
from typing import Optional

from ..utils.logging import get_logger
from .audio_classificiation import AudioClassification
from .automatic_speech_recognition import AutomaticSpeechRecognition
from .base import TaskTemplate
from .image_classification import ImageClassification
from .language_modeling import LanguageModeling
from .question_answering import QuestionAnsweringExtractive
from .summarization import Summarization
from .text_classification import TextClassification


snake_case__  							=							[
    """AutomaticSpeechRecognition""",
    """AudioClassification""",
    """ImageClassification""",
    """LanguageModeling""",
    """QuestionAnsweringExtractive""",
    """Summarization""",
    """TaskTemplate""",
    """TextClassification""",
]

snake_case__  							=							get_logger(__name__)


snake_case__  							=							{
    AutomaticSpeechRecognition.task: AutomaticSpeechRecognition,
    AudioClassification.task: AudioClassification,
    ImageClassification.task: ImageClassification,
    LanguageModeling.task: LanguageModeling,
    QuestionAnsweringExtractive.task: QuestionAnsweringExtractive,
    Summarization.task: Summarization,
    TextClassification.task: TextClassification,
}

def        lowerCamelCase_      (			UpperCAmelCase_							:				dict       ):
						lowercase       :    Tuple											=  task_template_dict.get('''task'''       )
						if task_name is None:
												logger.warning(f'''Couldn\'t find template for task \'{task_name}\'. Available templates: {list(UpperCAmelCase_       )}'''       )
												return None
						lowercase       :    Optional[Any]											=  NAMEaTEMPLATE.get(UpperCAmelCase_       )
						return template.from_dict(UpperCAmelCase_       )







snake_case__  							=							"""
# Diffusers installation
! pip install diffusers transformers datasets accelerate
# To install from source instead of the last release, comment the command above and uncomment the following one.
# ! pip install git+https://github.com/huggingface/diffusers.git
"""

snake_case__  							=							[{"""type""": """code""", """content""": INSTALL_CONTENT}]


