Documentation
Guides, API references, and troubleshooting for the Pyvorin platform.
Batch Job Cost Optimisation
Batch pipelines are the clearest case where runtime becomes money. Measure the job, shorten it, then exploit spot capacity and scheduling windows.
Compiling Python to Native Code: A Measured Walkthrough
One real Python function compiled to native code end to end — verified commands, captured output, a measured before-and-after, and the honest boundary cases.
10 min read
Edge Dashboard Overview
The built-in EdgeAgent dashboard: access options on :8080, the security warning that matters, per-view metrics, and reverse-proxy placement.
12 min read
Edge Project Structure
A directory map of a production Pyvorin Edge deployment: config, adapters, queues, logs, and keys — what lives where and what to back up.
10 min read
Edge Quick Start
A working Pyvorin Edge pipeline in fifteen minutes: install, first sensor feed, first rule, and verified expected output at every step.
14 min read
Edge System Requirements
Hardware and OS requirements for Pyvorin Edge on x86_64 and ARM64: device-class tables, storage budgets, and deployment constraints.
12 min read
Five-Minute Tour
A five-minute story: install Pyvorin Edge, start the agent, watch live data on the dashboard, add a rule and trigger an event.
14 min read
Frequently Asked Questions
Plain-language answers on installing, configuring, tuning and licensing Pyvorin Edge, plus where to go when stuck.
15 min read
How to Benchmark a Function
From a Python file to a defensible speedup number in minutes: the verified commands, the fields that matter, and the checks before you trust it.
How to Compile Your First Function
From a saved .py file to a natively compiled function in four verified commands, with the output you should expect at each step and the failure modes explained.
How to Force the CPython Fallback
The verified ways to get pure-CPython behaviour in pyvorin-native 1.0.9: the cpython backend, PYVORIN_BACKEND, run --compare, and fallback in bench --json.
Installing Pyvorin Edge
Install Pyvorin Edge on x86_64 or ARM64 Linux: prerequisites, verified steps, expected output at each stage, and fixes for common failures.
15 min read
Licence Management and Billing
Pyvorin Native licensing, verified against 1.0.9: the activate/status/check commands, licence file fields, device binding, grace periods and plan pricing.
Pyvorin CLI Reference
Two command surfaces ship in pyvorin-native 1.0.9 — the pyvorin console script and the python -m pyvorin product CLI. This reference documents both.
Pyvorin for Startups on a Budget
Verified pricing, a labelled runway model, and the discipline that saves startups money: measure first, buy the tier that fits.
Quick Start
Install pyvorin-native, activate your licence, and benchmark your first Python function locally — every command on this page verified against the shipped 1.0.9 build.
Secret Management with Pyvorin
Pyvorin's secret surface is small: one licence key, stored at 0600, bound to the machine, transmitted only over TLS. What the package does with it, verified.
SensorReadings — The Data Currency of the Edge
SensorReading objects carry every measurement through a Pyvorin Edge pipeline: fields, units, timestamps, and how they differ from the raw API type.
12 min read
SimulatorAdapter — Synthetic Data for Real Testing
SimulatorAdapter generates realistic sensor traffic — noise, drift, anomalies — so you can test pipelines before any hardware exists.
14 min read
Supported Workloads
Measured across 71 workloads: numerical, object-manipulation, image and financial code win big; string, parsing and compression do not. Check yours in minutes.
Troubleshooting
The verified troubleshooting guide for pyvorin-native 1.0.9 — the errors you will actually meet, what causes each, and the fix that works.
Troubleshooting Installation
A diagnostic manual for installation failures: permission errors, missing Python headers, NEON build failures, port conflicts and more.
16 min read
What AOT Compilation Means for Python
Interpreters, JITs and AOT compilers for Python: how each works, when each wins, and where Pyvorin Native 1.0.9's local compilation fits.
10 min read
What Is Pyvorin Edge?
What Pyvorin Edge is, how its three pillars work, and when a gateway-native runtime beats shipping every reading to the cloud.
18 min read
Why Python Is Slow — and What Actually Helps
Bytecode dispatch, boxing and reference counting: where Python's time actually goes, the honest hierarchy of fixes, and what measurement says each one buys.
9 min read