voorhs
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add model card
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README.md
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- split: intents
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path: intents/intents-*
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---
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- split: intents
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path: intents/intents-*
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---
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# Dream
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This is a text classification dataset. It is intended for machine learning research and experimentation.
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This dataset is obtained via formatting another publicly available data to be compatible with our [AutoIntent Library](https://deeppavlov.github.io/AutoIntent/index.html).
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## Usage
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It is intended to be used with our [AutoIntent Library](https://deeppavlov.github.io/AutoIntent/index.html):
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```python
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from autointent import Dataset
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dream = Dataset.from_datasets("AutoIntent/dream")
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```
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## Source
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This dataset is taken from [DeepPavlov Library](https://github.com/deeppavlov/DeepPavlov)'s repository. It was formatted with our [AutoIntent Library](https://deeppavlov.github.io/AutoIntent/index.html):
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```python
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# define utils
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import json
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import requests
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from autointent import Dataset
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def load_json_from_github(github_file: str):
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raw_text = requests.get(github_file).text
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return json.loads(raw_text)
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def convert_dream(dream_dict):
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intents = []
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for i, (intent_name, all_phrases) in enumerate(dream_dict["intent_phrases"].items()):
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intent_record = {
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"id": i,
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"name": intent_name,
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"tags": [],
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"regexp_full_match": all_phrases["phrases"],
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"regexp_partial_match": all_phrases.get("reg_phrases", []),
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}
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intents.append(intent_record)
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return Dataset.from_dict({"intents": intents, "train": [{"utterance": "test", "label": 0}]})
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# load and format
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github_file = "https://raw.githubusercontent.com/deeppavlov/dream/26ff1aaf1c9019c60b74468705bd6d9b7ebc5353/annotators/IntentCatcherTransformers/intent_phrases_RU.json"
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dream = load_json_from_github(github_file)
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dream_converted = convert_dream(dream)
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```
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