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Documentation Index

Fetch the complete documentation index at: https://io.net/docs/llms.txt

Use this file to discover all available pages before exploring further.

Supported Models for Image Processing
Model NameCapabilities
meta-llama/Llama-3.2-90B-Vision-InstructMulti-modal vision model supporting image understanding.
Qwen/Qwen2-VL-7B-InstructSupports both text and image-based inputs for AI interactions.

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Sending an Image via API Request

The API allows two methods to send an image:
  1. Passing an Image URL (recommended for publicly hosted images)
  2. Sending a Base64 Encoded Image (for local images)
import requests

url = "https://api.intelligence.io.solutions/api/v1/chat/completions"

headers = {
    "Authorization": "Bearer \$IOINTELLIGENCE_API_KEY",
    "Content-Type": "application/json"
}

data = {
    "model": "meta-llama/Llama-3.2-90B-Vision-Instruct", 
    "messages": [
        {"role": "system", "content": "You are an AI assistant."},
        {"role": "user", "content": [
            {"type": "text", "text": "What is in this image?"},
            {"type": "image_url", "image_url": {"url": "https://your-image-url.com/image.jpg"}}
        ]}
    ]
}

response = requests.post(url, json=data, headers=headers)
print(response.json())
The image URL must be publicly accessible. Private or authentication-required URLs will not work.

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Image Input Requirements

To ensure successful processing, images must meet the following requirements:
RequirementDetails
FormatJPEG, PNG, WEBP, or GIF (static)
Max File Size20MB
ResolutionAt least 512x512 pixels (recommended)
Max Dimensions4096×4096 pixels
AccessibilityIf using a URL, ensure it is publicly accessible
Multi-Image SupportUp to 10 images per request
Best Practices for Image Uploads
  • Optimize File Size: While the maximum limit is 20MB, smaller files (1-5MB) ensure faster processing.
  • Use Clear Images: Avoid blurry or low-resolution images for better AI analysis.
  • Ensure Public URLs: If passing a URL, test it in a browser to confirm that it is accessible.

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Expected API Response

Upon successful submission, the API will return a structured response with AI-generated insights based on the image. Example Response: 
{
    "id": "chatcmpl-abc123",
    "object": "chat.completion",
    "created": 1710456789,
    "model": "meta-llama/Llama-3.2-90B-Vision-Instruct",
    "choices": [
        {
            "index": 0,
            "message": {
                "role": "assistant",
                "content": "This is an image of a cat sitting on a table."
            },
            "finish_reason": "stop"
        }
    ],
    "usage": {
        "prompt_tokens": 120,
        "completion_tokens": 20,
        "total_tokens": 140
    }
}

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Common Issues & Troubleshooting

IssuePossible CauseSolution
”An image? I’m in text format, so I can’t see it…”Model does not support image input.Ensure you are using one of the supported vision models.
”Invalid image format”Image not encoded properly.Convert image to base64 before sending.
”Unauthorized”API key is missing or incorrect.Check that your API key is valid and correctly formatted.