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params.yaml
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params.yaml
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models_dir: models
gb:
common:
raw_dir: data/raw/goodbooks-10k
proc_dir: data/processed/gb
process_raw:
book_users_threshold: 5
user_books_threshold: 5
train_rs:
lr: 1e-3
lr_milestones:
- 60
- 80
wd: 2e-5
epochs: 100
emb_size: 200
batch_size: 500
valid_users_pct: 0.1
valid_items_pct: 0.2
tsne_emb:
layer_name: de_embedding_layer.weight
perplexities:
- 20
- 200
n_iter: 1500
lf:
common:
raw_dir: data/raw/lf/lastfm-dataset-360K
proc_dir: data/processed/lf
process_raw:
playcount_threshold: 40
artist_users_threshold: 20
user_artists_threshold: 20
train_rs:
lr: 1e-3
lr_milestones:
- 20
- 27
wd: 3e-4
epochs: 30
emb_size: 200
batch_size: 500
valid_users_pct: 0.1
valid_items_pct: 0.2
tsne_emb:
layer_name: de_embedding_layer.weight
perplexities:
- 50
- 500
n_iter: 3000
ml:
common:
raw_dir: data/raw/ml/ml-latest
proc_dir: data/processed/ml
process_raw:
movie_users_threshold: 5
user_movies_threshold: 5
train_rs:
lr: 1e-3
lr_milestones:
- 60
- 80
wd: 2e-5
epochs: 100
emb_size: 200
batch_size: 500
valid_users_pct: 0.1
valid_items_pct: 0.2
tsne_emb:
layer_name: de_embedding_layer.weight
perplexities:
- 50
- 500
n_iter: 1500
msd:
common:
raw_dir: data/raw/msd
proc_dir: data/processed/msd
process_raw:
song_users_threshold: 40
user_songs_threshold: 20
train_rs:
lr: 1e-3
lr_milestones:
- 60
- 80
wd: 2e-5
epochs: 100
emb_size: 500
batch_size: 500
valid_users_pct: 0.1
valid_items_pct: 0.2
tsne_emb:
layer_name: de_embedding_layer.weight
perplexities:
- 30
- 300
n_iter: 3000