dataset.py 10.4 KB
Newer Older
1
import os
2
from abc import ABC, abstractmethod
3
from typing import Callable, Iterator
4
5
6
7
8
9

import fitz

from magic_pdf.config.enums import SupportedPdfParseMethod
from magic_pdf.data.schemas import PageInfo
from magic_pdf.data.utils import fitz_doc_to_image
10
from magic_pdf.filter import classify
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32


class PageableData(ABC):
    @abstractmethod
    def get_image(self) -> dict:
        """Transform data to image."""
        pass

    @abstractmethod
    def get_doc(self) -> fitz.Page:
        """Get the pymudoc page."""
        pass

    @abstractmethod
    def get_page_info(self) -> PageInfo:
        """Get the page info of the page.

        Returns:
            PageInfo: the page info of this page
        """
        pass

33
34
    @abstractmethod
    def draw_rect(self, rect_coords, color, fill, fill_opacity, width, overlay):
icecraft's avatar
icecraft committed
35
36
37
38
        """draw rectangle.

        Args:
            rect_coords (list[float]): four elements array contain the top-left and bottom-right coordinates, [x0, y0, x1, y1]
xu rui's avatar
xu rui committed
39
            color (list[float] | None): three element tuple which describe the RGB of the board line, None means no board line
icecraft's avatar
icecraft committed
40
41
42
43
44
            fill (list[float] | None): fill the board with RGB, None means will not fill with color
            fill_opacity (float): opacity of the fill, range from [0, 1]
            width (float): the width of board
            overlay (bool): fill the color in foreground or background. True means fill in background.
        """
45
46
47
48
        pass

    @abstractmethod
    def insert_text(self, coord, content, fontsize, color):
icecraft's avatar
icecraft committed
49
50
51
52
53
54
        """insert text.

        Args:
            coord (list[float]): four elements array contain the top-left and bottom-right coordinates, [x0, y0, x1, y1]
            content (str): the text content
            fontsize (int): font size of the text
xu rui's avatar
xu rui committed
55
            color (list[float] | None):  three element tuple which describe the RGB of the board line, None will use the default font color!
icecraft's avatar
icecraft committed
56
        """
57
58
        pass

59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96

class Dataset(ABC):
    @abstractmethod
    def __len__(self) -> int:
        """The length of the dataset."""
        pass

    @abstractmethod
    def __iter__(self) -> Iterator[PageableData]:
        """Yield the page data."""
        pass

    @abstractmethod
    def supported_methods(self) -> list[SupportedPdfParseMethod]:
        """The methods that this dataset support.

        Returns:
            list[SupportedPdfParseMethod]: The supported methods, Valid methods are: OCR, TXT
        """
        pass

    @abstractmethod
    def data_bits(self) -> bytes:
        """The bits used to create this dataset."""
        pass

    @abstractmethod
    def get_page(self, page_id: int) -> PageableData:
        """Get the page indexed by page_id.

        Args:
            page_id (int): the index of the page

        Returns:
            PageableData: the page doc object
        """
        pass

97
98
    @abstractmethod
    def dump_to_file(self, file_path: str):
xu rui's avatar
xu rui committed
99
100
101
102
103
        """Dump the file

        Args: 
            file_path (str): the file path 
        """
104
105
106
107
        pass

    @abstractmethod
    def apply(self, proc: Callable, *args, **kwargs):
xu rui's avatar
xu rui committed
108
109
110
111
        """Apply callable method which.

        Args:
            proc (Callable): invoke proc as follows:
xu rui's avatar
xu rui committed
112
                proc(self, *args, **kwargs)
xu rui's avatar
xu rui committed
113
114
115
116

        Returns:
            Any: return the result generated by proc
        """
117
118
119
120
        pass

    @abstractmethod
    def classify(self) -> SupportedPdfParseMethod:
xu rui's avatar
xu rui committed
121
122
123
124
125
126
127
128
129
130
131
        """classify the dataset 

        Returns:
            SupportedPdfParseMethod: _description_
        """
        pass

    @abstractmethod
    def clone(self):
        """clone this dataset
        """
132
133
        pass

134
135
136
137
138
139
140
141

class PymuDocDataset(Dataset):
    def __init__(self, bits: bytes):
        """Initialize the dataset, which wraps the pymudoc documents.

        Args:
            bits (bytes): the bytes of the pdf
        """
142
143
        self._raw_fitz = fitz.open('pdf', bits)
        self._records = [Doc(v) for v in self._raw_fitz]
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
        self._data_bits = bits
        self._raw_data = bits

    def __len__(self) -> int:
        """The page number of the pdf."""
        return len(self._records)

    def __iter__(self) -> Iterator[PageableData]:
        """Yield the page doc object."""
        return iter(self._records)

    def supported_methods(self) -> list[SupportedPdfParseMethod]:
        """The method supported by this dataset.

        Returns:
            list[SupportedPdfParseMethod]: the supported methods
        """
        return [SupportedPdfParseMethod.OCR, SupportedPdfParseMethod.TXT]

    def data_bits(self) -> bytes:
        """The pdf bits used to create this dataset."""
        return self._data_bits

    def get_page(self, page_id: int) -> PageableData:
        """The page doc object.

        Args:
            page_id (int): the page doc index

        Returns:
            PageableData: the page doc object
        """
        return self._records[page_id]

178
    def dump_to_file(self, file_path: str):
xu rui's avatar
xu rui committed
179
180
181
182
183
184
        """Dump the file

        Args: 
            file_path (str): the file path 
        """
        
185
186
187
188
189
190
        dir_name = os.path.dirname(file_path)
        if dir_name not in ('', '.', '..'):
            os.makedirs(dir_name, exist_ok=True)
        self._raw_fitz.save(file_path)

    def apply(self, proc: Callable, *args, **kwargs):
xu rui's avatar
xu rui committed
191
192
193
194
195
196
197
198
199
200
        """Apply callable method which.

        Args:
            proc (Callable): invoke proc as follows:
                proc(dataset, *args, **kwargs)

        Returns:
            Any: return the result generated by proc
        """
        return proc(self, *args, **kwargs)
201
202

    def classify(self) -> SupportedPdfParseMethod:
xu rui's avatar
xu rui committed
203
204
205
206
207
        """classify the dataset 

        Returns:
            SupportedPdfParseMethod: _description_
        """
208
209
        return classify(self._data_bits)

xu rui's avatar
xu rui committed
210
211
212
213
214
    def clone(self):
        """clone this dataset
        """
        return PymuDocDataset(self._raw_data)

215
216
217
218
219
220
221
222
223

class ImageDataset(Dataset):
    def __init__(self, bits: bytes):
        """Initialize the dataset, which wraps the pymudoc documents.

        Args:
            bits (bytes): the bytes of the photo which will be converted to pdf first. then converted to pymudoc.
        """
        pdf_bytes = fitz.open(stream=bits).convert_to_pdf()
224
225
        self._raw_fitz = fitz.open('pdf', pdf_bytes)
        self._records = [Doc(v) for v in self._raw_fitz]
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
        self._raw_data = bits
        self._data_bits = pdf_bytes

    def __len__(self) -> int:
        """The length of the dataset."""
        return len(self._records)

    def __iter__(self) -> Iterator[PageableData]:
        """Yield the page object."""
        return iter(self._records)

    def supported_methods(self):
        """The method supported by this dataset.

        Returns:
            list[SupportedPdfParseMethod]: the supported methods
        """
        return [SupportedPdfParseMethod.OCR]

    def data_bits(self) -> bytes:
        """The pdf bits used to create this dataset."""
        return self._data_bits

    def get_page(self, page_id: int) -> PageableData:
        """The page doc object.

        Args:
            page_id (int): the page doc index

        Returns:
            PageableData: the page doc object
        """
        return self._records[page_id]

260
    def dump_to_file(self, file_path: str):
xu rui's avatar
xu rui committed
261
262
263
264
265
        """Dump the file

        Args: 
            file_path (str): the file path 
        """
266
267
268
269
270
271
        dir_name = os.path.dirname(file_path)
        if dir_name not in ('', '.', '..'):
            os.makedirs(dir_name, exist_ok=True)
        self._raw_fitz.save(file_path)

    def apply(self, proc: Callable, *args, **kwargs):
xu rui's avatar
xu rui committed
272
273
274
275
276
277
278
279
280
        """Apply callable method which.

        Args:
            proc (Callable): invoke proc as follows:
                proc(dataset, *args, **kwargs)

        Returns:
            Any: return the result generated by proc
        """
281
282
283
        return proc(self, *args, **kwargs)

    def classify(self) -> SupportedPdfParseMethod:
xu rui's avatar
xu rui committed
284
285
286
287
288
        """classify the dataset 

        Returns:
            SupportedPdfParseMethod: _description_
        """
289
290
        return SupportedPdfParseMethod.OCR

xu rui's avatar
xu rui committed
291
292
293
294
    def clone(self):
        """clone this dataset
        """
        return ImageDataset(self._raw_data)
295
296
297

class Doc(PageableData):
    """Initialized with pymudoc object."""
298

299
300
301
302
    def __init__(self, doc: fitz.Page):
        self._doc = doc

    def get_image(self):
xu rui's avatar
xu rui committed
303
        """Return the image info.
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334

        Returns:
            dict: {
                img: np.ndarray,
                width: int,
                height: int
            }
        """
        return fitz_doc_to_image(self._doc)

    def get_doc(self) -> fitz.Page:
        """Get the pymudoc object.

        Returns:
            fitz.Page: the pymudoc object
        """
        return self._doc

    def get_page_info(self) -> PageInfo:
        """Get the page info of the page.

        Returns:
            PageInfo: the page info of this page
        """
        page_w = self._doc.rect.width
        page_h = self._doc.rect.height
        return PageInfo(w=page_w, h=page_h)

    def __getattr__(self, name):
        if hasattr(self._doc, name):
            return getattr(self._doc, name)
335
336

    def draw_rect(self, rect_coords, color, fill, fill_opacity, width, overlay):
icecraft's avatar
icecraft committed
337
338
339
340
        """draw rectangle.

        Args:
            rect_coords (list[float]): four elements array contain the top-left and bottom-right coordinates, [x0, y0, x1, y1]
xu rui's avatar
xu rui committed
341
            color (list[float] | None): three element tuple which describe the RGB of the board line, None means no board line
icecraft's avatar
icecraft committed
342
343
344
345
346
            fill (list[float] | None): fill the board with RGB, None means will not fill with color
            fill_opacity (float): opacity of the fill, range from [0, 1]
            width (float): the width of board
            overlay (bool): fill the color in foreground or background. True means fill in background.
        """
347
348
349
350
351
352
353
354
355
356
        self._doc.draw_rect(
            rect_coords,
            color=color,
            fill=fill,
            fill_opacity=fill_opacity,
            width=width,
            overlay=overlay,
        )

    def insert_text(self, coord, content, fontsize, color):
icecraft's avatar
icecraft committed
357
358
359
360
361
362
        """insert text.

        Args:
            coord (list[float]): four elements array contain the top-left and bottom-right coordinates, [x0, y0, x1, y1]
            content (str): the text content
            fontsize (int): font size of the text
xu rui's avatar
xu rui committed
363
            color (list[float] | None):  three element tuple which describe the RGB of the board line, None will use the default font color!
icecraft's avatar
icecraft committed
364
        """
365
        self._doc.insert_text(coord, content, fontsize=fontsize, color=color)