Llamaparse - Extraction of images

[EmPi44]

Just trying out llamaparse...I first tried it out over the Web UI where I liked the results...Hence I thought I will try to implement it in my pipeline...the challenge is that over the API it does not extract the same images as in the Web UI.

Do I have to provide instructions as input to get a proper Image extraction?

This is my current code:

parser = LlamaParse(
    result_type="markdown",
    premium_mode=True, 
    split_by_page= True,
    vendor_multimodal_api_key=os.getenv("OPENAI_API_KEY"),
    use_vendor_multimodal_model=True,  # Only include this once
    vendor_multimodal_model="openai-gpt4o"
)

print(f"Parsing slide deck...")
md_json_objs = parser.get_json_result(r"C:\Users\emirp\OneDrive\Dokumente\AAA\RealEstate_Dubai\BackEnd\RealEstate_Data_Preprocessor-1\LILLIA_TV_FLOOR_PLANS_test.pdf")
md_json_list = md_json_objs[0]["pages"]

# Loop through and print each page
for i, page in enumerate(md_json_list):
    print(f"Page {i + 1} content:")
    print(page.get("md", "No markdown content available for this page."))
    print("=" * 40)  # Separator between pages

print(md_json_list[1].keys())
# image_dicts = parser.get_images(md_json_objs, download_path="data_images")
image_dicts = parser.get_images(md_json_objs, download_path=r"C:\Users\emirp\OneDrive\Dokumente\AAA\RealEstate_Dubai\BackEnd\RealEstate_Data_Preprocessor-1\images_extract")

# Print image details
for image_dict in image_dicts:
    print(f"Image description: {image_dict.get('description', 'No description available')}")
    print(f"Image file path: {image_dict.get('file_path', 'No file path available')}")
    print("=" * 40)  # Separator for image details

Console Output:

========================================

dict_keys(['page', 'md', 'images', 'items', 'status', 'links'])

Image for page 1: [{'name': 'page_1.jpg', 'height': 0, 'width': 0, 'x': 0, 'y': 0, 'type': 'full_page_screenshot'}]

Image for page 2: [{'name': 'page_2.jpg', 'height': 0, 'width': 0, 'x': 0, 'y': 0, 'type': 'full_page_screenshot'}]

Image description: No description available

Image file path: No file path available

========================================

Image description: No description available

Image file path: No file path available

========================================

[EmPi44]

Seems I got it. Topics can be closed.