image_multilabel_classification.py 1.4 KB

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  1. # Copyright (c) 2024 PaddlePaddle Authors. All Rights Reserved.
  2. #
  3. # Licensed under the Apache License, Version 2.0 (the "License");
  4. # you may not use this file except in compliance with the License.
  5. # You may obtain a copy of the License at
  6. #
  7. # http://www.apache.org/licenses/LICENSE-2.0
  8. #
  9. # Unless required by applicable law or agreed to in writing, software
  10. # distributed under the License is distributed on an "AS IS" BASIS,
  11. # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
  12. # See the License for the specific language governing permissions and
  13. # limitations under the License.
  14. from typing import Dict, Final, List, Optional, Union
  15. from pydantic import BaseModel
  16. from typing_extensions import Literal
  17. from ..infra.models import PrimaryOperations
  18. from .shared import classification
  19. __all__ = [
  20. "INFER_ENDPOINT",
  21. "InferRequest",
  22. "InferResult",
  23. "PRIMARY_OPERATIONS",
  24. ]
  25. INFER_ENDPOINT: Final[str] = "/multilabel-image-classification"
  26. class InferRequest(BaseModel):
  27. image: str
  28. visualize: Optional[bool] = None
  29. threshold: Optional[
  30. Union[float, Dict[Union[Literal["default"], int], float], List[float]]
  31. ] = None
  32. class InferResult(BaseModel):
  33. categories: List[classification.Category]
  34. image: Optional[str] = None
  35. PRIMARY_OPERATIONS: Final[PrimaryOperations] = {
  36. "infer": (INFER_ENDPOINT, InferRequest, InferResult),
  37. }