Julianiser analyses Python and R data science code, identifies performance-critical
array/dataframe operations, and generates equivalent Julia modules that deliver
10-100x speedups via LLVM JIT compilation.
julianiser/
├── src/ # Rust CLI + orchestration
│ ├── main.rs # CLI entry point (init, validate, generate, build, run, info)
│ ├── lib.rs # Library API
│ ├── manifest/mod.rs # julianiser.toml parser and validator
│ ├── codegen/mod.rs # Julia code generation engine
│ ├── abi/mod.rs # Rust-side ABI types mirroring Idris2 proofs
│ └── interface/ # Verified Interface Seams
│ ├── abi/ # Idris2 ABI (The Spec)
│ │ ├── Types.idr # SourceLanguage, DataFrameOp, ArrayPattern, JuliaType, EquivalenceWitness
│ │ ├── Layout.idr # AST node memory layout with alignment proofs
│ │ └── Foreign.idr # FFI declarations for Python/R parsing and Julia codegen
│ ├── ffi/ # Zig FFI (The Bridge)
│ │ ├── build.zig # Zig build config (shared + static lib)
│ │ ├── src/main.zig # FFI implementation (parse, translate, codegen)
│ │ └── test/ # Integration tests verifying ABI compliance
│ └── generated/abi/ # Auto-generated C headers from Idris2
├── verification/ # Proofs, benchmarks, fuzzing, safety cases
│ ├── benchmarks/ # Python/R vs Julia performance comparisons
│ ├── proofs/ # Formal verification artifacts
│ └── tests/ # Property-based and integration tests
├── examples/ # Example julianiser.toml manifests and source files
├── container/ # Stapeln container ecosystem (Chainguard base)
├── features/ # BoJ-server cartridge, panic-attacker, SSG
├── docs/ # Architecture, theory, governance, legal
│ ├── architecture/ # Threat model, topology diagrams
│ ├── developer/ # ABI-FFI guide
│ ├── governance/ # TSDM, maintenance, planning
│ └── theory/ # Domain theory (Julia compilation model, AST translation)
└── .machine_readable/ # All machine-readable metadata (6a2, policies, contractiles)
├── 6a2/ # STATE, META, ECOSYSTEM, AGENTIC, NEUROSYM, PLAYBOOK
├── anchors/ # Semantic authority anchor
├── policies/ # Maintenance axes and checklists
├── contractiles/ # k9, must, trust, dust, lust
└── integrations/ # proven, verisimdb, vexometer, feedback-o-tron
julianiser.toml ──→ Manifest Parser ──→ Source Parser (Python AST / R parser)
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Typed IR (operations, types, data flow)
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Idris2 ABI (equivalence proofs)
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Julia Codegen (type-annotated, broadcasting)
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Zig FFI Bridge (C-ABI interop)
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Benchmark Harness (original vs generated)