Documentation
Guides, API references, and troubleshooting for the Pyvorin platform.
Actions and Events — Responding to the Edge
Attach callables to edge rules and handle Event objects safely: fail-open semantics, retries, and idempotent actions that survive crashes.
13 min read
Benchmarking with the Pyvorin Edge SDK
Benchmark Pyvorin Edge pipelines honestly: cost-model assumptions, warm-up discipline, a CI regression example, and micro-benchmark limits.
13 min read
Edge and IoT Deployment
What pyvorin-native 1.0.9 can and cannot do at the edge: platform support, compile-then-deploy, offline licensing, and measured IoT benchmark numbers.
Edge Configuration Reference
Every EdgeAgent configuration key explained: polling, storage, upload, dashboard, and licence settings, with reload caveats and examples.
22 min read
Field Redaction Patterns
Five field-level redaction actions for edge telemetry — drop, mask, hash, generalise, tokenise — with performance notes and ordering pitfalls.
16 min read
FileReplayAdapter — Time-Travel for Sensor Data
Replay recorded sensor data through a live pipeline with FileReplayAdapter: pacing modes, loop behaviour, and reproducible tests.
12 min read
HTTPAdapter — REST, Webhooks, and Polling Ingest
HTTPAdapter for edge pipelines: inbound REST and webhook ingest, outbound polling, authentication headers, TLS, and key security notes.
14 min read
HTTPCloudUploader Configuration
Configure HTTPCloudUploader end to end: retry internals, backoff, TLS verification, batch sizing, and draining the local sync queue.
13 min read
Implementing Pyvorin at the Edge
Edge deployment with Pyvorin Native 1.0.9: compile on an x86_64 build host, ship the compiled cache, and activate per device within its offline grace window.
MQTTAdapter — Broker Subscriptions and Resilient Ingest
MQTTAdapter for resilient edge ingest: QoS semantics, TLS, reconnect and back-off behaviour, and durable local buffering during outages.
14 min read
Privacy Filtering Overview
Privacy filtering for edge telemetry: regulatory context (GDPR, NIS2), filtering stages, measured overhead, and field-level options.
14 min read
Profiling Edge Pipelines and System Metrics
Profile edge pipelines in place: cProfile on hot rules, memory measurement, system metrics, and how to read results without fooling yourself.
12 min read
Rules and Conditions — Logic at the Edge
Ten concrete rule and condition examples for edge pipelines: thresholds, hysteresis, isolation tests, and the patterns that avoid false alarms.
16 min read
SensorReading API Reference
SensorReading API reference: constructor fields, unit handling, the dual-definition caveat, and validation behaviour at the edge.
10 min read
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
Writing Compiler-Friendly Python for Pyvorin Edge
Patterns that compile well on the edge device: stable types, simple control flow, and the habits that force the compiler to bail out.
12 min read