Skip fewer attention blocks on early steps and more on late ones, in a straight
line up to sla_sparsity. Off at 0, untested on H3. Credit GSRS (arXiv 2610.21129).
tools/test_env.sh and tools/cpuforce.py set up the suite on a GPU-less machine.
Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_0176SHndmQj7T1VtWAWZiNcq
keep_proportion/extra_padding/invert_crop (ImageTransformKJ) and format
(SaveVideo) were wrapped in a redundant {"field": "value"} dict instead of
the plain string ComfyUI's own DynamicCombo expansion expects at the wire
level -- every one of them silently failed graph validation and fell back
to the node's own default, undermining the "total_pixels" resolution-fit
behavior this preset exists for. Found by loading the preset in a real
browser against real node schemas; the dev server never had comfy_extras
or KJNodes registered before now, so this was invisible locally until
tools/devserver.py also gained real node registration (init_extra_nodes +
KJNodes' load_custom_node, matching what the pytest `registered` fixture
already did).
The two pipeline_preset tests that were supposed to catch this had too
broad a filter -- it excluded ANY "is not one of" message as an assumed
"combo not chosen yet" state, which in this codebase actually shows up as
"needs X and nothing fills it" instead. Tightened to exempt only the three
loader-file combos genuinely left unset on a fresh install.
Verified live: preset loads with zero combo-validation problems, only the
three expected unset-loader-file messages remain, and Generate correctly
refuses with an honest reason rather than a false success.
Files the user brings IN (a reference image, an imported clip) now have a
real store: core/media.py, /api/media routes, and a "Media" tab beside the
bin's "Results" tab in the Assets zone. Upload, list, fetch, delete all
round-trip through the real server; nothing wires into a pipeline input yet,
since no model module or Studio conditioning takes a reference image today.
Two adversarial review rounds found and fixed three real issues along the
way: MAX_BYTES (512MB) was dead code because aiohttp's own client_max_size
capped every upload far lower first in both prod and dev, with a JSON-parse
error leaking to the user on rejection instead of a clean message; the
index.json read-modify-write had no guard against concurrent writers; and
the devserver's bare Application didn't match ComfyUI's own 100MB default,
which also broke an unrelated e2e assertion once the review polluted the
real, unisolated media/ directory testing the fix.
Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>
graph.py reads an input's TYPE, which is all a wire needs. Editing a value needs
the rest -- the choices a combo offers, the bounds on a number, whether the box
is multiline -- so that is asked separately rather than widening the question
graph.py asks. Read from ComfyUI's own INPUT_TYPES, so a node written for
ComfyUI is editable here without knowing anything about FunPack.
Caught while looking at the real output rather than after committing: deciding
"a socket is upper case" is wrong, because STRING is upper case -- every prompt
box in the pipeline came back as something nobody could type in. The honest rule
is ComfyUI's own primitive set, plus forceInput, which is a short list core
holds on purpose.
/funpack/api/nodes answers by name. ComfyUI's /object_info returns every
installed node, which on a machine with a few packs is megabytes for a question
about a dozen; a node nobody installed comes back as null rather than missing,
so "this slot points at something absent" reads differently from "I did not ask".
The dev server now registers ComfyUI's nodes and FunPack's own, through the same
function the tests use. Without it the pipeline was fourteen "there is no node
called X installed" and nothing to edit -- so the one thing the dev server exists
for could not reach the half of the app that matters. It now reports the three
problems that are real: no model, no CLIP, no VAE chosen.
ComfyUI's own queue and its own socket, not a second one alongside them. A
FunPack queue would be a second thing tracking what is running, and the one the
user believes is whichever spoke last -- so this speaks to /prompt, /interrupt
and /ws as any ComfyUI client does and holds only a view of the server's state.
The graph is asked for, never assembled here, for the same reason.
The client id is remembered: ComfyUI addresses progress to the client that
queued the run, so a reload with a fresh id hears nothing about the generation
already in flight -- the run continues, the GPU time is spent, and the app says
Ready.
Faults found on the way, each in code that already had passing tests:
* `[hidden]` was inert across the whole kit. The UA rule is element-level, so
`.cx-btn { display: inline-flex }` beats it -- Cancel was marked hidden, sat
there, and nothing reported anything. jsdom cannot see it: the attribute was
always correct. One reset rule, and a browser test over four element kinds.
* A panel passed no height to its body and a split pane passed none to its
panes, so the viewer asked for 100% of `auto` and collapsed to a single line
inside a panel that was the right size around it.
* subscribe() delivered the first state outside the guard every later delivery
gets, so one bad listener took down whoever was wiring the UI up -- at
startup, before anything existed to report it.
* A whole tests directory was never run: the test script globbed
composer/tests only. `node --test` discovers them itself now, so there is no
list to forget.
* `empty` was not in the content rule's key list, so three elements were never
asked to prove their empty-state text comes back as text rather than markup.
The dev server now mounts the REAL routes -- register() already took a route
table -- instead of reimplementing them over http.server. It answered POST
/api/pipeline with 501, so the edit-and-queue path could not be looked at, which
is the one thing the dev server exists for.
The sandbox was a claim the code could not make. `panels.js` said "no DOM
node, no document... a module cannot style anything because it is never
handed anything that could" -- while handing over `composer`, whose factories
return handles wrapping a real element. A module could take one, style it,
and reach the whole document through node.ownerDocument. No lint to evade,
just the intended API.
No module ever used it. Panels are rendered from the DECLARATION, and a
module that wants to draw something should be declaring it. So it is gone,
and the guarantee is now true as stated: the kit hands a module nothing that
touches the DOM.
What is NOT claimed any more: that a module CANNOT reach the DOM. A ui.js is
an ES module in the page realm and `document` is a global. kit_lint is a
discipline check, not a boundary -- globalThis["docu"+"ment"] defeats every
regex and always will. It now catches the bracket-access spellings, which
were the first thing tried and went straight through, and says plainly what
it is and is not.
The test that was supposed to protect this asserted "no value IS a node"
while a value that MAKES nodes sat in the same object. It checks what it
names now.
And the overlay compaction test computed a before-snapshot and discarded it
with `void before`, checking only that survivors do not collide -- true even
if nothing ever moves. Two attempts to fix it failed against CORRECT code
(earlier tests leave live claims, so the rung has a legitimate gap; and some
demos close themselves, so closing them again is a no-op). It now opens two
overlays of its own so the invariant runs every time, and removing notify()
from zlayer fails three tests instead of none.
Co-Authored-By: Claude Opus 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>
[Log] Info: FunPack Diffusion Model Loader | flux.safetensors loaded, attention sage
[Log] Alert: MiniMaxH3ImageToVideo node | no "first_image" input is connected
[Log] Warning: FunPack LoRA Loader | style.safetensors is empty and will not load
[Log] Critical: torch | cannot allocate 14 GB (3 GB free); the run will not start
The difference between the middle two is the one that matters. Alert is a
choice you may not have made on purpose. Warning is something that will NOT
do what its name says -- the level v4 needed and did not have, which is how
560 handlers came to swallow a failure and carry on, so a feature could be
switched on, do nothing, and never say so.
Info is not decoration either: "loaded on GPU using sage attention" is how
an attention setting that did nothing gets noticed months before the
pictures look wrong enough to investigate.
Every call site moved -- there is no note() left to be vague through -- and
the loaders now say what they actually loaded rather than only what they
were asked for. Records are kept in a bounded ring as well as printed, so a
long rental session cannot turn the log into a memory leak, and served at
/funpack/api/log so a person can read it somewhere other than a terminal
full of ComfyUI's own output. There is a page for it.
Also dropped the preflight this was traded for: min and max are already
declared and already enforced at both doors, and a second protection layer
around a check that exists is ceremony.
Two mistakes worth keeping: a log line reached into the model's shape to
describe it and could have failed the load it was only narrating; and both
new pages passed `children` to an element that takes `rows`, which the kit
accepted and silently dropped. It throws on an unknown element and not on an
unknown prop.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
First real generation through FunPack's nodes: SD1.5 on this Mac, real
weights, a real picture of an apple. Everything before this was static.
What it proved, on a real model rather than a fixture: the empty latent
takes its shape from SD1.5's own format with no family branch anywhere
(1, 4, 64, 64, an IMAGE latent from a pack built for video); the traits read
off the live model are predict_eps and spatial_latent; and ALG is correctly
absent, saying "needs temporal_latent", rather than running on a model with
no time axis.
What it found: the absolute-core-import bug again, this time INSIDE A
FUNCTION BODY. It imported fine, registered fine, passed 258 tests, and
raised at execute time -- during the generation. A suite that imports every
module cannot see an import that only happens when a node runs, so the check
for it is now static and walks the AST: no module may name `core` anywhere,
at any nesting, except through the shim.
The dev preview loaded one module in nine. It runs system python, which has
neither ComfyUI nor torch, so every module that imports either was absent
and the app looked almost empty while reporting nothing. It now re-execs
under ComfyUI's interpreter. Looking at the app is meant to be how the app
gets tested; it has to see what ComfyUI sees.
ALG asked for a mount point no region offered, so its panel vanished in
silence. The shell now offers one per stage, and a modules page lists what
loaded, what asked for a mount nothing offers, and what failed to import --
absence is correct behaviour and indistinguishable from "never installed",
so somewhere has to say which.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
One declaration does three jobs: renders the panel, carries the defaults, names
the values that come back. A module writes no DOM and reads no DOM.
Validation refuses rather than repairs -- unknown type, a renderer its type does
not have, a label that is not text, a default outside its own bounds, a when
naming a key the module never declared. A module that is wrong does not get a
best-effort panel; it does not load, and says why once.
Ordering is by declared relation and stage, never priority numbers, and a cycle
drops only the modules in it. Compatibility is by trait, never model name.
The shell hands a module { composer, values, on, shell } and nothing else: no
node, no document, no kit internals. It cannot style anything because it is
never given anything that could.
catalogue/hide.html puts one good module and five broken ones through the real
shell and shows the result: one panel, five absent, no placeholders. The lint
fixtures make the scanner prove it catches each rule, so a clean scan means
something.
First slice: modules/system/appearance. Two settings, an optional ui.js, and
clicking Light actually turns the app light.
Static serving routes through a pure resolve(), so the extension allowlist and
the traversal guard are tested without aiohttp. modules/ serves .js only: a
module cannot ship a stylesheet even if one is written.
