DemonGatanjieuandClaude Opus 5.5
a2b25ab1d9
Anima loads through other nodes than a checkpoint, so none of the examples could open on it. Two passes now comes in three versions: SDXL / SD 1.5, Anima on ComfyUI's own nodes, and the recommended Anima held by Tile, the way's tested values, kept in step by a test. The own-nodes version redraws at 0.35: at 0.5 the shapes began to move with nothing holding them. The window shows plans, versions and notes. A version that lacks a pack or a model says what and has no Open button; an AI only gets those that can run here. The layers of cards, examples, ways and skills are written down as AD-025. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>
120 lines
8.3 KiB
Python
120 lines
8.3 KiB
Python
"""The examples Anomalous ships (api/example_workflows.py): ComfyUI's own nodes but for what a version says it
|
|
needs, no model or picture of any machine in the files, filled in from what is here, what is missing said,
|
|
the Tile version in step with the way, and reachable by an AI when no saved workflow fits."""
|
|
import json
|
|
import sys
|
|
import tempfile
|
|
import unittest
|
|
from pathlib import Path
|
|
from unittest import mock
|
|
|
|
PLUGIN = Path(__file__).resolve().parents[1]
|
|
sys.path[:0] = [str(PLUGIN), str(PLUGIN.parents[1]), str(PLUGIN / "tests")]
|
|
|
|
from api import example_workflows as examples, mcp_fill, mcp_tools, reference_blocks # noqa: E402
|
|
|
|
OWN_NODES = {"CheckpointLoaderSimple", "UNETLoader", "CLIPLoader", "VAELoader", "CLIPTextEncode", "EmptyLatentImage", "KSampler", "VAEDecode",
|
|
"VAEEncode", "VAEEncodeTiled", "VAEDecodeTiled", "SaveImage", "LoadImage", "LatentUpscaleBy", "SetLatentNoiseMask"}
|
|
FILES = ("CheckpointLoaderSimple", "UNETLoader", "CLIPLoader", "VAELoader", "AnimaLLLiteApply_sdscripts", "LoadImage")
|
|
EVERYTHING = {"CheckpointLoaderSimple": "xl.safetensors", "UNETLoader": "anima.safetensors", "CLIPLoader": "qwen.safetensors",
|
|
"VAELoader": "vae.safetensors", "AnimaLLLiteApply_sdscripts": "tile.safetensors", "LoadImage": "a.png"}
|
|
ALL_HERE = {kind: {} for kind in examples.LOADERS}
|
|
|
|
|
|
class ExampleTests(unittest.TestCase):
|
|
def test_the_files_use_own_nodes_and_name_nothing_of_a_machine(self):
|
|
self.assertEqual(tuple(examples.EXAMPLES), examples.ORDER)
|
|
for key, example in examples.EXAMPLES.items():
|
|
nodes = example["workflow"]["nodes"]
|
|
self.assertLessEqual({node["type"] for node in nodes}, OWN_NODES | set(example.get("packs") or {}), key)
|
|
for node in nodes:
|
|
if node["type"] in FILES:
|
|
self.assertEqual(node["widgets_values"][0], "", key)
|
|
for field in ("title", "version", "about"):
|
|
self.assertTrue(example[field]["zh"] and example[field]["en"], (key, field))
|
|
self.assertTrue(example["ai"] and example["family"] in examples.FAMILIES, key)
|
|
text = json.dumps(example)
|
|
for mark in (".safetensors", ".ckpt", ".png", ".jpg", ".webp", "widgets_values_named"):
|
|
self.assertNotIn(mark, text, key)
|
|
|
|
def test_every_link_joins_nodes_that_are_there(self):
|
|
for key, example in examples.EXAMPLES.items():
|
|
ids = {node["id"] for node in example["workflow"]["nodes"]}
|
|
for link in example["workflow"]["links"]:
|
|
self.assertLessEqual({link[1], link[3]}, ids, key)
|
|
|
|
def test_the_tile_version_is_the_way_on_anima(self):
|
|
way = reference_blocks.BLOCKS["upscale_tile"]["variants"]["anima"]["nodes"]
|
|
nodes = examples.EXAMPLES["two_pass_anima_tile"]["workflow"]["nodes"]
|
|
of = lambda kind: [node for node in nodes if node["type"] == kind] # noqa: E731
|
|
tile = of("AnimaLLLiteApply_sdscripts")[0]["widgets_values"]
|
|
self.assertEqual((tile[1], tile[2], tile[3], tile[4]), tuple(way["tile"]["inputs"][name] for name in ("strength", "start_percent", "end_percent", "preserve_wrapper")))
|
|
self.assertEqual(of("LatentUpscaleBy")[0]["widgets_values"], [way["enlarge"]["inputs"]["upscale_method"], way["enlarge"]["inputs"]["scale_by"]])
|
|
redraw = of("KSampler")[1]["widgets_values"] # seed, after, steps, cfg, sampler, scheduler, denoise
|
|
self.assertEqual(redraw[2:], [way["redraw"]["inputs"][name] for name in ("steps", "cfg", "sampler_name", "scheduler", "denoise")])
|
|
|
|
def test_read_fills_in_what_is_here(self):
|
|
with mock.patch.object(examples, "_here", return_value=ALL_HERE), mock.patch.object(examples, "_fills", return_value=EVERYTHING):
|
|
data = examples.read("two_pass_anima_tile")
|
|
values = {node["type"]: node["widgets_values"][0] for node in data["workflow"]["nodes"] if node["type"] in FILES}
|
|
self.assertEqual(values, {kind: EVERYTHING[kind] for kind in ("UNETLoader", "CLIPLoader", "VAELoader", "AnimaLLLiteApply_sdscripts")})
|
|
shipped = next(node for node in examples.EXAMPLES["two_pass_anima_tile"]["workflow"]["nodes"] if node["type"] == "UNETLoader")
|
|
self.assertEqual(shipped["widgets_values"][0], "", "the shipped one stays blank")
|
|
with mock.patch.object(examples, "_here", return_value=ALL_HERE), mock.patch.object(examples, "_fills", return_value=EVERYTHING):
|
|
self.assertIsNone(examples.read("nothing"))
|
|
|
|
def test_the_picture_taken_is_comfyuis_own_else_the_first(self):
|
|
with tempfile.TemporaryDirectory() as folder:
|
|
Path(folder, "b.png").write_bytes(b"x")
|
|
Path(folder, "note.txt").write_bytes(b"x")
|
|
with mock.patch.object(examples.folder_paths, "get_input_directory", return_value=folder, create=True):
|
|
self.assertEqual(examples._picture(), "b.png")
|
|
Path(folder, "example.png").write_bytes(b"x")
|
|
self.assertEqual(examples._picture(), "example.png")
|
|
|
|
def test_a_model_of_the_family_comes_first(self):
|
|
from api import model_advice
|
|
info = {"CheckpointLoaderSimple": {"input": {"required": {"ckpt_name": [["flux.safetensors", "xl.safetensors"]]}}}}
|
|
with mock.patch.object(model_advice, "_main_base", side_effect=lambda name: "SDXL 1.0" if name.startswith("xl") else "Flux.1 D"):
|
|
self.assertEqual(examples._model(info, "CheckpointLoaderSimple", "ckpt_name", "sd"), "xl.safetensors")
|
|
self.assertEqual(examples._model(info, "CheckpointLoaderSimple", "ckpt_name", "anima"), "")
|
|
|
|
def test_what_a_version_lacks_is_said(self):
|
|
tile = examples.EXAMPLES["two_pass_anima_tile"]
|
|
self.assertEqual(examples._lacks(tile, ALL_HERE, EVERYTHING), [])
|
|
no_pack = {kind: {} for kind in examples.LOADERS if kind != "AnimaLLLiteApply_sdscripts"}
|
|
self.assertEqual(examples._lacks(tile, no_pack, EVERYTHING), [{"pack": "ComfyUI-Anima-LLLite"}])
|
|
self.assertEqual(examples._lacks(tile, ALL_HERE, {**EVERYTHING, "AnimaLLLiteApply_sdscripts": ""}), [{"model": "AnimaLLLiteApply_sdscripts"}])
|
|
self.assertEqual(examples._lacks(examples.EXAMPLES["text_to_picture"], ALL_HERE, {**EVERYTHING, "UNETLoader": ""}), [], "not its loader")
|
|
self.assertEqual(examples._lacks(examples.EXAMPLES["text_to_picture"], ALL_HERE, {**EVERYTHING, "CheckpointLoaderSimple": ""}), [{"model": "CheckpointLoaderSimple"}])
|
|
|
|
def listed(self, query="", recipes=(), fills=EVERYTHING):
|
|
with mock.patch.object(mcp_tools, "_list_recipes", return_value=list(recipes)), mock.patch.object(mcp_tools, "plans", return_value={}), \
|
|
mock.patch.object(mcp_tools, "get_recipes_dir", return_value=""), mock.patch.object(examples, "_here", return_value=ALL_HERE), \
|
|
mock.patch.object(examples, "_fills", return_value=fills):
|
|
return mcp_tools.list_workflows(query)
|
|
|
|
def test_an_ai_gets_those_that_can_run_when_no_saved_workflow_fits(self):
|
|
listed = self.listed()
|
|
self.assertEqual(listed["total_matches"], len(examples.ORDER))
|
|
self.assertTrue(all(item["example"] and item["for_models"] for item in listed["workflows"]))
|
|
self.assertEqual([item["name"] for item in self.listed("repaint")["workflows"]], ["Example: repaint an area"])
|
|
names = [item["name"] for item in self.listed(fills={**EVERYTHING, "UNETLoader": ""})["workflows"]]
|
|
self.assertFalse([name for name in names if "Anima" in name], "no Anima model here")
|
|
|
|
def test_saved_workflows_come_instead_of_them(self):
|
|
recipe = {"filename": "recipe_1.json", "data": {"name": "Mine"}}
|
|
self.assertEqual([item["name"] for item in self.listed(recipes=[recipe])["workflows"]], ["Mine"])
|
|
|
|
def test_they_open_by_name_but_a_saved_one_of_that_name_wins(self):
|
|
name = "Example: two passes"
|
|
with mock.patch("api.recipe_store._list_recipes", return_value=[]), mock.patch("api.recipe_store.get_recipes_dir", return_value=""):
|
|
self.assertEqual(mcp_fill.saved_workflow(name), ("example:two_pass", name, None))
|
|
recipe = {"filename": "recipe_1.json", "data": {"name": name}}
|
|
with mock.patch("api.recipe_store._list_recipes", return_value=[recipe]), mock.patch("api.recipe_store.get_recipes_dir", return_value=""):
|
|
self.assertEqual(mcp_fill.saved_workflow(name)[0], "recipe_1.json")
|
|
|
|
|
|
if __name__ == "__main__":
|
|
unittest.main()
|