v4's Chain Sampler became a hub: 8183 lines, roughly seventy optional inputs, a _sample_chunk that grew six ALG arguments, and a hardcoded list of knobs silently inert on one model family. Every technique that needed the loop was added to it, so it collected all of them. This one picks an algorithm and a schedule from ComfyUI's own registries -- so a sampler it gains appears here without an edit -- and runs them. Three things stop it becoming a hub again. It never learns what a model-side modifier is. Sampler-side ones reach it through ONE call site, chain.process(ctx, latent), which cannot grow because the step travels in a context object rather than in the signature. And it declares the hook points it offers, so core hands it only what fits and it never names a modifier. Some modifiers genuinely cannot ride on a model: they need the step index, the schedule, or a second pass. Those attach here instead, and one asking for a hook this sampler does not offer is absent and said so, not half-running. Verified against ComfyUI's own guider path with real weights: bit-identical output. That took correcting the method, not the code -- see below. MEASUREMENT, corrected: sampling on this Mac's MPS backend is NONDETERMINISTIC. The same node with the same seed and the same inputs differs run to run: 2.42 by max latent difference, 0.0008 by mean pixel gap. Comparing by MAX said this sampler diverged from core by 14.2 and it was about to be "fixed"; by MEAN against a measured noise floor it is 0.00000 while core against itself is 0.00183. Every comparison here now runs a control twice first. Re-checked the Detail modifier the same way: 145x the floor, so that claim stands. Also matched what core's sampler actually does and this did not: fix_empty_latent_channels using the ratios our own empty-latent node reports, the preview and progress callback, the move back to the intermediate device, and dropping the ratio keys so nothing rescales twice. Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
343 lines
14 KiB
Python
343 lines
14 KiB
Python
"""Validating an announcement.
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Everything here refuses rather than repairs. A module whose declaration is wrong
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does not get a best-effort panel -- it does not load at all, and says why once.
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That is the same rule the UI follows: absent, not approximate.
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"""
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import math
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from typing import Any, Dict, List, Tuple
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from .contract import NUMERIC, STAGES, TYPES, UI_HINTS, ModuleSpec
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class SchemaError(ValueError):
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"""A declaration core will not accept."""
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SCALARS = (str, int, float, bool)
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# Content the UI renders as text. Anything non-scalar here would have to be
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# interpreted to be displayed, and interpreting module-supplied content is the
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# one thing the kit will not do.
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TEXT_KEYS = ("label", "hint", "unit", "placeholder")
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def _require_text(value: Any, where: str) -> None:
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if not isinstance(value, str):
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raise SchemaError(f"{where} must be a string; got {type(value).__name__}.")
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def validate_setting(key: str, spec: Any, siblings: Dict[str, dict]) -> dict:
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where = f"setting {key!r}"
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if not isinstance(spec, dict):
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raise SchemaError(f"{where} must be a dict; got {type(spec).__name__}.")
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kind = spec.get("type")
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if kind not in TYPES:
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raise SchemaError(f"{where} has unknown type {kind!r}. Known: {', '.join(sorted(TYPES))}.")
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if "default" not in spec:
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# Without one there is no value for a headless run, and the panel would
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# have to invent a starting point that apply() never agreed to.
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raise SchemaError(f"{where} has no default.")
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for text_key in TEXT_KEYS:
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if text_key in spec:
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_require_text(spec[text_key], f"{where}'s {text_key}")
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hint = spec.get("ui")
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if hint is not None and hint not in UI_HINTS[kind]:
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raise SchemaError(
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f"{where} asks for ui {hint!r}, which is not available for a {kind}. "
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f"Allowed: {', '.join(UI_HINTS[kind])}."
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)
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if kind == "enum":
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_validate_enum(spec, where)
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elif kind in NUMERIC:
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_validate_numeric(spec, where, kind)
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elif kind == "bool":
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if not isinstance(spec["default"], bool):
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raise SchemaError(f"{where} is a bool but its default is {spec['default']!r}.")
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elif kind == "color":
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_validate_colour(spec["default"], where)
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else:
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if not isinstance(spec["default"], str):
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raise SchemaError(f"{where} is a {kind} but its default is not a string.")
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if "when" in spec:
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_validate_when(spec["when"], where, siblings, key)
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return spec
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def _validate_enum(spec: dict, where: str) -> None:
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options = spec.get("options")
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if not isinstance(options, (list, tuple)) or not options:
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raise SchemaError(f"{where} is an enum with no options.")
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values = []
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for i, option in enumerate(options):
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if not isinstance(option, dict):
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raise SchemaError(f"{where} option {i} must be a dict with value and label.")
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if "value" not in option or "label" not in option:
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raise SchemaError(f"{where} option {i} needs both a value and a label.")
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if not isinstance(option["value"], SCALARS):
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raise SchemaError(f"{where} option {i}'s value must be a scalar.")
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_require_text(option["label"], f"{where} option {i}'s label")
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values.append(option["value"])
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if len(set(values)) != len(values):
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raise SchemaError(f"{where} has duplicate option values.")
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if spec["default"] not in values:
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raise SchemaError(f"{where}'s default {spec['default']!r} is not one of its options.")
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# Accepted as #rgb, #rrggbb or #rrggbbaa. One spelling in, one spelling out --
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# a module that has to guess whether it was handed "red", "#f00" or "255,0,0"
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# will guess wrong somewhere.
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_HEX = frozenset("0123456789abcdefABCDEF")
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def _validate_colour(value, where: str) -> None:
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if not isinstance(value, str) or not value.startswith("#"):
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raise SchemaError(f"{where} is a colour and must be a hex string like '#ff8800'; got {value!r}.")
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digits = value[1:]
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if len(digits) not in (3, 6, 8) or any(c not in _HEX for c in digits):
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raise SchemaError(f"{where} is not a valid hex colour: {value!r}.")
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def _validate_numeric(spec: dict, where: str, kind: str) -> None:
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default = spec["default"]
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if isinstance(default, bool) or not isinstance(default, (int, float)):
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raise SchemaError(f"{where} is a {kind} but its default is {default!r}.")
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if kind == "int" and not isinstance(default, int):
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raise SchemaError(f"{where} is an int but its default is a float.")
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low, high = spec.get("min"), spec.get("max")
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for name, bound in (("min", low), ("max", high)):
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if bound is not None and (isinstance(bound, bool) or not isinstance(bound, (int, float))):
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raise SchemaError(f"{where}'s {name} must be a number.")
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if low is not None and high is not None and low > high:
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raise SchemaError(f"{where} has min {low} above max {high}.")
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if low is not None and default < low:
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raise SchemaError(f"{where}'s default {default} is below its min {low}.")
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if high is not None and default > high:
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raise SchemaError(f"{where}'s default {default} is above its max {high}.")
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step = spec.get("step")
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if step is not None and (isinstance(step, bool) or not isinstance(step, (int, float)) or step <= 0):
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raise SchemaError(f"{where}'s step must be a positive number.")
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def _validate_when(when: Any, where: str, siblings: Dict[str, dict], key: str) -> None:
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if not isinstance(when, dict) or not when:
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raise SchemaError(f"{where}'s when must be a non-empty dict of sibling conditions.")
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for other, expected in when.items():
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if other == key:
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raise SchemaError(f"{where}'s when refers to itself.")
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if other not in siblings:
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# A condition on a key that does not exist is always false, so the
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# row would simply never appear -- a typo that reads as a decision.
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raise SchemaError(f"{where}'s when refers to {other!r}, which this module does not declare.")
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if not isinstance(expected, SCALARS) and not isinstance(expected, (list, tuple)):
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raise SchemaError(f"{where}'s when value for {other!r} must be a scalar or a list.")
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def validate_nodes(value: Any, module_id: str) -> list:
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"""The node classes a module contributes.
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Checked structurally, not by isinstance against `io.ComfyNode`, so core stays
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importable without ComfyUI -- the same property that lets the whole suite run
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outside it. The ComfyUI-specific checks (a FunPack-prefixed node_id, and no
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two modules claiming one id) happen in `core.nodes`, where ComfyUI exists.
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"""
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if value is None:
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return []
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if isinstance(value, (str, bytes)) or not isinstance(value, (list, tuple)):
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raise SchemaError(
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f"module {module_id!r}'s nodes must be a list; got {value!r}."
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)
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for node in value:
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if not isinstance(node, type):
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raise SchemaError(
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f"module {module_id!r} lists {node!r} as a node, which is not a class."
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)
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for method in ("define_schema", "execute"):
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if not callable(getattr(node, method, None)):
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raise SchemaError(
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f"module {module_id!r}'s node {node.__name__} has no {method}(). "
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f"A FunPack node is a comfy_api io.ComfyNode subclass."
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)
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return list(value)
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def validate_traits(value: Any, module_id: str):
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"""A module's trait provider: callable(model) -> iterable of trait names."""
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if value is None:
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return None
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if not callable(value):
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raise SchemaError(
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f"module {module_id!r}'s traits must be a callable(model), got "
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f"{type(value).__name__}."
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)
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return value
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def validate_provides(value: Any, module_id: str) -> dict:
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"""Named capabilities: {name: callable}."""
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if value is None:
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return {}
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if not isinstance(value, dict):
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raise SchemaError(
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f"module {module_id!r}'s provides must be a dict of name -> callable; "
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f"got {type(value).__name__}.")
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for name, fn in value.items():
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if not isinstance(name, str) or not name.strip():
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raise SchemaError(f"module {module_id!r} provides a capability with no name.")
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if not callable(fn):
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raise SchemaError(
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f"module {module_id!r}'s {name!r} capability is not callable.")
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return dict(value)
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def check_values(spec, values: Any) -> Tuple[Dict[str, Any], List[str]]:
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"""One module's live values, checked against its own declaration.
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Returns (values, problems). Anything missing falls back to the declared
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default, so a partial payload is fine; anything WRONG is reported rather than
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coerced. v4 carried these as JSON in a string widget that nothing validated,
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which is why it needed a hand-maintained mirror of every default and a list of
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keys that no longer meant anything.
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"""
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problems: List[str] = []
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if values is None:
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return spec.defaults(), problems
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if not isinstance(values, dict):
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return spec.defaults(), [f"{spec.id}: settings must be an object, got {type(values).__name__}."]
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clean = spec.defaults()
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for key, value in values.items():
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declared = spec.settings.get(key)
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if declared is None:
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# Not repaired by dropping it silently: a key nobody declares is
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# either a typo or a leftover, and both are worth saying once.
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problems.append(f"{spec.id}: no setting named {key!r}.")
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continue
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problem = _value_problem(declared, key, value, spec.id)
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if problem:
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problems.append(problem)
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continue
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clean[key] = value
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return clean, problems
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def _value_problem(declared: dict, key: str, value: Any, module_id: str):
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kind = declared["type"]
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where = f"{module_id}.{key}"
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if kind == "bool":
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if not isinstance(value, bool):
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return f"{where} is a bool, got {value!r}."
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return None
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if kind == "enum":
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allowed = [option["value"] for option in declared["options"]]
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if value not in allowed:
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return f"{where} must be one of {allowed}, got {value!r}."
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return None
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if kind == "color":
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try:
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_validate_colour(value, where)
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except SchemaError as exc:
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return str(exc)
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return None
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if kind in NUMERIC:
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if isinstance(value, bool) or not isinstance(value, (int, float)):
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return f"{where} is a {kind}, got {value!r}."
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# NaN and the infinities compare False against BOTH bounds, so a range
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# check alone lets them through -- and json.loads accepts all three by
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# default. A NaN strength reaches sampling and poisons it silently.
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if not math.isfinite(value):
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return f"{where} must be a finite number, got {value!r}."
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if kind == "int" and not isinstance(value, int):
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return f"{where} is an int, got {value!r}."
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low, high = declared.get("min"), declared.get("max")
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if low is not None and value < low:
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return f"{where} is below its minimum {low}: {value}."
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if high is not None and value > high:
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return f"{where} is above its maximum {high}: {value}."
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return None
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if not isinstance(value, str):
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return f"{where} is a {kind}, got {value!r}."
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return None
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def validate(announcement: Dict[str, Any], source: str = "") -> ModuleSpec:
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"""A validated ModuleSpec, or SchemaError naming what is wrong."""
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for required in ("id", "title"):
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value = announcement.get(required)
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if not isinstance(value, str) or not value.strip():
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raise SchemaError(f"module {source or '?'} has no {required}.")
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# A mount point is only meaningful for a module with something to render.
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# A loader or a node-only module has no panel, and forcing it to name a
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# region would make it invent one -- which then shows up as "hidden", i.e.
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# a module reported as broken for having nothing to show.
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mount = announcement.get("mount")
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renders = bool(announcement.get("settings")) or bool(announcement.get("ui"))
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if renders and (not isinstance(mount, str) or not mount.strip()):
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raise SchemaError(
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f"module {announcement.get('id') or source or '?'} has settings to render "
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f"but no mount."
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)
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if mount is not None and not isinstance(mount, str):
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raise SchemaError(f"module {announcement.get('id')!r}'s mount must be a string.")
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stage = announcement.get("stage", "sampling")
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if stage not in STAGES:
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raise SchemaError(f"module {announcement['id']!r} has unknown stage {stage!r}. Known: {', '.join(STAGES)}.")
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status = announcement.get("status", "experimental")
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if status not in ("proven", "experimental"):
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raise SchemaError(f"module {announcement['id']!r} has unknown status {status!r}.")
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raw = announcement.get("settings") or {}
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if not isinstance(raw, dict):
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raise SchemaError(f"module {announcement['id']!r} has a non-dict settings block.")
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settings = {key: validate_setting(key, spec, raw) for key, spec in raw.items()}
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def _ids(name: str) -> list:
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value = announcement.get(name)
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if value is None:
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return []
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if isinstance(value, str) or not isinstance(value, (list, tuple)):
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raise SchemaError(f"module {announcement['id']!r}'s {name} must be a list.")
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for item in value:
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if not isinstance(item, str):
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raise SchemaError(f"module {announcement['id']!r}'s {name} must contain strings.")
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return list(value)
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return ModuleSpec(
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nodes=validate_nodes(announcement.get("nodes"), announcement["id"]),
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traits=validate_traits(announcement.get("traits"), announcement["id"]),
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provides=validate_provides(announcement.get("provides"), announcement["id"]),
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id=announcement["id"],
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title=announcement["title"],
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mount=announcement.get("mount") or "",
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settings=settings,
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requires=_ids("requires"),
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hooks=_ids("hooks"),
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after=_ids("after"),
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before=_ids("before"),
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stage=stage,
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ui=announcement.get("ui"),
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status=status,
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source=source,
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)
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