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dvc.yaml
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stages:
lf_unpack_raw:
cmd: tar xvzf lastfm-dataset-360K.tar.gz
wdir: data/raw/lf
deps:
- lastfm-dataset-360K.tar.gz
outs:
- lastfm-dataset-360K
lf_process_raw:
cmd: python -m scripts.lastfm.process_raw
deps:
- data/raw/lf/lastfm-dataset-360K
- scripts/lastfm/process_raw.py
params:
- lf.common
- lf.process_raw
outs:
- data/processed/lf/a2i.pickle
- data/processed/lf/ds.csv
- data/processed/lf/u2i.pickle
- data/processed/lf/x2i.pickle
lf_model:
cmd: python -m scripts.train_rs --domain lf
deps:
- data/processed/lf/ds.csv
- scripts/train_rs.py
params:
- lf.common
- lf.train_rs
outs:
- models/lf.model
metrics:
- models/lf_metrics.json:
cache: false
lf_recommendations:
cmd: python -m scripts.rs_recommend --domain lf
deps:
- models/lf.model
- scripts/rs_recommend.py
params:
- lf.common
outs:
- data/processed/lf/recommendations.pickle
lf_tsne_emb:
cmd: python -m scripts.tsne_emb --domain lf
deps:
- models/lf.model
- scripts/tsne_emb.py
params:
- lf.common
- lf.tsne_emb
outs:
- data/processed/lf/tsne_emb.csv
metrics:
- data/processed/lf/kl_divergence:
cache: false
lf_web_csv:
cmd: python -m scripts.lastfm.assemble_web_data
deps:
- data/processed/lf/a2i.pickle
- data/processed/lf/ds.csv
- data/processed/lf/musicbrainz.csv
- data/processed/lf/recommendations.pickle
- data/processed/lf/tsne_emb.csv
- scripts/assemble_web_data.py
- scripts/lastfm/assemble_web_data.py
params:
- lf.common
outs:
- data/processed/lf/web.csv
lf_web_index:
cmd: node scripts/indexer.js data/processed/lf
deps:
- data/processed/lf/web.csv
- scripts/indexer.js
outs:
- data/processed/lf/web_index.json
lf_zip:
cmd: (cd -- data/processed/lf && zip lf.zip web.csv web_index.json) && mv data/processed/lf/lf.zip
web/data
deps:
- data/processed/lf/web.csv
- data/processed/lf/web_index.json
outs:
- web/data/lf.zip
ml_unpack_raw:
cmd: unzip ml-latest.zip
wdir: data/raw/ml
deps:
- ml-latest.zip
outs:
- ml-latest
ml_process_raw:
cmd: python -m scripts.movielens.process_raw
deps:
- data/raw/ml/ml-latest
- scripts/movielens/process_raw.py
- scripts/process_raw.py
params:
- ml.common
- ml.process_raw
outs:
- data/processed/ml/ds.csv
- data/processed/ml/u2i.pickle
- data/processed/ml/x2i.pickle
ml_model:
cmd: python -m scripts.train_rs --domain ml
deps:
- data/processed/ml/ds.csv
- scripts/train_rs.py
params:
- ml.common
- ml.train_rs
outs:
- models/ml.model
metrics:
- models/ml_metrics.json:
cache: false
ml_recommendations:
cmd: python -m scripts.rs_recommend --domain ml
deps:
- models/ml.model
- scripts/rs_recommend.py
params:
- ml.common
outs:
- data/processed/ml/recommendations.pickle
ml_tsne_emb:
cmd: python -m scripts.tsne_emb --domain ml
deps:
- models/ml.model
- scripts/tsne_emb.py
params:
- ml.common
- ml.tsne_emb
outs:
- data/processed/ml/tsne_emb.csv
metrics:
- data/processed/ml/kl_divergence:
cache: false
ml_web_csv:
cmd: python -m scripts.movielens.assemble_web_data
deps:
- data/processed/ml/ds.csv
- data/processed/ml/recommendations.pickle
- data/processed/ml/tsne_emb.csv
- data/processed/ml/x2i.pickle
- data/raw/ml/ml-latest
- scripts/assemble_web_data.py
- scripts/movielens/assemble_web_data.py
params:
- ml.common
outs:
- data/processed/ml/web.csv
ml_web_index:
cmd: node scripts/indexer.js data/processed/ml
deps:
- data/processed/ml/web.csv
- scripts/indexer.js
outs:
- data/processed/ml/web_index.json
ml_zip:
cmd: (cd -- data/processed/ml && zip ml.zip web.csv web_index.json) && mv data/processed/ml/ml.zip
web/data
deps:
- data/processed/ml/web.csv
- data/processed/ml/web_index.json
outs:
- web/data/ml.zip
msd_download_raw:
cmd: ./download_msd.sh
wdir: data/raw/msd
deps:
- download_msd.sh
outs:
- artist_term.db
- sid_mismatches.txt
- track_metadata.db
- train_triplets.txt.zip
- unique_tracks.txt
msd_unpack_raw:
cmd: unzip train_triplets.txt.zip
wdir: data/raw/msd
deps:
- train_triplets.txt.zip
outs:
- train_triplets.txt
msd_process_raw:
cmd: python -m scripts.msd.process_raw
deps:
- data/raw/msd/artist_term.db
- data/raw/msd/sid_mismatches.txt
- data/raw/msd/track_metadata.db
- data/raw/msd/train_triplets.txt
- data/raw/msd/unique_tracks.txt
- scripts/movielens/process_raw.py
- scripts/process_raw.py
params:
- msd.common
- msd.process_raw
outs:
- data/processed/msd/ds.csv
- data/processed/msd/info.csv
- data/processed/msd/u2i.pickle
- data/processed/msd/x2i.pickle
msd_model:
cmd: python -m scripts.train_rs --domain msd
deps:
- data/processed/msd/ds.csv
- scripts/train_rs.py
params:
- msd.common
- msd.train_rs
outs:
- models/msd.model
metrics:
- models/msd_metrics.json:
cache: false
msd_recommendations:
cmd: python -m scripts.rs_recommend --domain msd
deps:
- models/msd.model
- scripts/rs_recommend.py
params:
- msd.common
outs:
- data/processed/msd/recommendations.pickle
msd_tsne_emb:
cmd: python -m scripts.tsne_emb --domain msd
deps:
- models/msd.model
- scripts/tsne_emb.py
params:
- msd.common
- msd.tsne_emb
outs:
- data/processed/msd/tsne_emb.csv
metrics:
- data/processed/msd/kl_divergence:
cache: false
msd_web_csv:
cmd: python -m scripts.msd.assemble_web_data
deps:
- data/processed/msd/info.csv
- data/processed/msd/recommendations.pickle
- data/processed/msd/tsne_emb.csv
- data/processed/msd/x2i.pickle
- scripts/assemble_web_data.py
- scripts/msd/assemble_web_data.py
params:
- msd.common
outs:
- data/processed/msd/web.csv
msd_web_index:
cmd: node scripts/indexer.js data/processed/msd
deps:
- data/processed/msd/web.csv
- scripts/indexer.js
outs:
- data/processed/msd/web_index.json
msd_zip:
cmd: (cd -- data/processed/msd && zip msd.zip web.csv web_index.json) && mv data/processed/msd/msd.zip
web/data
deps:
- data/processed/msd/web.csv
- data/processed/msd/web_index.json
outs:
- web/data/msd.zip
gb_process_raw:
cmd: python -m scripts.goodbooks.process_raw
deps:
- data/raw/goodbooks-10k/ratings.csv
- scripts/goodbooks/process_raw.py
- scripts/process_raw.py
params:
- gb.common
- gb.process_raw
outs:
- data/processed/gb/ds.csv
- data/processed/gb/u2i.pickle
- data/processed/gb/x2i.pickle
gb_model:
cmd: python -m scripts.train_rs --domain gb
deps:
- data/processed/gb/ds.csv
- scripts/train_rs.py
params:
- gb.common
- gb.train_rs
- models_dir
outs:
- models/gb.model
metrics:
- models/gb_metrics.json:
cache: false
gb_tsne_emb:
cmd: python -m scripts.tsne_emb --domain gb
deps:
- models/gb.model
- scripts/tsne_emb.py
params:
- gb.common
- gb.tsne_emb
- models_dir
outs:
- data/processed/gb/tsne_emb.csv
metrics:
- data/processed/gb/kl_divergence:
cache: false
gb_recommendations:
cmd: python -m scripts.rs_recommend --domain gb
deps:
- models/gb.model
- scripts/rs_recommend.py
params:
- gb.common
- models_dir
outs:
- data/processed/gb/recommendations.pickle
gb_web_csv:
cmd: python -m scripts.goodbooks.assemble_web_data
deps:
- data/processed/gb/ds.csv
- data/processed/gb/recommendations.pickle
- data/processed/gb/tsne_emb.csv
- data/processed/gb/x2i.pickle
- data/raw/goodbooks-10k/book_tags.csv
- data/raw/goodbooks-10k/books.csv
- data/raw/goodbooks-10k/tags.csv
- scripts/assemble_web_data.py
- scripts/goodbooks/assemble_web_data.py
params:
- gb.common
outs:
- data/processed/gb/web.csv
gb_web_index:
cmd: node scripts/indexer.js data/processed/gb
deps:
- data/processed/gb/web.csv
- scripts/indexer.js
outs:
- data/processed/gb/web_index.json
gb_zip:
cmd: (cd -- data/processed/gb && zip gb.zip web.csv web_index.json) && mv data/processed/gb/gb.zip
web/data
deps:
- data/processed/gb/web.csv
- data/processed/gb/web_index.json
outs:
- web/data/gb.zip