H3's latent upscaler loads through the H3 module (ComfyUI's loader has no
branch for it); an upscale resizes H3's anchor pin so pass 2 stays pinned.
FunPack Sampler takes an optional wired schedule, run exactly as written.
New preset: H3 Reference to Video + second pass.
Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
The port plan calls for every module under modules/ to declare a
CATEGORY so Settings/Engine panels can group by it. Only alg, sharpen,
appearance, and full_control had one; the other 12 (loaders, empty
latent, media load, minimax_h3, output decode, sampling modifiers/
sampler, system pipeline) are plain infrastructure with no user-facing
settings dial, so they land in "system" except output_decode (post,
matching its STAGE) and the two sampling modules (sampling). Verified
against core/tests (548 passed) -- category validation and the
registry's field-mapping catch a typo here, per the earlier fixture-gap
fix.
Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>
Full control did half of what it said and never said which half. It disabled
the mid-run crash guard and left every value refusal in place, so the stated
purpose -- a one-step schedule, a width the model cannot use, let them and
warn -- did not work. Worse, a rejected value was quietly replaced by the
default, so asking for 999 gave 0.4 with a warning about 999.
Now one switch turns off both: the value is passed through, every problem is
said as a warning naming that the consequences are the user's, and a run made
without the guards is identifiable as one afterwards. A key NO module
declares is still never kept, whatever the setting -- nothing reads it, so
keeping it cannot honour the request, only disguise the typo.
core/graph.py was thoroughly tested and called from nowhere: the claim that
a built-in node can be replaced or removed was a property of a library
nothing invoked. It has routes now, and tests that drive them over a real
socket -- the modifiers node removed and the sampler rewired, the VAE loader
swapped for core's, and both refusals coming back as reasons.
Those routes separate two things the old shape conflated. "refused" means
the edit did not happen. "incomplete" means it did and the pipeline still is
not ready -- an unset file picker on a fresh install is the normal case, not
a failed edit, and showing them together would say the wrong thing about both.
And build() could not see a missing REQUIRED input at all, because the
schema lookup flattened required and optional into one dict. A slot with no
model file built clean and failed only once queued.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Stopping a generation is a normal thing to do -- a bad seed, a wrong prompt,
a rental minute -- so it is not an error path that can be left approximate.
A leak here is invisible: the run AFTER a cancel just behaves slightly wrong.
The sampler says a run was cancelled and re-raises. It is not ours to
absorb; ComfyUI ends the queue item. But a run that simply stops with
nothing said is indistinguishable from one that broke.
Verified against the real engine: a 40-step generation interrupted mid-way
reports execution_interrupted, and the next one completes as run 2. Tests
cover what must be left behind, which is nothing -- no wrappers on the shared
model after five cancelled runs, the sharp anchor put back on a denoiser that
outlives the run, and no modifier marked as dropped, because a cancelled
modifier did not fail and disabling it next time would punish the user for
stopping.
Temp previews needed no change: core's PreviewImage already writes to the
temp directory under a unique prefix, so where the app SHOWS them is a UI
decision and is recorded as one rather than built here.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
The run id froze after the first generation. Runs were marked by the
modifiers node, and ComfyUI CACHES a node whose inputs have not changed --
only the seed changes between most generations, so that node executed once
and every later run reported under the first one's id. Per-run log dedup
degraded to per-process with it, which is precisely the v4 fault log.py's
own comment describes, reintroduced through a caching interaction the fix
did not account for.
The sampler marks the run now. It is what generates, and it re-executes
whenever anything about the generation differs. Verified through the real
PromptExecutor with caching on: three seeds, three run ids. The
dropped-modifier record is also emptied there, because it travels on the
model and ComfyUI may hand the same model back -- a modifier that failed
last time deserves this time.
And a bad settings payload was only caught during execution, after the
checkpoint had already loaded. On a rented GPU that is the cost paid before
the guard fires, one layer up from the sampling case this project already
guards. ComfyUI calls validate_inputs inside validate_prompt, so the payload
is now understood before the queue accepts it: a typo'd module id is refused
with nothing loaded. Both doors check the same things, and a test pins that
they agree.
There was no test file for runs at all, which is why the first fault could
be introduced by a fix and survive a green suite.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
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>
