infly/infinity-parser2-flash

Markdown document OCR (Qwen3.5, 2B). Accepts one image_url or a document_url PDF; no text-only input. markdown is the only method, and it emits a Markdown string for an image and for each page of a PDF.

Output by method

Method	Payload kind	Image `content.object`	Payload
`markdown`	markdown	none	Reading-order Markdown string (default)

Text mode emits the string alone for one image, and one <document> / <page> block per PDF, each page carrying format="markdown". In JSON mode an image content is the string, and a document page content is document.page.blocks. The model wraps each page’s Markdown in a fenced ```markdown code block. See Methods & Response Format.

Request

vlmrun gw chat https://storage.googleapis.com/vlm-data-public-prod/hub/examples/finance.sec-filings/tsla-8k.pdf \
  -m infly/infinity-parser2-flash --method markdown

from openai import OpenAI

client = OpenAI(
    base_url="https://gateway.vlm.run/v1/openai",
    api_key="<VLMRUN_API_KEY>",
)

response = client.chat.completions.create(
    model="infly/infinity-parser2-flash",
    messages=[
        {
            "role": "user",
            "content": [
                {
                    "type": "document_url",
                    "document_url": {
                        "url": "https://storage.googleapis.com/vlm-data-public-prod/hub/examples/finance.sec-filings/tsla-8k.pdf"
                    },
                },
            ],
        }
    ],
    extra_body={"method": "markdown"},
)

print(response.choices[0].message.content)

curl https://gateway.vlm.run/v1/openai/chat/completions \
  -X POST \
  -H "Authorization: Bearer $VLMRUN_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "infly/infinity-parser2-flash",
    "method": "markdown",
    "messages": [
      {
        "role": "user",
        "content": [
          {
            "type": "document_url",
            "document_url": {
              "url": "https://storage.googleapis.com/vlm-data-public-prod/hub/examples/finance.sec-filings/tsla-8k.pdf"
            }
          }
        ]
      }
    ]
  }'

Response

Text mode
JSON mode

A PDF returns one <document> block per file and one <page> block per page, each carrying format="markdown":

<document file_name="tsla-8k.pdf" mimetype="application/pdf" num_pages="5" dpi="96">
<page page_index="0" format="markdown" page_width="816" page_height="1056">
# UNITED STATES SECURITIES AND EXCHANGE COMMISSION
WASHINGTON, DC 20549

## FORM 8-K

### CURRENT REPORT
Pursuant to Section 13 or 15(d) of the Securities Exchange Act of 1934
</page>
...
</document>

A single image returns the Markdown string alone, with no wrapper.

One entry per input medium. For an image, content is the Markdown string; for a PDF, each page’s content is one document.page.blocks container:

{
  "model": "infly/infinity-parser2-flash",
  "method": "markdown",
  "data": [
    {
      "object": "document",
      "file_name": "tsla-8k.pdf",
      "mimetype": "application/pdf",
      "num_pages": 5,
      "dpi": 96,
      "pages": [
        {
          "object": "document.page",
          "page_index": 0,
          "page_width": 816,
          "page_height": 1056,
          "content": {
            "object": "document.page.blocks",
            "items": [
              {"index": 0, "text": "# UNITED STATES SECURITIES AND EXCHANGE COMMISSION\n..."}
            ]
          }
        }
      ]
    }
  ]
}

Overview

Guides

API Reference

Misc

infly/infinity-parser2-flash

Output by method

Request

Response

​Output by method

​Request

​Response

Output by method

Request

Response