Skip to content

Image baseline policy reference

Topics: generation, kudos, workers

Baseline validation uses two sources outside the baseline policy module:

  • The served baseline catalog. Published on models.aihorde.net and read through model_reference.baseline_record(baseline). It states what exists for a model family: which ControlNet, layer-diffusion and QR-code weights have been published, whether the architecture has a remix mechanism, whether a flow-matching timestep shift is meaningful for it, and the kudos, batching, lease and resolution-floor policy the horde applies to it.
  • The bridge feature table. BRIDGE_BASELINE_FEATURES in horde/bridge_reference.py, keyed by bridge version. It states which bridge releases actually render a feature on a baseline.

horde/baseline_policy.py reads both sources. To add a baseline, see add an image baseline.

What each authority decides

Feature Catalog capability Bridge feature Rejection code
flow_shift flow_matching flow_shift FlowShiftInapplicable
hires_fix - hires_fix HiResMismatch
transparent transparent transparent InvalidTransparencyModel
workflow: qr_code qr_code - ControlNetMismatch.
control_type with no weights controlnet_types_unavailable - ControlNetUnsupported
control_type controlnet control_type ControlNetMismatch
source_processing: remix remix - InvalidRemix

A feature that both columns cover needs both to allow it. The features are evaluated in the order above, so a request tripping two of them is refused for the first.

A request specifying several models can be dispatched to any of them, so a feature is accepted only where every requested baseline renders it.

Which bridge releases render what

bridge_supports(feature, baseline, bridge_agent=None) is the only reader. It is cumulative by version in the same way get_bridge_capabilities is: a worker gets the union of every version at or below its own.

Bridge Version Feature Baselines
AI Horde Worker reGen 1 hires_fix SD1, SD2 768, SD2 512, SDXL
AI Horde Worker reGen 1 control_type SD1, SD2 768, SD2 512
AI Horde Worker reGen 6 hires_fix Stable Cascade
AI Horde Worker reGen 8 transparent SD1, SDXL
AI Horde Worker reGen 17 flow_shift Flux.1, Flux Schnell, Flux Dev, Qwen-Image
AI Horde Worker 13 hires_fix SD1, SD2 768, SD2 512
AI Horde Worker 15 control_type SD1, SD2 768, SD2 512

Admission checks whether any known bridge kind at any version renders the combination. If none supports it, the request is refused with 400. Dispatch checks the worker's declared bridge agent, so an older worker is passed over when its bridge does not support the requested feature. The flux graph capability stays a flat capability checked at dispatch alone.

The horde policy on a baseline

Read with policy(baseline), which returns the record's horde_policy or the par default.

Field Meaning
kudos What one generation costs relative to a par baseline.
kudos_qr_code, kudos_hires The factor where that workflow changes the shape of the render rather than only its settings.
batching Cost multiplier in the batch-size calculation, reducing batch size for architectures with high GPU memory requirements.
ttl How much longer than its sampler work implies a lease runs.
resolution_floor The resolution every user reaches regardless of queue pressure. Zero does not establish a floor.

An uncatalogued baseline

A baseline absent from the catalog, including one outside the installed horde_model_reference vocabulary, is given conservative capabilities and priced at par. A plain txt2img request remains accepted, while baseline-dependent workflows are refused until the catalog states that the required weights or mechanism exist and, where applicable, a bridge release states that it renders them.

Code map

Concept File Symbol
Request feature validation horde/baseline_policy.py baseline_violation
Baseline policy and pricing multiplier horde/baseline_policy.py policy, kudos_multiplier
Served baseline catalog horde/model_reference.py ModelReference.baseline_record
Bridge support by release horde/bridge_reference.py BRIDGE_BASELINE_FEATURES, bridge_supports

Contract tests

tests/unit/test_baseline_policy.py covers catalog capabilities (TestCatalogCapabilities), bridge versions (TestBridgeSupport), uncatalogued baselines (TestUncataloguedBaseline) and service policy (TestServicePolicy).