Использованная литература:
диалоги
Используйте следующую команду, чтобы загрузить этот набор данных в TFDS:
ds = tfds.load('huggingface:schema_guided_dstc8/dialogues')
- Описание :
The Schema-Guided Dialogue dataset (SGD) was developed for the Dialogue State Tracking task of the Eights Dialogue Systems Technology Challenge (dstc8).
The SGD dataset consists of over 18k annotated multi-domain, task-oriented conversations between a human and a virtual assistant.
These conversations involve interactions with services and APIs spanning 17 domains, ranging from banks and events to media, calendar, travel, and weather.
For most of these domains, the SGD dataset contains multiple different APIs, many of which have overlapping functionalities but different interfaces,
which reflects common real-world scenarios.
- Лицензия : CC BY-SA 4.0.
- Версия : 0.0.0
- Расколы :
| Расколоть | Примеры |
|---|---|
'test' | 4201 |
'train' | 16142 |
'validation' | 2482 |
- Функции :
{
"dialogue_id": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"services": {
"feature": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"turns": {
"feature": {
"speaker": {
"num_classes": 2,
"names": [
"USER",
"SYSTEM"
],
"names_file": null,
"id": null,
"_type": "ClassLabel"
},
"utterance": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"frames": {
"feature": {
"service": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"slots": {
"feature": {
"slot": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"start": {
"dtype": "int32",
"id": null,
"_type": "Value"
},
"exclusive_end": {
"dtype": "int32",
"id": null,
"_type": "Value"
}
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"state": {
"active_intent": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"requested_slots": {
"feature": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"slot_values": {
"feature": {
"slot_name": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"slot_value_list": {
"feature": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
}
},
"length": -1,
"id": null,
"_type": "Sequence"
}
},
"actions": {
"feature": {
"act": {
"num_classes": 18,
"names": [
"AFFIRM",
"AFFIRM_INTENT",
"CONFIRM",
"GOODBYE",
"INFORM",
"INFORM_COUNT",
"INFORM_INTENT",
"NEGATE",
"NEGATE_INTENT",
"NOTIFY_FAILURE",
"NOTIFY_SUCCESS",
"OFFER",
"OFFER_INTENT",
"REQUEST",
"REQUEST_ALTS",
"REQ_MORE",
"SELECT",
"THANK_YOU"
],
"names_file": null,
"id": null,
"_type": "ClassLabel"
},
"slot": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"canonical_values": {
"feature": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"values": {
"feature": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
}
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"service_results": {
"feature": {
"service_results_list": {
"feature": {
"service_slot_name": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"service_canonical_value": {
"dtype": "string",
"id": null,
"_type": "Value"
}
},
"length": -1,
"id": null,
"_type": "Sequence"
}
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"service_call": {
"method": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"parameters": {
"feature": {
"parameter_slot_name": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"parameter_canonical_value": {
"dtype": "string",
"id": null,
"_type": "Value"
}
},
"length": -1,
"id": null,
"_type": "Sequence"
}
}
},
"length": -1,
"id": null,
"_type": "Sequence"
}
},
"length": -1,
"id": null,
"_type": "Sequence"
}
}
схема
Используйте следующую команду, чтобы загрузить этот набор данных в TFDS:
ds = tfds.load('huggingface:schema_guided_dstc8/schema')
- Описание :
The Schema-Guided Dialogue dataset (SGD) was developed for the Dialogue State Tracking task of the Eights Dialogue Systems Technology Challenge (dstc8).
The SGD dataset consists of over 18k annotated multi-domain, task-oriented conversations between a human and a virtual assistant.
These conversations involve interactions with services and APIs spanning 17 domains, ranging from banks and events to media, calendar, travel, and weather.
For most of these domains, the SGD dataset contains multiple different APIs, many of which have overlapping functionalities but different interfaces,
which reflects common real-world scenarios.
- Лицензия : CC BY-SA 4.0.
- Версия : 0.0.0
- Расколы :
| Расколоть | Примеры |
|---|---|
'test' | 21 |
'train' | 26 |
'validation' | 17 |
- Функции :
{
"service_name": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"description": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"slots": {
"feature": {
"name": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"description": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"is_categorical": {
"dtype": "bool",
"id": null,
"_type": "Value"
},
"possible_values": {
"feature": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
}
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"intents": {
"feature": {
"name": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"description": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"is_transactional": {
"dtype": "bool",
"id": null,
"_type": "Value"
},
"required_slots": {
"feature": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"optional_slots": {
"feature": {
"slot_name": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"slot_value": {
"dtype": "string",
"id": null,
"_type": "Value"
}
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"result_slots": {
"feature": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
}
},
"length": -1,
"id": null,
"_type": "Sequence"
}
}