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Sponsored by
APIMart
knowledgator / flan-t5-large-for-classification
Model's Last Updated: February 29 2024
text-generation
Introduction of flan-t5-large-for-classification
Model Details of flan-t5-large-for-classification
flan-t5-small-for-classification
This is an additional fine-tuned flan-t5-large model on many classification datasets.
The model supports prompt-tuned classification and is suitable for complex classification settings such as resumes classification by criteria.
You can use the model simply generating the text class name or using our unlimited-classifier .
The library allows to set constraints on generation and classify text into millions of classes.
How to use:
To use it with transformers library take a look into the following code snippet:
# pip install accelerate
from transformers import T5Tokenizer, T5ForConditionalGeneration
tokenizer = T5Tokenizer.from_pretrained("knowledgator/flan-t5-large-for-classification")
model = T5ForConditionalGeneration.from_pretrained("knowledgator/flan-t5-large-for-classification", device_map="auto")
input_text = "Define sentiment of the following text: I love to travel and someday I will see the world."
input_ids = tokenizer(input_text, return_tensors="pt").input_ids.to("cuda")
outputs = model.generate(input_ids)
print(tokenizer.decode(outputs[0]))
Using unlimited-classifier
# pip install unlimited-classifier
from unlimited_classifier import TextClassifier
classifier = TextClassifier(
labels=[
'positive',
'negative',
'neutral'
],
model='knowledgator/flan-t5-large-for-classification',
tokenizer='knowledgator/flan-t5-large-for-classification',
)
output = classifier.invoke(input_text)
print(output)
Runs of knowledgator flan-t5-large-for-classification on huggingface.co
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More Information About flan-t5-large-for-classification huggingface.co Model
Url of flan-t5-large-for-classification
flan-t5-large-for-classification huggingface.co Url
Provider of flan-t5-large-for-classification huggingface.co
Other API from knowledgator
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