Llama Parse

Parse raw documents to use Llama Parse.

Set Environment Variables

You need to set the LLAMA_CLOUD_API_KEY environment variables to use Llama Parse.

You can get API Key at here

Language Support

You can find more information about the supported languages at here

You can set language to use language parameter.

Table Extraction

If you have tables in your raw document, set result_type: markdown to convert them to Markdown and save them.

📌result_type: You can set 3 types of result type.

  • text

  • markdown

  • json

Use Multimodal Model

You can see more information about multimodal model at Multimodal Parsing

If you want to use multimodal model, you need to set the following parameters.

  1. use_vendor_multimodal_model: Whether to use the vendor multimodal model. If you want to use multimodal model, set it to True. Default is False.

  2. vendor_multimodal_model_name: The name of the vendor multimodal model. Default is “openai-gpt4o”.

  • You can find the list of available multimodal models here.

  1. use_own_key: Whether to use the own API key. Default is False.

  • If this is set to False, the Basic Plan provided by llama parse will be used.

    • If set to False, only set environ variable LLAMA_CLOUD_API_KEY is required to use it.

  • If true, you will need to set the api_key below.

  • There are two ways to set up an API key.

    • Putting vendor_multimodal_api_key directly into the YAML File

    • Put the API Key in an environment variable based on vendor_multimodal_model_name.

      • vendor_multimodal_model_name: openai-gpt4o or openai-gpt-4o-mini

        • Set OPENAI_API_KEY environment variable

      • vendor_multimodal_model_name: anthropic-sonnet-3.5

        • Set ANTHROPIC_API_KEY environment variable

      • vendor_multimodal_model_name: gemini-1.5-flash or gemini-1.5-pro

        • Set the GEMINI_API_KEY environment variable

Note

vendor_multimodal_model_name: “custom-azure-model” is not supported in this module.

Example YAML

  • Not use multimodal model

modules:
  - module_type: llama_parse
    result_type: markdown
    language: en

  • Use multimodal model with Basic Plan provided by llama parse

modules:
  - module_type: llamaparse
    result_type: markdown
    use_vendor_multimodal_model: true
    vendor_multimodal_model_name: openai-gpt-4o-mini

  • Use multimodal model with own API Key

modules:
  - module_type: llamaparse
    result_type: markdown
    use_vendor_multimodal_model: true
    vendor_multimodal_model_name: openai-gpt-4o-mini
    use_own_key: true
    vendor_multimodal_api_key: YOUR_OPENAI_API_KEY

  • Use multimodal model with own API Key (Environment Variable)

modules:
  - module_type: llamaparse
    result_type: markdown
    use_vendor_multimodal_model: true
    vendor_multimodal_model_name: openai-gpt-4o-mini
    use_own_key: true