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The dataset generation failed
Error code:   DatasetGenerationError
Exception:    ArrowNotImplementedError
Message:      Cannot write struct type 'inform' with no child field to Parquet. Consider adding a dummy child field.
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2011, in _prepare_split_single
                  writer.write_table(table)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 583, in write_table
                  self._build_writer(inferred_schema=pa_table.schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 404, in _build_writer
                  self.pa_writer = self._WRITER_CLASS(self.stream, schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/pyarrow/parquet/core.py", line 1010, in __init__
                  self.writer = _parquet.ParquetWriter(
                File "pyarrow/_parquet.pyx", line 2157, in pyarrow._parquet.ParquetWriter.__cinit__
                File "pyarrow/error.pxi", line 154, in pyarrow.lib.pyarrow_internal_check_status
                File "pyarrow/error.pxi", line 91, in pyarrow.lib.check_status
              pyarrow.lib.ArrowNotImplementedError: Cannot write struct type 'inform' with no child field to Parquet. Consider adding a dummy child field.
              
              During handling of the above exception, another exception occurred:
              
              Traceback (most recent call last):
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2027, in _prepare_split_single
                  num_examples, num_bytes = writer.finalize()
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 602, in finalize
                  self._build_writer(self.schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 404, in _build_writer
                  self.pa_writer = self._WRITER_CLASS(self.stream, schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/pyarrow/parquet/core.py", line 1010, in __init__
                  self.writer = _parquet.ParquetWriter(
                File "pyarrow/_parquet.pyx", line 2157, in pyarrow._parquet.ParquetWriter.__cinit__
                File "pyarrow/error.pxi", line 154, in pyarrow.lib.pyarrow_internal_check_status
                File "pyarrow/error.pxi", line 91, in pyarrow.lib.check_status
              pyarrow.lib.ArrowNotImplementedError: Cannot write struct type 'inform' with no child field to Parquet. Consider adding a dummy child field.
              
              The above exception was the direct cause of the following exception:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1529, in compute_config_parquet_and_info_response
                  parquet_operations = convert_to_parquet(builder)
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1154, in convert_to_parquet
                  builder.download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1027, in download_and_prepare
                  self._download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1122, in _download_and_prepare
                  self._prepare_split(split_generator, **prepare_split_kwargs)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1882, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2038, in _prepare_split_single
                  raise DatasetGenerationError("An error occurred while generating the dataset") from e
              datasets.exceptions.DatasetGenerationError: An error occurred while generating the dataset

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dialogue_id
string
data_split
string
goal
dict
domains
sequence
turns
list
dataset
string
original_id
string
sgd5-train-0
train
{ "description": "", "inform": {}, "request": {} }
[ "Restaurants_15" ]
[ { "active_intent": { "Alarm_15": null, "Banks_15": null, "Banks_25": null, "Buses_15": null, "Buses_25": null, "Buses_35": null, "Calendar_15": null, "Events_15": null, "Events_25": null, "Events_35": null, "Flights_15": null, "Flights_25": null, "Flights_35": null, "Flights_45": null, "Homes_15": null, "Homes_25": null, "Hotels_15": null, "Hotels_25": null, "Hotels_35": null, "Hotels_45": null, "Media_15": null, "Media_25": null, "Media_35": null, "Messaging_15": null, "Movies_15": null, "Movies_25": null, "Movies_35": null, "Music_15": null, "Music_25": null, "Music_35": null, "Payment_15": null, "RentalCars_15": null, "RentalCars_25": null, "RentalCars_35": null, "Restaurants_15": "RestaurantFinderUsingFilter", "Restaurants_25": null, "RideSharing_15": null, "RideSharing_25": null, "Services_15": null, "Services_25": null, "Services_35": null, "Services_45": null, "Trains_15": null, "Travel_15": null, "Weather_15": null }, "db_results": null, "dialogue_acts": { "binary": [ { "domain": "Restaurants_15", "intent": "inform_intent", "slot": "RestaurantFinderUsingFilter" } ], "categorical": [], "non-categorical": [] }, "requested_slots": { "Alarm_15": null, "Banks_15": null, "Banks_25": null, "Buses_15": null, "Buses_25": null, "Buses_35": null, "Calendar_15": null, "Events_15": null, "Events_25": null, "Events_35": null, "Flights_15": null, "Flights_25": null, "Flights_35": null, "Flights_45": null, "Homes_15": null, "Homes_25": null, "Hotels_15": null, "Hotels_25": null, "Hotels_35": null, "Hotels_45": null, "Media_15": null, "Media_25": null, "Media_35": null, "Messaging_15": null, "Movies_15": null, "Movies_25": null, "Movies_35": null, "Music_15": null, "Music_25": null, "Music_35": null, "Payment_15": null, "RentalCars_15": null, "RentalCars_25": null, "RentalCars_35": null, "Restaurants_15": [], "Restaurants_25": null, "RideSharing_15": null, "RideSharing_25": null, "Services_15": null, "Services_25": null, "Services_35": null, "Services_45": null, "Trains_15": null, "Travel_15": null, "Weather_15": null }, "service_call": null, "speaker": "user", "state": { "Alarm_15": null, "Banks_15": null, "Banks_25": null, "Buses_15": null, "Buses_25": null, "Buses_35": null, "Calendar_15": null, "Events_15": null, "Events_25": null, "Events_35": null, "Flights_15": null, "Flights_25": null, "Flights_35": null, "Flights_45": null, "Homes_15": null, "Homes_25": null, "Hotels_15": null, "Hotels_25": null, "Hotels_35": null, "Hotels_45": null, "Media_15": null, "Media_25": null, "Media_35": null, "Messaging_15": null, "Movies_15": null, "Movies_25": null, "Movies_35": null, "Music_15": null, "Music_25": null, "Music_35": null, "Payment_15": null, "RentalCars_15": null, "RentalCars_25": null, "RentalCars_35": null, "Restaurants_15": { "address_of_restaurant": "", "alcohol_served_yes_no": "", "desired_reservation_date": "", "entertainment": "", "estimated_price_band": "", "location_of_the_restaurant": "", "name_of_business": "", "number_reservation_seats": "", "restaurant_contact": "", "restaurant_reservation_time": "", "type_of_food_available": "" }, "Restaurants_25": null, "RideSharing_15": null, "RideSharing_25": null, "Services_15": null, "Services_25": null, "Services_35": null, "Services_45": null, "Trains_15": null, "Travel_15": null, "Weather_15": null }, "utt_idx": 0, "utterance": "I am feeling hungry so I would like to find a place to eat." }, { "active_intent": null, "db_results": { "Alarm_15": null, "Banks_15": null, "Banks_25": null, "Buses_15": null, "Buses_25": null, "Buses_35": null, "Calendar_15": null, "Events_15": null, "Events_25": null, "Events_35": null, "Flights_15": null, "Flights_25": null, "Flights_35": null, "Flights_45": null, "Homes_15": null, "Homes_25": null, "Hotels_15": null, "Hotels_25": null, "Hotels_35": null, "Hotels_45": null, "Media_15": null, "Media_25": null, "Media_35": null, "Messaging_15": null, "Movies_15": null, "Movies_25": null, "Movies_35": null, "Music_15": null, "Music_25": null, "Music_35": null, "Payment_15": null, "RentalCars_15": null, "RentalCars_25": null, "RentalCars_35": null, "Restaurants_15": null, "Restaurants_25": null, "RideSharing_15": null, "RideSharing_25": null, "Services_15": null, "Services_25": null, "Services_35": null, "Services_45": null, "Trains_15": null, "Travel_15": null, "Weather_15": null }, "dialogue_acts": { "binary": [ { "domain": "Restaurants_15", "intent": "request", "slot": "location_of_the_restaurant" } ], "categorical": [], "non-categorical": [] }, "requested_slots": null, "service_call": { "Alarm_15": null, "Banks_15": null, "Banks_25": null, "Buses_15": null, "Buses_25": null, "Buses_35": null, "Calendar_15": null, "Events_15": null, "Events_25": null, "Events_35": null, "Flights_15": null, "Flights_25": null, "Flights_35": null, "Flights_45": null, "Homes_15": null, "Homes_25": null, "Hotels_15": null, "Hotels_25": null, "Hotels_35": null, "Hotels_45": null, "Media_15": null, "Media_25": null, "Media_35": null, "Messaging_15": null, "Movies_15": null, "Movies_25": null, "Movies_35": null, "Music_15": null, "Music_25": null, "Music_35": null, "Payment_15": null, "RentalCars_15": null, "RentalCars_25": null, "RentalCars_35": null, "Restaurants_15": null, "Restaurants_25": null, "RideSharing_15": null, "RideSharing_25": null, "Services_15": null, "Services_25": null, "Services_35": null, "Services_45": null, "Trains_15": null, "Travel_15": null, "Weather_15": null }, "speaker": "system", "state": null, "utt_idx": 1, "utterance": "Do you have a specific which you want the eating place to be located at?" }, { "active_intent": { "Alarm_15": null, "Banks_15": null, "Banks_25": null, "Buses_15": null, "Buses_25": null, "Buses_35": null, "Calendar_15": null, "Events_15": null, "Events_25": null, "Events_35": null, "Flights_15": null, "Flights_25": null, "Flights_35": null, "Flights_45": null, "Homes_15": null, "Homes_25": null, "Hotels_15": null, "Hotels_25": null, "Hotels_35": null, "Hotels_45": null, "Media_15": null, "Media_25": null, "Media_35": null, "Messaging_15": null, "Movies_15": null, "Movies_25": null, "Movies_35": null, "Music_15": null, "Music_25": null, "Music_35": null, "Payment_15": null, "RentalCars_15": null, "RentalCars_25": null, "RentalCars_35": null, "Restaurants_15": "RestaurantFinderUsingFilter", "Restaurants_25": null, "RideSharing_15": null, "RideSharing_25": null, "Services_15": null, "Services_25": null, "Services_35": null, "Services_45": null, "Trains_15": null, "Travel_15": null, "Weather_15": null }, "db_results": null, "dialogue_acts": { "binary": [], "categorical": [], "non-categorical": [ { "domain": "Restaurants_15", "end": 37, "intent": "inform", "slot": "location_of_the_restaurant", "start": 29, "value": "San Jose" } ] }, "requested_slots": { "Alarm_15": null, "Banks_15": null, "Banks_25": null, "Buses_15": null, "Buses_25": null, "Buses_35": null, "Calendar_15": null, "Events_15": null, "Events_25": null, "Events_35": null, "Flights_15": null, "Flights_25": null, "Flights_35": null, "Flights_45": null, "Homes_15": null, "Homes_25": null, "Hotels_15": null, "Hotels_25": null, "Hotels_35": null, "Hotels_45": null, "Media_15": null, "Media_25": null, "Media_35": null, "Messaging_15": null, "Movies_15": null, "Movies_25": null, "Movies_35": null, "Music_15": null, "Music_25": null, "Music_35": null, "Payment_15": null, "RentalCars_15": null, "RentalCars_25": null, "RentalCars_35": null, "Restaurants_15": [], "Restaurants_25": null, "RideSharing_15": null, "RideSharing_25": null, "Services_15": null, "Services_25": null, "Services_35": null, "Services_45": null, "Trains_15": null, "Travel_15": null, "Weather_15": null }, "service_call": null, "speaker": "user", "state": { "Alarm_15": null, "Banks_15": null, "Banks_25": null, "Buses_15": null, "Buses_25": null, "Buses_35": null, "Calendar_15": null, "Events_15": null, "Events_25": null, "Events_35": null, "Flights_15": null, "Flights_25": null, "Flights_35": null, "Flights_45": null, "Homes_15": null, "Homes_25": null, "Hotels_15": null, "Hotels_25": null, "Hotels_35": null, "Hotels_45": null, "Media_15": null, "Media_25": null, "Media_35": null, "Messaging_15": null, "Movies_15": null, "Movies_25": null, "Movies_35": null, "Music_15": null, "Music_25": null, "Music_35": null, "Payment_15": null, "RentalCars_15": null, "RentalCars_25": null, "RentalCars_35": null, "Restaurants_15": { "address_of_restaurant": "", "alcohol_served_yes_no": "", "desired_reservation_date": "", "entertainment": "", "estimated_price_band": "", "location_of_the_restaurant": "San Jose", "name_of_business": "", "number_reservation_seats": "", "restaurant_contact": "", "restaurant_reservation_time": "", "type_of_food_available": "" }, "Restaurants_25": null, "RideSharing_15": null, "RideSharing_25": null, "Services_15": null, "Services_25": null, "Services_35": null, "Services_45": null, "Trains_15": null, "Travel_15": null, "Weather_15": null }, "utt_idx": 2, "utterance": "I would like for it to be in San Jose." }, { "active_intent": null, "db_results": { "Alarm_15": null, "Banks_15": null, "Banks_25": null, "Buses_15": null, "Buses_25": null, "Buses_35": null, "Calendar_15": null, "Events_15": null, "Events_25": null, "Events_35": null, "Flights_15": null, "Flights_25": null, "Flights_35": null, "Flights_45": null, "Homes_15": null, "Homes_25": null, "Hotels_15": null, "Hotels_25": null, "Hotels_35": null, "Hotels_45": null, "Media_15": null, "Media_25": null, "Media_35": null, "Messaging_15": null, "Movies_15": null, "Movies_25": null, "Movies_35": null, "Music_15": null, "Music_25": null, "Music_35": null, "Payment_15": null, "RentalCars_15": null, "RentalCars_25": null, "RentalCars_35": null, "Restaurants_15": null, "Restaurants_25": null, "RideSharing_15": null, "RideSharing_25": null, "Services_15": null, "Services_25": null, "Services_35": null, "Services_45": null, "Trains_15": null, "Travel_15": null, "Weather_15": null }, "dialogue_acts": { "binary": [], "categorical": [], "non-categorical": [ { "domain": "Restaurants_15", "end": 59, "intent": "request", "slot": "type_of_food_available", "start": 52, "value": "Mexican" }, { "domain": "Restaurants_15", "end": 68, "intent": "request", "slot": "type_of_food_available", "start": 61, "value": "Italian" } ] }, "requested_slots": null, "service_call": { "Alarm_15": null, "Banks_15": null, "Banks_25": null, "Buses_15": null, "Buses_25": null, "Buses_35": null, "Calendar_15": null, "Events_15": null, "Events_25": null, "Events_35": null, "Flights_15": null, "Flights_25": null, "Flights_35": null, "Flights_45": null, "Homes_15": null, "Homes_25": null, "Hotels_15": null, "Hotels_25": null, "Hotels_35": null, "Hotels_45": null, "Media_15": null, "Media_25": null, "Media_35": null, "Messaging_15": null, "Movies_15": null, "Movies_25": null, "Movies_35": null, "Music_15": null, "Music_25": null, "Music_35": null, "Payment_15": null, "RentalCars_15": null, "RentalCars_25": null, "RentalCars_35": null, "Restaurants_15": null, "Restaurants_25": null, "RideSharing_15": null, "RideSharing_25": null, "Services_15": null, "Services_25": null, "Services_35": null, "Services_45": null, "Trains_15": null, "Travel_15": null, "Weather_15": null }, "speaker": "system", "state": null, "utt_idx": 3, "utterance": "Is there a specific cuisine type you enjoy, such as Mexican, Italian or something else?" }, { "active_intent": { "Alarm_15": null, "Banks_15": null, "Banks_25": null, "Buses_15": null, "Buses_25": null, "Buses_35": null, "Calendar_15": null, "Events_15": null, "Events_25": null, "Events_35": null, "Flights_15": null, "Flights_25": null, "Flights_35": null, "Flights_45": null, "Homes_15": null, "Homes_25": null, "Hotels_15": null, "Hotels_25": null, "Hotels_35": null, "Hotels_45": null, "Media_15": null, "Media_25": null, "Media_35": null, "Messaging_15": null, "Movies_15": null, "Movies_25": null, "Movies_35": null, "Music_15": null, "Music_25": null, "Music_35": null, "Payment_15": null, "RentalCars_15": null, "RentalCars_25": null, "RentalCars_35": null, "Restaurants_15": "RestaurantFinderUsingFilter", "Restaurants_25": null, "RideSharing_15": null, "RideSharing_25": null, "Services_15": null, "Services_25": null, "Services_35": null, "Services_45": null, "Trains_15": null, "Travel_15": null, "Weather_15": null }, "db_results": null, "dialogue_acts": { "binary": [], "categorical": [], "non-categorical": [ { "domain": "Restaurants_15", "end": 34, "intent": "inform", "slot": "type_of_food_available", "start": 26, "value": "American" } ] }, "requested_slots": { "Alarm_15": null, "Banks_15": null, "Banks_25": null, "Buses_15": null, "Buses_25": null, "Buses_35": null, "Calendar_15": null, "Events_15": null, "Events_25": null, "Events_35": null, "Flights_15": null, "Flights_25": null, "Flights_35": null, "Flights_45": null, "Homes_15": null, "Homes_25": null, "Hotels_15": null, "Hotels_25": null, "Hotels_35": null, "Hotels_45": null, "Media_15": null, "Media_25": null, "Media_35": null, "Messaging_15": null, "Movies_15": null, "Movies_25": null, "Movies_35": null, "Music_15": null, "Music_25": null, "Music_35": null, "Payment_15": null, "RentalCars_15": null, "RentalCars_25": null, "RentalCars_35": null, "Restaurants_15": [], "Restaurants_25": null, "RideSharing_15": null, "RideSharing_25": null, "Services_15": null, "Services_25": null, "Services_35": null, "Services_45": null, "Trains_15": null, "Travel_15": null, "Weather_15": null }, "service_call": null, "speaker": "user", "state": { "Alarm_15": null, "Banks_15": null, "Banks_25": null, "Buses_15": null, "Buses_25": null, "Buses_35": null, "Calendar_15": null, "Events_15": null, "Events_25": null, "Events_35": null, "Flights_15": null, "Flights_25": null, "Flights_35": null, "Flights_45": null, "Homes_15": null, "Homes_25": null, "Hotels_15": null, "Hotels_25": null, "Hotels_35": null, "Hotels_45": null, "Media_15": null, "Media_25": null, "Media_35": null, "Messaging_15": null, "Movies_15": null, "Movies_25": null, "Movies_35": null, "Music_15": null, "Music_25": null, "Music_35": null, "Payment_15": null, "RentalCars_15": null, "RentalCars_25": null, "RentalCars_35": null, "Restaurants_15": { "address_of_restaurant": "", "alcohol_served_yes_no": "", "desired_reservation_date": "", "entertainment": "", "estimated_price_band": "", "location_of_the_restaurant": "San Jose", "name_of_business": "", "number_reservation_seats": "", "restaurant_contact": "", "restaurant_reservation_time": "", "type_of_food_available": "American" }, "Restaurants_25": null, "RideSharing_15": null, "RideSharing_25": null, "Services_15": null, "Services_25": null, "Services_35": null, "Services_45": null, "Trains_15": null, "Travel_15": null, "Weather_15": null }, "utt_idx": 4, "utterance": "I usually like eating the American type of food." }, { "active_intent": null, "db_results": { "Alarm_15": null, "Banks_15": null, "Banks_25": null, "Buses_15": null, "Buses_25": null, "Buses_35": null, "Calendar_15": null, "Events_15": null, "Events_25": null, "Events_35": null, "Flights_15": null, "Flights_25": null, "Flights_35": null, "Flights_45": null, "Homes_15": null, "Homes_25": null, "Hotels_15": null, "Hotels_25": null, "Hotels_35": null, "Hotels_45": null, "Media_15": null, "Media_25": null, "Media_35": null, "Messaging_15": null, "Movies_15": null, "Movies_25": null, "Movies_35": null, "Music_15": null, "Music_25": null, "Music_35": null, "Payment_15": null, "RentalCars_15": null, "RentalCars_25": null, "RentalCars_35": null, "Restaurants_15": [ { "address_of_restaurant": "71 North San Pedro Street", "alcohol_served_yes_no": "True", "desired_reservation_date": null, "entertainment": "False", "estimated_price_band": "moderate", "location_of_the_restaurant": "San Jose", "name_of_business": "71 Saint Peter", "number_reservation_seats": null, "restaurant_contact": "408-971-8523", "restaurant_reservation_time": null, "type_of_food_available": "American" }, { "address_of_restaurant": "2400 Forest Avenue", "alcohol_served_yes_no": "True", "desired_reservation_date": null, "entertainment": "False", "estimated_price_band": "moderate", "location_of_the_restaurant": "San Jose", "name_of_business": "Bazille", "number_reservation_seats": null, "restaurant_contact": "408-261-5787", "restaurant_reservation_time": null, "type_of_food_available": "American" }, { "address_of_restaurant": "99 South 1st Street", "alcohol_served_yes_no": "True", "desired_reservation_date": null, "entertainment": "False", "estimated_price_band": "moderate", "location_of_the_restaurant": "San Jose", "name_of_business": "Billy Berk's", "number_reservation_seats": null, "restaurant_contact": "408-292-4300", "restaurant_reservation_time": null, "type_of_food_available": "American" }, { "address_of_restaurant": "511 Coleman Avenue", "alcohol_served_yes_no": "True", "desired_reservation_date": null, "entertainment": "False", "estimated_price_band": "moderate", "location_of_the_restaurant": "San Jose", "name_of_business": "Bj's Restaurant & Brewhouse", "number_reservation_seats": null, "restaurant_contact": "408-343-7230", "restaurant_reservation_time": null, "type_of_food_available": "American" }, { "address_of_restaurant": "1202 Lincoln Avenue", "alcohol_served_yes_no": "True", "desired_reservation_date": null, "entertainment": "False", "estimated_price_band": "expensive", "location_of_the_restaurant": "San Jose", "name_of_business": "Black Sheep Brasserie", "number_reservation_seats": null, "restaurant_contact": "408-816-7251", "restaurant_reservation_time": null, "type_of_food_available": "American" }, { "address_of_restaurant": "2445 Fontaine Road", "alcohol_served_yes_no": "False", "desired_reservation_date": null, "entertainment": "False", "estimated_price_band": "moderate", "location_of_the_restaurant": "San Jose", "name_of_business": "Chuck E. 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I would like to make a booking at this restaurant." }, { "active_intent": null, "db_results": { "Alarm_15": null, "Banks_15": null, "Banks_25": null, "Buses_15": null, "Buses_25": null, "Buses_35": null, "Calendar_15": null, "Events_15": null, "Events_25": null, "Events_35": null, "Flights_15": null, "Flights_25": null, "Flights_35": null, "Flights_45": null, "Homes_15": null, "Homes_25": null, "Hotels_15": null, "Hotels_25": null, "Hotels_35": null, "Hotels_45": null, "Media_15": null, "Media_25": null, "Media_35": null, "Messaging_15": null, "Movies_15": null, "Movies_25": null, "Movies_35": null, "Music_15": null, "Music_25": null, "Music_35": null, "Payment_15": null, "RentalCars_15": null, "RentalCars_25": null, "RentalCars_35": null, "Restaurants_15": null, "Restaurants_25": null, "RideSharing_15": null, "RideSharing_25": null, "Services_15": null, "Services_25": null, "Services_35": null, "Services_45": null, "Trains_15": null, "Travel_15": null, "Weather_15": null }, 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Can you give me the address of their location?" }, { "active_intent": null, "db_results": { "Alarm_15": null, "Banks_15": null, "Banks_25": null, "Buses_15": null, "Buses_25": null, "Buses_35": null, "Calendar_15": null, "Events_15": null, "Events_25": null, "Events_35": null, "Flights_15": null, "Flights_25": null, "Flights_35": null, "Flights_45": null, "Homes_15": null, "Homes_25": null, "Hotels_15": null, "Hotels_25": null, "Hotels_35": null, "Hotels_45": null, "Media_15": null, "Media_25": null, "Media_35": null, "Messaging_15": null, "Movies_15": null, "Movies_25": null, "Movies_35": null, "Music_15": null, "Music_25": null, "Music_35": null, "Payment_15": null, "RentalCars_15": null, "RentalCars_25": null, "RentalCars_35": null, "Restaurants_15": null, "Restaurants_25": null, "RideSharing_15": null, "RideSharing_25": null, "Services_15": null, "Services_25": null, "Services_35": null, "Services_45": null, "Trains_15": null, "Travel_15": null, "Weather_15": null }, "dialogue_acts": { "binary": [], "categorical": [ { "domain": "Restaurants_15", "intent": "inform", "slot": "alcohol_served_yes_no", "value": "False" } ], "non-categorical": [ { "domain": "Restaurants_15", "end": 46, "intent": "inform", "slot": "address_of_restaurant", "start": 29, "value": "420 Ramona Street" } ] }, "requested_slots": null, "service_call": { "Alarm_15": null, "Banks_15": null, "Banks_25": null, "Buses_15": null, "Buses_25": null, "Buses_35": null, "Calendar_15": null, "Events_15": null, "Events_25": null, "Events_35": null, "Flights_15": null, "Flights_25": null, "Flights_35": null, "Flights_45": null, "Homes_15": null, "Homes_25": null, "Hotels_15": null, "Hotels_25": null, "Hotels_35": null, "Hotels_45": null, "Media_15": null, "Media_25": null, "Media_35": null, "Messaging_15": null, "Movies_15": null, "Movies_25": null, "Movies_35": null, "Music_15": null, "Music_25": null, "Music_35": null, "Payment_15": null, "RentalCars_15": null, "RentalCars_25": null, "RentalCars_35": null, "Restaurants_15": null, "Restaurants_25": null, "RideSharing_15": null, "RideSharing_25": null, "Services_15": null, "Services_25": null, "Services_35": null, "Services_45": null, "Trains_15": null, "Travel_15": null, "Weather_15": null }, "speaker": "system", "state": null, "utt_idx": 21, "utterance": "The restaurant is located at 420 Ramona Street. 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That would be all." }, { "active_intent": null, "db_results": { "Alarm_15": null, "Banks_15": null, "Banks_25": null, "Buses_15": null, "Buses_25": null, "Buses_35": null, "Calendar_15": null, "Events_15": null, "Events_25": null, "Events_35": null, "Flights_15": null, "Flights_25": null, "Flights_35": null, "Flights_45": null, "Homes_15": null, "Homes_25": null, "Hotels_15": null, "Hotels_25": null, "Hotels_35": null, "Hotels_45": null, "Media_15": null, "Media_25": null, "Media_35": null, "Messaging_15": null, "Movies_15": null, "Movies_25": null, "Movies_35": null, "Music_15": null, "Music_25": null, "Music_35": null, "Payment_15": null, "RentalCars_15": null, "RentalCars_25": null, "RentalCars_35": null, "Restaurants_15": null, "Restaurants_25": null, "RideSharing_15": null, "RideSharing_25": null, "Services_15": null, "Services_25": null, "Services_35": null, "Services_45": null, "Trains_15": null, "Travel_15": null, "Weather_15": null }, "dialogue_acts": { "binary": [ { "domain": "", "intent": "goodbye", "slot": "" } ], "categorical": [], "non-categorical": [] }, "requested_slots": null, "service_call": { "Alarm_15": null, "Banks_15": null, "Banks_25": null, "Buses_15": null, "Buses_25": null, "Buses_35": null, "Calendar_15": null, "Events_15": null, "Events_25": null, "Events_35": null, "Flights_15": null, "Flights_25": null, "Flights_35": null, "Flights_45": null, "Homes_15": null, "Homes_25": null, "Hotels_15": null, "Hotels_25": null, "Hotels_35": null, "Hotels_45": null, "Media_15": null, "Media_25": null, "Media_35": null, "Messaging_15": null, "Movies_15": null, "Movies_25": null, "Movies_35": null, "Music_15": null, "Music_25": null, "Music_35": null, "Payment_15": null, "RentalCars_15": null, "RentalCars_25": null, "RentalCars_35": null, "Restaurants_15": null, "Restaurants_25": null, "RideSharing_15": null, "RideSharing_25": null, "Services_15": null, "Services_25": null, "Services_35": null, "Services_45": null, "Trains_15": null, "Travel_15": null, "Weather_15": null }, "speaker": "system", "state": null, "utt_idx": 23, "utterance": "Have a good time!" } ]
sgd5
1_00000
sgd5-train-1
train
{ "description": "", "inform": {}, "request": {} }
[ "Restaurants_15" ]
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null, "Hotels_45": null, "Media_15": null, "Media_25": null, "Media_35": null, "Messaging_15": null, "Movies_15": null, "Movies_25": null, "Movies_35": null, "Music_15": null, "Music_25": null, "Music_35": null, "Payment_15": null, "RentalCars_15": null, "RentalCars_25": null, "RentalCars_35": null, "Restaurants_15": [], "Restaurants_25": null, "RideSharing_15": null, "RideSharing_25": null, "Services_15": null, "Services_25": null, "Services_35": null, "Services_45": null, "Trains_15": null, "Travel_15": null, "Weather_15": null }, "service_call": null, "speaker": "user", "state": { "Alarm_15": null, "Banks_15": null, "Banks_25": null, "Buses_15": null, "Buses_25": null, "Buses_35": null, "Calendar_15": null, "Events_15": null, "Events_25": null, "Events_35": null, "Flights_15": null, "Flights_25": null, "Flights_35": null, "Flights_45": null, "Homes_15": null, "Homes_25": null, "Hotels_15": null, "Hotels_25": null, "Hotels_35": null, "Hotels_45": null, "Media_15": null, "Media_25": null, "Media_35": null, "Messaging_15": null, "Movies_15": null, "Movies_25": null, "Movies_35": null, "Music_15": null, "Music_25": null, "Music_35": null, "Payment_15": null, "RentalCars_15": null, "RentalCars_25": null, "RentalCars_35": null, "Restaurants_15": { "address_of_restaurant": "", "alcohol_served_yes_no": "", "desired_reservation_date": "March 11th|the 11th", "entertainment": "", "estimated_price_band": "", "location_of_the_restaurant": "Milpitas|milpitas", "name_of_business": "Olive Garden Italian Restaurant|Olive garden Italian Restaurant", "number_reservation_seats": "1", "restaurant_contact": "", "restaurant_reservation_time": "12 pm|twelve in the afternoon", "type_of_food_available": "Take-out" }, "Restaurants_25": null, "RideSharing_15": null, "RideSharing_25": null, "Services_15": null, "Services_25": null, "Services_35": null, "Services_45": null, "Trains_15": null, "Travel_15": null, "Weather_15": null }, "utt_idx": 22, "utterance": "Thank you very much for your help" }, { "active_intent": null, "db_results": { "Alarm_15": null, "Banks_15": null, "Banks_25": null, "Buses_15": null, "Buses_25": null, "Buses_35": null, "Calendar_15": null, "Events_15": null, "Events_25": null, "Events_35": null, "Flights_15": null, "Flights_25": null, "Flights_35": null, "Flights_45": null, "Homes_15": null, "Homes_25": null, "Hotels_15": null, "Hotels_25": null, "Hotels_35": null, "Hotels_45": null, "Media_15": null, "Media_25": null, "Media_35": null, "Messaging_15": null, "Movies_15": null, "Movies_25": null, "Movies_35": null, "Music_15": null, "Music_25": null, "Music_35": null, "Payment_15": null, "RentalCars_15": null, "RentalCars_25": null, "RentalCars_35": null, "Restaurants_15": null, "Restaurants_25": null, "RideSharing_15": null, "RideSharing_25": null, "Services_15": null, "Services_25": null, "Services_35": null, "Services_45": null, "Trains_15": null, "Travel_15": null, "Weather_15": null }, "dialogue_acts": { "binary": [ { "domain": "", "intent": "req_more", "slot": "" } ], "categorical": [], "non-categorical": [] }, "requested_slots": null, "service_call": { "Alarm_15": null, "Banks_15": null, "Banks_25": null, "Buses_15": null, "Buses_25": null, "Buses_35": null, "Calendar_15": null, "Events_15": null, "Events_25": null, "Events_35": null, "Flights_15": null, "Flights_25": null, "Flights_35": null, "Flights_45": null, "Homes_15": null, "Homes_25": null, "Hotels_15": null, "Hotels_25": null, "Hotels_35": null, "Hotels_45": null, "Media_15": null, "Media_25": null, "Media_35": null, "Messaging_15": null, "Movies_15": null, "Movies_25": null, "Movies_35": null, "Music_15": null, "Music_25": null, "Music_35": null, "Payment_15": null, "RentalCars_15": null, "RentalCars_25": null, "RentalCars_35": null, "Restaurants_15": null, "Restaurants_25": null, "RideSharing_15": null, "RideSharing_25": null, "Services_15": null, "Services_25": null, "Services_35": null, "Services_45": null, "Trains_15": null, "Travel_15": null, "Weather_15": null }, "speaker": "system", "state": null, "utt_idx": 23, "utterance": "Shall i help you with anything else?" }, { "active_intent": { "Alarm_15": null, "Banks_15": null, "Banks_25": null, "Buses_15": null, "Buses_25": null, "Buses_35": null, "Calendar_15": null, "Events_15": null, "Events_25": null, "Events_35": null, "Flights_15": null, "Flights_25": null, "Flights_35": null, "Flights_45": null, "Homes_15": null, "Homes_25": null, "Hotels_15": null, "Hotels_25": null, "Hotels_35": null, "Hotels_45": null, "Media_15": null, "Media_25": null, "Media_35": null, "Messaging_15": null, "Movies_15": null, "Movies_25": null, "Movies_35": null, "Music_15": null, "Music_25": null, "Music_35": null, "Payment_15": null, "RentalCars_15": null, "RentalCars_25": null, "RentalCars_35": null, "Restaurants_15": "NONE", "Restaurants_25": null, "RideSharing_15": null, "RideSharing_25": null, "Services_15": null, "Services_25": null, "Services_35": null, "Services_45": null, "Trains_15": null, "Travel_15": null, "Weather_15": null }, "db_results": null, "dialogue_acts": { "binary": [ { "domain": "", "intent": "negate", "slot": "" }, { "domain": "", "intent": "thank_you", "slot": "" } ], "categorical": [], "non-categorical": [] }, "requested_slots": { "Alarm_15": null, "Banks_15": null, "Banks_25": null, "Buses_15": null, "Buses_25": null, "Buses_35": null, "Calendar_15": null, "Events_15": null, "Events_25": null, "Events_35": null, "Flights_15": null, "Flights_25": null, "Flights_35": null, "Flights_45": null, "Homes_15": null, "Homes_25": null, "Hotels_15": null, "Hotels_25": null, "Hotels_35": null, "Hotels_45": null, "Media_15": null, "Media_25": null, "Media_35": null, "Messaging_15": null, "Movies_15": null, "Movies_25": null, "Movies_35": null, "Music_15": null, "Music_25": null, "Music_35": null, "Payment_15": null, "RentalCars_15": null, "RentalCars_25": null, "RentalCars_35": null, "Restaurants_15": [], "Restaurants_25": null, "RideSharing_15": null, "RideSharing_25": null, "Services_15": null, "Services_25": null, "Services_35": null, "Services_45": null, "Trains_15": null, "Travel_15": null, "Weather_15": null }, "service_call": null, "speaker": "user", "state": { "Alarm_15": null, "Banks_15": null, "Banks_25": null, "Buses_15": null, "Buses_25": null, "Buses_35": null, "Calendar_15": null, "Events_15": null, "Events_25": null, "Events_35": null, "Flights_15": null, "Flights_25": null, "Flights_35": null, "Flights_45": null, "Homes_15": null, "Homes_25": null, "Hotels_15": null, "Hotels_25": null, "Hotels_35": null, "Hotels_45": null, "Media_15": null, "Media_25": null, "Media_35": null, "Messaging_15": null, "Movies_15": null, "Movies_25": null, "Movies_35": null, "Music_15": null, "Music_25": null, "Music_35": null, "Payment_15": null, "RentalCars_15": null, "RentalCars_25": null, "RentalCars_35": null, "Restaurants_15": { "address_of_restaurant": "", "alcohol_served_yes_no": "", "desired_reservation_date": "March 11th|the 11th", "entertainment": "", "estimated_price_band": "", "location_of_the_restaurant": "Milpitas|milpitas", "name_of_business": "Olive Garden Italian Restaurant|Olive garden Italian Restaurant", "number_reservation_seats": "1", "restaurant_contact": "", "restaurant_reservation_time": "12 pm|twelve in the afternoon", "type_of_food_available": "Take-out" }, "Restaurants_25": null, "RideSharing_15": null, "RideSharing_25": null, "Services_15": null, "Services_25": null, "Services_35": null, "Services_45": null, "Trains_15": null, "Travel_15": null, "Weather_15": null }, "utt_idx": 24, "utterance": "No, Thanks" }, { "active_intent": null, "db_results": { "Alarm_15": null, "Banks_15": null, "Banks_25": null, "Buses_15": null, "Buses_25": null, "Buses_35": null, "Calendar_15": null, "Events_15": null, "Events_25": null, "Events_35": null, "Flights_15": null, "Flights_25": null, "Flights_35": null, "Flights_45": null, "Homes_15": null, "Homes_25": null, "Hotels_15": null, "Hotels_25": null, "Hotels_35": null, "Hotels_45": null, "Media_15": null, "Media_25": null, "Media_35": null, "Messaging_15": null, "Movies_15": null, "Movies_25": null, "Movies_35": null, "Music_15": null, "Music_25": null, "Music_35": null, "Payment_15": null, "RentalCars_15": null, "RentalCars_25": null, "RentalCars_35": null, "Restaurants_15": null, "Restaurants_25": null, "RideSharing_15": null, "RideSharing_25": null, "Services_15": null, "Services_25": null, "Services_35": null, "Services_45": null, "Trains_15": null, "Travel_15": null, "Weather_15": null }, "dialogue_acts": { "binary": [ { "domain": "", "intent": "goodbye", "slot": "" } ], "categorical": [], "non-categorical": [] }, "requested_slots": null, "service_call": { "Alarm_15": null, "Banks_15": null, "Banks_25": null, "Buses_15": null, "Buses_25": null, "Buses_35": null, "Calendar_15": null, "Events_15": null, "Events_25": null, "Events_35": null, "Flights_15": null, "Flights_25": null, "Flights_35": null, "Flights_45": null, "Homes_15": null, "Homes_25": null, "Hotels_15": null, "Hotels_25": null, "Hotels_35": null, "Hotels_45": null, "Media_15": null, "Media_25": null, "Media_35": null, "Messaging_15": null, "Movies_15": null, "Movies_25": null, "Movies_35": null, "Music_15": null, "Music_25": null, "Music_35": null, "Payment_15": null, "RentalCars_15": null, "RentalCars_25": null, "RentalCars_35": null, "Restaurants_15": null, "Restaurants_25": null, "RideSharing_15": null, "RideSharing_25": null, "Services_15": null, "Services_25": null, "Services_35": null, "Services_45": null, "Trains_15": null, "Travel_15": null, "Weather_15": null }, "speaker": "system", "state": null, "utt_idx": 25, "utterance": "You are welcome, have a great day" } ]
sgd5
1_00001
sgd5-train-2
train
{ "description": "", "inform": {}, "request": {} }
[ "Restaurants_15" ]
[{"active_intent":{"Alarm_15":null,"Banks_15":null,"Banks_25":null,"Buses_15":null,"Buses_25":null,"(...TRUNCATED)
sgd5
1_00002
sgd5-train-3
train
{ "description": "", "inform": {}, "request": {} }
[ "Restaurants_15" ]
[{"active_intent":{"Alarm_15":null,"Banks_15":null,"Banks_25":null,"Buses_15":null,"Buses_25":null,"(...TRUNCATED)
sgd5
1_00003
sgd5-train-4
train
{ "description": "", "inform": {}, "request": {} }
[ "Restaurants_15" ]
[{"active_intent":{"Alarm_15":null,"Banks_15":null,"Banks_25":null,"Buses_15":null,"Buses_25":null,"(...TRUNCATED)
sgd5
1_00004
sgd5-train-5
train
{ "description": "", "inform": {}, "request": {} }
[ "Restaurants_15" ]
[{"active_intent":{"Alarm_15":null,"Banks_15":null,"Banks_25":null,"Buses_15":null,"Buses_25":null,"(...TRUNCATED)
sgd5
1_00005
sgd5-train-6
train
{ "description": "", "inform": {}, "request": {} }
[ "Restaurants_15" ]
[{"active_intent":{"Alarm_15":null,"Banks_15":null,"Banks_25":null,"Buses_15":null,"Buses_25":null,"(...TRUNCATED)
sgd5
1_00006
sgd5-train-7
train
{ "description": "", "inform": {}, "request": {} }
[ "Restaurants_15" ]
[{"active_intent":{"Alarm_15":null,"Banks_15":null,"Banks_25":null,"Buses_15":null,"Buses_25":null,"(...TRUNCATED)
sgd5
1_00007
sgd5-train-8
train
{ "description": "", "inform": {}, "request": {} }
[ "Restaurants_15" ]
[{"active_intent":{"Alarm_15":null,"Banks_15":null,"Banks_25":null,"Buses_15":null,"Buses_25":null,"(...TRUNCATED)
sgd5
1_00008
sgd5-train-9
train
{ "description": "", "inform": {}, "request": {} }
[ "Restaurants_15" ]
[{"active_intent":{"Alarm_15":null,"Banks_15":null,"Banks_25":null,"Buses_15":null,"Buses_25":null,"(...TRUNCATED)
sgd5
1_00009
End of preview.
YAML Metadata Warning: The task_categories "conversational" is not in the official list: text-classification, token-classification, table-question-answering, question-answering, zero-shot-classification, translation, summarization, feature-extraction, text-generation, text2text-generation, fill-mask, sentence-similarity, text-to-speech, text-to-audio, automatic-speech-recognition, audio-to-audio, audio-classification, voice-activity-detection, depth-estimation, image-classification, object-detection, image-segmentation, text-to-image, image-to-text, image-to-image, image-to-video, unconditional-image-generation, video-classification, reinforcement-learning, robotics, tabular-classification, tabular-regression, tabular-to-text, table-to-text, multiple-choice, text-retrieval, time-series-forecasting, text-to-video, image-text-to-text, visual-question-answering, document-question-answering, zero-shot-image-classification, graph-ml, mask-generation, zero-shot-object-detection, text-to-3d, image-to-3d, image-feature-extraction, other

Dataset Card for SGD-X v5

To use this dataset, you need to install ConvLab-3 platform first. Then you can load the dataset via:

from convlab.util import load_dataset, load_ontology, load_database

dataset = load_dataset('sgd5')
ontology = load_ontology('sgd5')
database = load_database('sgd5')

For more usage please refer to here.

Dataset Summary

The Schema-Guided Dialogue (SGD) dataset consists of over 20k annotated multi-domain, task-oriented conversations between a human and a virtual assistant. These conversations involve interactions with services and APIs spanning 20 domains, such as banks, events, media, calendar, travel, and weather. For most of these domains, the dataset contains multiple different APIs, many of which have overlapping functionalities but different interfaces, which reflects common real-world scenarios. The wide range of available annotations can be used for intent prediction, slot filling, dialogue state tracking, policy imitation learning, language generation, and user simulation learning, among other tasks for developing large-scale virtual assistants. Additionally, the dataset contains unseen domains and services in the evaluation set to quantify the performance in zero-shot or few-shot settings.

The SGD-X dataset consists of 5 linguistic variants of every schema in the original SGD dataset. Linguistic variants were written by hundreds of paid crowd-workers. In the SGD-X directory, v1 represents the variant closest to the original schemas and v5 the farthest in terms of linguistic distance. To evaluate model performance on SGD-X schemas, dialogues must be converted using the script generate_sgdx_dialogues.py.

  • How to get the transformed data from original data:
  • Main changes of the transformation:
    • Lower case original act as intent.
    • Add count slot for each domain, non-categorical, find span by text matching.
    • Categorize dialogue acts according to the intent.
    • Concatenate multiple values using |.
    • Retain active_intent, requested_slots, service_call.
  • Annotations:
    • dialogue acts, state, db_results, service_call, active_intent, requested_slots.

Supported Tasks and Leaderboards

NLU, DST, Policy, NLG, E2E

Languages

English

Data Splits

split dialogues utterances avg_utt avg_tokens avg_domains cat slot match(state) cat slot match(goal) cat slot match(dialogue act) non-cat slot span(dialogue act)
train 16142 329964 20.44 9.75 1.84 100 - 100 100
validation 2482 48726 19.63 9.66 1.84 100 - 100 100
test 4201 84594 20.14 10.4 2.02 100 - 100 100
all 22825 463284 20.3 9.86 1.87 100 - 100 100

45 domains: ['Banks_15', 'Buses_15', 'Buses_25', 'Calendar_15', 'Events_15', 'Events_25', 'Flights_15', 'Flights_25', 'Homes_15', 'Hotels_15', 'Hotels_25', 'Hotels_35', 'Media_15', 'Movies_15', 'Music_15', 'Music_25', 'RentalCars_15', 'RentalCars_25', 'Restaurants_15', 'RideSharing_15', 'RideSharing_25', 'Services_15', 'Services_25', 'Services_35', 'Travel_15', 'Weather_15', 'Alarm_15', 'Banks_25', 'Flights_35', 'Hotels_45', 'Media_25', 'Movies_25', 'Restaurants_25', 'Services_45', 'Buses_35', 'Events_35', 'Flights_45', 'Homes_25', 'Media_35', 'Messaging_15', 'Movies_35', 'Music_35', 'Payment_15', 'RentalCars_35', 'Trains_15']

  • cat slot match: how many values of categorical slots are in the possible values of ontology in percentage.
  • non-cat slot span: how many values of non-categorical slots have span annotation in percentage.

Citation

@inproceedings{lee2022sgd,
  title={SGD-X: A Benchmark for Robust Generalization in Schema-Guided Dialogue Systems},
  author={Lee, Harrison and Gupta, Raghav and Rastogi, Abhinav and Cao, Yuan and Zhang, Bin and Wu, Yonghui},
  booktitle={Proceedings of the AAAI Conference on Artificial Intelligence},
  volume={36},
  number={10},
  pages={10938--10946},
  year={2022}
}

Licensing Information

CC BY-SA 4.0

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