def answerer(kwik_e_mart_app_path, es_client):
QuestionAnswerer.load_kb(app_namespace='kwik_e_mart', index_name='store_name',
data_file=STORE_DATA_FILE_PATH)
es_client.indices.flush(index='_all')
qa = QuestionAnswerer(kwik_e_mart_app_path)
return qa
def food_ordering_answerer(food_ordering_app_path, es_client):
QuestionAnswerer.load_kb(app_namespace='food_ordering', index_name='menu_items',
data_file=DISH_DATA_FILE_PATH)
es_client.indices.flush(index='_all')
qa = QuestionAnswerer(food_ordering_app_path)
return qa
def food_ordering_answerer(food_ordering_app_path, es_client):
QuestionAnswerer.load_kb(
app_namespace="food_ordering",
index_name="menu_items",
data_file=DISH_DATA_FILE_PATH,
)
qa = QuestionAnswerer(food_ordering_app_path)
return qa
def answerer(kwik_e_mart_app_path, es_client):
QuestionAnswerer.load_kb(
app_namespace="kwik_e_mart",
index_name="store_name",
data_file=STORE_DATA_FILE_PATH,
)
qa = QuestionAnswerer(kwik_e_mart_app_path)
return qa
def relative_answerer(kwik_e_mart_app_path, es_client):
QuestionAnswerer.load_kb(app_namespace='kwik_e_mart', index_name='store_name',
data_file=STORE_DATA_FILE_PATH)
es_client.indices.flush(index='_all')
old_cwd = os.getcwd()
os.chdir(kwik_e_mart_app_path)
qa = QuestionAnswerer('.')
os.chdir(old_cwd)
return qa
def relative_answerer(kwik_e_mart_app_path, es_client):
QuestionAnswerer.load_kb(
app_namespace="kwik_e_mart",
index_name="store_name",
data_file=STORE_DATA_FILE_PATH,
)
old_cwd = os.getcwd()
os.chdir(kwik_e_mart_app_path)
qa = QuestionAnswerer(".")
os.chdir(old_cwd)
return qa
def food_ordering_answerer_nativeqa(food_ordering_app_path):
QA_CONFIG = {
"model_type": "native",
"model_settings": {
"query_type": "keyword"
}
}
QuestionAnswerer.load_kb(app_namespace="food_ordering",
index_name="menu_items",
data_file=DISH_DATA_FILE_PATH,
config=QA_CONFIG)
qa = QuestionAnswerer(food_ordering_app_path)
return qa
def answerer_nativeqa(kwik_e_mart_app_path):
QA_CONFIG = {
"model_type": "native",
"model_settings": {
"query_type": "keyword"
}
}
QuestionAnswerer.load_kb(app_namespace="kwik_e_mart",
index_name="store_name",
data_file=STORE_DATA_FILE_PATH,
config=QA_CONFIG)
qa = QuestionAnswerer(kwik_e_mart_app_path)
return qa
def food_ordering_with_glove(food_ordering_app_path, es_client):
glove_qa_config = {
"model_type": "embedder",
"model_settings": {
"embedder_type": "glove",
"embedding_fields": {"menu_items_glove": ["name"]},
},
}
QuestionAnswerer.load_kb(
app_namespace="food_ordering",
index_name="menu_items_glove",
data_file=DISH_DATA_FILE_PATH,
config=glove_qa_config,
)
qa = QuestionAnswerer(food_ordering_app_path, config=glove_qa_config)
return qa
def food_ordering_with_glove_without_elasticsearch(food_ordering_app_path):
glove_qa_config = {
"model_type": "native",
"model_settings": {
"query_type": "embedder",
"embedder_type": "glove",
"embedding_fields": {"menu_items_bert": ["name"]},
}
}
QuestionAnswerer.load_kb(
app_namespace="food_ordering",
index_name="menu_items_glove",
data_file=DISH_DATA_FILE_PATH,
config=glove_qa_config,
)
qa = QuestionAnswerer(food_ordering_app_path, config=glove_qa_config)
return qa
def relative_answerer_without_elasticsearch(kwik_e_mart_app_path):
QA_CONFIG = {
"model_type": "native",
"model_settings": {
"query_type": "keyword"
}
}
QuestionAnswerer.load_kb(
app_namespace="kwik_e_mart",
index_name="store_name",
data_file=STORE_DATA_FILE_PATH,
config=QA_CONFIG
)
old_cwd = os.getcwd()
os.chdir(kwik_e_mart_app_path)
qa = QuestionAnswerer(".")
os.chdir(old_cwd)
return qa
def answerer_nativeqa_unloaded(kwik_e_mart_app_path):
QA_CONFIG = {
"model_type": "native",
"model_settings": {
"query_type": "keyword"
}
}
# first load the KB
QuestionAnswerer.load_kb(app_namespace="kwik_e_mart",
index_name="store_name",
data_file=STORE_DATA_FILE_PATH,
config=QA_CONFIG)
# next unload all indices and instantiate another object
NativeQuestionAnswerer._unload_all_indices()
qa = QuestionAnswerer(kwik_e_mart_app_path, config=QA_CONFIG)
return qa
def food_ordering_with_bert_nativeqa_unloaded(food_ordering_app_path):
bert_qa_config = {
"model_type": "native",
"model_settings": {
"query_type": "embedder",
"embedder_type": "bert",
"embedding_fields": {
"menu_items_bert": ["name"]
},
}
}
# first load the KB
QuestionAnswerer.load_kb(
app_namespace="food_ordering",
index_name="menu_items_bert",
data_file=DISH_DATA_FILE_PATH,
config=bert_qa_config,
)
# next unload all indices and instantiate another object
NativeQuestionAnswerer._unload_all_indices()
qa = QuestionAnswerer(food_ordering_app_path, config=bert_qa_config)
return qa