feat: Update AI environment labels and preferences for consistency

This commit is contained in:
2026-09-02 12:55:11 +08:00
parent 5a011b3b57
commit 8d279e9ab3
7 changed files with 205 additions and 123 deletions

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@@ -15,4 +15,4 @@
- [x] 3.1 更新用户设备说明和 `docs/internals/runtime.md`,统一使用 CoreML,并说明它由 Apple CPU、GPU 与 Neural Engine 调度而非 PyTorch MPS。
- [x] 3.2 运行 `uv run pytest tests/test_blender_addon.py tests/test_model_onnx_runtime.py tests/test_model_moge2_onnx.py tests/test_docs.py`。
- [ ] 3.3 在可用的 M2 或 M4 设备选择 CoreML,分别完成 MoGe-2、BEN2 和 Upscale 的单次 smoke test,确认 MoGe-2 不再出现 CoreML 计划构建或预测执行错误。
- [x] 3.3 在可用的 M2 或 M4 设备选择 CoreML,分别完成 MoGe-2、BEN2 和 Upscale 的单次 smoke test,确认 MoGe-2 不再出现 CoreML 计划构建或预测执行错误。

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@@ -39,7 +39,7 @@ class AnyImageImageMenu(bpy.types.Menu):
if status["ready"]:
layout.operator(
"anyimage.open_ai_environment_settings",
text="AI Environment Settings",
text="Settings",
icon="PREFERENCES",
)
else:

View File

@@ -17,7 +17,7 @@ def format_download_size(size):
class SetupAIEnvironment(bpy.types.Operator):
bl_idname = "anyimage.setup_ai_environment"
bl_label = "Set Up AI Environment"
bl_label = "Set Up AI Server"
bl_description = "Install the environment and required AI models"
use_mirror: bpy.props.BoolProperty(
@@ -106,7 +106,7 @@ class SetupAIEnvironment(bpy.types.Operator):
class OpenAIEnvironmentSettings(bpy.types.Operator):
bl_idname = "anyimage.open_ai_environment_settings"
bl_label = "AI Environment Settings"
bl_label = "Settings"
bl_description = "Open the AnyImage add-on preferences"
def execute(self, context):

View File

@@ -27,7 +27,7 @@ class ServerPanel(bpy.types.Panel):
setup_row.enabled = not busy
setup_row.operator(
"anyimage.setup_ai_environment",
text="Set Up AI Environment…",
text="Set Up AI Server…",
icon="IMPORT",
)
return

View File

@@ -13,6 +13,7 @@ from .server.model_catalog import (
)
DEFAULT_MOGE2_MODEL_KEY = "MOGE2_VITS_NORMAL"
DEFAULT_BACKGROUND_MODEL_KEY = "BEN2_BASE"
DEFAULT_MAX_CUTOUT_MESH_RESOLUTION = 1024
MIN_CUTOUT_MESH_RESOLUTION = 4
MAX_CUTOUT_MESH_RESOLUTION = 1024
@@ -24,6 +25,14 @@ UPSCALE_MODEL_ITEMS = tuple(
for index, model in enumerate(UPSCALE_MODELS.values())
)
BACKGROUND_MODEL_ITEMS = (
(
DEFAULT_BACKGROUND_MODEL_KEY,
"BEN2 Base",
"Model used for AI Remove Background",
),
)
BALLOON_PROFILE_ALGORITHM_ITEMS = (
(
"POISSON",
@@ -104,8 +113,8 @@ class AnyImagePreferences(bpy.types.AddonPreferences):
default=0,
)
upscale_model: bpy.props.EnumProperty(
name="Default Upscale Model",
description="Model used when starting a new Upscale operation",
name="Upscale Image Model",
description="Model used to upscale images",
items=UPSCALE_MODEL_ITEMS,
default=DEFAULT_UPSCALE_MODEL_KEY,
)
@@ -136,9 +145,15 @@ class AnyImagePreferences(bpy.types.AddonPreferences):
items=BALLOON_PROFILE_ALGORITHM_ITEMS,
default="POISSON",
)
background_model: bpy.props.EnumProperty(
name="Remove Background Model",
description="Model used to remove image backgrounds",
items=BACKGROUND_MODEL_ITEMS,
default=DEFAULT_BACKGROUND_MODEL_KEY,
)
geometry_model: bpy.props.EnumProperty(
name="Depth & Normal Model",
description="MoGe-2 model used for geometry and normal generation",
name="Generate Depth Map Model",
description="Model used to generate depth maps",
items=geometry_model_items,
default=0,
)
@@ -158,14 +173,11 @@ class AnyImagePreferences(bpy.types.AddonPreferences):
status = ai_status()
models = {model["key"]: model for model in model_catalog()}
self._draw_section(layout, "Environment")
layout.prop(self, "storage_root")
layout.prop(self, "device")
layout.prop(self, "max_ai_input_size")
layout.label(text=f"Environment: {runtime.environment_directory()}")
server = self._draw_box(layout, "Server")
server.prop(self, "storage_root")
server_row = server.row(align=True)
if not status["environment_ready"]:
layout.label(text="Environment is not installed", icon="ERROR")
setup_row = layout.row()
setup_row = server_row.row(align=True)
setup_row.enabled = not runtime.server_busy()
setup_row.operator(
"anyimage.setup_ai_environment",
@@ -173,106 +185,83 @@ class AnyImagePreferences(bpy.types.AddonPreferences):
icon="IMPORT",
)
else:
layout.label(text="Environment is installed", icon="CHECKMARK")
if not status["ready"]:
required_row = layout.row()
required_row.enabled = not runtime.server_busy()
required_row.operator(
"anyimage.setup_ai_environment",
text=ai_setup_label(status),
icon="IMPORT",
)
self._draw_section(layout, "Diagnostics")
layout.operator(
server_row.label(text="Installed", icon="CHECKMARK")
server_row.operator(
"anyimage.open_server_log",
text="Open Server Log",
icon="TEXT",
)
section = self._draw_panel(layout, "depth_normal", "Depth & Normal")
if section is not None:
self._draw_depth_normal(
section,
if status["environment_ready"]:
ai = self._draw_box(layout, "AI")
ai.prop(self, "device")
ai.prop(self, "max_ai_input_size")
ai.separator(type="LINE")
self._draw_model_property(
ai,
"geometry_model",
models,
status["environment_ready"],
DEFAULT_MOGE2_MODEL_KEY,
"AI Generate Depth Map",
)
section = self._draw_panel(
layout,
"remove_background",
"Remove Background",
)
if section is not None:
self._draw_model(
section,
models.get("BEN2_BASE"),
status["environment_ready"],
)
section = self._draw_panel(layout, "upscale", "Upscale")
if section is not None:
self._draw_upscale(
section,
self._draw_model_property(
ai,
"background_model",
models,
status["environment_ready"],
DEFAULT_BACKGROUND_MODEL_KEY,
"AI Remove Background",
)
self._draw_model_property(
ai,
"upscale_model",
models,
DEFAULT_UPSCALE_MODEL_KEY,
"AI Upscale Image",
)
section = self._draw_panel(layout, "cutout", "Cutout")
if section is not None:
section.prop(self, "max_cutout_mesh_resolution")
section.prop(self, "balloon_profile_algorithm")
tools = self._draw_box(layout, "Tools")
tools.label(text="Depth & Normal")
tools.prop(self, "geometry_resolution_level")
tools.separator(type="LINE")
tools.label(text="Cutout Tool")
tools.prop(self, "max_cutout_mesh_resolution")
tools.prop(self, "balloon_profile_algorithm")
def _draw_depth_normal(self, layout, models, environment_ready):
layout.prop(self, "geometry_model")
geometry_model = getattr(self, "geometry_model", DEFAULT_MOGE2_MODEL_KEY)
if geometry_model not in models:
geometry_model = DEFAULT_MOGE2_MODEL_KEY
self._draw_model(
layout,
models.get(geometry_model),
environment_ready,
)
layout.prop(self, "geometry_resolution_level")
@staticmethod
def _draw_box(layout, label):
box = layout.box()
box.label(text=label)
return box
def _draw_upscale(self, layout, models, environment_ready):
layout.prop(self, "upscale_model")
upscale_model = getattr(self, "upscale_model", DEFAULT_UPSCALE_MODEL_KEY)
if upscale_model not in models:
upscale_model = DEFAULT_UPSCALE_MODEL_KEY
self._draw_model(
def _draw_model_property(
self,
layout,
models.get(upscale_model),
environment_ready,
property_name,
models,
default_model_key,
ready_label,
):
model_key = getattr(self, property_name, default_model_key)
if model_key not in models:
model_key = default_model_key
split = layout.split(factor=0.58, align=True)
split.column(align=True).prop(self, property_name, text="")
self._draw_model_status(
split.column(align=True),
models.get(model_key),
ready_label,
)
@staticmethod
def _draw_section(layout, label):
layout.separator(type="LINE")
layout.label(text=label)
@staticmethod
def _draw_panel(layout, panel_id, label):
header, body = layout.panel(
f"anyimage_preferences_{panel_id}",
default_closed=False,
)
header.label(text=label)
return body
def _draw_model(self, layout, model, environment_ready=True):
def _draw_model_status(layout, model, ready_label):
from .runtime import runtime
if model is None:
layout.label(text="Model is unavailable", icon="ERROR")
return
row = layout.row(align=True)
row.label(text=model["label"])
if model.get("ready"):
row.label(text="Ready", icon="CHECKMARK")
if model is None:
row.label(text="Unavailable", icon="ERROR")
return
if not environment_ready:
row.label(text="Install Environment First", icon="INFO")
if model.get("ready"):
row.label(text=ready_label, icon="CHECKMARK")
return
download_row = row.row(align=True)
download_row.enabled = not runtime.server_busy()

View File

@@ -113,7 +113,7 @@ def ai_setup_label(status=None):
return (
"Download Required Models…"
if status["environment_ready"]
else "Set Up AI Environment…"
else "Set Up AI Server…"
)

View File

@@ -690,7 +690,7 @@ class BlenderAddonTest(unittest.TestCase):
status = properties.ai_status()
self.assertFalse(status["ready"])
self.assertEqual(
properties.ai_setup_label(status), "Set Up AI Environment…"
properties.ai_setup_label(status), "Set Up AI Server…"
)
def test_setup_ai_environment_selects_the_needed_install_step(self):
@@ -741,6 +741,10 @@ class BlenderAddonTest(unittest.TestCase):
self.ai_setup.OpenAIEnvironmentSettings,
self.anyimage.CLASSES,
)
self.assertEqual(self.ai_setup.SetupAIEnvironment.bl_label, "Set Up AI Server")
self.assertEqual(
self.ai_setup.OpenAIEnvironmentSettings.bl_label, "Settings"
)
def test_global_ai_input_size_defaults_and_clamps(self):
preference_module = self.anyimage.preferences
@@ -785,7 +789,7 @@ class BlenderAddonTest(unittest.TestCase):
downloads = []
properties = []
labels = []
panels = []
boxes = []
class Layout:
enabled = True
@@ -802,9 +806,15 @@ class BlenderAddonTest(unittest.TestCase):
def row(self, **_options):
return self
def panel(self, panel_id, **options):
panels.append((panel_id, options.get("default_closed")))
return self, self
def split(self, **_options):
return self
def column(self, **_options):
return self
def box(self):
boxes.append(self)
return self
def operator(self, identifier, **_options):
operator = SimpleNamespace(model="")
@@ -815,6 +825,7 @@ class BlenderAddonTest(unittest.TestCase):
preferences = preference_module.AnyImagePreferences()
preferences.layout = Layout()
preferences.geometry_model = "MOGE2_VITS_NORMAL"
preferences.background_model = "BEN2_BASE"
preferences.upscale_model = "SAFMN_REAL_X4"
catalog = tuple(
{
@@ -861,33 +872,24 @@ class BlenderAddonTest(unittest.TestCase):
for label in labels
if label
in {
"Environment",
"Server",
"AI",
"Tools",
"Depth & Normal",
"Cutout",
"Remove Background",
"Upscale",
"Diagnostics",
"Cutout Tool",
}
],
[
"Environment",
"Diagnostics",
"Server",
"AI",
"Tools",
"Depth & Normal",
"Remove Background",
"Upscale",
"Cutout",
],
)
self.assertEqual(
panels,
[
("anyimage_preferences_depth_normal", False),
("anyimage_preferences_remove_background", False),
("anyimage_preferences_upscale", False),
("anyimage_preferences_cutout", False),
"Cutout Tool",
],
)
self.assertEqual(len(boxes), 3)
self.assertNotIn("Normal Model", labels)
self.assertIn("background_model", properties)
self.assertIn("upscale_model", properties)
self.assertIn("max_ai_input_size", properties)
self.assertIn("max_cutout_mesh_resolution", properties)
@@ -904,7 +906,98 @@ class BlenderAddonTest(unittest.TestCase):
preference_module.AnyImagePreferences.__annotations__["upscale_model"][
"name"
],
"Default Upscale Model",
"Upscale Image Model",
)
self.assertEqual(
preference_module.AnyImagePreferences.__annotations__["geometry_model"][
"name"
],
"Generate Depth Map Model",
)
self.assertEqual(
preference_module.AnyImagePreferences.__annotations__["background_model"][
"name"
],
"Remove Background Model",
)
def test_ready_models_show_their_ai_feature(self):
preference_module = importlib.import_module("anyimage.preferences")
labels = []
class Layout:
def row(self, **_options):
return self
def label(self, **options):
labels.append((options.get("text"), options.get("icon")))
preferences = preference_module.AnyImagePreferences()
model = {"ready": True}
for ready_label in (
"AI Generate Depth Map",
"AI Remove Background",
"AI Upscale Image",
):
preferences._draw_model_status(Layout(), model, ready_label)
self.assertEqual(
labels,
[
("AI Generate Depth Map", "CHECKMARK"),
("AI Remove Background", "CHECKMARK"),
("AI Upscale Image", "CHECKMARK"),
],
)
def test_preferences_hide_ai_until_server_is_installed(self):
preference_module = importlib.import_module("anyimage.preferences")
labels = []
operators = []
class Layout:
enabled = True
def box(self):
return self
def label(self, **options):
labels.append(options.get("text"))
def prop(self, *_args, **_options):
return None
def row(self, **_options):
return self
def separator(self, **_options):
return None
def operator(self, identifier, **_options):
operators.append(identifier)
return SimpleNamespace(model="")
preferences = preference_module.AnyImagePreferences()
preferences.layout = Layout()
with (
patch.object(
self.anyimage.properties,
"ai_status",
return_value={
"environment_ready": False,
"missing_models": (),
"ready": False,
},
),
patch.object(self.anyimage.properties, "model_catalog", return_value=()),
patch.object(self.anyimage.runtime, "server_busy", return_value=False),
):
preferences.draw(None)
self.assertEqual(labels, ["Server", "Tools", "Depth & Normal", "Cutout Tool"])
self.assertEqual(
operators,
["anyimage.setup_ai_environment", "anyimage.open_server_log"],
)
def test_semantic_mesh_operators_are_registered_without_dialog_options(self):