intermediate1-2 hours

Declarative AI Data Infrastructure: Build Production Pipelines Without Code

Transform complex AI pipelines into simple declarations. Learn how Pixeltable's declarative approach eliminates infrastructure complexity.

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Challenge

Traditional AI infrastructure requires writing thousands of lines of orchestration code for data loading, transformation, model inference, and state management. This imperative approach is brittle, hard to maintain, and slows down development.

Solution

Pixeltable provides declarative AI data infrastructure where you define what you want computed, not how. The engine handles orchestration, dependencies, incremental updates, and state management automatically.

Implementation Steps

Step 1 of 2

Define your data structure and transformations declaratively

import pixeltable as pxt
from pixeltable.functions import openai

# Declarative table definition
images = pxt.create_table('image_analysis', {
    'image': pxt.Image,
    'title': pxt.String,
    'category': pxt.String
})

# Declarative computed column - define what, not how
images.add_computed_column(
    description=openai.vision(
        "Describe this image in detail",
        images.image,
        model='gpt-4o-mini'
    )
)

# That's it! Infrastructure handles:
# - Storage and retrieval
# - AI model execution
# - Error handling and retries
# - Caching and optimization
# - Versioning and lineage

💡 Declarative definitions replace hundreds of lines of imperative pipeline code.

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Key Benefits

90% reduction in infrastructure code

Automatic dependency tracking and orchestration

Zero manual pipeline management

Built-in error handling and retry logic

Complete data lineage and versioning

Real Applications

•ML model training pipelines

•Data processing workflows

•AI application backends

•Research experimentation platforms

Prerequisites

•Basic Python programming

•Understanding of AI workflows

Technical Needs

•Python 3.9+

•API keys for AI providers (OpenAI, etc.)

Performance

Code Reduction

Less infrastructure code to maintain

90%

Development Speed

From concept to production

10x faster

Learn More

Declarative AI Pipelines: Open Standard Declarative, Multimodal, Incremental Infrastructure Dependency Graph Magic

Ready to Get Started?

Install Pixeltable and build your own declarative ai data infrastructure: build production pipelines without code in minutes.

View on GitHub Quick Start Guide