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🖥 PDF CRAFT-a python library for converting PDF (primarily scanned books) in Markdown and EPUB using local AI models and LLM to structure the contents
Github

Basic possibilities

- extracting text and layout
Uses the combination of Doclayout-Yolo and its own algorithms for detecting and filtering headlines, columns, footnotes and page numbers

- Local OCR
Recognizes the text on the page via Onnxocr, supports acceleration on GPU (CUDA)

- Determining the order of reading
With the help of LayoutReader, it builds a flow of text in the order in which it is perceived by a person

- Converting in Markdown
Generates .MD with relative links to images (illustrations, tables, formulas) in the Assets folder

Installation and requirements
Python ≥ 3.10 (recommended 3.10.16).

Pip Install PDF-Craft and PIP Install Onnxruntime == 1.21.0 (or Onnxruntime-GPU == 1.21.0 for CUDA).

For an EPUB conveier, you need access to the LLM service (for example, Deepseek).

🟡 Github


#پایتون #Python #library

🆔 @Python4all_pro



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🖥 PDF CRAFT-a python library for converting PDF (primarily scanned books) in Markdown and EPUB using local AI models and LLM to structure the contents
Github

Basic possibilities

- extracting text and layout
Uses the combination of Doclayout-Yolo and its own algorithms for detecting and filtering headlines, columns, footnotes and page numbers

- Local OCR
Recognizes the text on the page via Onnxocr, supports acceleration on GPU (CUDA)

- Determining the order of reading
With the help of LayoutReader, it builds a flow of text in the order in which it is perceived by a person

- Converting in Markdown
Generates .MD with relative links to images (illustrations, tables, formulas) in the Assets folder

Installation and requirements
Python ≥ 3.10 (recommended 3.10.16).

Pip Install PDF-Craft and PIP Install Onnxruntime == 1.21.0 (or Onnxruntime-GPU == 1.21.0 for CUDA).

For an EPUB conveier, you need access to the LLM service (for example, Deepseek).

🟡 Github


#پایتون #Python #library

🆔 @Python4all_pro

BY پایتون ( Machine Learning | Data Science )


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Telegram Gives Up On Crypto Blockchain Project

Durov said on his Telegram channel today that the two and a half year blockchain and crypto project has been put to sleep. Ironically, after leaving Russia because the government wanted his encryption keys to his social media firm, Durov’s cryptocurrency idea lost steam because of a U.S. court. “The technology we created allowed for an open, free, decentralized exchange of value and ideas. TON had the potential to revolutionize how people store and transfer funds and information,” he wrote on his channel. “Unfortunately, a U.S. court stopped TON from happening.”

Should You Buy Bitcoin?

In general, many financial experts support their clients’ desire to buy cryptocurrency, but they don’t recommend it unless clients express interest. “The biggest concern for us is if someone wants to invest in crypto and the investment they choose doesn’t do well, and then all of a sudden they can’t send their kids to college,” says Ian Harvey, a certified financial planner (CFP) in New York City. “Then it wasn’t worth the risk.” The speculative nature of cryptocurrency leads some planners to recommend it for clients’ “side” investments. “Some call it a Vegas account,” says Scott Hammel, a CFP in Dallas. “Let’s keep this away from our real long-term perspective, make sure it doesn’t become too large a portion of your portfolio.” In a very real sense, Bitcoin is like a single stock, and advisors wouldn’t recommend putting a sizable part of your portfolio into any one company. At most, planners suggest putting no more than 1% to 10% into Bitcoin if you’re passionate about it. “If it was one stock, you would never allocate any significant portion of your portfolio to it,” Hammel says.

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