phop-cli

The phop command-line interface for phop — the first differentiable symbolic-discovery engine: it learns expression topology and numeric parameters by gradient descent over a tensorized population of homogeneous EML trees (eml(x, y) = exp(x) − ln(y), Odrzywołek 2026), end-to-end in pure Rust.

Install

cargo install phop-cli

Usage

phop discover data.csv --method auto --format table

The auto method runs the full meta-ensemble (EML-tree searches plus the rich-leaf affine engine) and prints a merged Pareto front with source and symbolic columns.

• Methods: enumerate | gumbel | gated | gated-warm | auto | rich
• Formats: table | latex | rust | json
• Flags: --target, --features, --top-k, --analyze, --gpu cuda

Part of the phop project.

License

Apache-2.0