GitLab

- Update VRAM checking logic in app.py and model_utils.py
- Add None and type checks for VRAM values
- Adjust concurrency limit calculation in app.py
- Modify clean_vram function to handle cases with no VRAM information

- Add get_concurrency_limit function to calculate concurrency limit based on VRAM
- Update clean_vram function and rename to get_vram for better clarity
- Apply concurrency limit to the to_markdown function in the Gradio app

- Decrease the maximum width and height from 9000 to 4500 pixels
- This change aims to prevent excessive resource usage when rendering PDFs

- Updated cut_image.py to check for NoneType imageWriter
- Prevents AttributeError when imageWriter is not provided

- Decrease the line height multiplier from 0.8 to 0.7 for both left and right sides
- This modification aims to improve the accuracy of paragraph splitting

- Remove overlap between bboxes for block separation
- Sort bboxes by combined x and y coordinates for better layout handling
- Comment out previous overlap removal function

- Extract language detection to block level instead of line level
- Improve logic for handling Chinese, Japanese, and Korean languages
- Refactor code for better readability and performance
- Optimize handling of hyphenated words at line ends

- Introduce language detection to determine line spacing based on language context
- Implement different spacing rules for Chinese/Japanese/Korean and Western texts
- Adjust span content handling based on detected language and span type

- Introduce `span_height_radio` parameter to calculate_char_in_span function
- Replace fixed ratio with dynamic ratio for character and span axis alignment
- Improve flexibility and accuracy of character placement within spans

- Add empty paragraph handling for pages with no content
- Append an empty markdown object when a page has no paragraphs
- Increment page number even if no content is present

- Add LINE_START_FLAG tuple to identify starting flags of a line
- Modify calculate_char_in_span function to handle both line start and stop flags
- Remove redundant char_is_line_stop_flag variable and simplify logic
- Improve line flag detection to enhance text extraction accuracy

- Replace pdfminer with PyMuPDF for character detection
- Implement new method detect_invalid_chars_by_pymupdf
- Update check_invalid_chars in pdf_meta_scan.py to use new method
- Add __replace_0xfffd function in pdf_parse_union_core_v2.py to handle special characters
- Remove unused imports and update requirements.txt

- Remove unused language detection code
- Simplify text content processing logic
- Update span sorting and text extraction in pdf_parse_union_core_v2.py

- Add direction filtering to ignore highly skewed text lines
- Improve text extraction accuracy by focusing on non-skewed content

- Add language detection for each block of text
- Implement language-specific logic for right margin alignment
- Introduce logging for debugging purposes

fix(Hybrid OCR):Enable Hybrid OCR for Empty Spans That Contain a Certain Number of Placeholders but No Actual Text

- Remove unused function `calculate_angle_degrees`- Refactor `calculate_is_angle` to use directly in OCR processing
- Eliminate unnecessary loop index `idx` in OCR processing loops

- Remove commented-out code in ocr_dict_merge.py
- Improve imports and code organization in ocr_detect_all_bboxes.py
- Delete unnecessary empty lines and improve code readability

- Remove unused imports from commons.py
- Delete unused functions related to AWS and S3 operations
- Update import statements in other modules to reflect changes in commons.py
- Remove redundant code and improve code readability

- Decrease the maximum image size threshold from 9000 to 4500 pixels
- This change aims to improve performance and reduce memory usage
- Affects the custom model document analysis process

- Remove unused imports and functions across multiple files
- Simplify code by deleting unnecessary comments and empty lines
- Update function signatures to match actual usage
- Replace redundant code with more efficient alternatives

- Calculate median span height to identify vertical spans
- Use PyMuPDF's 'dict' output to fill vertical spans with lines

- Add OCR score to span dictionary when OCR text is applied
- Improve data integrity by including confidence score

- Add confidence score threshold to filter out low confidence OCR results
- Improve OCR accuracy by ignoring less certain detections

- Add checks for uppercase character start in the first span of a block

- Optimize character sorting for accurate text assembly
- Handle empty char scenarios to prevent errors
- Remove unnecessary comments and improve code readability
- Enhance OCR text content handling by removing low-confidence spans

- Merge useful_spans and unuseful_spans handling
- Simplify overlap ratio calculation and block type checking
- Remove unnecessary span removal and re-addition

fix(pdf_parse): Move the logic for filling text content into spans before the discarded_block recognition to fix the issue of empty text blocks in discarded_block.