ื ืืืื ืืขืืขืจ! ืืืจ ืขืคึฟืขื ืขื ืึท ืกืขืจืืข ืคืื โโโโืึทืจืืืงืืขื ืืืึธืก ืืขื ืขื ืืขืืึทืงืืืืึทื ืฆื ืกืึทืืืืื ื ืคึผืจืึทืงืืืฉ ืคึผืจืึธืืืขืืก ืฉืืึทืืืช ืฆื ื ืึทืืืจืืขื ืฉืคึผืจืึทื ืคึผืจืึทืกืขืกืื ื (ื ืึทืืืจืึทื ืฉืคึผืจืึทื ืคึผืจืึทืกืขืกืื ื ืึธืืขืจ ืคืฉืื NLP) ืืื ืงืจืืืืืื ื ืืืึทืืึธื ืืืขื ืื (ืืฉืึทืืืึธืฅ) ื ืืฆื ืึทื ืึธืคึฟื-ืืงืืจ ืืืืืืึธืืขืง. , ืืืึธืก ืืื ืืขืืืขืืึธืคึผืขื ืืืจื ืืื ืืืขืจ ืืึทื ืฉืึทืคึฟื ืืื ืื MIPT ืืึทืืึธืจืึทืืึธืจืืข ืคืื โโื ืขืืจืึทื ืกืืกืืขืืขื ืืื ืืืฃ ืืขืจื ืขื. ืืขืจ ืืืืคึผื ืฆืื ืคืื ืื ืกืขืจืืข ืืื ืฆื ืืึทืงืขื ืขื DeepPavlov ืฆื ืึท ืืจืืื ืงืืื ืคืื ืืขืืืขืืึธืคึผืขืจืก ืืื ืืืืึทืื ืืื ืืืจ ืงืขื ืขื ืกืึธืืืืข ืืขืืืขื ืื NLP ืคึผืจืึธืืืขืืก ืึธื ืึท ืืืฃ ืืืืกื ืืื ืืึทืฉืื ืืขืจื ืขื ืืื PhD ืืื ืืึทืืืขืืึทืืืงืก.
NLP ืืึทืกืงืก ืึทืจืืึทื ื ืขืืขื ืืืืขืจืืึทื ืื ื ืื ืกืขื ืืืืขื ื ืคืื ืื ืืขืงืกื, ืคึผืึทืจืกืื ื ืืขืืืืกื ืขื ืืืืื, ืืืืขืจืืึทื ืื ื ืืืึธืก ืื ืื ืืขืจืืึทืงืืึทืืขืจ ืืืื ืคืื ืืืื ืืึธื: ืกืืจ ืคึผืืฆืข ืึธืืขืจ ืืึทืงืืืขื ืืื ืืขืจืืจืื ื ืืื ืคึฟืึธืจืืึทืฆืืข, ืืื ืคืื ืืขืจ. ืืืจ ืงืขื ื ืืืืขื ืขื ืืขืจ ืืืขืื NLP ืืึทืกืงืก ืืื ืืขืืืึธืืก .
ืืื ืืขื ืึทืจืืืงื, ืืืจ ืืืขื ืืืืึทืื ืืืจ ืืื ืฆื ืืืืคื ืึท REST ืกืขืจืืืขืจ ืืื ืคืึทืจ-ืืจืืื ื NLP ืืึธืืขืืก, ืืจืืื ืฆื ื ืืฆื ืึธื ื ืึธื ืงืึทื ืคืืืืขืจืืืฉืึทื ืึธืืขืจ ืืจืืื ืื ื.
ืื ืกืืึทืืืจืื ื ืคืื DeepPavlov
ืืึธ ืืื ืืื ืื, ืื ืกืืจืึทืงืฉืึทื ื ืคึฟืึทืจ ืืื ืืงืก ืืืขื ืืืื ืืขืืขืื. ืคึฟืึทืจ Windows, ืืขื ืืื ืืืขืจ
- ืฉืึทืคึฟื ืืื ืึทืงืืึทืืืืื ืึท ืืืืจืืืึทื ืกืืืืืืข ืืื ืื ืงืจืึทื ื ืืขืฉืืืฆื ืืืขืจืกืืข ืคืื โโโโืคึผืืืืึธื:
virtualelnv env -p python3.7 source env/bin/activate - ืื ืกืืึทืืืจื DeepPavlov ืืื ืึท ืืืืจืืืึทื ืกืืืืืืข:
pip install deeppavlov
ืืึธื ืืฉืื ื ืึท REST ืกืขืจืืืขืจ ืืื ืื DeepPavlov ืืึธืืขื
ืืืืืขืจ ืืืจ ืงืึทืืขืจ ืึท ืกืขืจืืืขืจ ืืื ืื DeepPavlov ืืึธืืขื ืคึฟืึทืจ ืื ืขืจืฉืืขืจ ืืึธื, ืขืก ืืืขื ืืืื ื ืืฆืืง ืฆื ืจืขืื ืืืขืื ืขืืืขืืข ืคึฟืขืึดืงืืืื ืคืื ืื ืืืืืืึธืืขืง ืึทืจืงืึทืืขืงืืฉืขืจ.
ืงืืื ืืึธืืขื ืืื DP ืืืฉืืืื ืคืื:
- ืคึผืืืืึธื ืงืึธื;
- ืืึธืืื ืืึธืึทืืึทืืืข ืงืึทืืคึผืึธืื ืึทื ืฅ - ืกืืจืืึทืืืืขื ืืจืืื ืื ื ืจืขืืืืืึทืื ืืืืฃ ืกืคึผืขืฆืืคืืฉ ืืึทืื (ืขืืืขืืื ืื, ืืืืืฅ ืคืื ื ืขืืจืึทื ื ืขืืืืึธืจืงืก, ืืื"ื ื);
- ื ืงืึทื ืคืืืืขืจืืืฉืึทื ืืขืงืข (ืืขืจื ืึธื ืจืืคืขืจื ืฆื ืืื ืื ืงืึธื ืคืื), ืืืึธืก ืึผืืื ืืื ืคึฟืึธืจืืึทืฆืืข ืืืขืื ืื ืงืืืกื ืืขื ืืฆื ืืืจื ืื ืืึธืืขื, URL ืก ืคืื ืืึทืื ืืึธืืืื ืงืึทืืคึผืึธืื ืึทื ืฅ, ืคึผืืืืึธื ืืืคึผืขื ืืึทื ืกืื, ืืื"ื ื.
ืืืจ ืืืขืื ืืึธืื ืืืจ ืืขืจ ืืืขืื ืืืึธืก ืืื ืืื ืืขืจ ืื ืงืึทืคึผืืขืจ ืคืื DeepPavlov ืืื ืื ืคืืืืขื ืืข ืึทืจืืืงืืขื, ืืืฆื ืขืก ืืื ืืขื ืื ืคึฟืึทืจ ืืื ืื ืฆื ืืืืกื ืึทื:
- ืงืืื ืืึธืืขื ืืื DeepPavlov ืืื ืืืืขื ืึทืคืืื ืืืจื ืื ื ืึธืืขื ืคืื ืืืึทื ืงืึทื ืคืืืืขืจืืืฉืึทื;
- ืฆื ืืืืคื ืืขื ืืึธืืขื, ืืืจ ืืึทืจืคึฟื ืฆื ืึธืคึผืืึธืืืจื ืื ืงืึทืืคึผืึธืื ืึทื ืฅ ืคืื ืื DeepPavlov ืกืขืจืืืขืจืก;
- ืืืื, ืฆื ืืืืคื ืืขื ืืึธืืขื, ืืืจ ืืึทืจืคึฟื ืฆื ืื ืกืืึทืืืจื ืื ืคึผืืืืึธื ืืืืืจืขืจืื ืขืก ื ืืฆื.
ืืขืจ ืขืจืฉืืขืจ ืืึธืืขื ืืืึธืก ืืืจ ืืืขืื ืงืึทืืขืจ ืืืขื ืืืื ืืึทืืืืืืื ืืืืึทื ืืขืืืืกื ืขื ืืืื ืจืขืงืึธืื ืืืืึธื (NER). ืืขืจ ืืึธืืขื ืงืืึทืกืึทืคืืื ืืขืงืกื ืืืขืจืืขืจ ืืืื ืื ืืืคึผ ืคืื ืืขืืืืกื ืขื ืืืืื ืฆื ืืืึธืก ืืื ืืขืืขืจื (ืจืขืื ื ืขืืขื, ืืืฉืืึทืืจืึทืคืืงืึทื ื ืขืืขื, ื ืขืืขื ืคืื ืงืขืจืึทื ืกืื, ืืื ืื ืืขืจืข). ืงืึธื ืคืื ื ืึธืืขื ืคึฟืึทืจ ืื ืืขืฆืืข ืืขืฆืืข ืืืขืจืกืืข ืคืื โโNER:
ner_ontonotes_bert_mult
ืืืจ ืงืึทืืขืจ ืื REST ืกืขืจืืืขืจ ืืื ืืขื ืืึธืืขื:
- ืืืจ ืื ืกืืึทืืืจื ืื ืืึธืืขื ืืืคึผืขื ืืึทื ืกืื ืกืคึผืขืกืืคืืขื ืืื ืืืึทื ืงืึทื ืคืืืืขืจืืืฉืึทื ืืื ืื ืึทืงืืืื ืืืืจืืืึทื ืกืืืืืืข:
python -m deeppavlov install ner_ontonotes_bert_mult - ืืจืืคืงืืคืืข ืกืขืจืืึทืืืืขื ืืึธืืขื ืงืึทืืคึผืึธืื ืึทื ืฅ ืคืื DeepPavlov ืกืขืจืืืขืจืก:
python -m deeppavlov download ner_ontonotes_bert_multืื ืกืืจืืึทืืืืขื ืงืึทืืคึผืึธืื ืึทื ืฅ ืืืขื ืืืื ืืึทืื ืืึธืืืื ืฆื ืื DeepPavlov ืืืื ืืืขืืืืืึทืืขืจ, ืืืึธืก ืืื ืืืื ืืืจื ืคืขืืืงืืึทื
~/.deeppavlovืืืขื ืืึทืื ืืึธืืืื ื, ืื ืืึทืฉ ืคืื ืฉืืื ืืึทืื ืืึธืืืื ืงืึทืืคึผืึธืื ืึทื ืฅ ืืื ืึธืคึผืืขืฉืืขืื ืงืขืื ืื ืืึทืฉืขืก ืคืื ืงืึทืืคึผืึธืื ืึทื ืฅ ืืืื ืืืืฃ ืื ืกืขืจืืืขืจ. ืืืื ืขืก ืืื ืึท ืืืืึทืื, ืื ืืจืืคืงืืคืืข ืืื ืกืงืืคึผื ืืื ืืืืืกืืื ื ืืขืงืขืก ืืขื ืขื ืืขื ืืฆื. ืื ืกืืืขืก ืคืื ืืึทืื ืืึธืืืื ืงืึทืืคึผืึธืื ืึทื ืฅ ืงืขื ืขื ืืืึทืื ืืื ืืืจืืฉื ืืืืขื ืคืื 0.5 ืฆื 8 ืืืืืืืื, ืืื ืขืืืขืืข ืงืึทืกืขืก ืจืืืฉืื ื 20 ืืืืืืืื ื ืึธื ืึทื ืืืคึผืื ื.
- ืืืจ ืงืึทืืขืจ ืื REST ืกืขืจืืืขืจ ืืื ืืขื ืืึธืืขื:
python -m deeppavlov riseapi ner_ontonotes_bert_mult -p 5005
ืืื ืึท ืจืขืืืืืึทื ืคืื ืขืงืกืึทืงืืืืื ื ืืขื ืืึทืคึฟืขื, ืึท REST ืกืขืจืืืขืจ ืืื ืึท ืืึธืืขื ืืืขื ืืืื ืืึธื ืืฉื ืืืืฃ ืคึผืึธืจื 5005 ืคืื ืืขืจ ืืึทืืขืืึธืก ืืึทืฉืื (ืื ืคืขืืืงืืึทื ืคึผืึธืจื ืืื 5000).
ื ืึธื ืื ืืืืึทืืืืื ื ืื ืืึธืืขื, Swagger ืืื ืึทืคึผื ืืึทืงืืืืขื ืืืืฉืึทื ืืื ืื ืคืืืืงืืื ืฆื ืคึผืจืืืืจื ืงืขื ืขื ืืืื ืืขืคึฟืื ืขื ืืื ืื URL http://127.0.0.1:5005. ืืึธืืืจ ืคึผืจืืืืจื ืื ืืึธืืขื ืืืจื ืฉืืงื ืขืก ืฆื ืื ืขื ืืคึผืืื ื http://127.0.0.1:5005/model POST ืืขืื ืืื ืื ืคืืืืขื ืืข JSON ืืื ืืึทืื:
{
"x": [
"ะ ะะคะขะ ะผะพะถะฝะพ ะดะพะฑัะฐัััั ะฝะฐ ัะปะตะบััะธัะบะต ั ะกะฐะฒัะปะพะฒัะบะพะณะพ ะะพะบะทะฐะปะฐ.",
"ะ ัะณะพ-ะทะฐะฟะฐะดะฝะพะน ะ ััะธ ััะพะณ ะถะธัะฐ ะพัะตะฝะตะฝ ะฒ 15 ะณัะธะฒะตะฝ"
]
}ืืื ืขื ืืคืขืจ ืืืจ ืืึธื ืืึทืงืืืขื ืื ืคืืืืขื ืืข JSON:
[
[
["ะ", "ะะคะขะ", "ะผะพะถะฝะพ", "ะดะพะฑัะฐัััั", "ะฝะฐ", "ัะปะตะบััะธัะบะต", "ั", "ะกะฐะฒัะปะพะฒัะบะพะณะพ", "ะะพะบะทะฐะปะฐ", "."],
["O", "B-FAC", "O", "O", "O", "O", "O", "B-FAC", "I-FAC", "O"]
],
[
["ะ", "ัะณะพ", "-", "ะทะฐะฟะฐะดะฝะพะน", "ะ ััะธ", "ััะพะณ", "ะถะธัะฐ", "ะพัะตะฝะตะฝ", "ะฒ", "15", "ะณัะธะฒะตะฝ"],
["O", "B-LOC", "I-LOC", "I-LOC", "I-LOC", "O", "O", "O", "O", "B-MONEY", "I-MONEY"]
]
]ืืื ืื ืืืืฉืคืืื, ืืืจ ืืืขืื ืึทื ืึทืืืื ืื DeepPavlov REST API.
API DeepPavlov
ืืขืืขืจ DeepPavlov ืืึธืืขื ืืื ืืคึผืืืช ืืืื ืึทืจืืึทื ืฉืจืืึทื ืึทืจืืืืขื ื. ืืื ืื REST API, ืึทืจืืืืขื ืื ืืขื ืขื ืืขืืืืกื, ืืืืขืจ ื ืขืืขื ืืขื ืขื ืื ืฉืืืกืืขื ืคืื ืื ืื ืงืึทืืื ื ืืืขืจืืขืจืืื. ืืื ืจืืึฟ ืงืึทืกืขืก, ืื ืึทืจืืืืขื ื ืืื ืืขืจ ืืขืงืกื ืืืึธืก ืืึทืจืฃ ืืืื ืคึผืจืึทืกืขืกื. ืืขืจ ืืื ืคึฟืึธืจืืึทืฆืืข ืืืขืื ืึทืจืืืืขื ืื ืืื ืืืึทืืืขืก ืืืืืขืงืขืจื ืืืจื ืืึธืืขืืก ืงืขื ืขื ืืืื ืืขืคึฟืื ืขื ืืื ืื ืืึธืืขืืก ืึธืคึผืืืืืื ื ืคืื ืื ืืึทืงืืืืขื ืืืืฉืึทื
ืืื ืืขื ืืืึทืฉืคึผืื, ืึท ืจืฉืืื ืคืื ืฆืืืื ืกืืจืื ืืก ืืื ืืืจืืืขืืื ืืขื ืฆื ืึทืจืืืืขื ื X, ืืขืืขืจ ืคืื ืืืึธืก ืืื ืืขืืขืื ืืึทืืื ืืขืจ ืืึทืจืงืึทืคึผ. ืืื DeepPavlov, ืึทืืข ืืึธืืขืืก ื ืขืืขื ืืื ืึทืจืืึทื ืฉืจืืึทื ืึท ืจืฉืืื (ืคึผืขืงื) ืคืื ืืืึทืืืขืก ืืืึธืก ืืขื ืขื ืคึผืจืึทืกืขืกื ืื ืืืคึผืขื ืืึทื ืืื.
ืืขืจ ืืขืจืืื "ืคึผืขืงื" ืจืขืคืขืจืก ืฆื ืื ืคืขืื ืคืื ืืึทืฉืื ืืขืจื ืขื ืืื ืจืขืคืขืจืก ืฆื ืึท ืคึผืขืงื ืคืื ืคืจืืึท ืึทืจืืึทื ืฉืจืืึทื ืืืึทืืืขืก ืคึผืจืึทืกืขืกื ืกืืืืึทืืืืื ืืึทืกืื ืืืจื ืึทื ืึทืืืขืจืืืึทื ืึธืืขืจ ื ืขืืจืึทื ื ืขืฅ. ืืขืจ ืฆืืืึทื ื ืึทืืึทืื ืืืจ ืฆื ืจืขืืืฆืืจื (ืึธืคื ืืืืืืืืง) ืื ืฆืืื ืืืขื ืื ืืึธืืขื ืคึผืจืึทืกืขืกืึทื ืืืื ืขืืขืืขื ื ืคืื ืึท ืคึผืขืงื ืงืึทืืคึผืขืจื ืฆื ืื ืืขืืืข ืืืขืจื ืืืจืืืขืืื ืืขื ืฆื ืื ืึทืจืืึทื ืฉืจืืึทื ืกืขืคึผืขืจืึทืืื. ืืืขืจ ืื ืคึผืจืึทืกืขืกืื ื ืจืขืืืืืึทื ืืื ืืจืืืก ืืืืื ื ืึธื ืึทืืข ืขืืขืืขื ืื ืืขื ืขื ืคึผืจืึทืกืขืกื. ืืขืจืืืขืจ, ืืืขื ืืืฉืขื ืขืจืืืืื ื ืึท ืื ืงืึทืืื ื ืคึผืขืงื, ืขืก ืืืขื ืืืื ื ืืืืืง ืฆื ื ืขืืขื ืืื ืืฉืืื ืื ืืืืงืืึทื ืคืื ืื ืืึธืืขื ืืื ืื ืคืืจืืื ืื ืคึผืจืึทืกืขืกืื ื ืฆืืื ืคึฟืึทืจ ืืขืืขืจ ืคืื ืืืึทื ืืืื ืขืืขืืขื ืื.
ืืืื ืขืก ืืขื ืขื ืขืืืขืืข ืึทืจืืืืขื ืื ืฆื ืื DeepPavlov ืืึธืืขื, ืืขืืขืจ ืคืื ืืื ื ืขืื ืืืึทื ืืืืื ืคึผืขืงื ืคืื ืืืึทืืืขืก, ืืื ืืื ืืขืจ ืจืขืืืืืึทื ืื ืืึธืืขื ืฉืืขื ืืืง ืืจืืื ืืืื ืคึผืขืงื ืคืื ืขื ืืคึฟืขืจืก. ืื ืขืืขืืขื ืื ืคืื ืื ืึทืืืืึธืืื ื ืคึผืขืงื ืืขื ืขื ืื ืจืขืืืืืึทืื ืคืื ืคึผืจืึทืกืขืกืื ื ืื ืขืืขืืขื ืื ืคืื ืื ืื ืงืึทืืื ื ืืึทืืฉืึทื ืืื ืืขืจ ืืขืืืืงืขืจ ืืื ืืขืงืก.
ืืื ืื ืืืืื ืืืึทืฉืคึผืื, ืืขืจ ืจืขืืืืืึทื ืคืื ืื ืืึธืืขื ืืื ืืขืืืขื ืฆื ืืจืขืื ืึทืจืึธืคึผ ืืขืืขืจ ืฉืืจืืงื ืืื ืืึธืงืขื ืก (ืืืขืจืืขืจ ืืื ืคึผืื ืงืืืึทืฆืืข ืืึทืจืงืก) ืืื ืงืืึทืกืืคืืฆืืจื ืื ืกืืืขื ืงืึธืจืขืื ืฆื ืื ืืขืืืืกื ืขื ืืืื (ืึธืจืืึทื ืืืึทืฆืืข ื ืึธืืขื, ืงืจืึทื ืืงืืึทื) ืืืึธืก ืขืก ืจืขืคึผืจืึทืืขื ืฅ. ืืขืจืืืืึทื ืื ืืึธืืขื ner_ontonotes_bert_mult ืืืึธืก ืืื ืืืืืืช ืฆื ืืขืจืงืขื ืขื 18 ืืืืคึผืก ืคืื ืืขืืืืกื ืขื ืืืืื, ืึท ืืืืืืื ืืึทืฉืจืืึทืืื ื ืงืขื ืขื ืืืื ืืขืคึฟืื ืขื .
ืื ืืขืจืข ืืืืก-ืคืื-ืืขื-ืงืขืกืื ืืึธืืขืืก ืคืื DeepPavlov
ืืื ืึทืืืฉืึทื ืฆื NER, ืื ืคืืืืขื ืืข ืืืืก-ืคืื-ืืขื-ืงืขืกืื ืืึธืืขืืก ืืขื ืขื ืื ืืืฆื ืืื DeepPavlov ืืื ืืขืจ ืฆืืื ืคืื ืฉืจืืืื:
ืืขืงืกื ืคืจืืืข ืึทื ืกืืืขืจืื ื
ืขื ืืคึฟืขืจื ืื ืงืฉืื ืฆื ืื ืืขืงืกื ืืื ืึท ืคืจืึทืืืขื ื ืคืื ืืขื ืืขืงืกื. ืืึธืืขื ืงืึทื ืคืืืืขืจืืืฉืึทื: squad_ru_bert_infer
ืืืึทืฉืคึผืื ืืงืฉื:
{
"context_raw": [
"DeepPavlov ัะฐะทัะฐะฑะฐััะฒะฐะตััั ะปะฐะฑะพัะฐัะพัะธะตะน ะะคะขะ.",
"ะ ัะณะพ-ะทะฐะฟะฐะดะฝะพะน ะ ััะธ ััะพะณ ะถะธัะฐ ะพัะตะฝะตะฝ ะฒ 15 ะณัะธะฒะตะฝ."
],
"question_raw": [
"ะะตะผ ัะฐะทัะฐะฑะฐััะฒะฐะตััั DeepPavlov?",
"ะกะบะพะปัะบะพ ััะพะธะป ััะพะณ ะถะธัะฐ ะฝะฐ ะ ััะธ?"
]
}ืืขืจ ืจืขืืืืืึทื:
[
["ะปะฐะฑะพัะฐัะพัะธะตะน ะะคะขะ", 27, 31042.484375],
["15 ะณัะธะฒะตะฝ", 39, 1049.598876953125]
]
ืืึทืืืืืืงืื ื ืืขืืขืงืฉืึทื
ืืืืขืงืฉืึทื ืคืื ืืขื ืืืึทืืืึทื ืคืื ืึท ืืึทืืืืืืงืื ื ืฆื ืืขืจ ืืขื ืืฉ ืฆื ืืืขืืขื ืืขืจ ืืขืงืกื ืืื ืืขืจืขืื (ืืื ืืขืจ ืฆืืื ืคืื ืฉืจืืืื - ืืืืื ืคึฟืึทืจ ืขื ืืืืฉ). ืืึธืืขื ืงืึทื ืคืืืืขืจืืืฉืึทื: insults_kaggle_conv_bert
ืืืึทืฉืคึผืื ืืงืฉื:
{
"x": [
"Money talks, bullshit walks.",
"You are not the brightest one."
]
}ืืขืจ ืจืขืืืืืึทื:
[
["Not Insult"],
["Insult"]
]ืกืขื ืืืืขื ื ืึทื ืึทืืืกืืก
ืงืืึทืกืึทืคืึทืงืืืฉืึทื ืคืื ืืขืงืกื ืกืขื ืืืืขื ื (positive, ื ืืืืจืึทื, ื ืขืืึทืืืื). ืืึธืืขื ืงืึทื ืคืืืืขืจืืืฉืึทื: rusentiment_elmo_twitter_cnn
ืืืึทืฉืคึผืื ืืงืฉื:
{
"x": [
"ะะฝะต ะฝัะฐะฒะธััั ะฑะธะฑะปะธะพัะตะบะฐ DeepPavlov.",
"ะฏ ัะปััะฐะป ะพ ะฑะธะฑะปะธะพัะตะบะต DeepPavlov.",
"ะะตะฝั ะฑะตััั ััะพะปะปะธ ะธ ะฐะฝะพะฝะธะผััั."
]
}ืืขืจ ืจืขืืืืืึทื:
[
["positive"],
["neutral"],
["negative"]
]ืคึผืึทืจืึทืคืจืึทื ืืขืืขืงืฉืึทื
ืืึทืฉืืืืขื ืฆื ืฆืืืื ืคืึทืจืฉืืืขื ืข ืืขืงืกืื ืืึธืื ืื ืืขืืืข ืืืึทืืฉ. ืืึธืืขื ืงืึทื ืคืืืืขืจืืืฉืึทื: stand_paraphraser_en
ืืขืื:
{
"text_a": [
"ะะพัะพะด ะฟะพะณััะถะฐะตััั ะฒ ัะพะฝ, ะฟัะพััะฟะฐะตััั ะะฐัะธั.",
"ะัะตะทะธะดะตะฝั ะกะจะ ะฟัะธะณัะพะทะธะป ัะฐััะพัะถะตะฝะธะตะผ ะดะพะณะพะฒะพัะฐ ั ะะตัะผะฐะฝะธะตะน."
],
"text_b": [
"ะะฐัััะฟะฐะตั ะฝะพัั, ะฒัะต ะถะธัะตะปะธ ะณะพัะพะดะฐ ะฟะพัะปะธ ัะฟะฐัั, ะฐ ะฟัะตัััะฟะฝะธะบะธ ะฟัะพัะฝัะปะธัั.",
"ะะตัะผะฐะฝะธั ะฝะต ัะพะฑะธัะฐะตััั ะฟะพะดะดะฐะฒะฐัััั ัะณัะพะทะฐะผ ัะพ ััะพัะพะฝั ะกะจะ."
]
}ืืขืจ ืจืขืืืืืึทื:
[
[1],
[0]
]ืืืจ ืงืขื ืขื ืฉืืขื ืืืง ืืขืคึฟืื ืขื ืื ืงืจืึทื ื ืจืฉืืื ืคืื ืึทืืข ืืขืขืคึผืคึผืึทืืืืึธืื ืืึธืืขืืก ืืืึธืก ืืขื ืขื ื ืืฉื-ืคืื-ืืขื-ืงืขืกืื .
ืกืึธืฃ
ืืื ืืขื ืึทืจืืืงื, ืืืจ ืืขื ืขื ืืึทืงืึทื ื ืืื ืื DeepPavlov API ืืื ืขืืืขืืข ืคืื โโืื ืืขืงืกื ืคึผืจืึทืกืขืกืื ื ืงืืืคึผืึทืืืืึทืืื ืคืื ืืขืจ ืืืืืืึธืืขืง ืฆืืืขืฉืืขืื ืืืืก ืคืื ืื ืงืขืกืื. ืขืก ืืึธื ืืืื ืืขืืจืืื ืืื ืืืื ืื ื ืึทื ืคึฟืึทืจ ืงืืื NLP ืึทืจืืขื, ืืขืจ ืืขืกืืขืจ ืจืขืืืืืึทื ืืืขื ืืืื ืึทืืฉืืืื ืืืขื ืืจืืื ืื ื ืื ืืึธืืขื ืืืืฃ ืึท ืืึทืื ืฉืืขืื ืงืึธืจืึทืกืคึผืึทื ืืื ื ืฆื ืื ืื ืืขืจืืขื ืืง ืืขืื ื (ืคืขืื) ืคืื ืื ืึทืจืืขื. ืืื ืืขืจืฆื, ืืคืืื ืืขืจ ืืึธืืขืืก ืงืขื ืขื ื ืื ืืืื ืืจืืื ื ืืื ืคึผืจืื ืฆืืคึผ ืคึฟืึทืจ ืึทืืข ืกืืืืึทืืืึธื ืก.
ืืื ืื ืคืืืืขื ืืข ืึทืจืืืงืืขื, ืืืจ ืืืขืื ืงืืงื ืืื ื ืึธื ืกืขืืืื ืืก ืคืื ืืขืจ ืืืืืืึธืืขืง, ืงืึทืืขืจ DeepPavlov ืคึฟืื Docker, ืืื ืืขืจื ืึธื ืืืจ ืืืขืื ืคืึธืจืืขืฆื ืฆื ืืจืืื ืื ื ืืึธืืขืืก. ืืื ืืึธื ื ืื ืคืึทืจืืขืกื ืึทื DeepPavlov ืืื - ืคืจืขืื ืืืื ืคึฟืจืืื ืืืขืื ืื ืืืืืืึธืืขืง ืืื ืืึธืืขืืก. ืืื ืง ืืืจ ืคึฟืึทืจ ืืืื ืืคืืขืจืงืืึทืืงืืึทื!
ืืงืืจ: www.habr.com