Code usability improvement

README.md

@@ -206,4 +206,54 @@ This work would not have been possible without amazing open source models and da
 - DocLayNet from IBM
 - ByT5 from Google
 
-Thank you to the authors of these models and datasets for making them available to the community!
+# How to use this library for Python 3.10
+```shell
+pip install -r https://raw.githubusercontent.com/VikParuchuri/marker/master/requirements.txt
+```
+```shell
+    import os
+
+    from marker.convert import convert_single_pdf
+    from marker.logger import configure_logging
+    from marker.models import load_all_models
+    from marker.output import save_markdown
+
+
+    def convert_pdf_to_markdown(filename, output_dir, max_pages=470, start_page=1, batch_multiplier=1, langs=["en"]):
+        """
+      Converts a PDF file to Markdown format using the Marker library.
+
+      Args:
+          filename (str): Path to the PDF file.
+          output_dir (str): Directory to save the converted Markdown file.
+          max_pages (int, optional): Maximum number of pages to convert. Defaults to 10.
+          start_page (int, optional): Page number to start conversion from. Defaults to 1.
+          batch_multiplier (int, optional): Multiplier for batch processing. Defaults to 2.
+          langs (str, optional): Languages to be detected in the PDF. Defaults to "English".
+
+      Returns:
+          str: Path to the folder containing the converted Markdown file.
+
+      Raises:
+          ImportError: If the Marker library is not installed.
+      """
+        configure_logging()
+
+        model_lst = load_all_models()
+        full_text, images, out_meta = convert_single_pdf(filename, model_lst, max_pages=max_pages, langs=langs,
+                                                         batch_multiplier=batch_multiplier, start_page=start_page)
+        fname = os.path.basename(filename)
+        subfolder_path = save_markdown(output_dir, fname, full_text, images, out_meta)
+        print(f"Saved markdown to the {subfolder_path} folder")
+
+        return subfolder_path
+
+    filename = "input file.pdf"
+    output = "output_folder"
+
+    # Example usage
+    converted_folder = convert_pdf_to_markdown(filename,output)
+
+```
+Thank you to the authors of these models and datasets for making them available to the community!
+

requirements.txt

@@ -0,0 +1,66 @@
+aiosignal==1.3.1
+analytics-python==1.4.post1
+annotated-types==0.7.0
+certifi==2024.6.2
+charset-normalizer==3.3.2
+docutils==0.20.1
+environs==9.5.0
+filelock==3.14.0
+filetype==1.2.0
+fsspec==2024.6.0
+ftfy==6.2.0
+grpcio==1.64.1
+huggingface-hub==0.23.3
+idna==3.7
+Jinja2==3.1.4
+joblib==1.4.2
+marker-pdf==0.2.13
+MarkupSafe==2.1.5
+mdurl==0.1.2
+mpmath==1.3.0
+networkx==3.3
+numpy==1.26.4
+nvidia-cublas-cu12==12.1.3.1
+nvidia-cuda-cupti-cu12==12.1.105
+nvidia-cuda-nvrtc-cu12==12.1.105
+nvidia-cuda-runtime-cu12==12.1.105
+nvidia-cudnn-cu12==8.9.2.26
+nvidia-cufft-cu11==10.9.0.58
+nvidia-cufft-cu12==11.0.2.54
+nvidia-curand-cu12==10.3.2.106
+nvidia-cusolver-cu12==11.4.5.107
+nvidia-cusparse-cu12==12.1.0.106
+nvidia-nccl-cu12==2.20.5
+nvidia-nvjitlink-cu12==12.5.40
+nvidia-nvtx-cu12==12.1.105
+opencv-python==4.10.0.82
+packaging==24.1
+pdftext==0.3.10
+pillow==10.3.0
+pydub==0.25.1
+pypdfium2==4.30.0
+python-dateutil==2.8.2
+python-dotenv==1.0.1
+PyYAML==6.0.1
+rapidfuzz==3.9.3
+readme-renderer==41.0
+regex==2024.5.15
+requests==2.32.3
+safetensors==0.4.3
+scikit-learn==1.5.0
+scipy==1.13.1
+sniffio==1.3.0
+surya-ocr==0.4.12
+sympy==1.12.1
+tabulate==0.9.0
+texify==0.1.9
+threadpoolctl==3.5.0
+tokenizers==0.19.1
+torch==2.3.1
+tqdm==4.66.4
+transformers==4.41.2
+triton==2.3.1
+twine==4.0.2
+typing_extensions==4.12.2
+urllib3==2.2.1
+wcwidth==0.2.13