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And One More Question. How Can I Get Loaded Model In Preporcess Class In Clearml Serving?


AgitatedDove14 My model has method generate. i would like to call it. How can i get loaded automaticly model from Preprocess object. Preprocess file
` from typing import Any, Callable, Optional

from transformers import TrOCRProcessor
import numpy as np

Notice Preprocess class Must be named "Preprocess"

class Preprocess(object):

def __init__(self):
    self.processor = TrOCRProcessor.from_pretrained("microsoft/trocr-small-printed")      

def preprocess(self, body: dict, state: dict, collect_custom_statistics_fn=None) -> Any:
    return self.processor.batch_decode(np.array(body.get("image")))

def process(
        self,
        data: Any,
        state: dict,
        collect_custom_statistics_fn: Optional[Callable[[dict], None]],
) -> Any: 
    model = #get model
    data = model.generate(data.pixel_values)
    return data

def postprocess(self, data: Any, state: dict, collect_custom_statistics_fn=None) -> dict:
    return dict(predict=data.tolist()) `I trained model and log it to ClearML Server. I try to add it to ClearML Serving, but it call  ` forward `  method by default
  
  
Posted 2 years ago
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2 years ago
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