> ## Documentation Index
> Fetch the complete documentation index at: https://docs.bytez.com/llms.txt
> Use this file to discover all available pages before exploring further.

# Overview

> An Overview of CRUD Operations & Unified Input Schemas for SOTA AI models

# Quickstart

Run Inference (POST) - Execute a Model

* `Endpoint`: POST `/models/v2/openai-community/{model}`
* `Purpose`: Run inference on an open-source model.

```json Request Body theme={null}
{
  "text": "Hello, how are you?",
  "stream": false,
  "params": {
    "min_length": 10,
    "max_length": 50
  }
}
```

```json Response theme={null}
{
  "output": "I am doing well, thank you!"
}
```

***

# Unified Input Formats

<Tip>
  Bytez simplifies building with 175k+ `Open Source` and `Closed Source` AI models by standardizing
  inputs across 33 ML tasks. This consistency eliminates the need to adjust for varying input
  structures, allowing seamless integration for `text`, `messages`, `image`, or `multiple` inputs.
</Tip>

## Why Standardization?

* Reduces integration complexity.
* Enables task/provider switching without reformatting inputs.

## Input Schemas

### Text

For models that process `text`:

```json json theme={null}
{
  "text": "Input text",
  "stream": false,
  "params": { "max_length": 100, "temperature": 0.7 }
}
```

Tasks: `fill-mask`, `summarization`, `text-to-speech`, `translation`, `text-generation`

### Messages

For `chat`, `audio-text-to-text`, `image-text-to-text`, and `video-text-to-text` tasks:

```json json theme={null}
{
  "messages": [
    { "role": "system", "content": "You are a helpful assistant." },
    { "role": "user", "content": "What's the weather like today?" }
  ]
}
```

Tasks: `chat`, `audio-text-to-text`, `image-text-to-text`, and `video-text-to-text`

### Image

For image processing, use either:

`URL`:

```json json theme={null}
{ "url": "https://example.com/image.jpg" }
```

`Base64`:

```json json theme={null}
{ "base64": "data:image/webp;base64,..." }
```

Tasks: `image-classification`, `object-detection`, `image-to-Text`.

### Multi-Input

For models needing both `text` and `image` or `audio` or `video`:

```json json theme={null}
{
  "text": "What's in the image?",
  "url": "https://example.com/image.jpg"
}
```

Tasks: `visual-question-answering`, `zero-shot-classification`, etc.

This unified schema accelerates development and ensures compatibility across diverse AI tasks.