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beauty_results.yml
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beauty_results.yml
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experiment:
backend: pytorch
data_config:
strategy: fixed
train_path: ../data/{0}/train.txt
validation_path: ../data/{0}/val.txt
test_path: ../data/{0}/test.txt
side_information:
- dataloader: VisualAttribute
visual_features: ../data/{0}/image_feat
- dataloader: TextualAttribute
textual_features: ../data/{0}/text_feat
dataset: beauty
top_k: 20
evaluation:
cutoffs: [ 10, 20 ]
simple_metrics: [ Recall, nDCG, EFD, Gini, APLT, ItemCoverage ]
gpu: 0
external_models_path: ../external/models/__init__.py
models:
external.VBPR:
meta:
hyper_opt_alg: grid
verbose: True
save_weights: False
save_recs: False
validation_rate: 200
validation_metric: Recall@20
restore: False
lr: 0.001
modalities: ('visual', 'textual')
epochs: 200
factors: 64
batch_size: 1024
l_w: 1e-2
comb_mod: concat
seed: 123
external.MMGCN:
meta:
hyper_opt_alg: grid
verbose: True
save_weights: False
save_recs: False
validation_rate: 20
validation_metric: Recall@20
restore: False
lr: 1e-5
epochs: 20
num_layers: 3
factors: 64
factors_multimod: (256, None)
batch_size: 1024
aggregation: mean
concatenation: False
has_id: True
modalities: ('visual', 'textual')
l_w: 1e-2
seed: 123
external.GRCN:
meta:
hyper_opt_alg: grid
verbose: True
save_weights: False
save_recs: False
validation_rate: 170
validation_metric: Recall@20
restore: False
lr: 0.1
epochs: 170
num_layers: 2
num_routings: 3
factors: 64
factors_multimod: 128
batch_size: 1024
aggregation: add
weight_mode: confid
pruning: True
has_act: False
fusion_mode: concat
modalities: ('visual', 'textual')
l_w: 1e-5
seed: 123
external.LATTICE:
meta:
hyper_opt_alg: grid
verbose: True
save_weights: False
save_recs: False
validation_rate: 200
validation_metric: Recall@20
restore: False
epochs: 200
batch_size: 1024
factors: 64
lr: 0.001
l_w: 1e-5
n_layers: 1
n_ui_layers: 2
top_k: 20
l_m: 0.7
factors_multimod: 64
modalities: ('visual', 'textual')
seed: 123
external.BM3:
meta:
hyper_opt_alg: grid
verbose: True
save_weights: False
save_recs: False
validation_rate: 70
validation_metric: Recall@20
restore: False
lr: 0.0005
multimod_factors: 64
reg_weight: 0.01
cl_weight: 2.0
dropout: 0.3
n_layers: 2
modalities: ('visual', 'textual')
loaders: ('VisualAttribute','TextualAttribute')
epochs: 70
factors: 64
lr_sched: (1.0,50)
batch_size: 1024
seed: 123
external.FREEDOM:
meta:
hyper_opt_alg: grid
verbose: True
save_weights: False
save_recs: False
validation_rate: 190
validation_metric: Recall@20
restore: False
lr: 0.001
factors: 64
epochs: 190
l_w: 1e-2
n_layers: 1
n_ui_layers: 2
top_k: 10
factors_multimod: 64
modalities: ('visual', 'textual')
loaders: ('VisualAttribute','TextualAttribute')
mw: (0.1,0.9)
drop: 0.8
lr_sched: (1.0,50)
batch_size: 1024
seed: 123