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Validibot Shared

Shared Pydantic models for Validibot validator backends

PyPI version Python versions License: MIT OIDC attestation

InstallationCore ConceptsUsageAPI Reference


[!NOTE] This library is part of the Validibot open-source data validation platform. It defines the data interchange contract between the core platform and validator backends.


Part of the Validibot Project

Repository Description
validibot Core platform — web UI, REST API, workflow engine
validibot-cli Command-line interface
validibot-validator-backends Validator backends for advanced validators (EnergyPlus™, FMU)
validibot-shared (this repo) Shared Pydantic models for data interchange

What is Validibot Shared?

Validibot Shared provides the Pydantic models that define how the Validibot core platform communicates with validator backends. When Validibot needs to run a complex validation (like an EnergyPlus™ simulation or FMU probe), it:

  1. Creates an input envelope containing the files to validate and configuration
  2. Launches a validator backend with the envelope as input
  3. Receives an output envelope with validation results, metrics, and artifacts

This library ensures both sides speak the same language with full type safety and runtime validation.

Terminology note: in the core validibot codebase, AdvancedValidator is the Django-side validator class that prepares and launches external work. A validator backend, or future ValidatorBackend protocol, is the external implementation it delegates to, usually a container or cloud job. This package defines the envelope boundary between that trusted Django-side validator and the external validator backend. The backend does not receive the full Django submission, workflow, permissions, billing, or credential state unless the parent validator intentionally includes specific data in the envelope.

Features

  • Type-safe envelopes — Pydantic models with full IDE autocomplete and type checking
  • Runtime validation — Automatic validation of all data at serialization boundaries
  • Domain-specific extensions — Typed subclasses for EnergyPlus™, FMU, and custom validators
  • Lightweight — Only depends on Pydantic, no heavy dependencies

Disclaimer

[!NOTE] This library defines data interchange models only — it does not process, store, or transmit user data. However, the models are used by validator backends that execute user-supplied files. See the LICENSE for full warranty disclaimer. The authors accept no liability for the behaviour of systems built using these models.

Installation

# Using pip
pip install validibot-shared

# Using uv (recommended)
uv add validibot-shared

# Using poetry
poetry add validibot-shared

Requirements

  • Python 3.10 or later
  • Pydantic 2.13 or later (< 3.0)

Core Concepts

The Envelope Pattern

Validibot uses an "envelope" pattern for validator communication. Every validation job is wrapped in a standardized envelope that carries:

  • Job metadata — Run ID, validator info, execution context
  • Input files — References to files being validated (URIs, not raw data)
  • Configuration — Validator-specific settings
  • Results — Status, messages, metrics, and artifacts (output only)
┌─────────────────────────────────────────────────────────────────┐
│                    Validibot Core Platform                      │
│                                                                 │
│  1. Creates ValidationInputEnvelope with:                       │
│     • run_id, validator info                                    │
│     • input_files[] (GCS/S3 URIs)                               │
│     • inputs (validator-specific config)                        │
│     • callback_url for async notification                       │
└─────────────────────────────────────────────────────────────────┘
                              │
                              ▼ JSON
┌─────────────────────────────────────────────────────────────────┐
│                  Validator Backend Container                    │
│                    (EnergyPlus, FMU, etc.)                      │
│                                                                 │
│  1. Parses input envelope                                       │
│  2. Downloads input files from URIs                             │
│  3. Runs validation/simulation                                  │
│  4. Creates ValidationOutputEnvelope with results               │
└─────────────────────────────────────────────────────────────────┘
                              │
                              ▼ JSON (callback or response)
┌─────────────────────────────────────────────────────────────────┐
│                    Validibot Core Platform                      │
│                                                                 │
│  1. Receives output envelope                                    │
│  2. Parses and validates with Pydantic                          │
│  3. Stores findings, metrics, artifacts                         │
└─────────────────────────────────────────────────────────────────┘

Base Envelope Classes

The library provides these base classes in validibot_shared.validations.envelopes:

Class Purpose
ValidationInputEnvelope Standard input format for validation jobs
ValidationOutputEnvelope Standard output format with results
ValidationCallback Callback payload for async job completion

Supporting models include:

Class Purpose
InputFileItem File reference with URI, MIME type, and role
ValidatorInfo Validator identification (ID, type, version)
ExecutionContext Callback URL, execution bundle URI, timeout
ValidationMessage Individual finding (error, warning, info)
ValidationMetric Named numeric metric with optional unit
ValidationArtifact Output file reference (reports, logs, etc.)

Typed Subclassing Pattern

Domain-specific validators extend the base envelopes with typed fields. This gives you:

  • Type safety — mypy/pyright catch errors at compile time
  • Runtime validation — Pydantic validates all data
  • IDE support — Full autocomplete for domain-specific fields
from validibot_shared.energyplus import EnergyPlusInputEnvelope, EnergyPlusInputs

# The envelope has typed inputs instead of dict[str, Any]
envelope = EnergyPlusInputEnvelope(
    run_id="abc-123",
    inputs=EnergyPlusInputs(timestep_per_hour=4),
    # ... other fields
)

# IDE autocomplete and type checking work
timestep = envelope.inputs.timestep_per_hour  # ✓ Known to be int

Package Structure

validibot_shared/
├── validations/           # Base validation envelope schemas
│   └── envelopes.py      # Input/output envelopes for all validators
├── energyplus/           # EnergyPlus-specific models and envelopes
│   ├── models.py         # Simulation output models (metrics, results)
│   └── envelopes.py      # Typed envelope subclasses
└── fmu/                  # FMU-specific models
    ├── models.py         # Probe result models
    └── envelopes.py      # FMU envelope subclasses

Usage Examples

Creating an Input Envelope

from validibot_shared.energyplus import EnergyPlusInputEnvelope, EnergyPlusInputs
from validibot_shared.validations.envelopes import (
    ExecutionContext,
    InputFileItem,
    OrganizationInfo,
    SupportedMimeType,
    ValidatorInfo,
    ValidatorType,
    WorkflowInfo,
)

envelope = EnergyPlusInputEnvelope(
    run_id="run-123",
    validator=ValidatorInfo(
        id="v1",
        type=ValidatorType.ENERGYPLUS,
        version="24.2.0",
    ),
    org=OrganizationInfo(id="org-123", name="Example Org"),
    workflow=WorkflowInfo(
        id="workflow-456",
        step_id="step-789",
        step_name="EnergyPlus Simulation",
    ),
    input_files=[
        InputFileItem(
            name="model.idf",
            mime_type=SupportedMimeType.ENERGYPLUS_IDF,
            role="primary-model",
            uri="gs://bucket/model.idf",
        ),
    ],
    inputs=EnergyPlusInputs(timestep_per_hour=4),
    context=ExecutionContext(
        callback_url="https://api.example.com/callback",
        execution_bundle_uri="gs://bucket/run-123/",
    ),
)

# Serialize to JSON for the validator backend
json_payload = envelope.model_dump_json()

Deserializing Results

from validibot_shared.energyplus import EnergyPlusOutputEnvelope
from validibot_shared.validations.envelopes import ValidationStatus

# Parse JSON response from validator
envelope = EnergyPlusOutputEnvelope.model_validate_json(response_json)

# Check status
if envelope.status == ValidationStatus.SUCCESS:
    # Access typed outputs with full autocomplete
    if envelope.outputs and envelope.outputs.metrics:
        print(f"EUI: {envelope.outputs.metrics.site_eui_kwh_m2} kWh/m²")

# Iterate over validation messages
for message in envelope.messages:
    print(f"[{message.severity}] {message.text}")

FMU Probe Results

from validibot_shared.fmu.models import FMUProbeResult, FMUVariableMeta

# Create a successful probe result
result = FMUProbeResult.success(
    variables=[
        FMUVariableMeta(name="temperature", causality="output", value_type="Real"),
        FMUVariableMeta(name="pressure", causality="output", value_type="Real"),
    ],
    execution_seconds=0.5,
)

# Create a failure result
result = FMUProbeResult.failure(
    errors=["Invalid FMU: missing modelDescription.xml"]
)

# Serialize for response
json_response = result.model_dump_json()

Creating a Custom Validator

If you're building a custom validator, create typed envelope subclasses:

from pydantic import BaseModel
from validibot_shared.validations.envelopes import (
    ValidationInputEnvelope,
    ValidationOutputEnvelope,
)

# Define your validator's input configuration
class MyValidatorInputs(BaseModel):
    strict_mode: bool = False
    max_errors: int = 100

# Define your validator's output data
class MyValidatorOutputs(BaseModel):
    items_checked: int
    items_passed: int

# Create typed envelope subclasses
class MyValidatorInputEnvelope(ValidationInputEnvelope):
    inputs: MyValidatorInputs

class MyValidatorOutputEnvelope(ValidationOutputEnvelope):
    outputs: MyValidatorOutputs | None = None

API Reference

ValidationInputEnvelope

class ValidationInputEnvelope(BaseModel):
    run_id: str                      # Unique identifier for this validation run
    validator: ValidatorInfo         # Validator identification
    input_files: list[InputFileItem] # Files to validate
    inputs: dict[str, Any]           # Validator-specific configuration
    context: ExecutionContext        # Callback URL, bundle URI, etc.

ValidationOutputEnvelope

class ValidationOutputEnvelope(BaseModel):
    run_id: str                          # Matches input run_id
    status: str                          # "success", "failure", "error"
    messages: list[ValidationMessage]    # Validation findings
    metrics: list[ValidationMetric]      # Numeric metrics
    artifacts: list[ValidationArtifact]  # Output files
    outputs: dict[str, Any] | None       # Validator-specific results
    execution_seconds: float | None      # Execution time

ValidationMessage

class ValidationMessage(BaseModel):
    severity: str    # "error", "warning", "info"
    code: str | None # Machine-readable code
    text: str        # Human-readable message
    location: str | None  # File/line reference

Part of the Validibot Project

This library is one component of the Validibot open-source data validation platform:

Repository Description
validibot Core platform — web UI, REST API, workflow engine
validibot-cli Command-line interface
validibot-validator-backends Validator backends for advanced validators (EnergyPlus™, FMU)
validibot-shared (this repo) Shared Pydantic models for data interchange

How It Fits Together

┌─────────────────────────────────────────────────────────────────────────────┐
│                              End Users                                       │
│                    (Web UI, CLI, REST API clients)                          │
└─────────────────────────────────────────────────────────────────────────────┘
                                    │
                                    ▼
┌─────────────────────────────────────────────────────────────────────────────┐
│                         validibot (core platform)                            │
│  ┌─────────────────────────────────────────────────────────────────────┐   │
│  │  Web UI  │  REST API  │  Workflow Engine  │  Built-in Validators   │   │
│  └─────────────────────────────────────────────────────────────────────┘   │
│                                    │                                        │
│            Triggers Docker containers for advanced validations              │
└─────────────────────────────────────────────────────────────────────────────┘
                                    │
         ┌──────────────────────────┼──────────────────────────┐
         ▼                          ▼                          ▼
┌─────────────────┐    ┌──────────────────────────────┐    ┌─────────────────────┐
│ validibot-cli   │    │ validibot-validator-backends │    │ validibot-shared    │
│                 │    │                              │    │  (this repo)        │
│ Terminal access │    │ EnergyPlus™, FMU             │    │                     │
│ to API          │    │ validator backends           │    │ Pydantic models     │
│                 │    │              │               │    │ (shared contract)   │
└─────────────────┘    └──────────────┼───────────────┘    └─────────────────────┘
                                │                          ▲
                                └──────────────────────────┘
                                  backends import shared
                                  models for type safety

Development

# Clone the repository
git clone https://github.com/danielmcquillen/validibot-shared.git
cd validibot-shared

# Install with dev dependencies
uv sync --extra dev

# Run tests
uv run python -m pytest

# Run linter
uv run ruff check .

Trademarks

EnergyPlus™ is a trademark of the U.S. Department of Energy. Validibot is not affiliated with, endorsed by, or sponsored by the U.S. Department of Energy or the National Renewable Energy Laboratory (NREL).

License

MIT License — see LICENSE for details.


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