Language model

As explained in Build a Text-to-Image Generator (from Scratch)

A language model is a model that processes or generates human language, typically as sequences of text.

A language model generates text as a sequence. In min-DALL-E, the sequence-generation pattern is used to produce image tokens instead: a text prompt is tokenized and encoded, then a BART decoder predicts 256 image tokens autoregressively. A VQGAN decoder turns those tokens into an image. section 12.1.2

Figure 12.3 The image generation process in min-DALL-E to generate an image from a text prompt

Follow the path from text prompt to generated image. section 12.1.2

How Build a Text-to-Image Generator (from Scratch) covers it

How deep it goes

Traces tokenization, BART encoding, autoregressive decoding of 256 image tokens, and VQGAN reconstruction without detailing language-model internals.

Examples

Follows a text prompt through BART to 256 image tokens, then decodes them into a high-resolution image.

What you can do after

Understand how autoregressive language-model-style decoding can generate image tokens from a text prompt.

How it connects

Connects language modeling with BART, transformers, text tokenization, and VQGAN-based image-token decoding.

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Related concepts

• retrieval-augmented generationused by · Retrieval-augmented generation is a technique that retrieves relevant information from external sources and supplies it as context to a generative model when producing an output.
• promptused by · An input, typically containing instructions or context, supplied to an artificial-intelligence model to guide or elicit its output.
• AI agentused by · An AI agent is a computational system that uses artificial intelligence to interpret information, select actions, and pursue goals through interaction with an environment.
• generationproduces · Generation is the computational production of outputs from supplied inputs or context, often by applying a model to produce predictions or new content.
• ChatGPTincludes · ChatGPT is OpenAI’s conversational AI service, which lets users interact with generative AI models and related tools through natural-language prompts.
• machine learningkind of · Machine learning is a field of computational methods in which systems learn patterns or relationships from data to make predictions, decisions, or other outputs.

This explainer was generated by Manning's knowledge graph from the text of Build a Text-to-Image Generator (from Scratch). The section links point to the parts of the book it draws on.