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The Crystallize CLI
Tutorial: Your First CLI Experiment
How-To: Configure Experiments (config.yaml)
Putting It All Together - Building a Graph Experiment
How-to Guides
Creating Custom Pipeline Steps
Customizing Experiments
Integrating Statistical Tests
Saving Artifacts
Creating Custom Plugins
Chaining Experiments with a DAG
Advanced DAG Caching & Execution
Viewing Provenance
Support
Migration Guide
Troubleshooting
Tutorials
Getting Started
Building Your First Experiment
Adding Treatments
Verifying Hypotheses
Scaling with Replicates and Parallelism
Parameter Optimization
The Full Workflow
Explanation
Core Concepts
Reproducibility
Parallel Execution Strategies
Extending Crystallize
Design Patterns & Best Practices
How Crystallize Compares to Other Tools
Frequently Asked Questions
API Reference
Aggregation
Artifacts
Cache
Configuration Reference
Constants
Context
Datasource
Datasources
Decorators
Exceptions
Execution
Experiment
Experiment Builder
Experiment Graph
Experiments
Hypothesis
Injection
Optimizers
Pipeline
Pipeline Step
Pipelines
Plugins
Result
Result Structs
Run Results
Treatment
Utils
Extras
Extras & Integrations
RayExecution
vLLM Engine
Ollama Client
OpenAI Client
Glossary
Contributing
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Utils
module
crystallize.utils
Section titled “module crystallize.utils”
Global Variables
Section titled “Global Variables”
exceptions
constants
context
cache
injection
decorators