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Commit db65b372 authored by Max Drexler's avatar Max Drexler
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MIT License
Copyright (c) [2020] [Max Drexler]
Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:
The above copyright notice and this permission notice shall be included in all
copies or substantial portions of the Software.
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
SOFTWARE.
# Azure OCR Client
A Python client to make OCR requests using Microsoft Azure.
## Requirements
A Microsoft Azure account with a [computer vision](https://azure.microsoft.com/en-us/products/cognitive-services/vision-services) resource.
A .env file with two keys: VISION_KEY and VISION_ENDPOINT.
python >= 3.7
## Installation
Install using pip.
```
pip install -U git+https://gitlab.ssec.wisc.edu/mdrexler/azureocr
```
## Usage
Create a client:
```
from azureocr import AzureClientOCR
client = AzureClientOCR('path/to/env/file')
```
Scan images (filepaths, web urls, or images in memory):
```
client.scan('/path/to/image.png')
client.scan('https:/image/url.png')
import cv2 as cv
img = cv.imread('/path/to/image.png')
client.scan(img)
```
Specify output:
```
# just the text (default)
client.scan('/path/to/image.png', parse_response=True)
# Microsoft's return type
# https://learn.microsoft.com/en-us/python/api/azure-ai-vision/azure.ai.vision.image_analysis_data.detectedtext?view=azure-python-preview
client.scan('/path/to/image.png', parse_response=False)
```
## Author
Created by [Max Drexler](mailto:mndrexler@wisc.edu)
### License
MIT License. See LICENSE for more information.
\ No newline at end of file
requests==2.29.0
validators==0.20.0
python-dotenv==1.0.0
azure-ai-vision==0.11.1b1
\ No newline at end of file
"""
azureocr.__init__
~~~~~~~~~~~~~~~~~
A Python client for Microsoft Azure OCR
"""
__author__ = 'Max Drexler'
__email__ = 'mndrexler@wisc.edu'
import atexit
import os
from tempfile import NamedTemporaryFile
from typing import Any, Optional
import azure.ai.vision as sdk
import requests
import validators
from azure.ai.vision.image_analysis_client import DetectedTextLine
from dotenv import load_dotenv
class OCRError(Exception):
"""Errors that occur while OCR-ing"""
class AzureClientOCR:
def __init__(self, env_path: Optional[str] = None) -> None:
load_dotenv(dotenv_path=env_path)
self._service_opts = get_service_options()
self._analyze_opts = sdk.ImageAnalysisOptions()
self._analyze_opts.features = sdk.ImageAnalysisFeature.TEXT
self._analyze_opts.language = "en"
@property
def language(self) -> str:
return self._analyze_opts.language
@language.setter
def language(self, new_lang: str) -> None:
self._analyze_opts.language = new_lang
def scan(self, img, parse_response=True) -> list[DetectedTextLine] | None:
img_source = get_source(img)
analyzer = sdk.ImageAnalyzer(
self._service_opts, img_source, self._analyze_opts
)
result = analyzer.analyze()
if result.reason == sdk.ImageAnalysisResultReason.ERROR:
error_details = sdk.ImageAnalysisErrorDetails.from_result(result)
raise OCRError(
f"[{error_details.reason}]: {error_details.message}"
)
if result.text is None:
return None
if not parse_response:
return result.text.lines
return '\n'.join([line.content for line in result.text.lines])
def get_service_options() -> sdk.VisionServiceOptions:
if (
os.getenv("VISION_ENDPOINT", None) is None
or os.getenv("VISION_KEY", None) is None
):
raise AttributeError(
"No 'VISION_ENDPOINT' and/or 'VISION_KEY' variables in env file!"
)
return sdk.VisionServiceOptions(
os.environ["VISION_ENDPOINT"], os.environ["VISION_KEY"]
)
def source_from_url(img_url: str) -> sdk.VisionSource:
r = requests.head(img_url, timeout=5).status_code
if r != 200:
raise ConnectionError(f"Could not get url '{img_url}' error code {r}")
return sdk.VisionSource(url=img_url)
def source_from_file(img_path: str) -> sdk.VisionSource:
if not os.path.isfile(img_path):
raise FileNotFoundError(f"File '{img_path}' doesn't exist!")
return sdk.VisionSource(filename=img_path)
def source_from_image(img: Any) -> sdk.VisionSource:
import cv2 as cv
tmpfile = NamedTemporaryFile(delete=False, suffix=".png")
cv.imwrite(tmpfile.name, img)
atexit.register(_delete_temp_file, tmpfile.name)
return source_from_file(tmpfile.name)
def _delete_temp_file(path) -> None:
try:
os.remove(path)
except OSError:
pass
def get_source(img) -> sdk.VisionSource:
if isinstance(img, sdk.VisionSource):
return img
elif isinstance(img, str):
if validators.url(img):
return source_from_url(img)
else:
return source_from_file(img)
else:
return source_from_image(img)
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