The full dataset viewer is not available (click to read why). Only showing a preview of the rows.
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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goal
dict | dataset
string | data_split
string | domains
sequence | original_id
string | dialogue_id
string | turns
list |
---|---|---|---|---|---|---|
{
"description": "",
"inform": {},
"request": {}
} | sgd | train | [
"Restaurants_1"
] | 1_00000 | sgd-train-0 | [
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{
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},
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"utterance": "Your table has been reserved."
},
{
"active_intent": {
"Alarm_1": null,
"Banks_1": null,
"Banks_2": null,
"Buses_1": null,
"Buses_2": null,
"Buses_3": null,
"Calendar_1": null,
"Events_1": null,
"Events_2": null,
"Events_3": null,
"Flights_1": null,
"Flights_2": null,
"Flights_3": null,
"Flights_4": null,
"Homes_1": null,
"Homes_2": null,
"Hotels_1": null,
"Hotels_2": null,
"Hotels_3": null,
"Hotels_4": null,
"Media_1": null,
"Media_2": null,
"Media_3": null,
"Messaging_1": null,
"Movies_1": null,
"Movies_2": null,
"Movies_3": null,
"Music_1": null,
"Music_2": null,
"Music_3": null,
"Payment_1": null,
"RentalCars_1": null,
"RentalCars_2": null,
"RentalCars_3": null,
"Restaurants_1": "ReserveRestaurant",
"Restaurants_2": null,
"RideSharing_1": null,
"RideSharing_2": null,
"Services_1": null,
"Services_2": null,
"Services_3": null,
"Services_4": null,
"Trains_1": null,
"Travel_1": null,
"Weather_1": null
},
"db_results": null,
"dialogue_acts": {
"binary": [
{
"domain": "",
"intent": "thank_you",
"slot": ""
},
{
"domain": "",
"intent": "goodbye",
"slot": ""
}
],
"categorical": [],
"non-categorical": []
},
"requested_slots": {
"Alarm_1": null,
"Banks_1": null,
"Banks_2": null,
"Buses_1": null,
"Buses_2": null,
"Buses_3": null,
"Calendar_1": null,
"Events_1": null,
"Events_2": null,
"Events_3": null,
"Flights_1": null,
"Flights_2": null,
"Flights_3": null,
"Flights_4": null,
"Homes_1": null,
"Homes_2": null,
"Hotels_1": null,
"Hotels_2": null,
"Hotels_3": null,
"Hotels_4": null,
"Media_1": null,
"Media_2": null,
"Media_3": null,
"Messaging_1": null,
"Movies_1": null,
"Movies_2": null,
"Movies_3": null,
"Music_1": null,
"Music_2": null,
"Music_3": null,
"Payment_1": null,
"RentalCars_1": null,
"RentalCars_2": null,
"RentalCars_3": null,
"Restaurants_1": [],
"Restaurants_2": null,
"RideSharing_1": null,
"RideSharing_2": null,
"Services_1": null,
"Services_2": null,
"Services_3": null,
"Services_4": null,
"Trains_1": null,
"Travel_1": null,
"Weather_1": null
},
"service_call": null,
"speaker": "user",
"state": {
"Alarm_1": null,
"Banks_1": null,
"Banks_2": null,
"Buses_1": null,
"Buses_2": null,
"Buses_3": null,
"Calendar_1": null,
"Events_1": null,
"Events_2": null,
"Events_3": null,
"Flights_1": null,
"Flights_2": null,
"Flights_3": null,
"Flights_4": null,
"Homes_1": null,
"Homes_2": null,
"Hotels_1": null,
"Hotels_2": null,
"Hotels_3": null,
"Hotels_4": null,
"Media_1": null,
"Media_2": null,
"Media_3": null,
"Messaging_1": null,
"Movies_1": null,
"Movies_2": null,
"Movies_3": null,
"Music_1": null,
"Music_2": null,
"Music_3": null,
"Payment_1": null,
"RentalCars_1": null,
"RentalCars_2": null,
"RentalCars_3": null,
"Restaurants_1": {
"city": "Berkeley",
"cuisine": "Ethiopian",
"date": "2nd of this month|tomorrow",
"has_live_music": "",
"party_size": "2",
"phone_number": "",
"price_range": "",
"restaurant_name": "Addis Restaurant",
"serves_alcohol": "",
"street_address": "",
"time": "17:30|5:30 pm"
},
"Restaurants_2": null,
"RideSharing_1": null,
"RideSharing_2": null,
"Services_1": null,
"Services_2": null,
"Services_3": null,
"Services_4": null,
"Trains_1": null,
"Travel_1": null,
"Weather_1": null
},
"utt_idx": 16,
"utterance": "Thank you. That's all I need for now."
},
{
"active_intent": null,
"db_results": {
"Alarm_1": null,
"Banks_1": null,
"Banks_2": null,
"Buses_1": null,
"Buses_2": null,
"Buses_3": null,
"Calendar_1": null,
"Events_1": null,
"Events_2": null,
"Events_3": null,
"Flights_1": null,
"Flights_2": null,
"Flights_3": null,
"Flights_4": null,
"Homes_1": null,
"Homes_2": null,
"Hotels_1": null,
"Hotels_2": null,
"Hotels_3": null,
"Hotels_4": null,
"Media_1": null,
"Media_2": null,
"Media_3": null,
"Messaging_1": null,
"Movies_1": null,
"Movies_2": null,
"Movies_3": null,
"Music_1": null,
"Music_2": null,
"Music_3": null,
"Payment_1": null,
"RentalCars_1": null,
"RentalCars_2": null,
"RentalCars_3": null,
"Restaurants_1": null,
"Restaurants_2": null,
"RideSharing_1": null,
"RideSharing_2": null,
"Services_1": null,
"Services_2": null,
"Services_3": null,
"Services_4": null,
"Trains_1": null,
"Travel_1": null,
"Weather_1": null
},
"dialogue_acts": {
"binary": [
{
"domain": "",
"intent": "goodbye",
"slot": ""
}
],
"categorical": [],
"non-categorical": []
},
"requested_slots": null,
"service_call": {
"Alarm_1": null,
"Banks_1": null,
"Banks_2": null,
"Buses_1": null,
"Buses_2": null,
"Buses_3": null,
"Calendar_1": null,
"Events_1": null,
"Events_2": null,
"Events_3": null,
"Flights_1": null,
"Flights_2": null,
"Flights_3": null,
"Flights_4": null,
"Homes_1": null,
"Homes_2": null,
"Hotels_1": null,
"Hotels_2": null,
"Hotels_3": null,
"Hotels_4": null,
"Media_1": null,
"Media_2": null,
"Media_3": null,
"Messaging_1": null,
"Movies_1": null,
"Movies_2": null,
"Movies_3": null,
"Music_1": null,
"Music_2": null,
"Music_3": null,
"Payment_1": null,
"RentalCars_1": null,
"RentalCars_2": null,
"RentalCars_3": null,
"Restaurants_1": null,
"Restaurants_2": null,
"RideSharing_1": null,
"RideSharing_2": null,
"Services_1": null,
"Services_2": null,
"Services_3": null,
"Services_4": null,
"Trains_1": null,
"Travel_1": null,
"Weather_1": null
},
"speaker": "system",
"state": null,
"utt_idx": 17,
"utterance": "Have a great day!"
}
] |
{
"description": "",
"inform": {},
"request": {}
} | sgd | train | [
"Restaurants_1"
] | 1_00003 | sgd-train-3 | [{"active_intent":{"Alarm_1":null,"Banks_1":null,"Banks_2":null,"Buses_1":null,"Buses_2":null,"Buses(...TRUNCATED) |
{
"description": "",
"inform": {},
"request": {}
} | sgd | train | [
"Restaurants_1"
] | 1_00004 | sgd-train-4 | [{"active_intent":{"Alarm_1":null,"Banks_1":null,"Banks_2":null,"Buses_1":null,"Buses_2":null,"Buses(...TRUNCATED) |
{
"description": "",
"inform": {},
"request": {}
} | sgd | train | [
"Restaurants_1"
] | 1_00005 | sgd-train-5 | [{"active_intent":{"Alarm_1":null,"Banks_1":null,"Banks_2":null,"Buses_1":null,"Buses_2":null,"Buses(...TRUNCATED) |
{
"description": "",
"inform": {},
"request": {}
} | sgd | train | [
"Restaurants_1"
] | 1_00006 | sgd-train-6 | [{"active_intent":{"Alarm_1":null,"Banks_1":null,"Banks_2":null,"Buses_1":null,"Buses_2":null,"Buses(...TRUNCATED) |
{
"description": "",
"inform": {},
"request": {}
} | sgd | train | [
"Restaurants_1"
] | 1_00007 | sgd-train-7 | [{"active_intent":{"Alarm_1":null,"Banks_1":null,"Banks_2":null,"Buses_1":null,"Buses_2":null,"Buses(...TRUNCATED) |
{
"description": "",
"inform": {},
"request": {}
} | sgd | train | [
"Restaurants_1"
] | 1_00008 | sgd-train-8 | [{"active_intent":{"Alarm_1":null,"Banks_1":null,"Banks_2":null,"Buses_1":null,"Buses_2":null,"Buses(...TRUNCATED) |
{
"description": "",
"inform": {},
"request": {}
} | sgd | train | [
"Restaurants_1"
] | 1_00009 | sgd-train-9 | [{"active_intent":{"Alarm_1":null,"Banks_1":null,"Banks_2":null,"Buses_1":null,"Buses_2":null,"Buses(...TRUNCATED) |
Dataset Card for Schema-Guided Dialogue
- Repository: https://github.com/google-research-datasets/dstc8-schema-guided-dialogue
- Paper: https://arxiv.org/pdf/1909.05855.pdf
- Leaderboard: None
- Who transforms the dataset: Qi Zhu(zhuq96 at gmail dot com)
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('sgd')
ontology = load_ontology('sgd')
database = load_database('sgd')
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.
- How to get the transformed data from original data:
- Download dstc8-schema-guided-dialogue-master.zip.
- Run
python preprocess.py
in the current directory.
- Main changes of the transformation:
- Lower case original
act
asintent
. - Add
count
slot for each domain, non-categorical, find span by text matching. - Categorize
dialogue acts
according to theintent
. - Concatenate multiple values using
|
. - Retain
active_intent
,requested_slots
,service_call
.
- Lower case original
- 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_1', 'Buses_1', 'Buses_2', 'Calendar_1', 'Events_1', 'Events_2', 'Flights_1', 'Flights_2', 'Homes_1', 'Hotels_1', 'Hotels_2', 'Hotels_3', 'Media_1', 'Movies_1', 'Music_1', 'Music_2', 'RentalCars_1', 'RentalCars_2', 'Restaurants_1', 'RideSharing_1', 'RideSharing_2', 'Services_1', 'Services_2', 'Services_3', 'Travel_1', 'Weather_1', 'Alarm_1', 'Banks_2', 'Flights_3', 'Hotels_4', 'Media_2', 'Movies_2', 'Restaurants_2', 'Services_4', 'Buses_3', 'Events_3', 'Flights_4', 'Homes_2', 'Media_3', 'Messaging_1', 'Movies_3', 'Music_3', 'Payment_1', 'RentalCars_3', 'Trains_1']
- 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
@article{rastogi2019towards,
title={Towards Scalable Multi-domain Conversational Agents: The Schema-Guided Dialogue Dataset},
author={Rastogi, Abhinav and Zang, Xiaoxue and Sunkara, Srinivas and Gupta, Raghav and Khaitan, Pranav},
journal={arXiv preprint arXiv:1909.05855},
year={2019}
}
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