FABLE Pyculator

FABLE Pyculator is a FABLE Calculator-specific notebook layer for Modelwright-generated Python models.

Guides

• Reference Artifacts
  • VSCode Environment Bootstrap
• FABLE-C Workbook Structure
  • High-Level Structure
  • Scenario Selection Controls
  • Initial Headline Outputs
  • Cross-Version Notes
  • Scenario Definition Tables
  • Output Column Flavour Tags
  • Package Mapping
• Notebook Control Surface
  • Minimal Example
  • 2020 Notebook Loop
  • 2021 Notebook Loop
  • Scenario Bundles
  • Scenario-Definition Patches
  • 2021 FreshForge Build Plan
  • 2021 FreshForge Run Companion
  • Current Scope
• Editable Scenario-Definition Patches
  • Editable Scope
  • Patch Schema
  • Hands-On Notebook
  • Validate A Patch
  • Use In Notebook Loops
  • Current Boundary
• Scenario Bundles
  • Bundle Format
  • Run From Python
  • Run From The Script
  • Render Overrides
  • FreshForge Orchestration
• FreshForge Scenario-Bundle Orchestration
  • Plan A Workflow
  • Run With A Namespace
  • Plan A Matrix
  • Run A Matrix
  • Python API
  • Boundary
• 2020 Notebook Workflow
  • Local Artifacts
  • Build The Spec
  • Choose Scenario Values
  • Run The Model
  • Read Outputs
  • Current Boundary
• Generated Model Artifacts
  • Local Artifact Contract
  • Spec Discovery Versus Model Generation
  • About Modelwright JSON Inputs
  • Current Validation Boundary
  • Compact Evidence Summaries
• FreshForge Provider Integration
  • Installation Boundary
  • Provider Nodes
  • Example
  • Boundary
• Output-Ref Strategy Comparison
  • Why Compare Strategies?
  • Run A Comparison
  • FreshForge Matrix
  • FreshForge Namespaces
  • Evidence Summaries
  • Claim Boundary
• FABLE FreshForge Rebuild Command
  • Plan-Only Preparation
  • Explicit FreshForge Run
  • Output-Ref Options
  • Boundary
• Validation Evidence Packaging
  • Package Local Evidence
  • Opt-In Benchmark Orchestration
  • Evidence Status
  • Manual Workflow
  • Claim Boundary
• Opt-In Benchmark Evidence Workflow
  • Modes
  • Examples
  • Evidence Backend
  • Manual GitHub Workflow
  • Scenario-Bundle Context
  • Matrix Evidence
• FABLE 2021 Benchmark Matrix Evidence Cookbook
  • 1. Compare Strategy Boundaries
  • 2. Write And Plan The Matrix
  • 3. Optional Explicit Matrix Run
  • 4. Package Matrix Evidence
  • Backend Requirement
  • Claim Boundary
• Validation Scope
  • What Is Validated Here
  • Compact Evidence Packaging
  • Modelwright 2020 Benchmark Evidence
  • FABLE Pyculator 2021 Evidence
  • Claim Boundary
• Release And Deployment
  • Current Alpha Target
  • Local Release Checks
  • Documentation Deployment Gate
  • TestPyPI Rehearsal
  • Real PyPI Publication
  • Rollback And Yanking
  • Private Data Rules

API

• API Reference
  • Package Facade
  • Typed Specifications
  • Workbook Discovery
  • Workbook Loading
  • Notebook Controls
  • Notebook Loop
  • Rendering And Execution
  • Scenario-Definition Patches
  • Scenario Bundles
  • Scenario-Bundle FreshForge Workflows
  • Benchmark Evidence
  • Validation Evidence
  • Output-Ref Strategy Comparison
  • FreshForge Workflow Helpers
  • FreshForge Provider