Documentation
Guides, API references, and troubleshooting for the Pyvorin platform.
AST Analysis Phase
The first gate in the Pyvorin pipeline: what the AST walk looks for, what disqualifies a function, and how support tiers are assigned.
Compiler Pipeline Overview
How Pyvorin turns a Python function into native machine code — every stage from parsing to the wrapper that makes the result callable.
Guards and Deoptimisation
The contract behind Pyvorin compiled code: what guards protect, what happens when one fails, and why a failed guard can never corrupt your program semantics.
How Local Compilation Works
The full path from import through compilation to native execution in pyvorin-native 1.0.9 — where the cache lives, what the fallback does, and exactly what does and does not leave the machine.
10 min read
Implementing Pyvorin in Microservices
Compile CPU-bound services at build time, ship the artefacts in the image, and skip the compiler sidecar. Which service shapes benefit, which do not, and why.
LLVM IR Generation
How pyvorin-native 1.0.9 lowers a typed Python function to LLVM IR through llvmlite — with a real before-and-after example taken from the compiler's own output.
Native Code Generation
How pyvorin-native 1.0.9 turns LLVM IR into a loadable shared object: object emission, linking against the runtime, and when SIMD vectorisation fires.
Network Requirements for Pyvorin
Every endpoint pyvorin-native 1.0.9 contacts, when each fires, offline grace windows, air-gap implications, TLS, and the env overrides that redirect traffic.
7 min read
Running Pyvorin Natively on Your Own Hardware
pyvorin-native has no remote compile mode to opt into — local compilation is the architecture. What runs on your hardware, and what the only network calls do.
Runtime Libraries
What pyvorin-native 1.0.9's runtime libraries do: typed containers, the Python–native ABI, CPython interop, and where the runtime itself limits speed.
The Pipeline Class — Ingest, Window, Evaluate, Act
How the Pipeline class works conceptually: dataflow from ingest through windowing and rules to actions, and where the API reference takes over.
15 min read
Type Inference System
Dynamic Python in, static native code out: how Pyvorin infers types, what it assumes, and how guards keep wrong assumptions harmless.