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yahoo_best_cf.yml
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experiment:
backend: pytorch
data_config:
strategy: fixed
train_path: ../data/{0}/train.tsv
validation_path: ../data/{0}/val.tsv
test_path: ../data/{0}/test.tsv
dataset: yahoo_movies
top_k: 50
evaluation:
cutoffs: [50]
simple_metrics: [nDCGRendle2020]
gpu: 1
external_models_path: ../external/models/__init__.py
models:
MostPop:
meta:
verbose: True
save_recs: True
Random:
meta:
verbose: True
save_recs: True
external.BPRMF:
meta:
verbose: True
save_recs: True
validation_rate: 77
lr: 0.0011178906410471124
batch_size: 256
epochs: 77
factors: 64
l_w: 0.012631575298655093
seed: 123
EASER:
meta:
verbose: True
save_recs: True
l2_norm: 55.659333254382275
external.LightGCN:
meta:
verbose: True
save_recs: True
validation_rate: 27
lr: 0.0014217965357751648
epochs: 27
factors: 64
batch_size: 256
l_w: 0.05948528558207626
n_layers: 3
seed: 123
external.DGCF:
meta:
verbose: True
save_recs: True
validation_rate: 94
lr: 0.00022272775385254683
epochs: 94
factors: 64
batch_size: 256
l_w_bpr: 0.0003402025321070952
l_w_ind: 0.00010533228394991676
ind_batch_size: 256
n_layers: 1
routing_iterations: 2
intents: 4
seed: 123
ItemKNN:
meta:
verbose: True
save_weights: False
save_recs: True
neighbors: 50
similarity: cosine
seed: 123