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support decode from bytes

Signed-off-by: junjiejiangjjj <junjie.jiang@zilliz.com>
main
junjiejiangjjj 1 year ago
parent
commit
53144950f1
  1. 4
      __init__.py
  2. 38
      image_decode_cv2.py

4
__init__.py

@ -16,5 +16,5 @@ from .image_decode_cv2 import ImageDecodeCV2
# The factory method
def cv2():
return ImageDecodeCV2()
def cv2(*args, **kwargs):
return ImageDecodeCV2(*args, **kwargs)

38
image_decode_cv2.py

@ -14,22 +14,23 @@
import logging
from typing import Union
import cv2
import requests
import numpy as np
from towhee import register
from towhee.operator import PyOperator, OperatorFlag
from towhee._types import Image
from towhee.operator import PyOperator
from towhee.types import Image
log = logging.getLogger()
@register(output_schema=['img'],
flag=OperatorFlag.STATELESS | OperatorFlag.REUSEABLE)
class ImageDecodeCV2(PyOperator):
def __init__(self):
pass
def __init__(self, mode='BGR'):
mode = mode.upper()
if mode not in ['BGR', 'RGB']:
raise RuntimeError("Mode only support BRG and RGB")
self._mode = mode
@staticmethod
def _load_from_remote(image_url: str) -> np.ndarray:
@ -49,14 +50,25 @@ class ImageDecodeCV2(PyOperator):
def _load_from_local(image_path: str) -> np.ndarray:
return cv2.imread(image_path)
def __call__(self, image_path: str):
if image_path.startswith('http'):
bgr_cv_image = ImageDecodeCV2._load_from_remote(image_path)
@staticmethod
def _from_bytes(image_bytes) -> np.ndarray:
arr = np.asarray(bytearray(image_bytes), dtype=np.uint8)
return cv2.imdecode(arr, -1)
def __call__(self, image_data: Union[str, bytes]):
if isinstance(image_data, bytes):
bgr_cv_image = ImageDecodeCV2._from_bytes(image_data)
elif image_data.startswith('http'):
bgr_cv_image = ImageDecodeCV2._load_from_remote(image_data)
else:
bgr_cv_image = ImageDecodeCV2._load_from_local(image_path)
bgr_cv_image = ImageDecodeCV2._load_from_local(image_data)
if bgr_cv_image is None:
err = 'Read image %s failed' % image_path
err = 'Read image %s failed' % image_data
log.error(err)
raise RuntimeError(err)
return Image(bgr_cv_image, 'BGR')
if self._mode == 'BGR':
return Image(bgr_cv_image, 'BGR')
rgb_cv_image = cv2.cvtColor(bgr_cv_image, cv2.COLOR_BGR2RGB)
return Image(rgb_cv_image, 'RGB')

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