The wording fix a commit ago was written by hand in two files and the same mislabel was still sitting in four others -- traits, chain, modifier install and node schema all reported a thing that loaded, recognised its work and then raised as one that "did not load", sending a reader after an import error that never happened. Three hand-written strings would have drifted, so log.broke() now says it once and every site calls it. Two of the new tests were vacuous when first written -- "nothing said did not load" is also true where nothing ran at all, and picking the first provider found lands on one whose traits exclude the test's model. Both assert the line is present before asserting the wrong line is not. One finding, confirmed, plus four sites it did not name.
135 lines
5.0 KiB
Python
135 lines
5.0 KiB
Python
"""Modifiers that belong to the sampler rather than to the model.
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Some cannot ride on a ModelPatcher and it is not a limitation of the plumbing:
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they need the step index, the schedule, or the chance to run the whole thing
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twice. A model patch has none of those.
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So a sampler offers HOOK POINTS by name and core hands it the modifiers that
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asked for one it offers. Two properties fall out, and both are the point:
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* A sampler file never names a modifier. Five samplers and six modifiers stay
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zero hand-written call sites rather than thirty.
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* The sampler keeps the veto -- it says what it can host -- and core keeps the
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plumbing. A modifier wanting a hook this sampler does not offer is absent, and
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said, rather than half-working.
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The call site is deliberately ONE, and shaped so it cannot grow:
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latent = chain.process(ctx, latent)
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`ctx` carries the step, not the signature. v4 passed each technique's parameters
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down as keyword arguments and `_sample_chunk` ended up with six ALG arguments
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before anyone noticed the shape was wrong.
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"""
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from dataclasses import dataclass
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from typing import Any, List, Optional, Sequence, Tuple
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from . import log, patching
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@dataclass(frozen=True)
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class Step:
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"""Everything a per-step modifier is allowed to know about where it is.
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A small closed object rather than loose arguments: adding a field here is
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one edit, whereas widening a call signature is an edit in every sampler and
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every modifier that ever passed it along.
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"""
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index: int
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sigma: Any
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sigmas: Any
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total: int
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run: Optional[str] = None
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anchor: Any = None # the pinned latent, where there is one
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class Chain:
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"""The modifiers a sampler is actually running, in order."""
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def __init__(self, members: Sequence[Tuple[str, Any]], dropped: patching.Dropped):
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self.members = list(members)
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self.dropped = dropped
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def __bool__(self) -> bool:
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return bool(self.members)
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@property
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def ids(self) -> List[str]:
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return [name for name, _ in self.members]
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def process(self, ctx: Step, latent):
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"""Every member that wants this step, in declared order.
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A member that raises is dropped for the rest of the run and the run
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continues -- the same rule the model-side hooks follow, for the same
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reason: a modifier is an opinion about the picture and is never worth
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the picture.
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"""
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for name, member in self.members:
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key = f"funpack.{name}"
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if key in self.dropped:
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continue
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try:
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if not member.active(ctx):
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continue
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changed = member.process(ctx, latent)
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except Exception as exc: # noqa: BLE001
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if self.dropped.record(key, exc):
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import traceback
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log.warning(key, "failed during sampling and is now OFF for the "
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"rest of this run; the run continues without it\n"
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+ "".join(traceback.format_exception(exc)).rstrip())
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continue
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if changed is not None:
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latent = changed
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return latent
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def build(specs, values, accepts: Sequence[str], dropped: patching.Dropped,
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capability: str = "sampler_modifier") -> Tuple[Chain, List[str]]:
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"""(chain, notes) for the modifiers this sampler can host.
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`specs` are already filtered by trait and ordered by relation -- this only
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decides who fits THIS sampler, and builds them.
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"""
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offered = set(accepts or ())
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members, notes = [], []
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for spec in specs:
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make = spec.provides.get(capability)
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if make is None:
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continue
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wanted = tuple(getattr(spec, "hooks", ()) or ())
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missing = [hook for hook in wanted if hook not in offered]
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if missing:
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# Absent rather than half-working: a modifier that needs a second
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# pass cannot be usefully run by a sampler that makes one.
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notes.append(f"{spec.id}: needs {', '.join(missing)}, which this sampler "
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f"does not offer")
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continue
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try:
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member = make(values.get(spec.id) or {}, tuple(offered))
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except Exception as exc: # noqa: BLE001
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log.broke(f"{spec.id}.{capability}", exc, "starting up for this run")
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notes.append(f"{spec.id}: failed to start -- {type(exc).__name__}: {exc}")
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continue
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if member is None:
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continue # the module decided it is off
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for required in ("active", "process"):
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if not callable(getattr(member, required, None)):
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notes.append(f"{spec.id}: is not a sampler modifier (no {required}())")
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member = None
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break
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if member is None:
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continue
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members.append((spec.id, member))
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notes.append(f"{spec.id}: on")
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return Chain(members, dropped), notes
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