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20 changes: 20 additions & 0 deletions .github/CODEOWNERS
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# All hail doc master Pau
* @Paulescu

# Domain owners
/docs/fine-tuning/ @Liquid4All/fine-tuning-team

/docs/inference @Liquid4All/inference-team
/docs/inference/*-deployment.mdx @tuliren

/docs/key-concepts/ @mlabonne
/docs/models/audio-models.mdx @haerski
/docs/models/vision-models.mdx @ankke
/docs/models/ @mlabonne

/leap/ @dbhathena
/leap/edge-sdk/ @iamstuffed
/leap/leap-bundle/ @tuliren
/leap/finetuning.mdx @Liquid4All/fine-tuning-team

/.github/workflows/ @tuliren
7 changes: 0 additions & 7 deletions docs.json
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"docs/fine-tuning/unsloth"
]
},
{
"group": "Frameworks",
"icon": "boxes",
"pages": [
"docs/frameworks/outlines"
]
},
{
"group": "Help",
"icon": "book",
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265 changes: 0 additions & 265 deletions docs/frameworks/outlines.mdx

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2 changes: 1 addition & 1 deletion docs/key-concepts/text-generation-and-prompting.mdx
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* **`system`** (optional) - Sets assistant behavior, context, and instructions. Use for personality, task context, output format, or constraints.
* **`user`** - Contains the question, instruction, or request from the user.
* **`assistant`** - Provides a partial response for the model to continue from. Useful for multi-turn conversations, few-shot prompting, or prefilling structured outputs (e.g., JSON opening brace).

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**Example:**

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```
</Accordion>

For structured generation with schema validation, see [Outlines](/docs/frameworks/outlines).
For structured generation with schema validation, see [Outlines](https://dottxt-ai.github.io/outlines).

## Text Models

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### Image Token Management

Control image tokenization with:

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* **`min_image_tokens`** - Minimum tokens for image encoding
* **`max_image_tokens`** - Maximum tokens for image encoding
* **`do_image_splitting`** - Split large images into 512×512 patches

**How it works:** Large images are split into non-overlapping patches, then a 2-layer MLP connector with pixel unshuffle reduces tokens (e.g., 256×384 → 96 tokens, 1000×3000 → 1,020 tokens). Adjust `min_image_tokens` and `max_image_tokens` to balance quality vs. speed.

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**Example configurations:**

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