Commit
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aad6030
1
Parent(s):
a6760d1
Create inference.py
Browse files- inference.py +31 -0
inference.py
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from transformers import pipeline, Text2TextGenerationPipeline
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model_name = "test-BB2"
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model = pipeline(
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"text2text-generation",
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model=model_name,
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tokenizer=model_name,
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)
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class MyText2TextGenerationPipeline(Text2TextGenerationPipeline):
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def __init__(self, *args, default_text=None, **kwargs):
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super().__init__(*args, **kwargs)
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self.default_text = default_text
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def __call__(self, *args, **kwargs):
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if "prompt" not in kwargs and self.default_text is not None:
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kwargs["prompt"] = self.default_text
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return super().__call__(*args, **kwargs)
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def generate_text(input_text, default_text="Enter your input text here"):
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generator = MyText2TextGenerationPipeline(
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model=model,
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tokenizer=model.tokenizer,
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default_text=default_text
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)
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return generator(input_text, max_length=100)
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# Example usage:
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input_text = "The quick brown fox jumps over the lazy dog."
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generated_text = generate_text(input_text, default_text="Enter a new input text here")
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print(generated_text)
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