├── .gitignore
├── LICENSE
├── MANIFEST.in
├── README.rst
├── setup.cfg
├── setup.py
└── src
├── __init__.py
├── pytesseract.py
├── test-european.jpg
└── test.png
/.gitignore:
--------------------------------------------------------------------------------
1 | # Byte-compiled / optimized / DLL files
2 | __pycache__/
3 | *.py[cod]
4 | *$py.class
5 |
6 | # C extensions
7 | *.so
8 |
9 | # Distribution / packaging
10 | .Python
11 | env/
12 | build/
13 | develop-eggs/
14 | dist/
15 | downloads/
16 | eggs/
17 | .eggs/
18 | lib/
19 | lib64/
20 | parts/
21 | sdist/
22 | var/
23 | wheels/
24 | *.egg-info/
25 | .installed.cfg
26 | *.egg
27 |
28 | # PyInstaller
29 | # Usually these files are written by a python script from a template
30 | # before PyInstaller builds the exe, so as to inject date/other infos into it.
31 | *.manifest
32 | *.spec
33 |
34 | # Installer logs
35 | pip-log.txt
36 | pip-delete-this-directory.txt
37 |
38 | # Unit test / coverage reports
39 | htmlcov/
40 | .tox/
41 | .coverage
42 | .coverage.*
43 | .cache
44 | nosetests.xml
45 | coverage.xml
46 | *,cover
47 | .hypothesis/
48 |
49 | # Translations
50 | *.mo
51 | *.pot
52 |
53 | # Django stuff:
54 | *.log
55 | local_settings.py
56 |
57 | # Flask stuff:
58 | instance/
59 | .webassets-cache
60 |
61 | # Scrapy stuff:
62 | .scrapy
63 |
64 | # Sphinx documentation
65 | docs/_build/
66 |
67 | # PyBuilder
68 | target/
69 |
70 | # Jupyter Notebook
71 | .ipynb_checkpoints
72 |
73 | # pyenv
74 | .python-version
75 |
76 | # celery beat schedule file
77 | celerybeat-schedule
78 |
79 | # SageMath parsed files
80 | *.sage.py
81 |
82 | # dotenv
83 | .env
84 |
85 | # virtualenv
86 | .venv
87 | venv/
88 | ENV/
89 |
90 | # Spyder project settings
91 | .spyderproject
92 |
93 | # Rope project settings
94 | .ropeproject
95 |
--------------------------------------------------------------------------------
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675 |
--------------------------------------------------------------------------------
/MANIFEST.in:
--------------------------------------------------------------------------------
1 | recursive-include src *.jpg
2 | recursive-include src *.png
3 | include LICENSE
4 | include README.rst
5 |
--------------------------------------------------------------------------------
/README.rst:
--------------------------------------------------------------------------------
1 | Python Tesseract
2 | ================
3 |
4 | .. image:: https://img.shields.io/pypi/v/pytesseract.svg
5 | :target: https://pypi.python.org/pypi/pytesseract
6 | :alt: PyPI release
7 |
8 | .. image:: https://img.shields.io/github/release/madmaze/pytesseract.svg
9 | :target: https://github.com/madmaze/pytesseract/releases
10 | :alt: Github release
11 |
12 | .. image:: https://img.shields.io/pypi/pyversions/pytesseract.svg
13 | :target: https://pypi.python.org/pypi/pytesseract
14 | :alt: PyPI version
15 |
16 | Python-tesseract is an optical character recognition (OCR) tool for python.
17 | That is, it will recognize and "read" the text embedded in images.
18 |
19 | Python-tesseract is a wrapper for `Google's Tesseract-OCR Engine `_.
20 | It is also useful as a stand-alone invocation script to tesseract, as it can read all image types
21 | supported by the Python Imaging Library, including jpeg, png, gif, bmp, tiff,
22 | and others, whereas tesseract-ocr by default only supports tiff and bmp.
23 | Additionally, if used as a script, Python-tesseract will print the recognized
24 | text instead of writing it to a file.
25 |
26 | USAGE
27 | -----
28 |
29 | **Quickstart**
30 |
31 | .. code-block:: python
32 |
33 | try:
34 | import Image
35 | except ImportError:
36 | from PIL import Image
37 | import pytesseract
38 |
39 | # If you don't have tesseract executable in your PATH, include the following:
40 | pytesseract.pytesseract.tesseract_cmd = r''
41 | # Example tesseract_cmd = r'C:\Program Files (x86)\Tesseract-OCR\tesseract'
42 |
43 | # Simple image to string
44 | print(pytesseract.image_to_string(Image.open('test.png')))
45 |
46 | # French text image to string
47 | print(pytesseract.image_to_string(Image.open('test-european.jpg'), lang='fra'))
48 |
49 | # Get bounding box estimates
50 | print(pytesseract.image_to_boxes(Image.open('test.png')))
51 |
52 | # Get verbose data including boxes, confidences, line and page numbers
53 | print(pytesseract.image_to_data(Image.open('test.png')))
54 |
55 | # Get information about orientation and script detection
56 | print(pytesseract.image_to_osd(Image.open('test.png'))
57 |
58 | Support for OpenCV image/NumPy array objects
59 |
60 | .. code-block:: python
61 |
62 | import cv2
63 |
64 | img = cv2.imread(r'//digits.png')
65 | print(pytesseract.image_to_string(img))
66 | # OR explicit beforehand converting
67 | print(pytesseract.image_to_string(Image.fromarray(img))
68 |
69 | Add the following config, if you have tessdata error like: "Error opening data file..."
70 |
71 | .. code-block:: python
72 |
73 | tessdata_dir_config = r'--tessdata-dir ""'
74 | # Example config: r'--tessdata-dir "C:\Program Files (x86)\Tesseract-OCR\tessdata"'
75 | # It's important to add double quotes around the dir path.
76 |
77 | pytesseract.image_to_string(image, lang='chi_sim', config=tessdata_dir_config)
78 |
79 |
80 | **Functions**
81 |
82 | * **get_tesseract_version** Returns the Tesseract version installed in the system.
83 |
84 | * **image_to_string** Returns the result of a Tesseract OCR run on the image to string
85 |
86 | * **image_to_boxes** Returns result containing recognized characters and their box boundaries
87 |
88 | * **image_to_data** Returns result containing box boundaries, confidences, and other information. Requires Tesseract 3.05+. For more information, please check the `Tesseract TSV documentation `_
89 |
90 | * **image_to_osd** Returns result containing information about orientation and script detection.
91 |
92 | **Parameters**
93 |
94 | ``image_to_data(image, lang=None, config='', nice=0, output_type=Output.STRING)``
95 |
96 | * **image** Object, PIL Image/NumPy array of the image to be processed by Tesseract
97 |
98 | * **lang** String, Tesseract language code string
99 |
100 | * **config** String, Any additional configurations as a string, ex: ``config='--psm 6'``
101 |
102 | * **nice** Integer, modifies the processor priority for the Tesseract run. Not supported on Windows. Nice adjusts the niceness of unix-like processes.
103 |
104 | * **output_type** Class attribute, specifies the type of the output, defaults to ``string``. For the full list of all supported types, please check the definition of `pytesseract.Output `_ class.
105 |
106 |
107 | INSTALLATION
108 | ------------
109 |
110 | Prerequisites:
111 |
112 | - Python-tesseract requires python 2.6+ or python 3.x
113 | - You will need the Python Imaging Library (PIL) (or the `Pillow `_ fork).
114 | Under Debian/Ubuntu, this is the package **python-imaging** or **python3-imaging**.
115 | - Install `Google Tesseract OCR `_
116 | (additional info how to install the engine on Linux, Mac OSX and Windows).
117 | You must be able to invoke the tesseract command as *tesseract*. If this
118 | isn't the case, for example because tesseract isn't in your PATH, you will
119 | have to change the "tesseract_cmd" variable ``pytesseract.pytesseract.tesseract_cmd``.
120 | Under Debian/Ubuntu you can use the package **tesseract-ocr**.
121 | For Mac OS users. please install homebrew package **tesseract**.
122 |
123 | | Installing via pip:
124 |
125 | Check the `pytesseract package page `_ for more information.
126 |
127 | .. code-block:: bash
128 |
129 | $ (env)> pip install pytesseract
130 |
131 | | Or if you have git installed:
132 |
133 | .. code-block:: bash
134 |
135 | $ (env)> pip install -U git+https://github.com/madmaze/pytesseract.git
136 |
137 | | Installing from source:
138 |
139 | .. code-block:: bash
140 |
141 | $> git clone https://github.com/madmaze/pytesseract.git
142 | $ (env)> cd pytesseract && pip install -U .
143 |
144 | LICENSE
145 | -------
146 | Python-tesseract is released under the GPL v3.
147 |
148 | CONTRIBUTORS
149 | ------------
150 | - Originally written by `Samuel Hoffstaetter `_
151 | - `Juarez Bochi `_
152 | - `Matthias Lee `_
153 | - `Lars Kistner `_
154 | - `Ryan Mitchell `_
155 | - `Emilio Cecchini `_
156 |
--------------------------------------------------------------------------------
/setup.cfg:
--------------------------------------------------------------------------------
1 | [bdist_wheel]
2 | universal=1
--------------------------------------------------------------------------------
/setup.py:
--------------------------------------------------------------------------------
1 | import os
2 | from setuptools import setup
3 |
4 |
5 | README_PATH = 'README.rst'
6 | LONG_DESC = ''
7 | if os.path.exists(README_PATH):
8 | with open(README_PATH) as readme:
9 | LONG_DESC = readme.read()
10 |
11 | INSTALL_REQUIRES = ['Pillow']
12 | PACKAGE_NAME = 'pytesseract'
13 | PACKAGE_DIR = 'src'
14 |
15 | setup(
16 | name=PACKAGE_NAME,
17 | version='0.2.3',
18 | author='Samuel Hoffstaetter',
19 | author_email='samuel@hoffstaetter.com',
20 | maintainer='Matthias Lee',
21 | maintainer_email='pytesseract@madmaze.net',
22 | description=(
23 | "Python-tesseract is a python wrapper for Google's Tesseract-OCR"
24 | ),
25 | long_description=LONG_DESC,
26 | license='GPLv3',
27 | keywords='python-tesseract OCR Python',
28 | url='https://github.com/madmaze/python-tesseract',
29 | packages=[PACKAGE_NAME],
30 | package_dir={PACKAGE_NAME: PACKAGE_DIR},
31 | include_package_data=True,
32 | install_requires=INSTALL_REQUIRES,
33 | entry_points={
34 | 'console_scripts': ['{0} = {0}.{0}:main'.format(PACKAGE_NAME)]
35 | },
36 | classifiers=[
37 | 'Programming Language :: Python',
38 | 'Programming Language :: Python :: 2',
39 | 'Programming Language :: Python :: 3',
40 | ]
41 | )
42 |
--------------------------------------------------------------------------------
/src/__init__.py:
--------------------------------------------------------------------------------
1 | from .pytesseract import (
2 | get_tesseract_version,
3 | image_to_string,
4 | image_to_data,
5 | image_to_boxes,
6 | image_to_osd,
7 | TesseractError,
8 | Output
9 | )
10 |
--------------------------------------------------------------------------------
/src/pytesseract.py:
--------------------------------------------------------------------------------
1 | #!/usr/bin/env python
2 |
3 | '''
4 | Python-tesseract. For more information: https://github.com/madmaze/pytesseract
5 | '''
6 |
7 | try:
8 | import Image
9 | except ImportError:
10 | from PIL import Image
11 |
12 | import os
13 | import sys
14 | import subprocess
15 | from pkgutil import find_loader
16 | import tempfile
17 | import shlex
18 | import string
19 | from glob import iglob
20 | from distutils.version import LooseVersion
21 |
22 | numpy_installed = find_loader('numpy') is not None
23 | if numpy_installed:
24 | from numpy import ndarray
25 |
26 | # CHANGE THIS IF TESSERACT IS NOT IN YOUR PATH, OR IS NAMED DIFFERENTLY
27 | tesseract_cmd = 'tesseract'
28 | RGB_MODE = 'RGB'
29 | OSD_KEYS = {
30 | 'Page number': ('page_num', int),
31 | 'Orientation in degrees': ('orientation', int),
32 | 'Rotate': ('rotate', int),
33 | 'Orientation confidence': ('orientation_conf', float),
34 | 'Script': ('script', str),
35 | 'Script confidence': ('script_conf', float)
36 | }
37 |
38 |
39 | class Output:
40 | STRING = "string"
41 | BYTES = "bytes"
42 | DICT = "dict"
43 |
44 |
45 | class TesseractError(RuntimeError):
46 | def __init__(self, status, message):
47 | self.status = status
48 | self.message = message
49 | self.args = (status, message)
50 |
51 |
52 | class TesseractNotFoundError(EnvironmentError):
53 | def __init__(self):
54 | super(TesseractNotFoundError, self).__init__(
55 | tesseract_cmd + " is not installed or it's not in your path"
56 | )
57 |
58 |
59 | class TSVNotSupported(EnvironmentError):
60 | def __init__(self):
61 | super(TSVNotSupported, self).__init__(
62 | 'TSV output not supported. Tesseract >= 3.05 required'
63 | )
64 |
65 |
66 | def run_once(func):
67 | def wrapper(*args, **kwargs):
68 | if wrapper._result is wrapper:
69 | wrapper._result = func(*args, **kwargs)
70 | return wrapper._result
71 |
72 | wrapper._result = wrapper
73 | return wrapper
74 |
75 |
76 | def get_errors(error_string):
77 | return u' '.join(
78 | line for line in error_string.decode('utf-8').splitlines()
79 | ).strip()
80 |
81 |
82 | def cleanup(temp_name):
83 | ''' Tries to remove files by filename wildcard path. '''
84 | for filename in iglob(temp_name + '*' if temp_name else temp_name):
85 | try:
86 | os.remove(filename)
87 | except OSError:
88 | pass
89 |
90 |
91 | def prepare(image):
92 | if isinstance(image, Image.Image):
93 | return image
94 |
95 | if numpy_installed and isinstance(image, ndarray):
96 | return Image.fromarray(image)
97 |
98 | raise TypeError('Unsupported image object')
99 |
100 |
101 | def save_image(image):
102 | image = prepare(image)
103 |
104 | img_extension = image.format
105 | if image.format not in {'JPEG', 'PNG', 'TIFF', 'BMP', 'GIF'}:
106 | img_extension = 'PNG'
107 |
108 | if not image.mode.startswith(RGB_MODE):
109 | image = image.convert(RGB_MODE)
110 |
111 | if 'A' in image.getbands():
112 | # discard and replace the alpha channel with white background
113 | background = Image.new(RGB_MODE, image.size, (255, 255, 255))
114 | background.paste(image, (0, 0), image)
115 | image = background
116 |
117 | temp_name = tempfile.mktemp(prefix='tess_')
118 | input_file_name = temp_name + os.extsep + img_extension
119 | image.save(input_file_name, format=img_extension, **image.info)
120 | return temp_name, input_file_name
121 |
122 |
123 | def subprocess_args(include_stdout=True):
124 | # See https://github.com/pyinstaller/pyinstaller/wiki/Recipe-subprocess
125 | # for reference and comments.
126 |
127 | kwargs = {
128 | 'stdin': subprocess.PIPE,
129 | 'stderr': subprocess.PIPE,
130 | 'startupinfo': None,
131 | 'env': None
132 | }
133 |
134 | if hasattr(subprocess, 'STARTUPINFO'):
135 | kwargs['startupinfo'] = subprocess.STARTUPINFO()
136 | kwargs['startupinfo'].dwFlags |= subprocess.STARTF_USESHOWWINDOW
137 | kwargs['env'] = os.environ
138 |
139 | if include_stdout:
140 | kwargs['stdout'] = subprocess.PIPE
141 |
142 | return kwargs
143 |
144 |
145 | def run_tesseract(input_filename,
146 | output_filename_base,
147 | extension,
148 | lang,
149 | config='',
150 | nice=0):
151 | cmd_args = []
152 |
153 | if not sys.platform.startswith('win32') and nice != 0:
154 | cmd_args += ('nice', '-n', str(nice))
155 |
156 | cmd_args += (tesseract_cmd, input_filename, output_filename_base)
157 |
158 | if lang is not None:
159 | cmd_args += ('-l', lang)
160 |
161 | cmd_args += shlex.split(config)
162 |
163 | if extension not in ('box', 'osd'):
164 | cmd_args.append(extension)
165 |
166 | try:
167 | proc = subprocess.Popen(cmd_args, **subprocess_args())
168 | except OSError:
169 | raise TesseractNotFoundError()
170 |
171 | status_code, error_string = proc.wait(), proc.stderr.read()
172 | proc.stderr.close()
173 |
174 | if status_code:
175 | raise TesseractError(status_code, get_errors(error_string))
176 |
177 | return True
178 |
179 |
180 | def run_and_get_output(image,
181 | extension,
182 | lang=None,
183 | config='',
184 | nice=0,
185 | return_bytes=False):
186 |
187 | temp_name, input_filename = '', ''
188 | try:
189 | temp_name, input_filename = save_image(image)
190 | kwargs = {
191 | 'input_filename': input_filename,
192 | 'output_filename_base': temp_name + '_out',
193 | 'extension': extension,
194 | 'lang': lang,
195 | 'config': config,
196 | 'nice': nice
197 | }
198 |
199 | run_tesseract(**kwargs)
200 | filename = kwargs['output_filename_base'] + os.extsep + extension
201 | with open(filename, 'rb') as output_file:
202 | if return_bytes:
203 | return output_file.read()
204 | return output_file.read().decode('utf-8').strip()
205 | finally:
206 | cleanup(temp_name)
207 |
208 |
209 | def file_to_dict(tsv, cell_delimiter, str_col_idx):
210 | result = {}
211 | rows = [row.split(cell_delimiter) for row in tsv.split('\n')]
212 | if not rows:
213 | return result
214 |
215 | header = rows.pop(0)
216 | if len(rows[-1]) < len(header):
217 | # Fixes bug that occurs when last text string in TSV is null, and
218 | # last row is missing a final cell in TSV file
219 | rows[-1].append('')
220 |
221 | if str_col_idx < 0:
222 | str_col_idx += len(header)
223 |
224 | for i, head in enumerate(header):
225 | result[head] = [
226 | int(row[i]) if i != str_col_idx else row[i] for row in rows
227 | ]
228 |
229 | return result
230 |
231 |
232 | def is_valid(val, _type):
233 | if _type is int:
234 | return val.isdigit()
235 |
236 | if _type is float:
237 | try:
238 | float(val)
239 | return True
240 | except ValueError:
241 | return False
242 |
243 | return True
244 |
245 |
246 | def osd_to_dict(osd):
247 | return {
248 | OSD_KEYS[kv[0]][0]: OSD_KEYS[kv[0]][1](kv[1]) for kv in (
249 | line.split(': ') for line in osd.split('\n')
250 | ) if len(kv) == 2 and is_valid(kv[1], OSD_KEYS[kv[0]][1])
251 | }
252 |
253 |
254 | @run_once
255 | def get_tesseract_version():
256 | '''
257 | Returns LooseVersion object of the Tesseract version
258 | '''
259 | try:
260 | return LooseVersion(
261 | subprocess.check_output(
262 | [tesseract_cmd, '--version'], stderr=subprocess.STDOUT
263 | ).decode('utf-8').split()[1].lstrip(string.printable[10:])
264 | )
265 | except OSError:
266 | raise TesseractNotFoundError()
267 |
268 |
269 | def image_to_string(image,
270 | lang=None,
271 | config='',
272 | nice=0,
273 | boxes=False,
274 | output_type=Output.STRING):
275 | '''
276 | Returns the result of a Tesseract OCR run on the provided image to string
277 | '''
278 | if boxes:
279 | # Added for backwards compatibility
280 | print('\nWarning: Argument \'boxes\' is deprecated and will be removed'
281 | ' in future versions. Use function image_to_boxes instead.\n')
282 | return image_to_boxes(image, lang, config, nice, output_type)
283 |
284 | args = [image, 'txt', lang, config, nice]
285 |
286 | if output_type == Output.DICT:
287 | return {'text': run_and_get_output(*args)}
288 | elif output_type == Output.BYTES:
289 | args.append(True)
290 |
291 | return run_and_get_output(*args)
292 |
293 |
294 | def image_to_boxes(image,
295 | lang=None,
296 | config='',
297 | nice=0,
298 | output_type=Output.STRING):
299 | '''
300 | Returns string containing recognized characters and their box boundaries
301 | '''
302 | config += ' batch.nochop makebox'
303 | args = [image, 'box', lang, config, nice]
304 |
305 | if output_type == Output.DICT:
306 | box_header = 'char left bottom right top page\n'
307 | return file_to_dict(box_header + run_and_get_output(*args), ' ', 0)
308 | elif output_type == Output.BYTES:
309 | args.append(True)
310 |
311 | return run_and_get_output(*args)
312 |
313 |
314 | def image_to_data(image,
315 | lang=None,
316 | config='',
317 | nice=0,
318 | output_type=Output.STRING):
319 | '''
320 | Returns string containing box boundaries, confidences,
321 | and other information. Requires Tesseract 3.05+
322 | '''
323 |
324 | if get_tesseract_version() < '3.05':
325 | raise TSVNotSupported()
326 |
327 | args = [image, 'tsv', lang, config, nice]
328 |
329 | if output_type == Output.DICT:
330 | return file_to_dict(run_and_get_output(*args), '\t', -1)
331 | elif output_type == Output.BYTES:
332 | args.append(True)
333 |
334 | return run_and_get_output(*args)
335 |
336 |
337 | def image_to_osd(image,
338 | lang='osd',
339 | config='',
340 | nice=0,
341 | output_type=Output.STRING):
342 | '''
343 | Returns string containing the orientation and script detection (OSD)
344 | '''
345 | config += ' -{}psm 0'.format('' if get_tesseract_version() < '3.05' else '-')
346 | args = [image, 'osd', lang, config, nice]
347 |
348 | if output_type == Output.DICT:
349 | return osd_to_dict(run_and_get_output(*args))
350 | elif output_type == Output.BYTES:
351 | args.append(True)
352 |
353 | return run_and_get_output(*args)
354 |
355 |
356 | def main():
357 | if len(sys.argv) == 2:
358 | filename, lang = sys.argv[1], None
359 | elif len(sys.argv) == 4 and sys.argv[1] == '-l':
360 | filename, lang = sys.argv[3], sys.argv[2]
361 | else:
362 | sys.stderr.write('Usage: python pytesseract.py [-l lang] input_file\n')
363 | exit(2)
364 |
365 | try:
366 | print(image_to_string(Image.open(filename), lang=lang))
367 | except IOError:
368 | sys.stderr.write('ERROR: Could not open file "%s"\n' % filename)
369 | exit(1)
370 |
371 |
372 | if __name__ == '__main__':
373 | main()
374 |
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/src/test-european.jpg:
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https://raw.githubusercontent.com/h/pytesseract/a42e1ac2e706cb12d89b4ba315e775e016aaf261/src/test-european.jpg
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/src/test.png:
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https://raw.githubusercontent.com/h/pytesseract/a42e1ac2e706cb12d89b4ba315e775e016aaf261/src/test.png
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