.1445 hit@50 : 0.2263 ndcg@10 : 0.0944 ndcg@50 : 0.112
Fri 20 Oct 2023 13:57:41 INFO Discovering multi-modal user interest before 32-th epoch
Fri 20 Oct 2023 13:57:41 INFO Finish multi-modal interest discovery before 32-th epoch
Fri 20 Oct 2023 13:58:56 INFO epoch 32 training [time: 74.95s, train loss: 3187.2071]
Fri 20 Oct 2023 13:59:10 INFO epoch 32 evaluating [time: 13.30s, valid_score: 0.095300]
Fri 20 Oct 2023 13:59:10 INFO valid result:
hit@10 : 0.145 hit@50 : 0.2259 ndcg@10 : 0.0953 ndcg@50 : 0.1126
Fri 20 Oct 2023 13:59:11 INFO Saving current: saved/MISSRec-Oct-20-2023_13-09-42.pth
Fri 20 Oct 2023 13:59:11 INFO Discovering multi-modal user interest before 33-th epoch
Fri 20 Oct 2023 13:59:11 INFO Finish multi-modal interest discovery before 33-th epoch
Fri 20 Oct 2023 14:00:27 INFO epoch 33 training [time: 75.93s, train loss: 3183.8235]
Fri 20 Oct 2023 14:00:40 INFO epoch 33 evaluating [time: 13.29s, valid_score: 0.095300]
Fri 20 Oct 2023 14:00:40 INFO valid result:
hit@10 : 0.1451 hit@50 : 0.2281 ndcg@10 : 0.0953 ndcg@50 : 0.1132
Fri 20 Oct 2023 14:00:41 INFO Saving current: saved/MISSRec-Oct-20-2023_13-09-42.pth
Fri 20 Oct 2023 14:00:41 INFO Discovering multi-modal user interest before 34-th epoch
Fri 20 Oct 2023 14:00:41 INFO Finish multi-modal interest discovery before 34-th epoch
Fri 20 Oct 2023 14:01:57 INFO epoch 34 training [time: 75.90s, train loss: 3180.4955]
Fri 20 Oct 2023 14:02:10 INFO epoch 34 evaluating [time: 13.39s, valid_score: 0.095100]
Fri 20 Oct 2023 14:02:10 INFO valid result:
hit@10 : 0.1449 hit@50 : 0.2274 ndcg@10 : 0.0951 ndcg@50 : 0.1128
Fri 20 Oct 2023 14:02:10 INFO Discovering multi-modal user interest before 35-th epoch
Fri 20 Oct 2023 14:02:10 INFO Finish multi-modal interest discovery before 35-th epoch
Fri 20 Oct 2023 14:03:27 INFO epoch 35 training [time: 76.46s, train loss: 3176.8682]
Fri 20 Oct 2023 14:03:39 INFO epoch 35 evaluating [time: 12.83s, valid_score: 0.095600]
Fri 20 Oct 2023 14:03:39 INFO valid result:
hit@10 : 0.1458 hit@50 : 0.2282 ndcg@10 : 0.0956 ndcg@50 : 0.1133
Fri 20 Oct 2023 14:03:41 INFO Saving current: saved/MISSRec-Oct-20-2023_13-09-42.pth
Fri 20 Oct 2023 14:03:41 INFO Discovering multi-modal user interest before 36-th epoch
Fri 20 Oct 2023 14:03:41 INFO Finish multi-modal interest discovery before 36-th epoch
Fri 20 Oct 2023 14:04:56 INFO epoch 36 training [time: 75.07s, train loss: 3174.3744]
Fri 20 Oct 2023 14:05:09 INFO epoch 36 evaluating [time: 13.19s, valid_score: 0.095700]
Fri 20 Oct 2023 14:05:09 INFO valid result:
hit@10 : 0.1458 hit@50 : 0.2271 ndcg@10 : 0.0957 ndcg@50 : 0.1132
Fri 20 Oct 2023 14:05:10 INFO Saving current: saved/MISSRec-Oct-20-2023_13-09-42.pth
Fri 20 Oct 2023 14:05:10 INFO Discovering multi-modal user interest before 37-th epoch
Fri 20 Oct 2023 14:05:10 INFO Finish multi-modal interest discovery before 37-th epoch
Fri 20 Oct 2023 14:06:26 INFO epoch 37 training [time: 76.24s, train loss: 3171.0219]
Fri 20 Oct 2023 14:06:39 INFO epoch 37 evaluating [time: 12.93s, valid_score: 0.095800]
Fri 20 Oct 2023 14:06:39 INFO valid result:
hit@10 : 0.1461 hit@50 : 0.2271 ndcg@10 : 0.0958 ndcg@50 : 0.1132
Fri 20 Oct 2023 14:06:40 INFO Saving current: saved/MISSRec-Oct-20-2023_13-09-42.pth
Fri 20 Oct 2023 14:06:40 INFO Discovering multi-modal user interest before 38-th epoch
Fri 20 Oct 2023 14:06:40 INFO Finish multi-modal interest discovery before 38-th epoch
Fri 20 Oct 2023 14:07:55 INFO epoch 38 training [time: 74.73s, train loss: 3169.3975]
Fri 20 Oct 2023 14:08:08 INFO epoch 38 evaluating [time: 13.39s, valid_score: 0.095300]
Fri 20 Oct 2023 14:08:08 INFO valid result:
hit@10 : 0.1451 hit@50 : 0.2283 ndcg@10 : 0.0953 ndcg@50 : 0.1132
Fri 20 Oct 2023 14:08:08 INFO Discovering multi-modal user interest before 39-th epoch
Fri 20 Oct 2023 14:08:08 INFO Finish multi-modal interest discovery before 39-th epoch
Fri 20 Oct 2023 14:09:23 INFO epoch 39 training [time: 74.77s, train loss: 3165.0576]
Fri 20 Oct 2023 14:09:36 INFO epoch 39 evaluating [time: 13.19s, valid_score: 0.095900]
Fri 20 Oct 2023 14:09:36 INFO valid result:
hit@10 : 0.1462 hit@50 : 0.2278 ndcg@10 : 0.0959 ndcg@50 : 0.1134
Fri 20 Oct 2023 14:09:37 INFO Saving current: saved/MISSRec-Oct-20-2023_13-09-42.pth
Fri 20 Oct 2023 14:09:37 INFO Discovering multi-modal user interest before 40-th epoch
Fri 20 Oct 2023 14:09:37 INFO Finish multi-modal interest discovery before 40-th epoch
Fri 20 Oct 2023 14:10:51 INFO epoch 40 training [time: 73.89s, train loss: 3162.5990]
Fri 20 Oct 2023 14:11:05 INFO epoch 40 evaluating [time: 13.33s, valid_score: 0.095000]
Fri 20 Oct 2023 14:11:05 INFO valid result:
hit@10 : 0.1452 hit@50 : 0.2279 ndcg@10 : 0.095 ndcg@50 : 0.1128
Fri 20 Oct 2023 14:11:05 INFO Discovering multi-modal user interest before 41-th epoch
Fri 20 Oct 2023 14:11:05 INFO Finish multi-modal interest discovery before 41-th epoch
Fri 20 Oct 2023 14:12:19 INFO epoch 41 training [time: 74.13s, train loss: 3159.6215]
Fri 20 Oct 2023 14:12:32 INFO epoch 41 evaluating [time: 13.51s, valid_score: 0.095300]
Fri 20 Oct 2023 14:12:32 INFO valid result:
hit@10 : 0.1459 hit@50 : 0.2274 ndcg@10 : 0.0953 ndcg@50 : 0.1129
Fri 20 Oct 2023 14:12:32 INFO Discovering multi-modal user interest before 42-th epoch
Fri 20 Oct 2023 14:12:32 INFO Finish multi-modal interest discovery before 42-th epoch
Fri 20 Oct 2023 14:13:46 INFO epoch 42 training [time: 74.09s, train loss: 3156.5371]
Fri 20 Oct 2023 14:13:59 INFO epoch 42 evaluating [time: 12.98s, valid_score: 0.095600]
Fri 20 Oct 2023 14:13:59 INFO valid result:
hit@10 : 0.146 hit@50 : 0.2286 ndcg@10 : 0.0956 ndcg@50 : 0.1134
Fri 20 Oct 2023 14:13:59 INFO Discovering multi-modal user interest before 43-th epoch
Fri 20 Oct 2023 14:13:59 INFO Finish multi-modal interest discovery before 43-th epoch
Fri 20 Oct 2023 14:15:15 INFO epoch 43 training [time: 75.55s, train loss: 3153.8167]
Fri 20 Oct 2023 14:15:28 INFO epoch 43 evaluating [time: 13.03s, valid_score: 0.096400]
Fri 20 Oct 2023 14:15:28 INFO valid result:
hit@10 : 0.1463 hit@50 : 0.2273 ndcg@10 : 0.0964 ndcg@50 : 0.1138
Fri 20 Oct 2023 14:15:29 INFO Saving current: saved/MISSRec-Oct-20-2023_13-09-42.pth
Fri 20 Oct 2023 14:15:29 INFO Discovering multi-modal user interest before 44-th epoch
Fri 20 Oct 2023 14:15:29 INFO Finish multi-modal interest discovery before 44-th epoch
Fri 20 Oct 2023 14:16:44 INFO epoch 44 training [time: 75.45s, train loss: 3150.9072]
Fri 20 Oct 2023 14:16:57 INFO epoch 44 evaluating [time: 12.72s, valid_score: 0.095800]
Fri 20 Oct 2023 14:16:57 INFO valid result:
hit@10 : 0.1468 hit@50 : 0.228 ndcg@10 : 0.0958 ndcg@50 : 0.1132
Fri 20 Oct 2023 14:16:57 INFO Discovering multi-modal user interest before 45-th epoch
Fri 20 Oct 2023 14:16:57 INFO Finish multi-modal interest discovery before 45-th epoch
Fri 20 Oct 2023 14:18:12 INFO epoch 45 training [time: 75.01s, train loss: 3147.5478]
Fri 20 Oct 2023 14:18:26 INFO epoch 45 evaluating [time: 13.67s, valid_score: 0.095800]
Fri 20 Oct 2023 14:18:26 INFO valid result:
hit@10 : 0.1466 hit@50 : 0.2278 ndcg@10 : 0.0958 ndcg@50 : 0.1132
Fri 20 Oct 2023 14:18:26 INFO Discovering multi-modal user interest before 46-th epoch
Fri 20 Oct 2023 14:18:26 INFO Finish multi-modal interest discovery before 46-th epoch
Fri 20 Oct 2023 14:19:40 INFO epoch 46 training [time: 74.10s, train loss: 3144.2479]
Fri 20 Oct 2023 14:19:53 INFO epoch 46 evaluating [time: 12.90s, valid_score: 0.095900]
Fri 20 Oct 2023 14:19:53 INFO valid result:
hit@10 : 0.1465 hit@50 : 0.2279 ndcg@10 : 0.0959 ndcg@50 : 0.1134
Fri 20 Oct 2023 14:19:53 INFO Discovering multi-modal user interest before 47-th epoch
Fri 20 Oct 2023 14:19:53 INFO Finish multi-modal interest discovery before 47-th epoch
Fri 20 Oct 2023 14:21:08 INFO epoch 47 training [time: 75.04s, train loss: 3142.0385]
Fri 20 Oct 2023 14:21:21 INFO epoch 47 evaluating [time: 12.94s, valid_score: 0.095900]
Fri 20 Oct 2023 14:21:21 INFO valid result:
hit@10 : 0.1468 hit@50 : 0.2269 ndcg@10 : 0.0959 ndcg@50 : 0.1132
Fri 20 Oct 2023 14:21:21 INFO Discovering multi-modal user interest before 48-th epoch
Fri 20 Oct 2023 14:21:21 INFO Finish multi-modal interest discovery before 48-th epoch
Fri 20 Oct 2023 14:22:35 INFO epoch 48 training [time: 74.65s, train loss: 3138.3188]
Fri 20 Oct 2023 14:22:48 INFO epoch 48 evaluating [time: 13.01s, valid_score: 0.096100]
Fri 20 Oct 2023 14:22:48 INFO valid result:
hit@10 : 0.1468 hit@50 : 0.228 ndcg@10 : 0.0961 ndcg@50 : 0.1135
Fri 20 Oct 2023 14:22:48 INFO Discovering multi-modal user interest before 49-th epoch
Fri 20 Oct 2023 14:22:49 INFO Finish multi-modal interest discovery before 49-th epoch
Fri 20 Oct 2023 14:24:04 INFO epoch 49 training [time: 75.07s, train loss: 3136.2152]
Fri 20 Oct 2023 14:24:17 INFO epoch 49 evaluating [time: 13.19s, valid_score: 0.096300]
Fri 20 Oct 2023 14:24:17 INFO valid result:
hit@10 : 0.1472 hit@50 : 0.2284 ndcg@10 : 0.0963 ndcg@50 : 0.1138
Fri 20 Oct 2023 14:24:17 INFO Discovering multi-modal user interest before 50-th epoch
Fri 20 Oct 2023 14:24:17 INFO Finish multi-modal interest discovery before 50-th epoch
Fri 20 Oct 2023 14:25:32 INFO epoch 50 training [time: 75.64s, train loss: 3133.3723]
Fri 20 Oct 2023 14:25:46 INFO epoch 50 evaluating [time: 13.28s, valid_score: 0.095800]
Fri 20 Oct 2023 14:25:46 INFO valid result:
hit@10 : 0.1469 hit@50 : 0.2294 ndcg@10 : 0.0958 ndcg@50 : 0.1135
Fri 20 Oct 2023 14:25:46 INFO Discovering multi-modal user interest before 51-th epoch
Fri 20 Oct 2023 14:25:46 INFO Finish multi-modal interest discovery before 51-th epoch
Fri 20 Oct 2023 14:27:01 INFO epoch 51 training [time: 75.64s, train loss: 3129.6453]
Fri 20 Oct 2023 14:27:14 INFO epoch 51 evaluating [time: 12.82s, valid_score: 0.096100]
Fri 20 Oct 2023 14:27:14 INFO valid result:
hit@10 : 0.1463 hit@50 : 0.2285 ndcg@10 : 0.0961 ndcg@50 : 0.1138
Fri 20 Oct 2023 14:27:14 INFO Discovering multi-modal user interest before 52-th epoch
Fri 20 Oct 2023 14:27:14 INFO Finish multi-modal interest discovery before 52-th epoch
Fri 20 Oct 2023 14:28:29 INFO epoch 52 training [time: 75.34s, train loss: 3127.4660]
Fri 20 Oct 2023 14:28:43 INFO epoch 52 evaluating [time: 13.28s, valid_score: 0.096500]
Fri 20 Oct 2023 14:28:43 INFO valid result:
hit@10 : 0.1474 hit@50 : 0.2282 ndcg@10 : 0.0965 ndcg@50 : 0.1139
Fri 20 Oct 2023 14:28:44 INFO Saving current: saved/MISSRec-Oct-20-2023_13-09-42.pth
Fri 20 Oct 2023 14:28:44 INFO Discovering multi-modal user interest before 53-th epoch
Fri 20 Oct 2023 14:28:44 INFO Finish multi-modal interest discovery before 53-th epoch
Fri 20 Oct 2023 14:29:59 INFO epoch 53 training [time: 75.06s, train loss: 3124.7934]
Fri 20 Oct 2023 14:30:13 INFO epoch 53 evaluating [time: 13.64s, valid_score: 0.096300]
Fri 20 Oct 2023 14:30:13 INFO valid result:
hit@10 : 0.1475 hit@50 : 0.2287 ndcg@10 : 0.0963 ndcg@50 : 0.1138
Fri 20 Oct 2023 14:30:13 INFO Discovering multi-modal user interest before 54-th epoch
Fri 20 Oct 2023 14:30:13 INFO Finish multi-modal interest discovery before 54-th epoch
Fri 20 Oct 2023 14:31:28 INFO epoch 54 training [time: 75.30s, train loss: 3121.7072]
Fri 20 Oct 2023 14:31:41 INFO epoch 54 evaluating [time: 13.14s, valid_score: 0.096400]
Fri 20 Oct 2023 14:31:41 INFO valid result:
hit@10 : 0.1474 hit@50 : 0.2283 ndcg@10 : 0.0964 ndcg@50 : 0.1138
Fri 20 Oct 2023 14:31:41 INFO Discovering multi-modal user interest before 55-th epoch
Fri 20 Oct 2023 14:31:41 INFO Finish multi-modal interest discovery before 55-th epoch
Fri 20 Oct 2023 14:32:56 INFO epoch 55 training [time: 75.39s, train loss: 3119.3203]
Fri 20 Oct 2023 14:33:09 INFO epoch 55 evaluating [time: 13.08s, valid_score: 0.096100]
Fri 20 Oct 2023 14:33:09 INFO valid result:
hit@10 : 0.1467 hit@50 : 0.2291 ndcg@10 : 0.0961 ndcg@50 : 0.1137
Fri 20 Oct 2023 14:33:09 INFO Discovering multi-modal user interest before 56-th epoch
Fri 20 Oct 2023 14:33:09 INFO Finish multi-modal interest discovery before 56-th epoch
Fri 20 Oct 2023 14:34:26 INFO epoch 56 training [time: 76.96s, train loss: 3116.2837]
Fri 20 Oct 2023 14:34:40 INFO epoch 56 evaluating [time: 13.44s, valid_score: 0.095900]
Fri 20 Oct 2023 14:34:40 INFO valid result:
hit@10 : 0.1469 hit@50 : 0.2276 ndcg@10 : 0.0959 ndcg@50 : 0.1132
Fri 20 Oct 2023 14:34:40 INFO Discovering multi-modal user interest before 57-th epoch
Fri 20 Oct 2023 14:34:40 INFO Finish multi-modal interest discovery before 57-th epoch
Fri 20 Oct 2023 14:35:56 INFO epoch 57 training [time: 75.98s, train loss: 3112.6880]
Fri 20 Oct 2023 14:36:09 INFO epoch 57 evaluating [time: 12.98s, valid_score: 0.096500]
Fri 20 Oct 2023 14:36:09 INFO valid result:
hit@10 : 0.1474 hit@50 : 0.228 ndcg@10 : 0.0965 ndcg@50 : 0.1138
Fri 20 Oct 2023 14:36:10 INFO Saving current: saved/MISSRec-Oct-20-2023_13-09-42.pth
Fri 20 Oct 2023 14:36:10 INFO Discovering multi-modal user interest before 58-th epoch
Fri 20 Oct 2023 14:36:10 INFO Finish multi-modal interest discovery before 58-th epoch
Fri 20 Oct 2023 14:37:25 INFO epoch 58 training [time: 74.86s, train loss: 3110.7253]
Fri 20 Oct 2023 14:37:38 INFO epoch 58 evaluating [time: 13.00s, valid_score: 0.096400]
Fri 20 Oct 2023 14:37:38 INFO valid result:
hit@10 : 0.1473 hit@50 : 0.2268 ndcg@10 : 0.0964 ndcg@50 : 0.1135
Fri 20 Oct 2023 14:37:38 INFO Discovering multi-modal user interest before 59-th epoch
Fri 20 Oct 2023 14:37:38 INFO Finish multi-modal interest discovery before 59-th epoch
Fri 20 Oct 2023 14:38:51 INFO epoch 59 training [time: 73.41s, train loss: 3108.5445]
Fri 20 Oct 2023 14:39:04 INFO epoch 59 evaluating [time: 12.82s, valid_score: 0.096300]
Fri 20 Oct 2023 14:39:04 INFO valid result:
hit@10 : 0.1466 hit@50 : 0.2277 ndcg@10 : 0.0963 ndcg@50 : 0.1137
Fri 20 Oct 2023 14:39:04 INFO Discovering multi-modal user interest before 60-th epoch
Fri 20 Oct 2023 14:39:04 INFO Finish multi-modal interest discovery before 60-th epoch
Fri 20 Oct 2023 14:40:19 INFO epoch 60 training [time: 75.52s, train loss: 3105.5480]
Fri 20 Oct 2023 14:40:33 INFO epoch 60 evaluating [time: 13.33s, valid_score: 0.096200]
Fri 20 Oct 2023 14:40:33 INFO valid result:
hit@10 : 0.1472 hit@50 : 0.228 ndcg@10 : 0.0962 ndcg@50 : 0.1136
Fri 20 Oct 2023 14:40:33 INFO Discovering multi-modal user interest before 61-th epoch
Fri 20 Oct 2023 14:40:33 INFO Finish multi-modal interest discovery before 61-th epoch
Fri 20 Oct 2023 14:41:48 INFO epoch 61 training [time: 75.07s, train loss: 3102.5823]
Fri 20 Oct 2023 14:42:01 INFO epoch 61 evaluating [time: 13.24s, valid_score: 0.096200]
Fri 20 Oct 2023 14:42:01 INFO valid result:
hit@10 : 0.1473 hit@50 : 0.2274 ndcg@10 : 0.0962 ndcg@50 : 0.1133
Fri 20 Oct 2023 14:42:01 INFO Discovering multi-modal user interest before 62-th epoch
Fri 20 Oct 2023 14:42:01 INFO Finish multi-modal interest discovery before 62-th epoch
Fri 20 Oct 2023 14:43:15 INFO epoch 62 training [time: 73.82s, train loss: 3100.3458]
Fri 20 Oct 2023 14:43:28 INFO epoch 62 evaluating [time: 12.78s, valid_score: 0.096000]
Fri 20 Oct 2023 14:43:28 INFO valid result:
hit@10 : 0.1466 hit@50 : 0.227 ndcg@10 : 0.096 ndcg@50 : 0.1133
Fri 20 Oct 2023 14:43:28 INFO Discovering multi-modal user interest before 63-th epoch
Fri 20 Oct 2023 14:43:28 INFO Finish multi-modal interest discovery before 63-th epoch
Fri 20 Oct 2023 14:44:42 INFO epoch 63 training [time: 74.37s, train loss: 3097.7058]
Fri 20 Oct 2023 14:44:55 INFO epoch 63 evaluating [time: 13.04s, valid_score: 0.096400]
Fri 20 Oct 2023 14:44:55 INFO valid result:
hit@10 : 0.1474 hit@50 : 0.2282 ndcg@10 : 0.0964 ndcg@50 : 0.1138
Fri 20 Oct 2023 14:44:55 INFO Discovering multi-modal user interest before 64-th epoch
Fri 20 Oct 2023 14:44:55 INFO Finish multi-modal interest discovery before 64-th epoch
Fri 20 Oct 2023 14:46:09 INFO epoch 64 training [time: 73.43s, train loss: 3095.0041]
Fri 20 Oct 2023 14:46:22 INFO epoch 64 evaluating [time: 13.60s, valid_score: 0.096300]
Fri 20 Oct 2023 14:46:22 INFO valid result:
hit@10 : 0.1471 hit@50 : 0.2272 ndcg@10 : 0.0963 ndcg@50 : 0.1135
Fri 20 Oct 2023 14:46:22 INFO Discovering multi-modal user interest before 65-th epoch
Fri 20 Oct 2023 14:46:22 INFO Finish multi-modal interest discovery before 65-th epoch
Fri 20 Oct 2023 14:47:37 INFO epoch 65 training [time: 75.02s, train loss: 3092.4078]
Fri 20 Oct 2023 14:47:50 INFO epoch 65 evaluating [time: 12.62s, valid_score: 0.096100]
Fri 20 Oct 2023 14:47:50 INFO valid result:
hit@10 : 0.1473 hit@50 : 0.2273 ndcg@10 : 0.0961 ndcg@50 : 0.1133
Fri 20 Oct 2023 14:47:50 INFO Discovering multi-modal user interest before 66-th epoch
Fri 20 Oct 2023 14:47:50 INFO Finish multi-modal interest discovery before 66-th epoch
Fri 20 Oct 2023 14:49:05 INFO epoch 66 training [time: 75.29s, train loss: 3089.7621]
Fri 20 Oct 2023 14:49:18 INFO epoch 66 evaluating [time: 12.88s, valid_score: 0.095900]
Fri 20 Oct 2023 14:49:18 INFO valid result:
hit@10 : 0.1462 hit@50 : 0.2268 ndcg@10 : 0.0959 ndcg@50 : 0.1133
Fri 20 Oct 2023 14:49:18 INFO Discovering multi-modal user interest before 67-th epoch
Fri 20 Oct 2023 14:49:18 INFO Finish multi-modal interest discovery before 67-th epoch
Fri 20 Oct 2023 14:50:32 INFO epoch 67 training [time: 74.33s, train loss: 3087.4219]
Fri 20 Oct 2023 14:50:45 INFO epoch 67 evaluating [time: 12.97s, valid_score: 0.095700]
Fri 20 Oct 2023 14:50:45 INFO valid result:
hit@10 : 0.1461 hit@50 : 0.2261 ndcg@10 : 0.0957 ndcg@50 : 0.1129
Fri 20 Oct 2023 14:50:45 INFO Discovering multi-modal user interest before 68-th epoch
Fri 20 Oct 2023 14:50:45 INFO Finish multi-modal interest discovery before 68-th epoch
Fri 20 Oct 2023 14:51:58 INFO epoch 68 training [time: 73.07s, train loss: 3085.0684]
Fri 20 Oct 2023 14:52:12 INFO epoch 68 evaluating [time: 13.24s, valid_score: 0.096100]
Fri 20 Oct 2023 14:52:12 INFO valid result:
hit@10 : 0.1465 hit@50 : 0.2271 ndcg@10 : 0.0961 ndcg@50 : 0.1134
Fri 20 Oct 2023 14:52:12 INFO Finished training, best eval result in epoch 57
Fri 20 Oct 2023 14:52:12 INFO Loading model structure and parameters from saved/MISSRec-Oct-20-2023_13-09-42.pth
Fri 20 Oct 2023 14:52:24 INFO best valid : OrderedDict([('hit@10', 0.1474), ('hit@50', 0.228), ('ndcg@10', 0.0965), ('ndcg@50', 0.1138)])
Fri 20 Oct 2023 14:52:24 INFO test result: OrderedDict([('hit@10', 0.1269), ('hit@50', 0.2001), ('ndcg@10', 0.0848), ('ndcg@50', 0.1005)])
Fri 20 Oct 2023 14:52:24 INFO Write log to /data/wangjinpeng/MISSRec_clear/log/MISSRec_gpu2/Oct-20-2023_13-09-03_.log