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from typing import Dict, List, Any
from transformers import ClapModel, ClapProcessor
import gc
class EndpointHandler:
def __init__(self, path=""):
model_name = "laion/larger_clap_general"
self.model = ClapModel.from_pretrained(model_name)
self.processor = ClapProcessor.from_pretrained(model_name)
def __call__(self, data: Dict[str, Any]) -> List[Dict[str, Any]]:
"""
data args:
inputs (:obj: `str`)
date (:obj: `str`)
Return:
A :obj:`list` | `dict`: will be serialized and returned
"""
print(type(data))
query = data['inputs']
text_inputs = self.processor(text=query, return_tensors="pt")
text_embed = self.model.get_text_features(**text_inputs)[0]
gc.collect()
return text_embed |