megagonlabs/pilota_dialog

Pilota model for dialogs

A model for Pilota trained with Accommodation Search Dialog Corpus and other additional examples

• scud
  • Fine tuned model of t5-base-japanese-web (with Byte-fallback, 8K)
  • The original model is distributed in the Apache License 2.0
• scorer
  • Fine tuned model of LINE DistilBERT Japanese
  • The original model is distributed in the Apache License 2.0

Usage

1. Install Pilota

2. Prepare inputs

   • Command

     echo -e 'ご要望をお知らせください\tはい。部屋から富士山が見えて、夜景を見ながら食事のできるホテルがいいな。\nこんにちは\tこんにちは' | python -m pilota.convert.plain2request | tee input.jsonl
     

   • Output

     {"context": [{"name": "agent", "text": "ご要望をお知らせください"}], "utterance": "はい。部屋から富士山が見えて、夜景を見ながら食事のできるホテルがいいな。", "sentences": null, "meta": {}}
     {"context": [{"name": "agent", "text": "こんにちは"}], "utterance": "こんにちは", "sentences": null, "meta": {}}
     

3. Feed it to Pilota

   • Command

     pilota -m megagonlabs/pilota_dialog --batch_size 1 --outlen 60 --nbest 1 --beam 5 < input.jsonl
     

   • Output

     [{"scuds_nbest": [[]], "original_ranks": [0], "scores": [0.9911208689212798], "scores_detail": [{"OK": 0.9704028964042664, "incorrect_none": 0.04205145686864853, "lack": 0.0007874675211496651, "limited": 0.0003119863977190107, "non_fluent": 0.0002362923405598849, "untruth": 0.0013080810895189643}], "sentence": "はい。"}, {"scuds_nbest": [["部屋から富士山が見えるホテルが良い。", "夜景を見ながら食事のできるホテルが良い。"]], "original_ranks": [0], "scores": [0.9952289938926696], "scores_detail": [{"OK": 0.9840966463088989, "incorrect_none": 0.010280555114150047, "lack": 0.0032871251460164785, "limited": 0.00041511686868034303, "non_fluent": 0.0002954243100248277, "untruth": 0.003289491171017289}], "sentence": "部屋から富士山が見えて、夜景を見ながら食事のできるホテルがいいな。"}]
     [{"scuds_nbest": [[]], "original_ranks": [0], "scores": [0.9831213414669036], "scores_detail": [{"OK": 0.9704028964042664, "incorrect_none": 0.04205145686864853, "lack": 0.0007874675211496651, "limited": 0.0003119863977190107, "non_fluent": 0.0002362923405598849, "untruth": 0.0013080810895189643}], "sentence": "こんにちは"}]
     

License

Apache License 2.0