repo stringclasses 454
values | file_path stringlengths 5 201 | extension stringclasses 1
value | content stringlengths 8 509k | num_lines int64 3 16.9k | size_bytes int64 8 511k |
|---|---|---|---|---|---|
InvokeAI | invokeai/app/services/model_manager/model_manager_base.py | .py | # Copyright (c) 2023 Lincoln D. Stein and the InvokeAI Team
from abc import ABC, abstractmethod
import torch
from typing_extensions import Self
from invokeai.app.services.config.config_default import InvokeAIAppConfig
from invokeai.app.services.download.download_base import DownloadQueueServiceBase
from invokeai.app... | 68 | 2,380 |
InvokeAI | invokeai/app/services/model_manager/__init__.py | .py | """Initialization file for model manager service."""
from invokeai.app.services.model_manager.model_manager_default import ModelManagerService, ModelManagerServiceBase
from invokeai.backend.model_manager.load import LoadedModel
__all__ = [
"ModelManagerServiceBase",
"ModelManagerService",
"LoadedModel",
]... | 11 | 321 |
InvokeAI | invokeai/app/services/model_manager/model_manager_default.py | .py | # Copyright (c) 2023 Lincoln D. Stein and the InvokeAI Team
"""Implementation of ModelManagerServiceBase."""
from typing import Optional
import torch
from typing_extensions import Self
from invokeai.app.services.config.config_default import InvokeAIAppConfig
from invokeai.app.services.download.download_base import D... | 169 | 8,187 |
InvokeAI | invokeai/app/services/board_images/board_images_base.py | .py | from abc import ABC, abstractmethod
from typing import Optional
from invokeai.app.services.image_records.image_records_common import ImageCategory
class BoardImagesServiceABC(ABC):
"""High-level service for board-image relationship management."""
@abstractmethod
def add_image_to_board(
self,
... | 49 | 1,289 |
InvokeAI | invokeai/app/services/board_images/board_images_common.py | .py | from pydantic import Field
from invokeai.app.util.model_exclude_null import BaseModelExcludeNull
class BoardImage(BaseModelExcludeNull):
board_id: str = Field(description="The id of the board")
image_name: str = Field(description="The name of the image")
| 9 | 266 |
InvokeAI | invokeai/app/services/board_images/board_images_default.py | .py | from typing import Optional
from invokeai.app.services.board_images.board_images_base import BoardImagesServiceABC
from invokeai.app.services.image_records.image_records_common import ImageCategory
from invokeai.app.services.invoker import Invoker
class BoardImagesService(BoardImagesServiceABC):
__invoker: Invok... | 47 | 1,429 |
InvokeAI | invokeai/app/services/video_records/video_records_common.py | .py | import datetime
from typing import Optional, Union
from pydantic import BaseModel, Field, StrictBool, StrictStr
from invokeai.app.services.image_records.image_records_common import (
ImageCategory,
ResourceOrigin,
)
from invokeai.app.util.misc import get_iso_timestamp
from invokeai.app.util.model_exclude_null... | 138 | 5,633 |
InvokeAI | invokeai/app/services/video_records/video_records_base.py | .py | from abc import ABC, abstractmethod
from datetime import datetime
from typing import Optional
from invokeai.app.invocations.fields import MetadataField
from invokeai.app.services.image_records.image_records_common import ImageCategory, ResourceOrigin
from invokeai.app.services.shared.pagination import OffsetPaginatedR... | 109 | 3,578 |
InvokeAI | invokeai/app/services/video_records/video_records_sqlite.py | .py | import sqlite3
from datetime import datetime
from typing import Optional, Union, cast
from invokeai.app.invocations.fields import MetadataField, MetadataFieldValidator
from invokeai.app.services.image_records.image_records_common import ImageCategory, ResourceOrigin
from invokeai.app.services.shared.pagination import ... | 381 | 15,771 |
InvokeAI | invokeai/app/services/bulk_download/bulk_download_default.py | .py | from pathlib import Path
from tempfile import TemporaryDirectory
from typing import Optional, Union
from zipfile import ZipFile
from invokeai.app.services.board_records.board_records_common import BoardRecordNotFoundException
from invokeai.app.services.bulk_download.bulk_download_base import BulkDownloadBase
from invo... | 191 | 8,122 |
InvokeAI | invokeai/app/services/bulk_download/bulk_download_base.py | .py | from abc import ABC, abstractmethod
from typing import Optional
class BulkDownloadBase(ABC):
"""Responsible for creating a zip file containing the images specified by the given image names or board id."""
@abstractmethod
def handler(
self,
image_names: Optional[list[str]],
board_i... | 59 | 2,140 |
InvokeAI | invokeai/app/services/bulk_download/bulk_download_common.py | .py | DEFAULT_BULK_DOWNLOAD_ID = "default"
class BulkDownloadException(Exception):
"""Exception raised when a bulk download fails."""
def __init__(self, message="Bulk download failed"):
super().__init__(message)
self.message = message
class BulkDownloadTargetException(BulkDownloadException):
... | 26 | 796 |
InvokeAI | invokeai/app/services/names/names_base.py | .py | from abc import ABC, abstractmethod
class NameServiceBase(ABC):
"""Low-level service responsible for naming resources (images, latents, etc)."""
# TODO: Add customizable naming schemes
@abstractmethod
def create_image_name(self) -> str:
"""Creates a name for an image."""
pass
@ab... | 17 | 428 |
InvokeAI | invokeai/app/services/names/names_default.py | .py | from invokeai.app.services.names.names_base import NameServiceBase
from invokeai.app.util.misc import uuid_string
class SimpleNameService(NameServiceBase):
"""Creates image names from UUIDs."""
# TODO: Add customizable naming schemes
def create_image_name(self) -> str:
uuid_str = uuid_string()
... | 18 | 514 |
InvokeAI | invokeai/app/services/names/names_common.py | .py | from enum import Enum, EnumMeta
class ResourceType(str, Enum, metaclass=EnumMeta):
"""Enum for resource types."""
IMAGE = "image"
LATENT = "latent"
| 9 | 163 |
InvokeAI | invokeai/app/services/style_preset_images/style_preset_images_base.py | .py | from abc import ABC, abstractmethod
from pathlib import Path
from PIL.Image import Image as PILImageType
class StylePresetImageFileStorageBase(ABC):
"""Low-level service responsible for storing and retrieving image files."""
@abstractmethod
def get(self, style_preset_id: str) -> PILImageType:
""... | 34 | 960 |
InvokeAI | invokeai/app/services/style_preset_images/style_preset_images_common.py | .py | class StylePresetImageFileNotFoundException(Exception):
"""Raised when an image file is not found in storage."""
def __init__(self, message: str = "Style preset image file not found"):
super().__init__(message)
class StylePresetImageFileSaveException(Exception):
"""Raised when an image cannot be ... | 20 | 660 |
InvokeAI | invokeai/app/services/style_preset_images/style_preset_images_disk.py | .py | from pathlib import Path
from PIL import Image
from PIL.Image import Image as PILImageType
from invokeai.app.services.invoker import Invoker
from invokeai.app.services.style_preset_images.style_preset_images_base import StylePresetImageFileStorageBase
from invokeai.app.services.style_preset_images.style_preset_images... | 89 | 3,377 |
InvokeAI | invokeai/app/services/app_settings/__init__.py | .py | """App settings service exports."""
from invokeai.app.services.app_settings.app_settings_service import AppSettingsService
__all__ = ["AppSettingsService"]
| 6 | 158 |
InvokeAI | invokeai/app/services/app_settings/app_settings_service.py | .py | """Service for managing application-level settings stored in the database."""
from typing import Optional
from invokeai.app.services.shared.sqlite.sqlite_database import SqliteDatabase
class AppSettingsService:
"""Service for accessing application-level settings from the database.
This service provides a s... | 75 | 2,310 |
InvokeAI | invokeai/app/api/dependencies.py | .py | # Copyright (c) 2022 Kyle Schouviller (https://github.com/kyle0654)
import asyncio
from logging import Logger
import torch
from invokeai.app.services.app_settings import AppSettingsService
from invokeai.app.services.auth.token_service import set_jwt_secret
from invokeai.app.services.board_image_records.board_image_r... | 272 | 12,668 |
InvokeAI | invokeai/app/api/sockets.py | .py | # Copyright (c) 2022 Kyle Schouviller (https://github.com/kyle0654)
from collections.abc import Collection
from typing import Any
from fastapi import FastAPI
from pydantic import BaseModel
from socketio import ASGIApp, AsyncServer
from invokeai.app.services.auth.token_service import verify_token
from invokeai.app.se... | 679 | 33,964 |
InvokeAI | invokeai/app/api/no_cache_staticfiles.py | .py | from typing import Any
from starlette.exceptions import HTTPException
from starlette.responses import Response
from starlette.staticfiles import StaticFiles
from starlette.types import Scope
class NoCacheStaticFiles(StaticFiles):
"""
This class is used to override the default caching behavior of starlette fo... | 51 | 2,123 |
InvokeAI | invokeai/app/api/extract_metadata_from_image.py | .py | import json
import logging
from dataclasses import dataclass
from PIL import Image
from invokeai.app.services.workflow_records.workflow_records_common import WorkflowWithoutIDValidator
@dataclass
class ExtractedMetadata:
invokeai_metadata: str | None
invokeai_workflow: str | None
invokeai_graph: str | N... | 135 | 5,982 |
InvokeAI | invokeai/app/api/auth_dependencies.py | .py | """FastAPI dependencies for authentication."""
from typing import Annotated
from fastapi import Cookie, Depends, HTTPException, status
from fastapi.security import HTTPAuthorizationCredentials, HTTPBearer
from invokeai.app.api.dependencies import ApiDependencies
from invokeai.app.services.auth.token_service import T... | 193 | 7,751 |
InvokeAI | invokeai/app/api/routers/workflows.py | .py | import io
import math
import traceback
from typing import Optional
from fastapi import APIRouter, Body, File, HTTPException, Path, Query, UploadFile
from fastapi.responses import FileResponse
from PIL import Image
from invokeai.app.api.auth_dependencies import CurrentUserOrDefault
from invokeai.app.api.dependencies i... | 480 | 20,009 |
InvokeAI | invokeai/app/api/routers/system_prompts.py | .py | from typing import Optional
from fastapi import APIRouter, Body, HTTPException, Path
from invokeai.app.api.auth_dependencies import CurrentUserOrDefault
from invokeai.app.api.dependencies import ApiDependencies
from invokeai.app.services.system_prompt_records.system_prompt_records_common import (
SystemPromptChan... | 121 | 5,382 |
InvokeAI | invokeai/app/api/routers/boards.py | .py | from typing import Optional, Union
from fastapi import Body, HTTPException, Path, Query
from fastapi.routing import APIRouter
from pydantic import BaseModel, Field
from invokeai.app.api.auth_dependencies import CurrentUserOrDefault
from invokeai.app.api.dependencies import ApiDependencies
from invokeai.app.api.router... | 280 | 11,934 |
InvokeAI | invokeai/app/api/routers/session_queue.py | .py | from typing import Optional
from fastapi import Body, HTTPException, Path, Query
from fastapi.routing import APIRouter
from pydantic import BaseModel
from invokeai.app.api.auth_dependencies import AdminUserOrDefault, CurrentUserOrDefault
from invokeai.app.api.dependencies import ApiDependencies
from invokeai.app.api.... | 633 | 27,546 |
InvokeAI | invokeai/app/api/routers/app_info.py | .py | import locale
import re
from enum import Enum
from importlib.metadata import distributions
from pathlib import Path as FilePath
from threading import Lock
from typing import Any, Literal, Union
import torch
import yaml
from fastapi import Body, HTTPException, Path
from fastapi.routing import APIRouter
from pydantic im... | 513 | 20,960 |
InvokeAI | invokeai/app/api/routers/recall_parameters.py | .py | """Router for updating recallable parameters on the frontend."""
import json
from typing import Any, Literal, Optional
from fastapi import Body, HTTPException, Path, Query
from fastapi.routing import APIRouter
from pydantic import BaseModel, ConfigDict, Field
from invokeai.app.api.auth_dependencies import CurrentUse... | 621 | 26,963 |
InvokeAI | invokeai/app/api/routers/gallery.py | .py | from typing import Optional
from fastapi import HTTPException, Query
from fastapi.routing import APIRouter
from invokeai.app.api.auth_dependencies import CurrentUserOrDefault
from invokeai.app.api.dependencies import ApiDependencies
from invokeai.app.api.routers.images import _assert_board_read_access
from invokeai.a... | 100 | 4,601 |
InvokeAI | invokeai/app/api/routers/image_moves.py | .py | from fastapi import HTTPException, status
from fastapi.routing import APIRouter
from pydantic import BaseModel, Field
from invokeai.app.api.auth_dependencies import AdminUserOrDefault
from invokeai.app.api.dependencies import ApiDependencies
from invokeai.app.services.image_moves.image_moves_default import (
Image... | 95 | 3,915 |
InvokeAI | invokeai/app/api/routers/virtual_boards.py | .py | from fastapi import HTTPException, Path, Query
from fastapi.routing import APIRouter
from invokeai.app.api.auth_dependencies import CurrentUserOrDefault
from invokeai.app.api.dependencies import ApiDependencies
from invokeai.app.services.gallery.gallery_common import GalleryItemNamesResult
from invokeai.app.services.i... | 88 | 4,065 |
InvokeAI | invokeai/app/api/routers/utilities.py | .py | import asyncio
import logging
import threading
from pathlib import Path
from typing import Optional, Union
import torch
from dynamicprompts.generators import CombinatorialPromptGenerator, RandomPromptGenerator
from fastapi import Body, HTTPException
from fastapi.routing import APIRouter
from pydantic import BaseModel,... | 334 | 13,586 |
InvokeAI | invokeai/app/api/routers/style_presets.py | .py | import csv
import io
import json
import traceback
from typing import Optional
import pydantic
from fastapi import APIRouter, File, Form, HTTPException, Path, Response, UploadFile
from fastapi.responses import FileResponse
from PIL import Image
from pydantic import BaseModel, Field
from invokeai.app.api.auth_dependenc... | 340 | 13,010 |
InvokeAI | invokeai/app/api/routers/board_images.py | .py | from fastapi import Body, HTTPException
from fastapi.routing import APIRouter
from invokeai.app.api.auth_dependencies import CurrentUserOrDefault
from invokeai.app.api.dependencies import ApiDependencies
from invokeai.app.api.routers.image_move_maintenance import assert_image_move_maintenance_inactive
from invokeai.ap... | 224 | 8,789 |
InvokeAI | invokeai/app/api/routers/auth.py | .py | """Authentication endpoints."""
import secrets
import string
from datetime import timedelta
from typing import Annotated
from fastapi import APIRouter, Body, Depends, HTTPException, Path, Request, Response, status
from fastapi.security import HTTPAuthorizationCredentials
from pydantic import BaseModel, Field, field_v... | 637 | 22,852 |
InvokeAI | invokeai/app/api/routers/images.py | .py | import io
import json
import traceback
from typing import ClassVar, Optional
from fastapi import BackgroundTasks, Body, HTTPException, Path, Query, Request, Response, UploadFile
from fastapi.responses import FileResponse
from fastapi.routing import APIRouter
from PIL import Image
from pydantic import BaseModel, Field,... | 811 | 31,309 |
InvokeAI | invokeai/app/api/routers/client_state.py | .py | from fastapi import Body, HTTPException, Path, Query
from fastapi.routing import APIRouter
from invokeai.app.api.auth_dependencies import CurrentUserOrDefault
from invokeai.app.api.dependencies import ApiDependencies
from invokeai.backend.util.logging import logging
client_state_router = APIRouter(prefix="/v1/client_... | 101 | 4,216 |
InvokeAI | invokeai/app/api/routers/model_relationships.py | .py | """FastAPI route for model relationship records."""
from typing import List
from fastapi import APIRouter, Body, HTTPException, Path, status
from pydantic import BaseModel, Field
from invokeai.app.api.auth_dependencies import AdminUserOrDefault, CurrentUserOrDefault
from invokeai.app.api.dependencies import ApiDepen... | 211 | 7,693 |
InvokeAI | invokeai/app/api/routers/custom_nodes.py | .py | """FastAPI routes for custom node management."""
import json
import re
import shutil
import subprocess
import sys
import traceback
from importlib.util import module_from_spec, spec_from_file_location
from pathlib import Path
from typing import Optional
from fastapi import Body
from fastapi.routing import APIRouter
fr... | 538 | 20,345 |
InvokeAI | invokeai/app/api/routers/_access.py | .py | """Cross-router authorization helpers.
These helpers are imported by multiple router modules. Keep them free of router
specifics so any route can call them after resolving `current_user`.
"""
from fastapi import HTTPException
from invokeai.app.api.auth_dependencies import CurrentUserOrDefault
from invokeai.app.api.d... | 93 | 3,424 |
InvokeAI | invokeai/app/api/routers/videos.py | .py | import os
import re
import tempfile
import traceback
from collections.abc import Iterator
from pathlib import Path
from typing import Annotated, BinaryIO, Optional
from fastapi import Body, HTTPException, Query, Request, Response, UploadFile
from fastapi import Path as PathParam
from fastapi.responses import Streaming... | 910 | 39,215 |
InvokeAI | invokeai/app/api/routers/image_move_maintenance.py | .py | from fastapi import HTTPException, status
from invokeai.app.api.dependencies import ApiDependencies
IMAGE_MOVE_MAINTENANCE_ACTIVE_DETAIL = "Image storage maintenance is active"
def assert_image_move_maintenance_inactive() -> None:
invoker = getattr(ApiDependencies, "invoker", None)
if invoker is None:
... | 18 | 613 |
InvokeAI | invokeai/app/api/routers/model_manager.py | .py | # Copyright (c) 2023 Lincoln D. Stein
"""FastAPI route for model configuration records."""
import asyncio
import contextlib
import io
import pathlib
import traceback
from copy import deepcopy
from enum import Enum
from tempfile import TemporaryDirectory
from typing import List, Optional, Type
import huggingface_hub
f... | 1,511 | 59,109 |
InvokeAI | invokeai/app/util/dynamicprompts.py | .py | from __future__ import annotations
from collections.abc import Iterator
from dynamicprompts.commands import (
Command,
SequenceCommand,
VariantCommand,
WildcardCommand,
WrapCommand,
)
from dynamicprompts.parser.parse import parse
from dynamicprompts.wildcards import WildcardManager
from pyparsing ... | 69 | 3,274 |
InvokeAI | invokeai/app/util/user_management.py | .py | """User management command entry points for InvokeAI.
These functions are registered as console scripts in pyproject.toml and can be
called from the command line after installing the package:
invoke-useradd -- add a user
invoke-userdel -- delete a user
invoke-userlist -- list users
invoke-usermod... | 580 | 20,860 |
InvokeAI | invokeai/app/util/misc.py | .py | import datetime
import typing
import uuid
import numpy as np
def get_timestamp() -> int:
return int(datetime.datetime.now(datetime.timezone.utc).timestamp())
def get_iso_timestamp() -> str:
return datetime.datetime.now(datetime.timezone.utc).isoformat()
def get_datetime_from_iso_timestamp(iso_timestamp: ... | 36 | 867 |
InvokeAI | invokeai/app/util/video_encoding.py | .py | """Shared MP4 writer construction for video-producing invocations.
All video nodes encode through this helper so the encoder settings stay in one
place. libx264 + yuv420p (imageio's defaults for the FFMPEG plugin) give
broadly-compatible browser playback. ``macro_block_size=1`` is load-bearing:
imageio's default of 16... | 22 | 978 |
InvokeAI | invokeai/app/util/suppress_output.py | .py | import io
import sys
from typing import Any
class SuppressOutput:
"""Context manager to suppress stdout.
Example:
```
with SuppressOutput():
print("This will not be printed")
```
"""
def __enter__(self):
# Save the original stdout
self._original_stdout = sys.stdou... | 25 | 530 |
InvokeAI | invokeai/app/util/video_decode_worker.py | .py | """Standalone decode worker for untrusted video files.
This script is executed as a short-lived child process by
``invokeai.app.util.video_thumbnails`` — never imported by the server at runtime — so
that a decoder hang on a crafted or malformed container can be bounded by a timeout and
killed. cv2 wheels have historic... | 289 | 11,660 |
InvokeAI | invokeai/app/util/profiler.py | .py | import cProfile
from logging import Logger
from pathlib import Path
from typing import Optional
class Profiler:
"""
Simple wrapper around cProfile.
Usage
```
# Create a profiler
profiler = Profiler(logger, output_dir, "sql_query_perf")
# Start a new profile
profiler.start("my_... | 68 | 2,201 |
InvokeAI | invokeai/app/util/video_thumbnails.py | .py | """Video frame/probe helpers used by the video file store, upload router, and video nodes.
Decoding runs in a short-lived child process (``video_decode_worker.py``) with a hard
timeout. Files reaching these helpers are user uploads, and both decode backends can
hang indefinitely on crafted or malformed containers (cv2... | 461 | 19,281 |
InvokeAI | invokeai/app/util/model_exclude_null.py | .py | from typing import Any
from pydantic import BaseModel
"""
We want to exclude null values from objects that make their way to the client.
Unfortunately there is no built-in way to do this in pydantic, so we need to override the default
dict method to do this.
From https://github.com/tiangolo/fastapi/discussions/8882... | 24 | 678 |
InvokeAI | invokeai/app/util/metaenum.py | .py | from enum import EnumMeta
class MetaEnum(EnumMeta):
"""Metaclass to support additional features in Enums.
- `in` operator support: `'value' in MyEnum -> bool`
"""
def __contains__(cls, item):
try:
cls(item)
except ValueError:
return False
return True
| 16 | 319 |
InvokeAI | invokeai/app/util/startup_utils.py | .py | import logging
import mimetypes
import socket
from pathlib import Path
import torch
def find_open_port(port: int) -> int:
"""Find a port not in use starting at given port"""
# Taken from https://waylonwalker.com/python-find-available-port/, thanks Waylon!
# https://github.com/WaylonWalker
with socket... | 75 | 3,043 |
InvokeAI | invokeai/app/util/thumbnails.py | .py | import os
from PIL import Image
def get_thumbnail_name(image_name: str) -> str:
"""Formats given an image name, returns the appropriate thumbnail image name"""
thumbnail_name = os.path.splitext(image_name)[0] + ".webp"
return thumbnail_name
def make_thumbnail(image: Image.Image, size: int = 256) -> Ima... | 20 | 745 |
InvokeAI | invokeai/app/util/ti_utils.py | .py | import re
from typing import List, Tuple
import invokeai.backend.util.logging as logger
from invokeai.app.services.model_records import UnknownModelException
from invokeai.app.services.shared.invocation_context import InvocationContext
from invokeai.backend.model_manager.taxonomy import BaseModelType, ModelType
from i... | 48 | 2,071 |
InvokeAI | invokeai/app/util/t5_model_identifier.py | .py | from invokeai.app.invocations.model import ModelIdentifierField
from invokeai.backend.model_manager.taxonomy import BaseModelType, SubModelType
def preprocess_t5_encoder_model_identifier(model_identifier: ModelIdentifierField) -> ModelIdentifierField:
"""A helper function to normalize a T5 encoder model identifie... | 31 | 1,778 |
InvokeAI | invokeai/app/util/torch_cuda_allocator.py | .py | import logging
import os
import sys
def configure_torch_cuda_allocator(pytorch_cuda_alloc_conf: str, logger: logging.Logger):
"""Configure the PyTorch CUDA memory allocator. See
https://pytorch.org/docs/stable/notes/cuda.html#optimizing-memory-usage-with-pytorch-cuda-alloc-conf for supported
configuration... | 53 | 2,434 |
InvokeAI | invokeai/app/util/controlnet_utils.py | .py | from typing import Any, Literal, Union
import cv2
import numpy as np
import torch
from einops import rearrange
from PIL import Image
from invokeai.backend.image_util.util import nms, normalize_image_channel_count
CONTROLNET_RESIZE_VALUES = Literal[
"just_resize",
"crop_resize",
"fill_resize",
"just_r... | 434 | 17,669 |
InvokeAI | invokeai/app/util/custom_openapi.py | .py | from typing import Any, Callable, Optional
from fastapi import FastAPI
from fastapi.openapi.utils import get_openapi
from pydantic.json_schema import models_json_schema
from invokeai.app.invocations.baseinvocation import (
InvocationRegistry,
UIConfigBase,
)
from invokeai.app.invocations.fields import InputFi... | 154 | 7,318 |
InvokeAI | invokeai/app/util/ssrf.py | .py | """Guards against server-side request forgery (SSRF) via user-supplied download URLs.
The download queue fetches URLs supplied over the API. Without a check, a caller can
point the server at addresses only the server can reach — loopback services, other
hosts on the private network, or the cloud metadata endpoint at 1... | 362 | 15,435 |
InvokeAI | invokeai/app/util/step_callback.py | .py | from math import floor
from typing import Callable, Optional, TypeAlias
import torch
from PIL import Image
from invokeai.app.services.session_processor.session_processor_common import CanceledException
from invokeai.backend.model_manager.taxonomy import BaseModelType
from invokeai.backend.stable_diffusion.diffusers_p... | 396 | 14,256 |
InvokeAI | invokeai/app/invocations/prompt_template.py | .py | from invokeai.app.invocations.baseinvocation import BaseInvocation, BaseInvocationOutput, invocation, invocation_output
from invokeai.app.invocations.fields import InputField, OutputField, StylePresetField, UIComponent
from invokeai.app.services.shared.invocation_context import InvocationContext
@invocation_output("p... | 58 | 2,389 |
InvokeAI | invokeai/app/invocations/sd3_latents_to_image.py | .py | from contextlib import nullcontext
import torch
from diffusers.models.autoencoders.autoencoder_kl import AutoencoderKL
from einops import rearrange
from PIL import Image
from invokeai.app.invocations.baseinvocation import BaseInvocation, invocation
from invokeai.app.invocations.fields import (
FieldDescriptions,
... | 85 | 3,174 |
InvokeAI | invokeai/app/invocations/create_denoise_mask.py | .py | from typing import Optional
import torch
import torchvision.transforms as T
from PIL import Image
from torchvision.transforms.functional import resize as tv_resize
from invokeai.app.invocations.baseinvocation import BaseInvocation, invocation
from invokeai.app.invocations.fields import FieldDescriptions, ImageField, ... | 77 | 3,303 |
InvokeAI | invokeai/app/invocations/mediapipe_face.py | .py | from invokeai.app.invocations.baseinvocation import BaseInvocation, invocation
from invokeai.app.invocations.fields import ImageField, InputField, WithBoard, WithMetadata
from invokeai.app.invocations.primitives import ImageOutput
from invokeai.app.services.shared.invocation_context import InvocationContext
from invoke... | 27 | 1,322 |
InvokeAI | invokeai/app/invocations/tiled_multi_diffusion_denoise_latents.py | .py | import copy
from contextlib import ExitStack
from typing import Iterator
import torch
from diffusers.models.unets.unet_2d_condition import UNet2DConditionModel
from diffusers.schedulers.scheduling_utils import SchedulerMixin
from pydantic import field_validator
from invokeai.app.invocations.baseinvocation import Base... | 299 | 12,871 |
InvokeAI | invokeai/app/invocations/flux_vae_encode.py | .py | import einops
import torch
from invokeai.app.invocations.baseinvocation import BaseInvocation, invocation
from invokeai.app.invocations.fields import (
FieldDescriptions,
ImageField,
Input,
InputField,
)
from invokeai.app.invocations.model import VAEField
from invokeai.app.invocations.primitives import... | 73 | 3,126 |
InvokeAI | invokeai/app/invocations/flux_model_loader.py | .py | from typing import Literal
from invokeai.app.invocations.baseinvocation import (
BaseInvocation,
BaseInvocationOutput,
invocation,
invocation_output,
)
from invokeai.app.invocations.fields import FieldDescriptions, InputField, OutputField
from invokeai.app.invocations.model import (
CLIPField,
... | 143 | 6,241 |
InvokeAI | invokeai/app/invocations/hed.py | .py | from builtins import bool
from invokeai.app.invocations.baseinvocation import BaseInvocation, invocation
from invokeai.app.invocations.fields import FieldDescriptions, ImageField, InputField, WithBoard, WithMetadata
from invokeai.app.invocations.primitives import ImageOutput
from invokeai.app.services.shared.invocatio... | 34 | 1,501 |
InvokeAI | invokeai/app/invocations/canvas.py | .py | from invokeai.app.invocations.baseinvocation import BaseInvocation, invocation
from invokeai.app.invocations.fields import FieldDescriptions, ImageField, InputField
from invokeai.app.invocations.primitives import ImageOutput
from invokeai.app.services.shared.invocation_context import InvocationContext
@invocation(
... | 28 | 1,085 |
InvokeAI | invokeai/app/invocations/batch.py | .py | from typing import Literal
from pydantic import BaseModel
from invokeai.app.invocations.baseinvocation import (
BaseInvocation,
BaseInvocationOutput,
Classification,
invocation,
invocation_output,
)
from invokeai.app.invocations.fields import (
ImageField,
Input,
InputField,
Output... | 271 | 7,402 |
InvokeAI | invokeai/app/invocations/composition-nodes.py | .py | # All nodes in this file are originally pulled from https://github.com/dwringer/composition-nodes
import os
from ast import literal_eval as tuple_from_string
from functools import reduce
from io import BytesIO
from math import pi as PI
from typing import Literal, Optional
import cv2
import numpy
import torch
from PIL... | 1,546 | 69,186 |
InvokeAI | invokeai/app/invocations/flux_fill.py | .py | from invokeai.app.invocations.baseinvocation import (
BaseInvocation,
BaseInvocationOutput,
Classification,
invocation,
invocation_output,
)
from invokeai.app.invocations.fields import (
FieldDescriptions,
FluxFillConditioningField,
InputField,
OutputField,
TensorField,
)
from in... | 47 | 1,453 |
InvokeAI | invokeai/app/invocations/spandrel_image_to_image.py | .py | import functools
from typing import Callable
import numpy as np
import torch
from PIL import Image
from tqdm import tqdm
from invokeai.app.invocations.baseinvocation import BaseInvocation, invocation
from invokeai.app.invocations.fields import (
FieldDescriptions,
ImageField,
InputField,
WithBoard,
... | 292 | 12,967 |
InvokeAI | invokeai/app/invocations/latents_to_image.py | .py | from contextlib import nullcontext
import torch
from diffusers.image_processor import VaeImageProcessor
from diffusers.models.autoencoders.autoencoder_kl import AutoencoderKL
from diffusers.models.autoencoders.autoencoder_tiny import AutoencoderTiny
from invokeai.app.invocations.baseinvocation import BaseInvocation, ... | 120 | 5,266 |
InvokeAI | invokeai/app/invocations/depth_anything.py | .py | from typing import Literal
from invokeai.app.invocations.baseinvocation import BaseInvocation, invocation
from invokeai.app.invocations.fields import ImageField, InputField, WithBoard, WithMetadata
from invokeai.app.invocations.primitives import ImageOutput
from invokeai.app.services.shared.invocation_context import I... | 46 | 2,023 |
InvokeAI | invokeai/app/invocations/anima_text_encoder.py | .py | """Anima text encoder invocation.
Encodes text using the dual-conditioning pipeline:
1. Qwen3 0.6B: Produces hidden states (last layer)
2. T5-XXL Tokenizer: Produces token IDs only (no T5 model needed)
Both outputs are stored together in AnimaConditioningInfo and used by
the LLM Adapter inside the transformer during ... | 220 | 9,604 |
InvokeAI | invokeai/app/invocations/lineart_anime.py | .py | from invokeai.app.invocations.baseinvocation import BaseInvocation, invocation
from invokeai.app.invocations.fields import ImageField, InputField, WithBoard, WithMetadata
from invokeai.app.invocations.primitives import ImageOutput
from invokeai.app.services.shared.invocation_context import InvocationContext
from invoke... | 32 | 1,403 |
InvokeAI | invokeai/app/invocations/latent_noise.py | .py | from typing import Literal
import torch
from invokeai.app.invocations.constants import LATENT_SCALE_FACTOR
from invokeai.backend.util.devices import TorchDevice
LatentNoiseType = Literal["SD", "FLUX", "FLUX.2", "SD3", "CogView4", "Z-Image", "Anima"]
def validate_noise_dimensions(noise_type: LatentNoiseType, width:... | 137 | 4,841 |
InvokeAI | invokeai/app/invocations/flux_vae_decode.py | .py | import torch
from diffusers.models.autoencoders.autoencoder_kl import AutoencoderKL
from einops import rearrange
from PIL import Image
from invokeai.app.invocations.baseinvocation import BaseInvocation, invocation
from invokeai.app.invocations.fields import (
FieldDescriptions,
Input,
InputField,
Laten... | 95 | 4,147 |
InvokeAI | invokeai/app/invocations/strings.py | .py | # 2023 skunkworxdark (https://github.com/skunkworxdark)
import re
from invokeai.app.invocations.baseinvocation import BaseInvocation, BaseInvocationOutput, invocation, invocation_output
from invokeai.app.invocations.fields import InputField, OutputField, UIComponent
from invokeai.app.invocations.primitives import Str... | 135 | 5,713 |
InvokeAI | invokeai/app/invocations/krea2_text_encoder.py | .py | from contextlib import ExitStack
from typing import Iterator
import torch
from invokeai.app.invocations.baseinvocation import BaseInvocation, Classification, invocation
from invokeai.app.invocations.fields import (
FieldDescriptions,
Input,
InputField,
TensorField,
UIComponent,
)
from invokeai.app... | 171 | 8,428 |
InvokeAI | invokeai/app/invocations/text_llm.py | .py | import torch
from transformers import AutoTokenizer
from invokeai.app.invocations.baseinvocation import BaseInvocation, Classification, invocation
from invokeai.app.invocations.fields import FieldDescriptions, InputField, SystemPromptField, UIComponent
from invokeai.app.invocations.model import ModelIdentifierField
fr... | 181 | 7,428 |
InvokeAI | invokeai/app/invocations/krea2_conditioning_rebalance.py | .py | import math
import torch
from invokeai.app.invocations.baseinvocation import BaseInvocation, Classification, invocation
from invokeai.app.invocations.fields import FieldDescriptions, Input, InputField, Krea2ConditioningField
from invokeai.app.invocations.primitives import Krea2ConditioningOutput
from invokeai.app.ser... | 80 | 3,608 |
InvokeAI | invokeai/app/invocations/denoise_latents.py | .py | # Copyright (c) 2023 Kyle Schouviller (https://github.com/kyle0654)
import inspect
import os
from contextlib import ExitStack, nullcontext
from typing import Any, Dict, Iterator, List, Optional, Tuple, Union
import torch
import torchvision
import torchvision.transforms as T
from diffusers.configuration_utils import Co... | 1,187 | 53,450 |
InvokeAI | invokeai/app/invocations/ideal_size.py | .py | import math
from typing import Tuple
from invokeai.app.invocations.baseinvocation import BaseInvocation, BaseInvocationOutput, invocation, invocation_output
from invokeai.app.invocations.constants import LATENT_SCALE_FACTOR
from invokeai.app.invocations.fields import FieldDescriptions, InputField, OutputField
from inv... | 77 | 3,124 |
InvokeAI | invokeai/app/invocations/color_map.py | .py | import cv2
from invokeai.app.invocations.baseinvocation import BaseInvocation, invocation
from invokeai.app.invocations.fields import FieldDescriptions, ImageField, InputField, WithBoard, WithMetadata
from invokeai.app.invocations.primitives import ImageOutput
from invokeai.app.services.shared.invocation_context impor... | 42 | 1,580 |
InvokeAI | invokeai/app/invocations/load_custom_nodes.py | .py | import logging
import shutil
import sys
import traceback
from importlib.util import module_from_spec, spec_from_file_location
from pathlib import Path
def load_custom_nodes(custom_nodes_path: Path, logger: logging.Logger):
"""
Loads all custom nodes from the custom_nodes_path directory.
If custom_nodes_p... | 84 | 2,875 |
InvokeAI | invokeai/app/invocations/fields.py | .py | from enum import Enum
from typing import Any, Callable, Optional, Tuple
from pydantic import BaseModel, ConfigDict, Field, RootModel, TypeAdapter
from pydantic.fields import _Unset
from pydantic_core import PydanticUndefined
from invokeai.app.util.metaenum import MetaEnum
from invokeai.backend.image_util.segment_anyt... | 962 | 41,172 |
InvokeAI | invokeai/app/invocations/flux2_dev_model_loader.py | .py | """FLUX.2 [dev] model loader invocation.
Loads a FLUX.2 [dev] transformer with its Mistral Small 3.1 text encoder and the
shared FLUX.2 32-channel VAE.
"""
from typing import Literal, Optional
from invokeai.app.invocations.baseinvocation import (
BaseInvocation,
BaseInvocationOutput,
Classification,
... | 214 | 10,062 |
InvokeAI | invokeai/app/invocations/z_image_control.py | .py | # Copyright (c) 2024, Lincoln D. Stein and the InvokeAI Development Team
"""Z-Image Control invocation for spatial conditioning."""
from pydantic import BaseModel, Field
from invokeai.app.invocations.baseinvocation import (
BaseInvocation,
BaseInvocationOutput,
Classification,
invocation,
invocati... | 113 | 3,788 |
InvokeAI | invokeai/app/invocations/metadata.py | .py | from typing import Any, Literal, Optional, Union
from pydantic import BaseModel, ConfigDict, Field
from invokeai.app.invocations.baseinvocation import (
BaseInvocation,
BaseInvocationOutput,
Classification,
invocation,
invocation_output,
)
from invokeai.app.invocations.fields import (
FieldDes... | 360 | 14,837 |
InvokeAI | invokeai/app/invocations/sdxl.py | .py | from invokeai.app.invocations.baseinvocation import BaseInvocation, BaseInvocationOutput, invocation, invocation_output
from invokeai.app.invocations.fields import FieldDescriptions, InputField, OutputField
from invokeai.app.invocations.model import CLIPField, ModelIdentifierField, UNetField, VAEField
from invokeai.app... | 96 | 4,576 |
InvokeAI | invokeai/app/invocations/anima_lllite.py | .py | """Anima ControlNet-LLLite invocation for model-level inpaint conditioning."""
from typing import Optional
from pydantic import BaseModel, Field
from invokeai.app.invocations.baseinvocation import (
BaseInvocation,
BaseInvocationOutput,
Classification,
invocation,
invocation_output,
)
from invoke... | 120 | 4,024 |
InvokeAI | invokeai/app/invocations/flux2_pid_decode.py | .py | """FLUX.2 Klein PiD decode invocation.
Replaces the regular FLUX.2 VAE decode with the PiD pixel-diffusion super-res
decoder (``PiD_res2k[to4k]_sr4x_official_flux2_distill_4step``). Produces a 4x
super-resolved image from a FLUX.2 latent in a single 4-step distill pass. The
4B and 9B FLUX.2 Klein variants share the sa... | 249 | 12,743 |
InvokeAI | invokeai/app/invocations/flux2_denoise.py | .py | """Flux2 Klein Denoise Invocation.
Run denoising process with a FLUX.2 Klein transformer model.
Uses Qwen3 conditioning instead of CLIP+T5.
"""
from contextlib import ExitStack
from typing import Callable, Iterator, Optional, Tuple
import torch
import torchvision.transforms as tv_transforms
from torchvision.transfor... | 635 | 28,234 |
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