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using-xtrax - Build, run, analyze, and export xtrax JAX pipelines

Guides JAX pipeline development with xtrax, including batching, execution, training, CLI composition, configuration, analysis, sparsification, and ahead-of-time export.

Tags

Updated: 2026-10-03

Capabilities

Typical Inputs

Typical Outputs

What this skill does

  • Validate xtrax compatibility
  • Design batching plans
  • Compose pipeline boundaries
  • Validate plan topology
  • Execute map and scan axes
  • Configure TOML-driven runs
  • Run training workflows
  • Analyze plans with EDA
  • Infer signatures and bundles
  • Sparsify models
  • Compose CLI verbs
  • Export pipelines ahead of time

Inputs

  • JAX pipeline code
  • Domain library code
  • TOML configuration
  • Model and input data
  • CLI arguments
  • Optional xtrax extras

Outputs

  • Batch plans and explanations
  • Topology validation results
  • Pipeline and training run status
  • Saved run state
  • Zarr-backed outputs
  • Native, wasm32, or SPIR-V export artifacts
  • CLI reports

Requirements

  • xtrax 0.4.0-compatible installation
  • Compatible JAX and JAXLIB versions
  • Required xtrax dependencies
  • xtrax[eda] for visualization
  • xtrax[io] for Zarr sinks and digests
  • xtrax[cli] for CLI verbs
  • xtrax[export] for IREE export

Source

  • Spec: SKILL.md

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JAX
xtrax
batching
pipelines
training
CLI
TOML
EDA
sparsification
ahead-of-time export
Validate xtrax compatibility
Design batching plans
Compose pipeline boundaries
Validate plan topology
JAX pipeline code
Domain library code
TOML configuration
Batch plans and explanations
Topology validation results
Pipeline and training run status