python -m deeppavlov install <config_path>

python -m deeppavlov interact <config_path> [-d]

python -m deeppavlov train <config_path>

python -m deeppavlov test <config_path>

python -m deeppavlov riseapi <config_path>

python -m deeppavlov install insults_kaggle_bert
python -m deeppavlov interact insults_kaggle_bert -d

You can interact with the model via Python code

from deeppavlov import build_models, configs

model = build_model(
  configs.classifiers.insults_kaggle_bert, download=True)
model(['hey, how are you?', 'You are so dumb!'])

python -m deeppavlov train my_text_classification_config.json

from deeppavlov import build_models, configs

model = train_model(
  configs.classifiers.my_text_classification_config)

python -m deeppavlov install ner_ontonotes_bert_mult
python -m deeppavlov interact ner_ontonotes_bert_mult [-d]

from deeppavlov import configs, build_models

ner_model = build_model(configs.ner.ner_ontonotes_bert_mult,
  download=True)

from deeppavlov import configs, build_model

ner_model = build_model(configs.ner.ner_ontonotes_bert_mult,
  download=True)
ner_model(['Meteorologists Lachlan Stone said the snowfall
  in Queensland was an unusual occurrence in a state
  with a sub-tropical to tropical climate.",
  "Церемония награждения пройдет 27 октября в
   развлекательном комплексе Hollywood and Highland
  Center в Лос-Анджелесе (штат Калифорния, США)."
  "Das Orchester der Philharmonie Poznań widmet sich
  jetzt bereits zum zweiten Mal der Musik dieses aus
  Deutschland vertriebenen Komponisten. Waghalter
  stammte aus einer jüdischen Warschauer Familie."])

python -m deeppavlov install squad_bert

python -m deeppavlov interact squad_bert -d

from deeppavlov import build_model, configs

model_qa = build_model(configs.squad.squad_bert,
  download=True)
model_qa(['In meteorology, precipitation is any product
  of the condensation of atmospheric water vapor that
  falls under gravity. The main forms of precipitation
  include drizzle, rain, sleet, snow, graupel and hail. 
  Precipitation forms as smaller droplets coalesce via
  collision with other rain drops or ice crystals within
  a cloud. Short, intense periods of rain in scattered
  locations are called showers."], ["Where do water droplets
  collide with ice crystals to form precipitation?"])

from deeppavlov import build_model, configs

model_qa_ml = build_model(configs.squad.squad_bert_multilingual
  _freezed_emb, download=True)

context_en = (['In meteorology, precipitation is any product
  of the condensation of atmospheric water vapor that
  falls under gravity. The main forms of precipitation
  include drizzle, rain, sleet, snow, graupel and hail. 
  Precipitation forms as smaller droplets coalesce via
  collision with other rain drops or ice crystals within
  a cloud. Short, intense periods of rain in scattered
  locations are called showers."], ["Where do water droplets
  collide with ice crystals to form precipitation?"])

context_fr = "Les précipitations désignent tous les météores 
  qui tombent dans une atmosphère et il peut s'agir de solides 
  ou de liquides selon la composition et la température de 
  cette dernière. Ce terme météorologique est le plus souvent 
  au pluriel et désigne sur la Terre les hydrométéores 
  (cristaux de glace ou gouttelettes d'eau) qui, ayant été 
  soumis à des processus de condensation et d'agrégation à 
  l'intérieur des nuages, sont devenus trop lourds pour 
  demeurer en suspension dans l'atmosphère et tombent au
  sol ou s'évaporent en virga avant de l'atteindre.
  Par extension, le terme peut également être utilisé pour
  des phénomènes similaires sur d'autres planètes ou lunes
  ayant une atmosphère."

model_qa_ml([context_en, context_fr, context_fr],
  ["Where do water droplets collide with ice crystals to
  form precipitation?", "Sous quelle forme peut être 
  précipitation?", "Where the term precipitation can 
  be used?"])