wikipedia-ja-20231030 / Generate.md
hotchpotch's picture
Add script to generate all embeddings and update
0fb0a80

create embeddings

multilingual-e5-small + passage

python datasets_to_embs.py \
  --target="data" \  # data or chunked
  --model_name="intfloat/multilingual-e5-small" \
  --output_name="multilingual-e5-small-passage" \
  --input_prefix="passage: "
python datasets_to_embs.py \
  --target="chunked" \
  --model_name="intfloat/multilingual-e5-small" \
  --output_name="multilingual-e5-small-passage" \
  --input_prefix="passage: "

multilingual-e5-small + query

python datasets_to_embs.py \
  --target="data" \ # data or chunked
  --model_name="intfloat/multilingual-e5-small" \
  --output_name="multilingual-e5-small-query" \
  --input_prefix="query: "
python datasets_to_embs.py \
  --target="chunked" \
  --model_name="intfloat/multilingual-e5-small" \
  --output_name="multilingual-e5-small-query" \
  --input_prefix="query: "

create faiss indexes

python embs_to_faiss.py \
  --target="data" \ # data or chunked
  --input_name="multilingual-e5-small-passage" \
  --use_gpu

generate all by ./embs/

python all_embs_to_faiss.py --use_gpu

XXX

  • 同じ output γŒγ‚γ£γŸγ‚‰ skip する