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1
+ Usage: marker_single [OPTIONS] FPATH
2
+
3
+ Convert a single PDF to markdown.
4
+
5
+ Options:
6
+ --force_layout_block [Line|Span|FigureGroup|TableGroup|ListGroup|PictureGroup|Page|Caption|Code|Figure|Footnote|Form|Equation|Handwriting|TextInlineMath|ListItem|PageFooter|PageHeader|Picture|SectionHeader|Table|Text|TableOfContents|Document|ComplexRegion|TableCell|Reference]
7
+ --llm_service TEXT LLM service to use - should be full import
8
+ path, like
9
+ marker.services.gemini.GoogleGeminiService
10
+ --converter_cls TEXT Converter class to use. Defaults to PDF
11
+ converter.
12
+ --use_llm BOOLEAN Enable higher quality processing with LLMs.
13
+ --languages TEXT Comma separated list of languages to use for
14
+ OCR.
15
+ --page_range TEXT Page range to convert, specify comma
16
+ separated page numbers or ranges. Example:
17
+ 0,5-10,20
18
+ --disable_image_extraction Disable image extraction.
19
+ --disable_multiprocessing Disable multiprocessing.
20
+ --config_json TEXT Path to JSON file with additional
21
+ configuration.
22
+ --processors TEXT Comma separated list of processors to use.
23
+ Must use full module path.
24
+ --output_format [markdown|json|html]
25
+ Format to output results in.
26
+ -d, --debug Enable debug mode.
27
+ --output_dir PATH Directory to save output.
28
+ --lowres_image_dpi INTEGER DPI setting for low-resolution page images
29
+ used for Layout and Line Detection. Default
30
+ is 96. (Applies to: DocumentBuilder)
31
+ --highres_image_dpi INTEGER DPI setting for high-resolution page images
32
+ used for OCR. Default is 192. (Applies to:
33
+ DocumentBuilder)
34
+ --disable_ocr Disable OCR processing. Default is False.
35
+ (Applies to: DocumentBuilder)
36
+ --layout_batch_size OPTIONAL The batch size to use for the layout model.
37
+ Default is None, which will use the default
38
+ batch size for the model. (Applies to:
39
+ LayoutBuilder, LLMLayoutBuilder)
40
+ --force_layout_block TEXT Skip layout and force every page to be
41
+ treated as a specific block type. Default is
42
+ None. (Applies to: LayoutBuilder,
43
+ LLMLayoutBuilder)
44
+ --disable_tqdm Disable tqdm progress bars. Default is
45
+ False. (Applies to: LayoutBuilder,
46
+ LineBuilder, OcrBuilder, LLMLayoutBuilder,
47
+ EquationProcessor,
48
+ LLMComplexRegionProcessor,
49
+ LLMEquationProcessor, LLMFormProcessor,
50
+ LLMHandwritingProcessor,
51
+ LLMImageDescriptionProcessor,
52
+ LLMInlineMathLinesProcessor,
53
+ LLMMathBlockProcessor,
54
+ LLMSimpleBlockMetaProcessor,
55
+ LLMTableProcessor, LLMTableMergeProcessor,
56
+ TableProcessor)
57
+ --detection_batch_size OPTIONAL
58
+ The batch size to use for the detection
59
+ model. Default is None, which will use the
60
+ default batch size for the model. (Applies
61
+ to: LineBuilder, TableProcessor)
62
+ --ocr_error_batch_size OPTIONAL
63
+ The batch size to use for the ocr error
64
+ detection model. Default is None, which will
65
+ use the default batch size for the model.
66
+ (Applies to: LineBuilder)
67
+ --enable_table_ocr Whether to skip OCR on tables. The
68
+ TableProcessor will re-OCR them. Only
69
+ enable if the TableProcessor is not running.
70
+ Default is False. (Applies to: LineBuilder)
71
+ --layout_coverage_min_lines INTEGER
72
+ The minimum number of PdfProvider lines that
73
+ must be covered by the layout model to
74
+ consider the lines from the PdfProvider
75
+ valid. Default is 1. (Applies to:
76
+ LineBuilder)
77
+ --layout_coverage_threshold FLOAT
78
+ The minimum coverage ratio required for the
79
+ layout model to consider the lines from the
80
+ PdfProvider valid. Default is 0.25. (Applies
81
+ to: LineBuilder)
82
+ --min_document_ocr_threshold FLOAT
83
+ If less pages than this threshold are good,
84
+ OCR will happen in the document. Otherwise
85
+ it will not. Default is 0.85. (Applies to:
86
+ LineBuilder)
87
+ --span_inline_math_overlap_threshold FLOAT
88
+ The minimum overlap of a span with an inline
89
+ math box to consider for removal Default is
90
+ 0.5. (Applies to: LineBuilder)
91
+ --char_inline_math_overlap_threshold FLOAT
92
+ The minimum overlap of a character with an
93
+ inline math box to consider for removal
94
+ Default is 0.5. (Applies to: LineBuilder)
95
+ --line_inline_math_overlap_threshold FLOAT
96
+ The minimum overlap of a line with an inline
97
+ math box to consider as a match Default is
98
+ 0.0. (Applies to: LineBuilder)
99
+ --line_inline_min_overlap_pct FLOAT
100
+ The percentage of a provider line that has
101
+ to be covered by a math line. Default is
102
+ 0.3. (Applies to: LineBuilder)
103
+ --line_text_overlap_threshold FLOAT
104
+ The minimum overlap of an equation with a
105
+ text line to consider as a match Default is
106
+ 0.5. (Applies to: LineBuilder)
107
+ --inline_math_line_vertical_merge_threshold INTEGER
108
+ The maximum pixel distance between y1s for
109
+ two lines to be merged Default is 8.
110
+ (Applies to: LineBuilder)
111
+ --use_llm Whether to use the LLM model for advanced
112
+ processing. Default is False. (Applies to:
113
+ LineBuilder, LineMergeProcessor,
114
+ LLMComplexRegionProcessor,
115
+ LLMEquationProcessor, LLMFormProcessor,
116
+ LLMHandwritingProcessor,
117
+ LLMImageDescriptionProcessor,
118
+ LLMInlineMathLinesProcessor,
119
+ LLMMathBlockProcessor,
120
+ LLMSimpleBlockMetaProcessor,
121
+ LLMTableProcessor, LLMTableMergeProcessor,
122
+ PdfConverter, TableConverter)
123
+ --texify_inline_spans Whether to run texify on inline math spans.
124
+ Default is False. (Applies to: LineBuilder,
125
+ EquationProcessor)
126
+ --recognition_batch_size OPTIONAL
127
+ The batch size to use for the recognition
128
+ model. Default is None, which will use the
129
+ default batch size for the model. (Applies
130
+ to: OcrBuilder, TableProcessor)
131
+ --google_api_key TEXT The Google API key to use for the Gemini
132
+ model. Default is . (Applies to:
133
+ LLMLayoutBuilder, LLMComplexRegionProcessor,
134
+ LLMEquationProcessor, LLMFormProcessor,
135
+ LLMHandwritingProcessor,
136
+ LLMImageDescriptionProcessor,
137
+ LLMInlineMathLinesProcessor,
138
+ LLMMathBlockProcessor,
139
+ LLMSimpleBlockMetaProcessor,
140
+ LLMTableProcessor, LLMTableMergeProcessor)
141
+ --confidence_threshold FLOAT The confidence threshold to use for
142
+ relabeling (anything below is relabeled).
143
+ Default is 0.7. (Applies to:
144
+ LLMLayoutBuilder)
145
+ --picture_height_threshold FLOAT
146
+ The height threshold for pictures that may
147
+ actually be complex regions. (anything above
148
+ this ratio against the page is relabeled)
149
+ Default is 0.8. (Applies to:
150
+ LLMLayoutBuilder)
151
+ --model_name TEXT The name of the Gemini model to use. Default
152
+ is gemini-2.0-flash. (Applies to:
153
+ LLMLayoutBuilder, LLMComplexRegionProcessor,
154
+ LLMEquationProcessor, LLMFormProcessor,
155
+ LLMHandwritingProcessor,
156
+ LLMImageDescriptionProcessor,
157
+ LLMInlineMathLinesProcessor,
158
+ LLMMathBlockProcessor,
159
+ LLMSimpleBlockMetaProcessor,
160
+ LLMTableProcessor, LLMTableMergeProcessor)
161
+ --max_concurrency INTEGER The maximum number of concurrent requests to
162
+ make to the Gemini model. Default is 3.
163
+ (Applies to: LLMLayoutBuilder,
164
+ LLMComplexRegionProcessor,
165
+ LLMEquationProcessor, LLMFormProcessor,
166
+ LLMHandwritingProcessor,
167
+ LLMImageDescriptionProcessor,
168
+ LLMInlineMathLinesProcessor,
169
+ LLMMathBlockProcessor,
170
+ LLMSimpleBlockMetaProcessor,
171
+ LLMTableProcessor, LLMTableMergeProcessor)
172
+ --topk_relabelling_prompt TEXT The prompt to use for relabelling blocks.
173
+ Default is a string containing the Gemini
174
+ relabelling prompt. (Applies to:
175
+ LLMLayoutBuilder)
176
+ --complex_relabeling_prompt TEXT
177
+ The prompt to use for complex relabelling
178
+ blocks. Default is a string containing the
179
+ complex relabelling prompt. (Applies to:
180
+ LLMLayoutBuilder)
181
+ --gap_threshold FLOAT The minimum gap between blocks to consider
182
+ them part of the same group. Default is
183
+ 0.05. (Applies to: StructureBuilder)
184
+ --list_gap_threshold FLOAT The minimum gap between list items to
185
+ consider them part of the same group.
186
+ Default is 0.1. (Applies to:
187
+ StructureBuilder)
188
+ --min_x_indent FLOAT The minimum horizontal indentation required
189
+ to consider a block as part of a blockquote.
190
+ Expressed as a percentage of the block
191
+ width. Default is 0.1. (Applies to:
192
+ BlockquoteProcessor, ListProcessor)
193
+ --x_start_tolerance FLOAT The maximum allowable difference between the
194
+ starting x-coordinates of consecutive blocks
195
+ to consider them aligned. Expressed as a
196
+ percentage of the block width. Default is
197
+ 0.01. (Applies to: BlockquoteProcessor)
198
+ --x_end_tolerance FLOAT The maximum allowable difference between the
199
+ ending x-coordinates of consecutive blocks
200
+ to consider them aligned. Expressed as a
201
+ percentage of the block width. Default is
202
+ 0.01. (Applies to: BlockquoteProcessor)
203
+ --debug_data_folder TEXT The folder to dump debug data to. Default is
204
+ debug_data. (Applies to: DebugProcessor)
205
+ --debug_layout_images Whether to dump layout debug images. Default
206
+ is False. (Applies to: DebugProcessor)
207
+ --debug_pdf_images Whether to dump PDF debug images. Default is
208
+ False. (Applies to: DebugProcessor)
209
+ --debug_json Whether to dump block debug data. Default is
210
+ False. (Applies to: DebugProcessor)
211
+ --model_max_length INTEGER The maximum number of tokens to allow for
212
+ the Texify model. Default is 768. (Applies
213
+ to: EquationProcessor)
214
+ --texify_batch_size OPTIONAL The batch size to use for the Texify model.
215
+ Default is None, which will use the default
216
+ batch size for the model. (Applies to:
217
+ EquationProcessor)
218
+ --token_buffer INTEGER The number of tokens to buffer above max for
219
+ the Texify model. Default is 256. (Applies
220
+ to: EquationProcessor)
221
+ --common_element_threshold FLOAT
222
+ The minimum ratio of pages a text block must
223
+ appear on to be considered a common element.
224
+ Blocks that meet or exceed this threshold
225
+ are marked as common elements. Default is
226
+ 0.2. (Applies to: IgnoreTextProcessor)
227
+ --common_element_min_blocks INTEGER
228
+ The minimum number of occurrences of a text
229
+ block within a document to consider it a
230
+ common element. This ensures that rare
231
+ blocks are not mistakenly flagged. Default
232
+ is 3. (Applies to: IgnoreTextProcessor)
233
+ --max_streak INTEGER The maximum number of consecutive
234
+ occurrences of a text block allowed before
235
+ it is classified as a common element. Helps
236
+ to identify patterns like repeated headers
237
+ or footers. Default is 3. (Applies to:
238
+ IgnoreTextProcessor)
239
+ --text_match_threshold INTEGER The minimum fuzzy match score (0-100)
240
+ required to classify a text block as similar
241
+ to a common element. Higher values enforce
242
+ stricter matching. Default is 90. (Applies
243
+ to: IgnoreTextProcessor)
244
+ --min_merge_pct FLOAT The minimum percentage of intersection area
245
+ to consider merging. Default is 0.015.
246
+ (Applies to: LineMergeProcessor)
247
+ --block_expand_threshold FLOAT The percentage of the block width to expand
248
+ the bounding box. Default is 0.05. (Applies
249
+ to: LineMergeProcessor)
250
+ --min_merge_ydist FLOAT The minimum y distance between lines to
251
+ consider merging. Default is 5. (Applies to:
252
+ LineMergeProcessor)
253
+ --intersection_pct_threshold FLOAT
254
+ The total amount of intersection area
255
+ concentrated in the max intersection block.
256
+ Default is 0.5. (Applies to:
257
+ LineMergeProcessor)
258
+ --vertical_overlap_pct_threshold FLOAT
259
+ The minimum percentage of vertical overlap
260
+ to consider merging. Default is 0.8.
261
+ (Applies to: LineMergeProcessor)
262
+ --strip_numbers_threshold FLOAT
263
+ The fraction of lines or tokens in a block
264
+ that must be numeric to consider them as
265
+ line numbers. Default is 0.6. (Applies to:
266
+ LineNumbersProcessor)
267
+ --min_lines_in_block INTEGER The minimum number of lines required in a
268
+ block for it to be considered during
269
+ processing. Ensures that small blocks are
270
+ ignored as they are unlikely to contain
271
+ meaningful line numbers. Default is 4.
272
+ (Applies to: LineNumbersProcessor)
273
+ --min_line_length INTEGER The minimum length of a line (in characters)
274
+ to consider it significant when checking for
275
+ numeric prefixes or suffixes. Prevents false
276
+ positives for short lines. Default is 10.
277
+ (Applies to: LineNumbersProcessor)
278
+ --min_line_number_span_ratio FLOAT
279
+ The minimum ratio of detected line number
280
+ spans to total lines required to treat them
281
+ as line numbers. Default is 0.6. (Applies
282
+ to: LineNumbersProcessor)
283
+ --image_expansion_ratio FLOAT The ratio to expand the image by when
284
+ cropping. Default is 0.01. (Applies to:
285
+ LLMComplexRegionProcessor,
286
+ LLMEquationProcessor, LLMFormProcessor,
287
+ LLMHandwritingProcessor,
288
+ LLMImageDescriptionProcessor,
289
+ LLMInlineMathLinesProcessor,
290
+ LLMMathBlockProcessor,
291
+ LLMSimpleBlockMetaProcessor,
292
+ LLMTableProcessor, LLMTableMergeProcessor)
293
+ --min_equation_height FLOAT The minimum ratio between equation height
294
+ and page height to consider for processing.
295
+ Default is 0.06. (Applies to:
296
+ LLMEquationProcessor)
297
+ --redo_inline_math Whether to redo inline math blocks. Default
298
+ is False. (Applies to: LLMEquationProcessor,
299
+ LLMMathBlockProcessor)
300
+ --equation_latex_prompt TEXT The prompt to use for generating LaTeX from
301
+ equations. Default is a string containing
302
+ the Gemini prompt. (Applies to:
303
+ LLMEquationProcessor)
304
+ --handwriting_generation_prompt TEXT
305
+ The prompt to use for OCRing handwriting.
306
+ Default is a string containing the Gemini
307
+ prompt. (Applies to:
308
+ LLMHandwritingProcessor)
309
+ --extract_images BOOLEAN Extract images from the document. Default is
310
+ True. (Applies to:
311
+ LLMImageDescriptionProcessor, HTMLRenderer,
312
+ JSONRenderer, MarkdownRenderer)
313
+ --image_description_prompt TEXT
314
+ The prompt to use for generating image
315
+ descriptions. Default is a string containing
316
+ the Gemini prompt. (Applies to:
317
+ LLMImageDescriptionProcessor)
318
+ --math_line_batch_size INTEGER The number of math lines to batch together.
319
+ Default is 10. (Applies to:
320
+ LLMInlineMathLinesProcessor)
321
+ --inlinemath_min_ratio FLOAT If more than this ratio of blocks are
322
+ inlinemath blocks, assume everything has
323
+ math. Default is 0.4. (Applies to:
324
+ LLMMathBlockProcessor)
325
+ --max_rows_per_batch INTEGER If the table has more rows than this, chunk
326
+ the table. (LLMs can be inaccurate with a
327
+ lot of rows) Default is 60. (Applies to:
328
+ LLMTableProcessor)
329
+ --max_table_rows INTEGER The maximum number of rows in a table to
330
+ process with the LLM processor. Beyond this
331
+ will be skipped. Default is 175. (Applies
332
+ to: LLMTableProcessor)
333
+ --table_image_expansion_ratio FLOAT
334
+ The ratio to expand the image by when
335
+ cropping. Default is 0. (Applies to:
336
+ LLMTableProcessor)
337
+ --rotation_max_wh_ratio FLOAT The maximum width/height ratio for table
338
+ cells for a table to be considered rotated.
339
+ Default is 0.6. (Applies to:
340
+ LLMTableProcessor)
341
+ --table_rewriting_prompt TEXT The prompt to use for rewriting text.
342
+ Default is a string containing the Gemini
343
+ rewriting prompt. (Applies to:
344
+ LLMTableProcessor)
345
+ --table_height_threshold FLOAT The minimum height ratio relative to the
346
+ page for the first table in a pair to be
347
+ considered for merging. Default is 0.6.
348
+ (Applies to: LLMTableMergeProcessor)
349
+ --table_start_threshold FLOAT The maximum percentage down the page the
350
+ second table can start to be considered for
351
+ merging. Default is 0.2. (Applies to:
352
+ LLMTableMergeProcessor)
353
+ --vertical_table_height_threshold FLOAT
354
+ The height tolerance for 2 adjacent tables
355
+ to be merged into one. Default is 0.25.
356
+ (Applies to: LLMTableMergeProcessor)
357
+ --vertical_table_distance_threshold INTEGER
358
+ The maximum distance between table edges for
359
+ adjacency. Default is 20. (Applies to:
360
+ LLMTableMergeProcessor)
361
+ --horizontal_table_width_threshold FLOAT
362
+ The width tolerance for 2 adjacent tables to
363
+ be merged into one. Default is 0.25.
364
+ (Applies to: LLMTableMergeProcessor)
365
+ --horizontal_table_distance_threshold INTEGER
366
+ The maximum distance between table edges for
367
+ adjacency. Default is 10. (Applies to:
368
+ LLMTableMergeProcessor)
369
+ --column_gap_threshold INTEGER The maximum gap between columns to merge
370
+ tables Default is 50. (Applies to:
371
+ LLMTableMergeProcessor)
372
+ --table_merge_prompt TEXT The prompt to use for rewriting text.
373
+ Default is a string containing the Gemini
374
+ rewriting prompt. (Applies to:
375
+ LLMTableMergeProcessor)
376
+ --level_count INTEGER The number of levels to use for headings.
377
+ Default is 4. (Applies to:
378
+ SectionHeaderProcessor)
379
+ --merge_threshold FLOAT The minimum gap between headings to consider
380
+ them part of the same group. Default is
381
+ 0.25. (Applies to: SectionHeaderProcessor)
382
+ --default_level INTEGER The default heading level to use if no
383
+ heading level is detected. Default is 2.
384
+ (Applies to: SectionHeaderProcessor)
385
+ --height_tolerance FLOAT The minimum height of a heading to consider
386
+ it a heading. Default is 0.99. (Applies to:
387
+ SectionHeaderProcessor)
388
+ --detect_boxes Whether to detect boxes for the table
389
+ recognition model. Default is False.
390
+ (Applies to: TableProcessor)
391
+ --table_rec_batch_size INTEGER The batch size to use for the table
392
+ recognition model. Default is None, which
393
+ will use the default batch size for the
394
+ model. (Applies to: TableProcessor)
395
+ --row_split_threshold FLOAT The percentage of rows that need to be split
396
+ across the table before row splitting is
397
+ active. Default is 0.5. (Applies to:
398
+ TableProcessor)
399
+ --pdftext_workers INTEGER The number of workers to use for pdftext.
400
+ Default is 1. (Applies to: TableProcessor,
401
+ DocumentProvider, PdfProvider, EpubProvider,
402
+ HTMLProvider, PowerPointProvider,
403
+ SpreadSheetProvider)
404
+ --column_gap_ratio FLOAT The minimum ratio of the page width to the
405
+ column gap to consider a column break.
406
+ Default is 0.02. (Applies to: TextProcessor)
407
+ --flatten_pdf BOOLEAN Whether to flatten the PDF structure.
408
+ Default is True. (Applies to:
409
+ DocumentProvider, PdfProvider, EpubProvider,
410
+ HTMLProvider, PowerPointProvider,
411
+ SpreadSheetProvider)
412
+ --force_ocr Whether to force OCR on the whole document.
413
+ Default is False. (Applies to:
414
+ DocumentProvider, PdfProvider, EpubProvider,
415
+ HTMLProvider, PowerPointProvider,
416
+ SpreadSheetProvider)
417
+ --ocr_space_threshold FLOAT The minimum ratio of spaces to non-spaces to
418
+ detect bad text. Default is 0.7. (Applies
419
+ to: DocumentProvider, PdfProvider,
420
+ EpubProvider, HTMLProvider,
421
+ PowerPointProvider, SpreadSheetProvider)
422
+ --ocr_newline_threshold FLOAT The minimum ratio of newlines to non-
423
+ newlines to detect bad text. Default is 0.6.
424
+ (Applies to: DocumentProvider, PdfProvider,
425
+ EpubProvider, HTMLProvider,
426
+ PowerPointProvider, SpreadSheetProvider)
427
+ --ocr_alphanum_threshold FLOAT The minimum ratio of alphanumeric characters
428
+ to non-alphanumeric characters to consider
429
+ an alphanumeric character. Default is 0.3.
430
+ (Applies to: DocumentProvider, PdfProvider,
431
+ EpubProvider, HTMLProvider,
432
+ PowerPointProvider, SpreadSheetProvider)
433
+ --image_threshold FLOAT The minimum coverage ratio of the image to
434
+ the page to consider skipping the page.
435
+ Default is 0.65. (Applies to:
436
+ DocumentProvider, PdfProvider, EpubProvider,
437
+ HTMLProvider, PowerPointProvider,
438
+ SpreadSheetProvider)
439
+ --strip_existing_ocr Whether to strip existing OCR text from the
440
+ PDF. Default is False. (Applies to:
441
+ DocumentProvider, PdfProvider, EpubProvider,
442
+ HTMLProvider, PowerPointProvider,
443
+ SpreadSheetProvider)
444
+ --disable_links Whether to disable links. Default is False.
445
+ (Applies to: DocumentProvider, PdfProvider,
446
+ EpubProvider, HTMLProvider,
447
+ PowerPointProvider, SpreadSheetProvider)
448
+ --image_count INTEGER Default is 1. (Applies to: ImageProvider)
449
+ --include_slide_number Default is False. (Applies to:
450
+ PowerPointProvider)
451
+ --paginate_output Whether to paginate the output. Default is
452
+ False. (Applies to: HTMLRenderer,
453
+ MarkdownRenderer)
454
+ --page_separator TEXT The separator to use between pages. Default
455
+ is '-' * 48. (Applies to: MarkdownRenderer)
456
+ --timeout INTEGER The timeout to use for the service. Default
457
+ is 30. (Applies to: ClaudeService,
458
+ GoogleGeminiService, OllamaService,
459
+ OpenAIService, GoogleVertexService)
460
+ --max_retries INTEGER The maximum number of retries to use for the
461
+ service. Default is 2. (Applies to:
462
+ ClaudeService, GoogleGeminiService,
463
+ OllamaService, OpenAIService,
464
+ GoogleVertexService)
465
+ --claude_model_name TEXT The name of the Google model to use for the
466
+ service. Default is
467
+ claude-3-7-sonnet-20250219. (Applies to:
468
+ ClaudeService)
469
+ --claude_api_key TEXT The Claude API key to use for the service.
470
+ Default is None. (Applies to: ClaudeService)
471
+ --max_claude_tokens INTEGER The maximum number of tokens to use for a
472
+ single Claude request. Default is 8192.
473
+ (Applies to: ClaudeService)
474
+ --gemini_model_name TEXT The name of the Google model to use for the
475
+ service. Default is gemini-2.0-flash.
476
+ (Applies to: GoogleGeminiService,
477
+ GoogleVertexService)
478
+ --gemini_api_key TEXT The Google API key to use for the service.
479
+ Default is None. (Applies to:
480
+ GoogleGeminiService)
481
+ --ollama_base_url TEXT The base url to use for ollama. No trailing
482
+ slash. Default is http://localhost:11434.
483
+ (Applies to: OllamaService)
484
+ --ollama_model TEXT The model name to use for ollama. Default is
485
+ llama3.2-vision. (Applies to: OllamaService)
486
+ --openai_base_url TEXT The base url to use for OpenAI-like models.
487
+ No trailing slash. Default is
488
+ https://api.openai.com/v1. (Applies to:
489
+ OpenAIService)
490
+ --openai_model TEXT The model name to use for OpenAI-like model.
491
+ Default is gpt-4o-mini. (Applies to:
492
+ OpenAIService)
493
+ --openai_api_key TEXT The API key to use for the OpenAI-like
494
+ service. Default is None. (Applies to:
495
+ OpenAIService)
496
+ --vertex_project_id TEXT Google Cloud Project ID for Vertex AI.
497
+ Default is None. (Applies to:
498
+ GoogleVertexService)
499
+ --vertex_location TEXT Google Cloud Location for Vertex AI. Default
500
+ is us-central1. (Applies to:
501
+ GoogleVertexService)
502
+ --vertex_dedicated Whether to use a dedicated Vertex AI
503
+ instance. Default is False. (Applies to:
504
+ GoogleVertexService)
505
+ --DocumentBuilder_lowres_image_dpi INTEGER
506
+ DPI setting for low-resolution page images
507
+ used for Layout and Line Detection. Default
508
+ is 96.
509
+ --DocumentBuilder_highres_image_dpi INTEGER
510
+ DPI setting for high-resolution page images
511
+ used for OCR. Default is 192.
512
+ --DocumentBuilder_disable_ocr Disable OCR processing. Default is False.
513
+ --LayoutBuilder_layout_batch_size OPTIONAL
514
+ The batch size to use for the layout model.
515
+ Default is None, which will use the default
516
+ batch size for the model.
517
+ --LayoutBuilder_force_layout_block TEXT
518
+ Skip layout and force every page to be
519
+ treated as a specific block type. Default is
520
+ None.
521
+ --LayoutBuilder_disable_tqdm Disable tqdm progress bars. Default is
522
+ False.
523
+ --LineBuilder_detection_batch_size OPTIONAL
524
+ The batch size to use for the detection
525
+ model. Default is None, which will use the
526
+ default batch size for the model.
527
+ --LineBuilder_ocr_error_batch_size OPTIONAL
528
+ The batch size to use for the ocr error
529
+ detection model. Default is None, which will
530
+ use the default batch size for the model.
531
+ --LineBuilder_enable_table_ocr Whether to skip OCR on tables. The
532
+ TableProcessor will re-OCR them. Only
533
+ enable if the TableProcessor is not running.
534
+ Default is False.
535
+ --LineBuilder_layout_coverage_min_lines INTEGER
536
+ The minimum number of PdfProvider lines that
537
+ must be covered by the layout model to
538
+ consider the lines from the PdfProvider
539
+ valid. Default is 1.
540
+ --LineBuilder_layout_coverage_threshold FLOAT
541
+ The minimum coverage ratio required for the
542
+ layout model to consider the lines from the
543
+ PdfProvider valid. Default is 0.25.
544
+ --LineBuilder_min_document_ocr_threshold FLOAT
545
+ If less pages than this threshold are good,
546
+ OCR will happen in the document. Otherwise
547
+ it will not. Default is 0.85.
548
+ --LineBuilder_span_inline_math_overlap_threshold FLOAT
549
+ The minimum overlap of a span with an inline
550
+ math box to consider for removal Default is
551
+ 0.5.
552
+ --LineBuilder_char_inline_math_overlap_threshold FLOAT
553
+ The minimum overlap of a character with an
554
+ inline math box to consider for removal
555
+ Default is 0.5.
556
+ --LineBuilder_line_inline_math_overlap_threshold FLOAT
557
+ The minimum overlap of a line with an inline
558
+ math box to consider as a match Default is
559
+ 0.0.
560
+ --LineBuilder_line_inline_min_overlap_pct FLOAT
561
+ The percentage of a provider line that has
562
+ to be covered by a math line. Default is
563
+ 0.3.
564
+ --LineBuilder_line_text_overlap_threshold FLOAT
565
+ The minimum overlap of an equation with a
566
+ text line to consider as a match Default is
567
+ 0.5.
568
+ --LineBuilder_inline_math_line_vertical_merge_threshold INTEGER
569
+ The maximum pixel distance between y1s for
570
+ two lines to be merged Default is 8.
571
+ --LineBuilder_use_llm Whether to use the LLM model for advanced
572
+ processing. Default is False.
573
+ --LineBuilder_texify_inline_spans
574
+ Whether to run texify on inline math spans.
575
+ Default is False.
576
+ --LineBuilder_disable_tqdm Disable tqdm progress bars. Default is
577
+ False.
578
+ --OcrBuilder_recognition_batch_size OPTIONAL
579
+ The batch size to use for the recognition
580
+ model. Default is None, which will use the
581
+ default batch size for the model.
582
+ --OcrBuilder_disable_tqdm Disable tqdm progress bars. Default is
583
+ False.
584
+ --LLMLayoutBuilder_layout_batch_size OPTIONAL
585
+ The batch size to use for the layout model.
586
+ Default is None, which will use the default
587
+ batch size for the model.
588
+ --LLMLayoutBuilder_force_layout_block TEXT
589
+ Skip layout and force every page to be
590
+ treated as a specific block type. Default is
591
+ None.
592
+ --LLMLayoutBuilder_disable_tqdm
593
+ Whether to disable the tqdm progress bar.
594
+ Default is False.
595
+ --LLMLayoutBuilder_google_api_key TEXT
596
+ The Google API key to use for the Gemini
597
+ model. Default is .
598
+ --LLMLayoutBuilder_confidence_threshold FLOAT
599
+ The confidence threshold to use for
600
+ relabeling (anything below is relabeled).
601
+ Default is 0.7.
602
+ --LLMLayoutBuilder_picture_height_threshold FLOAT
603
+ The height threshold for pictures that may
604
+ actually be complex regions. (anything above
605
+ this ratio against the page is relabeled)
606
+ Default is 0.8.
607
+ --LLMLayoutBuilder_model_name TEXT
608
+ The name of the Gemini model to use. Default
609
+ is gemini-2.0-flash.
610
+ --LLMLayoutBuilder_max_concurrency INTEGER
611
+ The maximum number of concurrent requests to
612
+ make to the Gemini model. Default is 3.
613
+ --LLMLayoutBuilder_topk_relabelling_prompt TEXT
614
+ The prompt to use for relabelling blocks.
615
+ Default is a string containing the Gemini
616
+ relabelling prompt.
617
+ --LLMLayoutBuilder_complex_relabeling_prompt TEXT
618
+ The prompt to use for complex relabelling
619
+ blocks. Default is a string containing the
620
+ complex relabelling prompt.
621
+ --StructureBuilder_gap_threshold FLOAT
622
+ The minimum gap between blocks to consider
623
+ them part of the same group. Default is
624
+ 0.05.
625
+ --StructureBuilder_list_gap_threshold FLOAT
626
+ The minimum gap between list items to
627
+ consider them part of the same group.
628
+ Default is 0.1.
629
+ --BlockquoteProcessor_min_x_indent FLOAT
630
+ The minimum horizontal indentation required
631
+ to consider a block as part of a blockquote.
632
+ Expressed as a percentage of the block
633
+ width. Default is 0.1.
634
+ --BlockquoteProcessor_x_start_tolerance FLOAT
635
+ The maximum allowable difference between the
636
+ starting x-coordinates of consecutive blocks
637
+ to consider them aligned. Expressed as a
638
+ percentage of the block width. Default is
639
+ 0.01.
640
+ --BlockquoteProcessor_x_end_tolerance FLOAT
641
+ The maximum allowable difference between the
642
+ ending x-coordinates of consecutive blocks
643
+ to consider them aligned. Expressed as a
644
+ percentage of the block width. Default is
645
+ 0.01.
646
+ --DebugProcessor_debug_data_folder TEXT
647
+ The folder to dump debug data to. Default is
648
+ debug_data.
649
+ --DebugProcessor_debug_layout_images
650
+ Whether to dump layout debug images. Default
651
+ is False.
652
+ --DebugProcessor_debug_pdf_images
653
+ Whether to dump PDF debug images. Default is
654
+ False.
655
+ --DebugProcessor_debug_json Whether to dump block debug data. Default is
656
+ False.
657
+ --EquationProcessor_model_max_length INTEGER
658
+ The maximum number of tokens to allow for
659
+ the Texify model. Default is 768.
660
+ --EquationProcessor_texify_batch_size OPTIONAL
661
+ The batch size to use for the Texify model.
662
+ Default is None, which will use the default
663
+ batch size for the model.
664
+ --EquationProcessor_token_buffer INTEGER
665
+ The number of tokens to buffer above max for
666
+ the Texify model. Default is 256.
667
+ --EquationProcessor_disable_tqdm
668
+ Whether to disable the tqdm progress bar.
669
+ Default is False.
670
+ --EquationProcessor_texify_inline_spans
671
+ Whether to run texify on inline math spans.
672
+ Default is False.
673
+ --IgnoreTextProcessor_common_element_threshold FLOAT
674
+ The minimum ratio of pages a text block must
675
+ appear on to be considered a common element.
676
+ Blocks that meet or exceed this threshold
677
+ are marked as common elements. Default is
678
+ 0.2.
679
+ --IgnoreTextProcessor_common_element_min_blocks INTEGER
680
+ The minimum number of occurrences of a text
681
+ block within a document to consider it a
682
+ common element. This ensures that rare
683
+ blocks are not mistakenly flagged. Default
684
+ is 3.
685
+ --IgnoreTextProcessor_max_streak INTEGER
686
+ The maximum number of consecutive
687
+ occurrences of a text block allowed before
688
+ it is classified as a common element. Helps
689
+ to identify patterns like repeated headers
690
+ or footers. Default is 3.
691
+ --IgnoreTextProcessor_text_match_threshold INTEGER
692
+ The minimum fuzzy match score (0-100)
693
+ required to classify a text block as similar
694
+ to a common element. Higher values enforce
695
+ stricter matching. Default is 90.
696
+ --LineMergeProcessor_min_merge_pct FLOAT
697
+ The minimum percentage of intersection area
698
+ to consider merging. Default is 0.015.
699
+ --LineMergeProcessor_block_expand_threshold FLOAT
700
+ The percentage of the block width to expand
701
+ the bounding box. Default is 0.05.
702
+ --LineMergeProcessor_min_merge_ydist FLOAT
703
+ The minimum y distance between lines to
704
+ consider merging. Default is 5.
705
+ --LineMergeProcessor_intersection_pct_threshold FLOAT
706
+ The total amount of intersection area
707
+ concentrated in the max intersection block.
708
+ Default is 0.5.
709
+ --LineMergeProcessor_vertical_overlap_pct_threshold FLOAT
710
+ The minimum percentage of vertical overlap
711
+ to consider merging. Default is 0.8.
712
+ --LineMergeProcessor_use_llm Whether to use LLMs to improve accuracy.
713
+ Default is False.
714
+ --LineNumbersProcessor_strip_numbers_threshold FLOAT
715
+ The fraction of lines or tokens in a block
716
+ that must be numeric to consider them as
717
+ line numbers. Default is 0.6.
718
+ --LineNumbersProcessor_min_lines_in_block INTEGER
719
+ The minimum number of lines required in a
720
+ block for it to be considered during
721
+ processing. Ensures that small blocks are
722
+ ignored as they are unlikely to contain
723
+ meaningful line numbers. Default is 4.
724
+ --LineNumbersProcessor_min_line_length INTEGER
725
+ The minimum length of a line (in characters)
726
+ to consider it significant when checking for
727
+ numeric prefixes or suffixes. Prevents false
728
+ positives for short lines. Default is 10.
729
+ --LineNumbersProcessor_min_line_number_span_ratio FLOAT
730
+ The minimum ratio of detected line number
731
+ spans to total lines required to treat them
732
+ as line numbers. Default is 0.6.
733
+ --ListProcessor_min_x_indent FLOAT
734
+ The minimum horizontal indentation required
735
+ to consider a block as a nested list item.
736
+ This is expressed as a percentage of the
737
+ page width and is used to determine
738
+ hierarchical relationships within a list.
739
+ Default is 0.01.
740
+ --LLMComplexRegionProcessor_google_api_key TEXT
741
+ The Google API key to use for the Gemini
742
+ model. Default is .
743
+ --LLMComplexRegionProcessor_model_name TEXT
744
+ The name of the Gemini model to use. Default
745
+ is gemini-2.0-flash.
746
+ --LLMComplexRegionProcessor_max_concurrency INTEGER
747
+ The maximum number of concurrent requests to
748
+ make to the Gemini model. Default is 3.
749
+ --LLMComplexRegionProcessor_image_expansion_ratio FLOAT
750
+ The ratio to expand the image by when
751
+ cropping. Default is 0.01.
752
+ --LLMComplexRegionProcessor_use_llm
753
+ Whether to use the LLM model. Default is
754
+ False.
755
+ --LLMComplexRegionProcessor_disable_tqdm
756
+ Whether to disable the tqdm progress bar.
757
+ Default is False.
758
+ --LLMEquationProcessor_google_api_key TEXT
759
+ The Google API key to use for the Gemini
760
+ model. Default is .
761
+ --LLMEquationProcessor_model_name TEXT
762
+ The name of the Gemini model to use. Default
763
+ is gemini-2.0-flash.
764
+ --LLMEquationProcessor_max_concurrency INTEGER
765
+ The maximum number of concurrent requests to
766
+ make to the Gemini model. Default is 3.
767
+ --LLMEquationProcessor_image_expansion_ratio FLOAT
768
+ The ratio to expand the image by when
769
+ cropping. Default is 0.05.
770
+ --LLMEquationProcessor_use_llm Whether to use the LLM model. Default is
771
+ False.
772
+ --LLMEquationProcessor_disable_tqdm
773
+ Whether to disable the tqdm progress bar.
774
+ Default is False.
775
+ --LLMEquationProcessor_min_equation_height FLOAT
776
+ The minimum ratio between equation height
777
+ and page height to consider for processing.
778
+ Default is 0.06.
779
+ --LLMEquationProcessor_redo_inline_math
780
+ Whether to redo inline math blocks. Default
781
+ is False.
782
+ --LLMEquationProcessor_equation_latex_prompt TEXT
783
+ The prompt to use for generating LaTeX from
784
+ equations. Default is a string containing
785
+ the Gemini prompt.
786
+ --LLMFormProcessor_google_api_key TEXT
787
+ The Google API key to use for the Gemini
788
+ model. Default is .
789
+ --LLMFormProcessor_model_name TEXT
790
+ The name of the Gemini model to use. Default
791
+ is gemini-2.0-flash.
792
+ --LLMFormProcessor_max_concurrency INTEGER
793
+ The maximum number of concurrent requests to
794
+ make to the Gemini model. Default is 3.
795
+ --LLMFormProcessor_image_expansion_ratio FLOAT
796
+ The ratio to expand the image by when
797
+ cropping. Default is 0.01.
798
+ --LLMFormProcessor_use_llm Whether to use the LLM model. Default is
799
+ False.
800
+ --LLMFormProcessor_disable_tqdm
801
+ Whether to disable the tqdm progress bar.
802
+ Default is False.
803
+ --LLMHandwritingProcessor_google_api_key TEXT
804
+ The Google API key to use for the Gemini
805
+ model. Default is .
806
+ --LLMHandwritingProcessor_model_name TEXT
807
+ The name of the Gemini model to use. Default
808
+ is gemini-2.0-flash.
809
+ --LLMHandwritingProcessor_max_concurrency INTEGER
810
+ The maximum number of concurrent requests to
811
+ make to the Gemini model. Default is 3.
812
+ --LLMHandwritingProcessor_image_expansion_ratio FLOAT
813
+ The ratio to expand the image by when
814
+ cropping. Default is 0.01.
815
+ --LLMHandwritingProcessor_use_llm
816
+ Whether to use the LLM model. Default is
817
+ False.
818
+ --LLMHandwritingProcessor_disable_tqdm
819
+ Whether to disable the tqdm progress bar.
820
+ Default is False.
821
+ --LLMHandwritingProcessor_handwriting_generation_prompt TEXT
822
+ The prompt to use for OCRing handwriting.
823
+ Default is a string containing the Gemini
824
+ prompt.
825
+ --LLMImageDescriptionProcessor_google_api_key TEXT
826
+ The Google API key to use for the Gemini
827
+ model. Default is .
828
+ --LLMImageDescriptionProcessor_model_name TEXT
829
+ The name of the Gemini model to use. Default
830
+ is gemini-2.0-flash.
831
+ --LLMImageDescriptionProcessor_max_concurrency INTEGER
832
+ The maximum number of concurrent requests to
833
+ make to the Gemini model. Default is 3.
834
+ --LLMImageDescriptionProcessor_image_expansion_ratio FLOAT
835
+ The ratio to expand the image by when
836
+ cropping. Default is 0.01.
837
+ --LLMImageDescriptionProcessor_use_llm
838
+ Whether to use the LLM model. Default is
839
+ False.
840
+ --LLMImageDescriptionProcessor_disable_tqdm
841
+ Whether to disable the tqdm progress bar.
842
+ Default is False.
843
+ --LLMImageDescriptionProcessor_extract_images BOOLEAN
844
+ Extract images from the document. Default is
845
+ True.
846
+ --LLMImageDescriptionProcessor_image_description_prompt TEXT
847
+ The prompt to use for generating image
848
+ descriptions. Default is a string containing
849
+ the Gemini prompt.
850
+ --LLMInlineMathLinesProcessor_google_api_key TEXT
851
+ The Google API key to use for the Gemini
852
+ model. Default is .
853
+ --LLMInlineMathLinesProcessor_model_name TEXT
854
+ The name of the Gemini model to use. Default
855
+ is gemini-2.0-flash.
856
+ --LLMInlineMathLinesProcessor_max_concurrency INTEGER
857
+ The maximum number of concurrent requests to
858
+ make to the Gemini model. Default is 3.
859
+ --LLMInlineMathLinesProcessor_image_expansion_ratio FLOAT
860
+ The ratio to expand the image by when
861
+ cropping. Default is 0.01.
862
+ --LLMInlineMathLinesProcessor_use_llm
863
+ Whether to use the LLM model. Default is
864
+ False.
865
+ --LLMInlineMathLinesProcessor_disable_tqdm
866
+ Whether to disable the tqdm progress bar.
867
+ Default is False.
868
+ --LLMInlineMathLinesProcessor_math_line_batch_size INTEGER
869
+ The number of math lines to batch together.
870
+ Default is 10.
871
+ --LLMMathBlockProcessor_google_api_key TEXT
872
+ The Google API key to use for the Gemini
873
+ model. Default is .
874
+ --LLMMathBlockProcessor_model_name TEXT
875
+ The name of the Gemini model to use. Default
876
+ is gemini-2.0-flash.
877
+ --LLMMathBlockProcessor_max_concurrency INTEGER
878
+ The maximum number of concurrent requests to
879
+ make to the Gemini model. Default is 3.
880
+ --LLMMathBlockProcessor_image_expansion_ratio FLOAT
881
+ The ratio to expand the image by when
882
+ cropping. Default is 0.01.
883
+ --LLMMathBlockProcessor_use_llm
884
+ Whether to use the LLM model. Default is
885
+ False.
886
+ --LLMMathBlockProcessor_disable_tqdm
887
+ Whether to disable the tqdm progress bar.
888
+ Default is False.
889
+ --LLMMathBlockProcessor_redo_inline_math
890
+ If True, the inline math will be re-done,
891
+ otherwise it will be left as is. Default is
892
+ False.
893
+ --LLMMathBlockProcessor_inlinemath_min_ratio FLOAT
894
+ If more than this ratio of blocks are
895
+ inlinemath blocks, assume everything has
896
+ math. Default is 0.4.
897
+ --LLMSimpleBlockMetaProcessor_google_api_key TEXT
898
+ The Google API key to use for the Gemini
899
+ model. Default is .
900
+ --LLMSimpleBlockMetaProcessor_model_name TEXT
901
+ The name of the Gemini model to use. Default
902
+ is gemini-2.0-flash.
903
+ --LLMSimpleBlockMetaProcessor_max_concurrency INTEGER
904
+ The maximum number of concurrent requests to
905
+ make to the Gemini model. Default is 3.
906
+ --LLMSimpleBlockMetaProcessor_image_expansion_ratio FLOAT
907
+ The ratio to expand the image by when
908
+ cropping. Default is 0.01.
909
+ --LLMSimpleBlockMetaProcessor_use_llm
910
+ Whether to use the LLM model. Default is
911
+ False.
912
+ --LLMSimpleBlockMetaProcessor_disable_tqdm
913
+ Whether to disable the tqdm progress bar.
914
+ Default is False.
915
+ --LLMTableProcessor_google_api_key TEXT
916
+ The Google API key to use for the Gemini
917
+ model. Default is .
918
+ --LLMTableProcessor_model_name TEXT
919
+ The name of the Gemini model to use. Default
920
+ is gemini-2.0-flash.
921
+ --LLMTableProcessor_max_concurrency INTEGER
922
+ The maximum number of concurrent requests to
923
+ make to the Gemini model. Default is 3.
924
+ --LLMTableProcessor_image_expansion_ratio FLOAT
925
+ The ratio to expand the image by when
926
+ cropping. Default is 0.01.
927
+ --LLMTableProcessor_use_llm Whether to use the LLM model. Default is
928
+ False.
929
+ --LLMTableProcessor_disable_tqdm
930
+ Whether to disable the tqdm progress bar.
931
+ Default is False.
932
+ --LLMTableProcessor_max_rows_per_batch INTEGER
933
+ If the table has more rows than this, chunk
934
+ the table. (LLMs can be inaccurate with a
935
+ lot of rows) Default is 60.
936
+ --LLMTableProcessor_max_table_rows INTEGER
937
+ The maximum number of rows in a table to
938
+ process with the LLM processor. Beyond this
939
+ will be skipped. Default is 175.
940
+ --LLMTableProcessor_table_image_expansion_ratio FLOAT
941
+ The ratio to expand the image by when
942
+ cropping. Default is 0.
943
+ --LLMTableProcessor_rotation_max_wh_ratio FLOAT
944
+ The maximum width/height ratio for table
945
+ cells for a table to be considered rotated.
946
+ Default is 0.6.
947
+ --LLMTableProcessor_table_rewriting_prompt TEXT
948
+ The prompt to use for rewriting text.
949
+ Default is a string containing the Gemini
950
+ rewriting prompt.
951
+ --LLMTableMergeProcessor_google_api_key TEXT
952
+ The Google API key to use for the Gemini
953
+ model. Default is .
954
+ --LLMTableMergeProcessor_model_name TEXT
955
+ The name of the Gemini model to use. Default
956
+ is gemini-2.0-flash.
957
+ --LLMTableMergeProcessor_max_concurrency INTEGER
958
+ The maximum number of concurrent requests to
959
+ make to the Gemini model. Default is 3.
960
+ --LLMTableMergeProcessor_image_expansion_ratio FLOAT
961
+ The ratio to expand the image by when
962
+ cropping. Default is 0.01.
963
+ --LLMTableMergeProcessor_use_llm
964
+ Whether to use the LLM model. Default is
965
+ False.
966
+ --LLMTableMergeProcessor_disable_tqdm
967
+ Whether to disable the tqdm progress bar.
968
+ Default is False.
969
+ --LLMTableMergeProcessor_table_height_threshold FLOAT
970
+ The minimum height ratio relative to the
971
+ page for the first table in a pair to be
972
+ considered for merging. Default is 0.6.
973
+ --LLMTableMergeProcessor_table_start_threshold FLOAT
974
+ The maximum percentage down the page the
975
+ second table can start to be considered for
976
+ merging. Default is 0.2.
977
+ --LLMTableMergeProcessor_vertical_table_height_threshold FLOAT
978
+ The height tolerance for 2 adjacent tables
979
+ to be merged into one. Default is 0.25.
980
+ --LLMTableMergeProcessor_vertical_table_distance_threshold INTEGER
981
+ The maximum distance between table edges for
982
+ adjacency. Default is 20.
983
+ --LLMTableMergeProcessor_horizontal_table_width_threshold FLOAT
984
+ The width tolerance for 2 adjacent tables to
985
+ be merged into one. Default is 0.25.
986
+ --LLMTableMergeProcessor_horizontal_table_distance_threshold INTEGER
987
+ The maximum distance between table edges for
988
+ adjacency. Default is 10.
989
+ --LLMTableMergeProcessor_column_gap_threshold INTEGER
990
+ The maximum gap between columns to merge
991
+ tables Default is 50.
992
+ --LLMTableMergeProcessor_table_merge_prompt TEXT
993
+ The prompt to use for rewriting text.
994
+ Default is a string containing the Gemini
995
+ rewriting prompt.
996
+ --SectionHeaderProcessor_level_count INTEGER
997
+ The number of levels to use for headings.
998
+ Default is 4.
999
+ --SectionHeaderProcessor_merge_threshold FLOAT
1000
+ The minimum gap between headings to consider
1001
+ them part of the same group. Default is
1002
+ 0.25.
1003
+ --SectionHeaderProcessor_default_level INTEGER
1004
+ The default heading level to use if no
1005
+ heading level is detected. Default is 2.
1006
+ --SectionHeaderProcessor_height_tolerance FLOAT
1007
+ The minimum height of a heading to consider
1008
+ it a heading. Default is 0.99.
1009
+ --TableProcessor_detect_boxes Whether to detect boxes for the table
1010
+ recognition model. Default is False.
1011
+ --TableProcessor_detection_batch_size INTEGER
1012
+ The batch size to use for the table
1013
+ detection model. Default is None, which will
1014
+ use the default batch size for the model.
1015
+ --TableProcessor_table_rec_batch_size INTEGER
1016
+ The batch size to use for the table
1017
+ recognition model. Default is None, which
1018
+ will use the default batch size for the
1019
+ model.
1020
+ --TableProcessor_recognition_batch_size INTEGER
1021
+ The batch size to use for the table
1022
+ recognition model. Default is None, which
1023
+ will use the default batch size for the
1024
+ model.
1025
+ --TableProcessor_row_split_threshold FLOAT
1026
+ The percentage of rows that need to be split
1027
+ across the table before row splitting is
1028
+ active. Default is 0.5.
1029
+ --TableProcessor_pdftext_workers INTEGER
1030
+ The number of workers to use for pdftext.
1031
+ Default is 1.
1032
+ --TableProcessor_disable_tqdm Whether to disable the tqdm progress bar.
1033
+ Default is False.
1034
+ --TextProcessor_column_gap_ratio FLOAT
1035
+ The minimum ratio of the page width to the
1036
+ column gap to consider a column break.
1037
+ Default is 0.02.
1038
+ --PdfConverter_use_llm Enable higher quality processing with LLMs.
1039
+ Default is False.
1040
+ --TableConverter_use_llm Enable higher quality processing with LLMs.
1041
+ Default is False.
1042
+ --DocumentProvider_pdftext_workers INTEGER
1043
+ The number of workers to use for pdftext.
1044
+ Default is 4.
1045
+ --DocumentProvider_flatten_pdf BOOLEAN
1046
+ Whether to flatten the PDF structure.
1047
+ Default is True.
1048
+ --DocumentProvider_force_ocr Whether to force OCR on the whole document.
1049
+ Default is False.
1050
+ --DocumentProvider_ocr_space_threshold FLOAT
1051
+ The minimum ratio of spaces to non-spaces to
1052
+ detect bad text. Default is 0.7.
1053
+ --DocumentProvider_ocr_newline_threshold FLOAT
1054
+ The minimum ratio of newlines to non-
1055
+ newlines to detect bad text. Default is 0.6.
1056
+ --DocumentProvider_ocr_alphanum_threshold FLOAT
1057
+ The minimum ratio of alphanumeric characters
1058
+ to non-alphanumeric characters to consider
1059
+ an alphanumeric character. Default is 0.3.
1060
+ --DocumentProvider_image_threshold FLOAT
1061
+ The minimum coverage ratio of the image to
1062
+ the page to consider skipping the page.
1063
+ Default is 0.65.
1064
+ --DocumentProvider_strip_existing_ocr
1065
+ Whether to strip existing OCR text from the
1066
+ PDF. Default is False.
1067
+ --DocumentProvider_disable_links
1068
+ Whether to disable links. Default is False.
1069
+ --PdfProvider_pdftext_workers INTEGER
1070
+ The number of workers to use for pdftext.
1071
+ Default is 4.
1072
+ --PdfProvider_flatten_pdf BOOLEAN
1073
+ Whether to flatten the PDF structure.
1074
+ Default is True.
1075
+ --PdfProvider_force_ocr Whether to force OCR on the whole document.
1076
+ Default is False.
1077
+ --PdfProvider_ocr_space_threshold FLOAT
1078
+ The minimum ratio of spaces to non-spaces to
1079
+ detect bad text. Default is 0.7.
1080
+ --PdfProvider_ocr_newline_threshold FLOAT
1081
+ The minimum ratio of newlines to non-
1082
+ newlines to detect bad text. Default is 0.6.
1083
+ --PdfProvider_ocr_alphanum_threshold FLOAT
1084
+ The minimum ratio of alphanumeric characters
1085
+ to non-alphanumeric characters to consider
1086
+ an alphanumeric character. Default is 0.3.
1087
+ --PdfProvider_image_threshold FLOAT
1088
+ The minimum coverage ratio of the image to
1089
+ the page to consider skipping the page.
1090
+ Default is 0.65.
1091
+ --PdfProvider_strip_existing_ocr
1092
+ Whether to strip existing OCR text from the
1093
+ PDF. Default is False.
1094
+ --PdfProvider_disable_links Whether to disable links. Default is False.
1095
+ --EpubProvider_pdftext_workers INTEGER
1096
+ The number of workers to use for pdftext.
1097
+ Default is 4.
1098
+ --EpubProvider_flatten_pdf BOOLEAN
1099
+ Whether to flatten the PDF structure.
1100
+ Default is True.
1101
+ --EpubProvider_force_ocr Whether to force OCR on the whole document.
1102
+ Default is False.
1103
+ --EpubProvider_ocr_space_threshold FLOAT
1104
+ The minimum ratio of spaces to non-spaces to
1105
+ detect bad text. Default is 0.7.
1106
+ --EpubProvider_ocr_newline_threshold FLOAT
1107
+ The minimum ratio of newlines to non-
1108
+ newlines to detect bad text. Default is 0.6.
1109
+ --EpubProvider_ocr_alphanum_threshold FLOAT
1110
+ The minimum ratio of alphanumeric characters
1111
+ to non-alphanumeric characters to consider
1112
+ an alphanumeric character. Default is 0.3.
1113
+ --EpubProvider_image_threshold FLOAT
1114
+ The minimum coverage ratio of the image to
1115
+ the page to consider skipping the page.
1116
+ Default is 0.65.
1117
+ --EpubProvider_strip_existing_ocr
1118
+ Whether to strip existing OCR text from the
1119
+ PDF. Default is False.
1120
+ --EpubProvider_disable_links Whether to disable links. Default is False.
1121
+ --HTMLProvider_pdftext_workers INTEGER
1122
+ The number of workers to use for pdftext.
1123
+ Default is 4.
1124
+ --HTMLProvider_flatten_pdf BOOLEAN
1125
+ Whether to flatten the PDF structure.
1126
+ Default is True.
1127
+ --HTMLProvider_force_ocr Whether to force OCR on the whole document.
1128
+ Default is False.
1129
+ --HTMLProvider_ocr_space_threshold FLOAT
1130
+ The minimum ratio of spaces to non-spaces to
1131
+ detect bad text. Default is 0.7.
1132
+ --HTMLProvider_ocr_newline_threshold FLOAT
1133
+ The minimum ratio of newlines to non-
1134
+ newlines to detect bad text. Default is 0.6.
1135
+ --HTMLProvider_ocr_alphanum_threshold FLOAT
1136
+ The minimum ratio of alphanumeric characters
1137
+ to non-alphanumeric characters to consider
1138
+ an alphanumeric character. Default is 0.3.
1139
+ --HTMLProvider_image_threshold FLOAT
1140
+ The minimum coverage ratio of the image to
1141
+ the page to consider skipping the page.
1142
+ Default is 0.65.
1143
+ --HTMLProvider_strip_existing_ocr
1144
+ Whether to strip existing OCR text from the
1145
+ PDF. Default is False.
1146
+ --HTMLProvider_disable_links Whether to disable links. Default is False.
1147
+ --ImageProvider_image_count INTEGER
1148
+ Default is 1.
1149
+ --PowerPointProvider_pdftext_workers INTEGER
1150
+ The number of workers to use for pdftext.
1151
+ Default is 4.
1152
+ --PowerPointProvider_flatten_pdf BOOLEAN
1153
+ Whether to flatten the PDF structure.
1154
+ Default is True.
1155
+ --PowerPointProvider_force_ocr Whether to force OCR on the whole document.
1156
+ Default is False.
1157
+ --PowerPointProvider_ocr_space_threshold FLOAT
1158
+ The minimum ratio of spaces to non-spaces to
1159
+ detect bad text. Default is 0.7.
1160
+ --PowerPointProvider_ocr_newline_threshold FLOAT
1161
+ The minimum ratio of newlines to non-
1162
+ newlines to detect bad text. Default is 0.6.
1163
+ --PowerPointProvider_ocr_alphanum_threshold FLOAT
1164
+ The minimum ratio of alphanumeric characters
1165
+ to non-alphanumeric characters to consider
1166
+ an alphanumeric character. Default is 0.3.
1167
+ --PowerPointProvider_image_threshold FLOAT
1168
+ The minimum coverage ratio of the image to
1169
+ the page to consider skipping the page.
1170
+ Default is 0.65.
1171
+ --PowerPointProvider_strip_existing_ocr
1172
+ Whether to strip existing OCR text from the
1173
+ PDF. Default is False.
1174
+ --PowerPointProvider_disable_links
1175
+ Whether to disable links. Default is False.
1176
+ --PowerPointProvider_include_slide_number
1177
+ Default is False.
1178
+ --SpreadSheetProvider_pdftext_workers INTEGER
1179
+ The number of workers to use for pdftext.
1180
+ Default is 4.
1181
+ --SpreadSheetProvider_flatten_pdf BOOLEAN
1182
+ Whether to flatten the PDF structure.
1183
+ Default is True.
1184
+ --SpreadSheetProvider_force_ocr
1185
+ Whether to force OCR on the whole document.
1186
+ Default is False.
1187
+ --SpreadSheetProvider_ocr_space_threshold FLOAT
1188
+ The minimum ratio of spaces to non-spaces to
1189
+ detect bad text. Default is 0.7.
1190
+ --SpreadSheetProvider_ocr_newline_threshold FLOAT
1191
+ The minimum ratio of newlines to non-
1192
+ newlines to detect bad text. Default is 0.6.
1193
+ --SpreadSheetProvider_ocr_alphanum_threshold FLOAT
1194
+ The minimum ratio of alphanumeric characters
1195
+ to non-alphanumeric characters to consider
1196
+ an alphanumeric character. Default is 0.3.
1197
+ --SpreadSheetProvider_image_threshold FLOAT
1198
+ The minimum coverage ratio of the image to
1199
+ the page to consider skipping the page.
1200
+ Default is 0.65.
1201
+ --SpreadSheetProvider_strip_existing_ocr
1202
+ Whether to strip existing OCR text from the
1203
+ PDF. Default is False.
1204
+ --SpreadSheetProvider_disable_links
1205
+ Whether to disable links. Default is False.
1206
+ --HTMLRenderer_extract_images BOOLEAN
1207
+ Extract images from the document. Default is
1208
+ True.
1209
+ --HTMLRenderer_paginate_output Whether to paginate the output. Default is
1210
+ False.
1211
+ --JSONRenderer_extract_images BOOLEAN
1212
+ Extract images from the document. Default is
1213
+ True.
1214
+ --MarkdownRenderer_extract_images BOOLEAN
1215
+ Extract images from the document. Default is
1216
+ True.
1217
+ --MarkdownRenderer_paginate_output
1218
+ Whether to paginate the output. Default is
1219
+ False.
1220
+ --MarkdownRenderer_page_separator TEXT
1221
+ The separator to use between pages. Default
1222
+ is '-' * 48.
1223
+ --ClaudeService_timeout INTEGER
1224
+ The timeout to use for the service. Default
1225
+ is 30.
1226
+ --ClaudeService_max_retries INTEGER
1227
+ The maximum number of retries to use for the
1228
+ service. Default is 2.
1229
+ --ClaudeService_claude_model_name TEXT
1230
+ The name of the Google model to use for the
1231
+ service. Default is
1232
+ claude-3-7-sonnet-20250219.
1233
+ --ClaudeService_claude_api_key TEXT
1234
+ The Claude API key to use for the service.
1235
+ Default is None.
1236
+ --ClaudeService_max_claude_tokens INTEGER
1237
+ The maximum number of tokens to use for a
1238
+ single Claude request. Default is 8192.
1239
+ --GoogleGeminiService_timeout INTEGER
1240
+ The timeout to use for the service. Default
1241
+ is 30.
1242
+ --GoogleGeminiService_max_retries INTEGER
1243
+ The maximum number of retries to use for the
1244
+ service. Default is 2.
1245
+ --GoogleGeminiService_gemini_model_name TEXT
1246
+ The name of the Google model to use for the
1247
+ service. Default is gemini-2.0-flash.
1248
+ --GoogleGeminiService_gemini_api_key TEXT
1249
+ The Google API key to use for the service.
1250
+ Default is None.
1251
+ --OllamaService_timeout INTEGER
1252
+ The timeout to use for the service. Default
1253
+ is 30.
1254
+ --OllamaService_max_retries INTEGER
1255
+ The maximum number of retries to use for the
1256
+ service. Default is 2.
1257
+ --OllamaService_ollama_base_url TEXT
1258
+ The base url to use for ollama. No trailing
1259
+ slash. Default is http://localhost:11434.
1260
+ --OllamaService_ollama_model TEXT
1261
+ The model name to use for ollama. Default is
1262
+ llama3.2-vision.
1263
+ --OpenAIService_timeout INTEGER
1264
+ The timeout to use for the service. Default
1265
+ is 30.
1266
+ --OpenAIService_max_retries INTEGER
1267
+ The maximum number of retries to use for the
1268
+ service. Default is 2.
1269
+ --OpenAIService_openai_base_url TEXT
1270
+ The base url to use for OpenAI-like models.
1271
+ No trailing slash. Default is
1272
+ https://api.openai.com/v1.
1273
+ --OpenAIService_openai_model TEXT
1274
+ The model name to use for OpenAI-like model.
1275
+ Default is gpt-4o-mini.
1276
+ --OpenAIService_openai_api_key TEXT
1277
+ The API key to use for the OpenAI-like
1278
+ service. Default is None.
1279
+ --GoogleVertexService_timeout INTEGER
1280
+ The timeout to use for the service. Default
1281
+ is 30.
1282
+ --GoogleVertexService_max_retries INTEGER
1283
+ The maximum number of retries to use for the
1284
+ service. Default is 2.
1285
+ --GoogleVertexService_gemini_model_name TEXT
1286
+ The name of the Google model to use for the
1287
+ service. Default is gemini-2.0-flash-001.
1288
+ --GoogleVertexService_vertex_project_id TEXT
1289
+ Google Cloud Project ID for Vertex AI.
1290
+ Default is None.
1291
+ --GoogleVertexService_vertex_location TEXT
1292
+ Google Cloud Location for Vertex AI. Default
1293
+ is us-central1.
1294
+ --GoogleVertexService_vertex_dedicated
1295
+ Whether to use a dedicated Vertex AI
1296
+ instance. Default is False.
1297
+ --help Show this message and exit.