cv2
copied
GuoRentong
3 years ago
5 changed files with 268 additions and 1 deletions
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# Byte-compiled / optimized / DLL files |
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__pycache__/ |
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*.py[cod] |
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*$py.class |
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# C extensions |
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*.so |
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# Distribution / packaging |
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.Python |
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build/ |
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develop-eggs/ |
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dist/ |
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downloads/ |
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eggs/ |
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.eggs/ |
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lib/ |
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lib64/ |
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parts/ |
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sdist/ |
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var/ |
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wheels/ |
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*.egg-info/ |
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.installed.cfg |
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*.egg |
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MANIFEST |
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# PyInstaller |
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# Usually these files are written by a Python script from a template |
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# before PyInstaller builds the exe, so as to inject date/other infos into it. |
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*.manifest |
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*.spec |
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# Installer logs |
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pip-log.txt |
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pip-delete-this-directory.txt |
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# Unit test / coverage reports |
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htmlcov/ |
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.tox/ |
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.coverage |
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.coverage.* |
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.cache |
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tests/unittests/test_cache/* |
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nosetests.xml |
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coverage.xml |
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*.cover |
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.hypothesis/ |
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.pytest_cache/ |
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# Translations |
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*.mo |
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*.pot |
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# Django stuff: |
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*.log |
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local_settings.py |
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db.sqlite3 |
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instance/ |
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.webassets-cache |
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# Scrapy stuff: |
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.scrapy |
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# Sphinx documentation |
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docs/_build/ |
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# PyBuilder |
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target/ |
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# Jupyter Notebook |
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.ipynb_checkpoints |
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# pyenv |
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.python-version |
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# celery beat schedule file |
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celerybeat-schedule |
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*.sage.py |
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# Environments |
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.env |
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.venv |
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env/ |
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venv/ |
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ENV/ |
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env.bak/ |
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venv.bak/ |
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# Spyder project settings |
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.spyderproject |
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.ropeproject |
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# mkdocs documentation |
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/site |
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# mypy |
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.mypy_cache/ |
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.DS_Store |
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.idea |
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.try |
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.vscode/ |
@ -1,2 +1,74 @@ |
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# cv2 |
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## Image Decode Implementation with CV2 |
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*author: Kaiyuan Hu, Rentong Guo* |
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### Desription |
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An image decode operator implementation with OpenCV. |
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```python |
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import towhee import ops |
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img_decode = ops.image_decode.cv2() |
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img = img_decode('./dog.jpg') |
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``` |
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### Factory method |
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Create the operator via the following factory method |
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***ops.image_decode.cv2()*** |
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### Interface |
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An image decode operator takes an image path as input. It decodes the image back to ndarray. |
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**Parameters:** |
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​ ***img***: *str* |
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​ Image file path. |
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**Returns**: *numpy.ndarray* |
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​ The decoded image data. |
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### Code Example |
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Load a image from path './dog.jpg'. |
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*Write the pipeline in simplified style*: |
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```python |
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import towhee.DataCollection as dc |
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dc.glob(./dog.jpg) |
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.image_decode.cv2() |
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.show() |
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``` |
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*Write a same pipeline with explicit inputs/outputs name specifications:* |
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```python |
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import towhee.DataCollection as dc |
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dc.glob['path'](./dog.jpg) |
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.image_decode.cv2['path', 'img']() |
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.select('img') |
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.show() |
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``` |
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# Copyright 2021 Zilliz. All rights reserved. |
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# |
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# Licensed under the Apache License, Version 2.0 (the "License"); |
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# you may not use this file except in compliance with the License. |
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# You may obtain a copy of the License at |
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# |
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# http://www.apache.org/licenses/LICENSE-2.0 |
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# |
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# Unless required by applicable law or agreed to in writing, software |
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# distributed under the License is distributed on an "AS IS" BASIS, |
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
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# See the License for the specific language governing permissions and |
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# limitations under the License. |
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from .image_decode_cv2 import ImageDecodeCV2 |
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# The factory method |
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def cv2(): |
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return ImageDecodeCV2() |
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# Copyright 2021 Zilliz. All rights reserved. |
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# |
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# Licensed under the Apache License, Version 2.0 (the "License"); |
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# you may not use this file except in compliance with the License. |
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# You may obtain a copy of the License at |
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# |
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# http://www.apache.org/licenses/LICENSE-2.0 |
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# |
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# Unless required by applicable law or agreed to in writing, software |
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# distributed under the License is distributed on an "AS IS" BASIS, |
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
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# See the License for the specific language governing permissions and |
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# limitations under the License. |
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import logging |
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import cv2 |
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import requests |
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import numpy as np |
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from towhee import register |
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from towhee.operator import PyOperator, OperatorFlag |
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from towhee._types import Image |
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log = logging.getLogger() |
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@register(output_schema=['img'], |
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flag=OperatorFlag.STATELESS | OperatorFlag.REUSEABLE) |
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class ImageDecodeCV2(PyOperator): |
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def __init__(self): |
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pass |
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@staticmethod |
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def _load_from_remote(image_url: str) -> np.ndarray: |
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try: |
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r = requests.get(image_url, timeout=(20, 20)) |
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if r.status_code // 100 != 2: |
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log.error('Download image from %s failed, error msg: %s, request code: %s ', |
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image_url, r.text, r.status_code) |
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return None |
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arr = np.asarray(bytearray(r.content), dtype=np.uint8) |
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return cv2.imdecode(arr, -1) |
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except Exception as e: |
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log.error('Download image from %s failed, error msg: %s', image_url, str(e)) |
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return False |
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@staticmethod |
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def _load_from_local(image_path: str) -> np.ndarray: |
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return cv2.imread(image_path) |
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def __call__(self, image_path: str): |
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if image_path.startswith('http'): |
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bgr_cv_image = ImageDecodeCV2._load_from_remote(image_path) |
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else: |
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bgr_cv_image = ImageDecodeCV2._load_from_local(image_path) |
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if bgr_cv_image is None: |
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err = 'Read image %s failed' % image_path |
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log.error(err) |
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raise RuntimeError(err) |
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return Image(bgr_cv_image, 'BGR') |
@ -0,0 +1,3 @@ |
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opencv-python |
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requests |
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numpy |
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