Files
ausboss 475d6e19ea Offline checks read pyproject as TOML and catch more hidden mappings
Review fixes for the pack's offline checks.

- The startup version reader and the checks read pyproject.toml as TOML
  instead of a regex.
- validate_nodes and registry_contract catch more ways a node mapping
  or the module list could be hidden from registry scanners.
- release_preflight flags network-client imports and spaced or
  qualified fetch calls in shipped code.
- workflow_contract verifies saved widget values against the real
  widget order, covers subgraphs and validates model download info.
- Krea 2 Inpaint Masked example: two Note nodes' named widget values
  now match their positional values, which the new check requires, and
  the file ends with a newline. The graph itself is unchanged.

Tests: tests/test_check_regressions.py, with one adjusted case in
tests/test_workflow_contract.py.

No inputs, outputs or mapping keys change. No version change.
2026-11-08 19:33:20 -06:00

327 lines
17 KiB
Python

"""Offline checks for the saved example graphs (no ComfyUI dependency)."""
from __future__ import annotations
import ast
from functools import lru_cache
import json
import re
from pathlib import Path
from urllib.parse import unquote, urlsplit
from registry_contract import class_mapping_keys, registered_class
UUID = re.compile(r"[0-9a-f]{8}-[0-9a-f]{4}-[0-9a-f]{4}-[0-9a-f]{4}-[0-9a-f]{12}")
# Below this saved zoom the frontend stops drawing widget text (about 0.57 on
# a standard display), so an example would open as unreadable boxes.
MIN_ZOOM = 0.6
# Where each save node keeps its filename prefix in a positional save.
PREFIX_SLOT = {"AUSBOSS_NODES_SaveImage": 0, "AUSBOSS_NODES_SaveVideo": 1}
# The pack ships its own LoRA Loader; examples show it off rather than the core
# loaders (its CLIP toggle covers the model-only case).
CORE_LORA_LOADERS = {"LoraLoader", "LoraLoaderModelOnly"}
# Serialized widget slots for the core/frontend nodes used by the examples.
# Keep this independent of each saved object's named-copy insertion order.
CORE_WIDGETS = {
"UNETLoader": "unet_name weight_dtype",
"CLIPLoader": "clip_name type device",
"DualCLIPLoader": "clip_name1 clip_name2 type device",
"VAELoader": "vae_name",
"CheckpointLoaderSimple": "ckpt_name",
"MarkdownNote": "text",
"Note": "text",
"ImageScaleToMaxDimension": "upscale_method largest_size",
"TextGenerate": "prompt max_length sampling_mode sampling_mode.temperature sampling_mode.top_k sampling_mode.top_p sampling_mode.min_p sampling_mode.repetition_penalty sampling_mode.seed sampling_mode.presence_penalty thinking use_default_template mtp",
"StringConcatenate": "string_a string_b delimiter",
"StringFormat": "f_string",
"CLIPTextEncode": "text",
"KSampler": "seed control_after_generate steps cfg sampler_name scheduler denoise",
"LoadImage": "image upload",
"EmptyImage": "width height batch_size color",
"ImageCompositeMasked": "x y resize_source",
"GrowMask": "expand tapered_corners",
"LTXVPreprocess": "img_compression",
"LTXVConditioning": "frame_rate",
"EmptyLTXVLatentVideo": "width height length batch_size",
"LTXVAddGuide": "frame_idx strength",
"VAEDecodeTiled": "tile_size overlap temporal_size temporal_overlap",
"TextEncodeQwenImage21": "prompt negative_prompt resolution",
"QwenImage21Cache": "device dtype",
"SAM3_Detect": "threshold refine_iterations individual_masks",
}
@lru_cache(maxsize=1)
def pack_widget_names() -> dict[str, list[str]]:
"""Read the pack's widget order without importing any node or library."""
result = {}
for path in sorted((Path(__file__).resolve().parent.parent / "nodes").glob("node_*.py")):
source = path.read_text(encoding="utf-8")
tree = ast.parse(source)
for key in class_mapping_keys(source):
cls = registered_class(tree, key)
if cls is None:
continue
names = []
upload = False
for fn in cls.body:
if not isinstance(fn, ast.FunctionDef) or fn.name != "INPUT_TYPES":
continue
returned = [n.value for n in ast.walk(fn) if isinstance(n, ast.Return)]
if len(returned) != 1 or not isinstance(returned[0], ast.Dict):
continue
groups = {k.value: v for k, v in zip(returned[0].keys, returned[0].values) if isinstance(k, ast.Constant)}
for group in ("required", "optional"):
inputs = groups.get(group)
if not isinstance(inputs, ast.Dict):
continue
for name, spec in zip(inputs.keys, inputs.values):
if not isinstance(name, ast.Constant) or not isinstance(spec, ast.Tuple) or not spec.elts:
continue
kind = spec.elts[0]
options = spec.elts[1] if len(spec.elts) > 1 else None
flags = {k.value: v.value for k, v in zip(options.keys, options.values)
if isinstance(k, ast.Constant) and isinstance(v, ast.Constant)} if isinstance(options, ast.Dict) else {}
primitive = isinstance(kind, ast.Constant) and kind.value in ("INT", "FLOAT", "BOOLEAN", "STRING")
combo = isinstance(kind, (ast.List, ast.Call)) or isinstance(kind, ast.Name) and kind.id != "WILDCARD"
if flags.get("forceInput") or not (primitive or combo):
continue
names.append(name.value)
if flags.get("control_after_generate"):
names.append("control_after_generate")
if flags.get("image_upload") or flags.get("video_upload") or flags.get("audio_upload"):
upload = True
if upload:
names.append("upload")
result[key] = names
return result
def serialized_widget_names(node: dict) -> list[str] | None:
kind = node.get("type")
if kind in CORE_WIDGETS:
return CORE_WIDGETS[kind].split()
if kind in pack_widget_names():
return pack_widget_names()[kind]
if isinstance(kind, str) and UUID.fullmatch(kind):
return [entry["widget"]["name"] for entry in node.get("inputs", []) if isinstance(entry.get("widget"), dict)]
return None
def widget_value_list(node: dict) -> list:
values = node.get("widgets_values")
if isinstance(values, dict):
return list(values.values())
return values if isinstance(values, list) else []
def selected_files(node: dict) -> set[str]:
"""Every file name a node selects: its string widget values, plus the rows
of a LoRA Loader stack, which saves them as one JSON string."""
names = set()
for value in widget_value_list(node):
if not isinstance(value, str):
continue
names.add(value)
if value.startswith("["):
try:
rows = json.loads(value)
except ValueError:
continue
names.update(row["name"] for row in rows if isinstance(row, dict) and isinstance(row.get("name"), str))
return names
def named_copy_problems(node: dict) -> list[str]:
"""The frontend saves widget values by position and again by name, and
restores by name when its experimental setting is on: a stale named copy
loads different values than the ones the example was tested with."""
named = node.get("widgets_values_named")
values = node.get("widgets_values")
if not isinstance(named, dict):
return []
placeholders = {key for key, value in named.items() if key.startswith("ausboss_") and value in ("", None)}
keys = set(named) - placeholders
if isinstance(values, dict):
# Upload buttons and old panels can have an empty named value even
# though the frontend does not serialize them into the primary copy.
if "upload" not in values:
keys.discard("upload")
pairs = [(key, named[key], values[key]) for key in named if key in values]
unmatched = keys ^ set(values)
elif isinstance(values, list):
slots = serialized_widget_names(node)
if slots is None:
return [f"node {node['id']} has no known serialized widget slot mapping"]
last = max((slots.index(key) for key in keys if key in slots), default=-1) + 1
unmatched = keys - set(slots)
unmatched.update(key for index, key in enumerate(slots[:last]) if key not in keys or index >= len(values))
pairs = [(key, named[key], values[index]) for index, key in enumerate(slots)
if key in keys and index < len(values)]
trailing = values[last:]
if len(trailing) > len(placeholders) or any(value not in ("", None) for value in trailing):
unmatched.add("extra positional values")
else:
return [f"node {node['id']} has named widgets without serialized values"]
stale = [key for key, saved, loaded in pairs if saved != loaded]
problems = [f"node {node['id']} has stale named widget values: {', '.join(stale)}"] if stale else []
if unmatched:
problems.append(f"node {node['id']} has unmatched widget values: {', '.join(sorted(unmatched))}")
return problems
def workflow_problems(data: dict, *, _subgraph: bool = False) -> list[str]:
problems = []
nodes = data.get("nodes", [])
if not isinstance(nodes, list) or not nodes:
return ["expected a nonempty UI workflow nodes list"]
by_id = {n["id"]: n for n in nodes}
if len(by_id) != len(nodes):
problems.append("duplicate node ids")
if _subgraph:
# Boundary nodes are stored separately, with their sockets on the
# graph itself. Treat them like nodes for the same link checks.
by_id[data["inputNode"]["id"]] = {
"id": data["inputNode"]["id"],
"outputs": [{"links": entry.get("linkIds", [])} for entry in data.get("inputs", [])],
}
by_id[data["outputNode"]["id"]] = {
"id": data["outputNode"]["id"],
"inputs": [{"boundary_links": entry.get("linkIds", [])} for entry in data.get("outputs", [])],
}
links = data.get("links", [])
if _subgraph:
fields = ("id", "origin_id", "origin_slot", "target_id", "target_slot", "type")
links = [[link[key] for key in fields] if isinstance(link, dict) and all(key in link for key in fields) else link for link in links]
by_link = {link[0]: link for link in links if isinstance(link, list) and len(link) == 6}
if len(by_link) != len(links):
problems.append("duplicate or malformed links (expected six fields)")
for link in by_link.values():
ident, source_id, source_slot, target_id, target_slot, _kind = link
source, target = by_id.get(source_id), by_id.get(target_id)
if source is None or target is None:
problems.append(f"link {ident} refers to a missing node")
continue
outputs, inputs = source.get("outputs", []), target.get("inputs", [])
if not isinstance(source_slot, int) or not 0 <= source_slot < len(outputs):
problems.append(f"link {ident} has an invalid source slot")
elif ident not in (outputs[source_slot].get("links") or []):
problems.append(f"link {ident} is missing from its source output")
if not isinstance(target_slot, int) or not 0 <= target_slot < len(inputs):
problems.append(f"link {ident} has an invalid target slot")
elif ident not in inputs[target_slot].get("boundary_links", [inputs[target_slot].get("link")]):
problems.append(f"link {ident} is missing from its target input")
for n in by_id.values():
for slot, inp in enumerate(n.get("inputs", [])):
for ident in inp.get("boundary_links", [inp.get("link")]):
if ident is not None and (ident not in by_link or by_link[ident][3:5] != [n["id"], slot]):
problems.append(f"node {n['id']} input {slot} has a stale link")
for slot, output in enumerate(n.get("outputs", [])):
for ident in output.get("links") or []:
if ident not in by_link or by_link[ident][1:3] != [n["id"], slot]:
problems.append(f"node {n['id']} output {slot} has a stale link")
counters = data.get("state", {}) if _subgraph else data
if counters.get("lastNodeId" if _subgraph else "last_node_id", -1) < max(by_id):
problems.append("last_node_id is behind the graph")
if by_link and counters.get("lastLinkId" if _subgraph else "last_link_id", -1) < max(by_link):
problems.append("last_link_id is behind the graph")
ident = data.get("id")
if ident is not None and (not isinstance(ident, str) or not UUID.fullmatch(ident) or not ident.strip("0-")):
problems.append("workflow id must be absent or a random UUID")
scale = (data.get("extra") or {}).get("ds", {}).get("scale")
if isinstance(scale, (int, float)) and scale < MIN_ZOOM:
problems.append(f"saved zoom {scale} is below {MIN_ZOOM}; widget text would not draw")
for n in nodes:
problems.extend(named_copy_problems(n))
if n["type"] in CORE_LORA_LOADERS:
problems.append(f"node {n['id']} loads a LoRA with core {n['type']}; examples use LoRA Loader 🆎")
selected = selected_files(n)
for model in (n.get("properties") or {}).get("models") or []:
name = model.get("name") if isinstance(model, dict) else None
if not isinstance(model, dict) or any(not isinstance(model.get(key), str) or not model[key].strip() for key in ("name", "url", "directory")):
problems.append(f"node {n['id']} download info needs nonempty name, url and directory strings")
continue
if name and name not in selected:
problems.append(f"node {n['id']} carries download info for {name}, which it does not select")
try:
url = urlsplit(model["url"])
valid_url = url.scheme in ("http", "https") and bool(url.netloc)
filename = unquote(url.path.rsplit("/", 1)[-1])
except ValueError:
valid_url, filename = False, ""
if not valid_url or filename != name:
problems.append(f"node {n['id']} download URL must end with the selected filename {name}")
if n["type"] in PREFIX_SLOT:
saved = n.get("widgets_values")
prefix = saved.get("filename_prefix") if isinstance(saved, dict) else (
saved[PREFIX_SLOT[n["type"]]] if isinstance(saved, list) and len(saved) > PREFIX_SLOT[n["type"]] else None)
if isinstance(prefix, str) and "/" in prefix.replace("\\", "/"):
problems.append(f"node {n['id']} saves into a folder ({prefix}); examples save to the output folder itself")
groups = data.get("groups", [])
if not groups:
problems.append("no stage groups")
notes = [n for n in nodes if n["type"] in {"AUSBOSS_NODES_WorkflowNote", "AUSBOSS_NODES_WorkflowNoteTile"}]
if not notes and not _subgraph:
problems.append("no Workflow Note with setup instructions")
for n in notes:
try:
note = json.loads(n["widgets_values"][0])
if not note.get("title") or not note.get("body"):
problems.append(f"note {n['id']} needs a title and instructions")
if "\\n" in note.get("body", ""):
problems.append(f"note {n['id']} contains escaped line breaks instead of Markdown lines")
except (ValueError, KeyError, IndexError, TypeError, AttributeError):
problems.append(f"note {n['id']} is not valid note JSON")
note_columns = []
for note in notes:
size = note.get("size", [0, 0])
note_width = size.get("0", 0) if isinstance(size, dict) else size[0]
note_columns.append((note.get("pos", [0, 0])[0], note.get("pos", [0, 0])[0] + note_width))
rectangles = []
for n in nodes:
size = n.get("size", [0, 0])
if isinstance(size, dict):
size = [size.get("0", 0), size.get("1", 0)]
x, y = n.get("pos", [0, 0])
width, height = size
if width <= 0 or height <= 0:
problems.append(f"node {n['id']} has no usable saved size")
rectangles.append((n["id"], x, y - 30, x + width, y + height))
# A Callout in the Workflow Note's own column belongs to the note, not
# to a stage: a link to a video above it, say.
beside_note = n["type"] in {"AUSBOSS_NODES_Callout", "AUSBOSS_NODES_CalloutTile"} and any(
left <= x and x + width <= right + 1 for left, right in note_columns
)
if n not in notes and not beside_note and not any(
gx <= x and gy <= y - 30 and x + width <= gx + gw + 1 and y + height <= gy + gh + 1
for gx, gy, gw, gh in (g["bounding"] for g in groups)
):
problems.append(f"node {n['id']} is outside its stage group")
for i, (ident, x0, y0, x1, y1) in enumerate(rectangles):
for other, ox0, oy0, ox1, oy1 in rectangles[i + 1:]:
if min(x1, ox1) > max(x0, ox0) + 1 and min(y1, oy1) > max(y0, oy0) + 1:
problems.append(f"nodes {ident} and {other} overlap (including title bars)")
for graph in (data.get("definitions") or {}).get("subgraphs") or []:
label = graph.get("name") or graph.get("id")
problems.extend(f"subgraph {label}: {issue}" for issue in workflow_problems(graph, _subgraph=True))
return problems
def example_problems(directory: Path) -> list[str]:
problems = []
for path in sorted(directory.glob("*.json")):
try:
data = json.loads(path.read_text(encoding="utf-8"))
issues = workflow_problems(data)
except (OSError, ValueError, KeyError, TypeError, AttributeError) as exc:
issues = [f"malformed saved workflow: {exc}"]
problems.extend(f"{path.name}: {issue}" for issue in issues)
return problems