InvokeAI/invokeai/app/services/images/images_default.py
psychedelicious a514c9e28b feat(backend): update workflows handling
Update workflows handling for Workflow Library.

**Updated Workflow Storage**

"Embedded Workflows" are workflows associated with images, and are now only stored in the image files. "Library Workflows" are not associated with images, and are stored only in DB.

This works out nicely. We have always saved workflows to files, but recently began saving them to the DB in addition to in image files. When that happened, we stopped reading workflows from files, so all the workflows that only existed in images were inaccessible. With this change, access to those workflows is restored, and no workflows are lost.

**Updated Workflow Handling in Nodes**

Prior to this change, workflows were embedded in images by passing the whole workflow JSON to a special workflow field on a node. In the node's `invoke()` function, the node was able to access this workflow and save it with the image. This (inaccurately) models workflows as a property of an image and is rather awkward technically.

A workflow is now a property of a batch/session queue item. It is available in the InvocationContext and therefore available to all nodes during `invoke()`.

**Database Migrations**

Added a `SQLiteMigrator` class to handle database migrations. Migrations were needed to accomodate the DB-related changes in this PR. See the code for details.

The `images`, `workflows` and `session_queue` tables required migrations for this PR, and are using the new migrator. Other tables/services are still creating tables themselves. A followup PR will adapt them to use the migrator.

**Other/Support Changes**

- Add a `has_workflow` column to `images` table to indicate that the image has an embedded workflow.
- Add handling for retrieving the workflow from an image in python. The image file must be fetched, the workflow extracted, and then sent to client, avoiding needing the browser to parse the image file. With the `has_workflow` column, the UI knows if there is a workflow to be fetched, and only fetches when the user requests to load the workflow.
- Add route to get the workflow from an image
- Add CRUD service/routes for the library workflows
- `workflow_images` table and services removed (no longer needed now that embedded workflows are not in the DB)
2023-11-29 12:42:10 +11:00

287 lines
11 KiB
Python

from typing import Optional
from PIL.Image import Image as PILImageType
from invokeai.app.invocations.baseinvocation import MetadataField
from invokeai.app.services.invoker import Invoker
from invokeai.app.services.shared.pagination import OffsetPaginatedResults
from invokeai.app.services.workflow_records.workflow_records_common import WorkflowWithoutID
from ..image_files.image_files_common import (
ImageFileDeleteException,
ImageFileNotFoundException,
ImageFileSaveException,
)
from ..image_records.image_records_common import (
ImageCategory,
ImageRecord,
ImageRecordChanges,
ImageRecordDeleteException,
ImageRecordNotFoundException,
ImageRecordSaveException,
InvalidImageCategoryException,
InvalidOriginException,
ResourceOrigin,
)
from .images_base import ImageServiceABC
from .images_common import ImageDTO, image_record_to_dto
class ImageService(ImageServiceABC):
__invoker: Invoker
def start(self, invoker: Invoker) -> None:
self.__invoker = invoker
def create(
self,
image: PILImageType,
image_origin: ResourceOrigin,
image_category: ImageCategory,
node_id: Optional[str] = None,
session_id: Optional[str] = None,
board_id: Optional[str] = None,
is_intermediate: Optional[bool] = False,
metadata: Optional[MetadataField] = None,
workflow: Optional[WorkflowWithoutID] = None,
) -> ImageDTO:
if image_origin not in ResourceOrigin:
raise InvalidOriginException
if image_category not in ImageCategory:
raise InvalidImageCategoryException
image_name = self.__invoker.services.names.create_image_name()
(width, height) = image.size
try:
# TODO: Consider using a transaction here to ensure consistency between storage and database
self.__invoker.services.image_records.save(
# Non-nullable fields
image_name=image_name,
image_origin=image_origin,
image_category=image_category,
width=width,
height=height,
has_workflow=workflow is not None,
# Meta fields
is_intermediate=is_intermediate,
# Nullable fields
node_id=node_id,
metadata=metadata,
session_id=session_id,
)
if board_id is not None:
self.__invoker.services.board_image_records.add_image_to_board(board_id=board_id, image_name=image_name)
self.__invoker.services.image_files.save(
image_name=image_name, image=image, metadata=metadata, workflow=workflow
)
image_dto = self.get_dto(image_name)
self._on_changed(image_dto)
return image_dto
except ImageRecordSaveException:
self.__invoker.services.logger.error("Failed to save image record")
raise
except ImageFileSaveException:
self.__invoker.services.logger.error("Failed to save image file")
raise
except Exception as e:
self.__invoker.services.logger.error(f"Problem saving image record and file: {str(e)}")
raise e
def update(
self,
image_name: str,
changes: ImageRecordChanges,
) -> ImageDTO:
try:
self.__invoker.services.image_records.update(image_name, changes)
image_dto = self.get_dto(image_name)
self._on_changed(image_dto)
return image_dto
except ImageRecordSaveException:
self.__invoker.services.logger.error("Failed to update image record")
raise
except Exception as e:
self.__invoker.services.logger.error("Problem updating image record")
raise e
def get_pil_image(self, image_name: str) -> PILImageType:
try:
return self.__invoker.services.image_files.get(image_name)
except ImageFileNotFoundException:
self.__invoker.services.logger.error("Failed to get image file")
raise
except Exception as e:
self.__invoker.services.logger.error("Problem getting image file")
raise e
def get_record(self, image_name: str) -> ImageRecord:
try:
return self.__invoker.services.image_records.get(image_name)
except ImageRecordNotFoundException:
self.__invoker.services.logger.error("Image record not found")
raise
except Exception as e:
self.__invoker.services.logger.error("Problem getting image record")
raise e
def get_dto(self, image_name: str) -> ImageDTO:
try:
image_record = self.__invoker.services.image_records.get(image_name)
image_dto = image_record_to_dto(
image_record=image_record,
image_url=self.__invoker.services.urls.get_image_url(image_name),
thumbnail_url=self.__invoker.services.urls.get_image_url(image_name, True),
board_id=self.__invoker.services.board_image_records.get_board_for_image(image_name),
)
return image_dto
except ImageRecordNotFoundException:
self.__invoker.services.logger.error("Image record not found")
raise
except Exception as e:
self.__invoker.services.logger.error("Problem getting image DTO")
raise e
def get_metadata(self, image_name: str) -> Optional[MetadataField]:
try:
return self.__invoker.services.image_records.get_metadata(image_name)
except ImageRecordNotFoundException:
self.__invoker.services.logger.error("Image record not found")
raise
except Exception as e:
self.__invoker.services.logger.error("Problem getting image DTO")
raise e
def get_workflow(self, image_name: str) -> Optional[WorkflowWithoutID]:
try:
return self.__invoker.services.image_files.get_workflow(image_name)
except ImageFileNotFoundException:
self.__invoker.services.logger.error("Image file not found")
raise
except Exception:
self.__invoker.services.logger.error("Problem getting image workflow")
raise
def get_path(self, image_name: str, thumbnail: bool = False) -> str:
try:
return str(self.__invoker.services.image_files.get_path(image_name, thumbnail))
except Exception as e:
self.__invoker.services.logger.error("Problem getting image path")
raise e
def validate_path(self, path: str) -> bool:
try:
return self.__invoker.services.image_files.validate_path(path)
except Exception as e:
self.__invoker.services.logger.error("Problem validating image path")
raise e
def get_url(self, image_name: str, thumbnail: bool = False) -> str:
try:
return self.__invoker.services.urls.get_image_url(image_name, thumbnail)
except Exception as e:
self.__invoker.services.logger.error("Problem getting image path")
raise e
def get_many(
self,
offset: int = 0,
limit: int = 10,
image_origin: Optional[ResourceOrigin] = None,
categories: Optional[list[ImageCategory]] = None,
is_intermediate: Optional[bool] = None,
board_id: Optional[str] = None,
) -> OffsetPaginatedResults[ImageDTO]:
try:
results = self.__invoker.services.image_records.get_many(
offset,
limit,
image_origin,
categories,
is_intermediate,
board_id,
)
image_dtos = [
image_record_to_dto(
image_record=r,
image_url=self.__invoker.services.urls.get_image_url(r.image_name),
thumbnail_url=self.__invoker.services.urls.get_image_url(r.image_name, True),
board_id=self.__invoker.services.board_image_records.get_board_for_image(r.image_name),
)
for r in results.items
]
return OffsetPaginatedResults[ImageDTO](
items=image_dtos,
offset=results.offset,
limit=results.limit,
total=results.total,
)
except Exception as e:
self.__invoker.services.logger.error("Problem getting paginated image DTOs")
raise e
def delete(self, image_name: str):
try:
self.__invoker.services.image_files.delete(image_name)
self.__invoker.services.image_records.delete(image_name)
self._on_deleted(image_name)
except ImageRecordDeleteException:
self.__invoker.services.logger.error("Failed to delete image record")
raise
except ImageFileDeleteException:
self.__invoker.services.logger.error("Failed to delete image file")
raise
except Exception as e:
self.__invoker.services.logger.error("Problem deleting image record and file")
raise e
def delete_images_on_board(self, board_id: str):
try:
image_names = self.__invoker.services.board_image_records.get_all_board_image_names_for_board(board_id)
for image_name in image_names:
self.__invoker.services.image_files.delete(image_name)
self.__invoker.services.image_records.delete_many(image_names)
for image_name in image_names:
self._on_deleted(image_name)
except ImageRecordDeleteException:
self.__invoker.services.logger.error("Failed to delete image records")
raise
except ImageFileDeleteException:
self.__invoker.services.logger.error("Failed to delete image files")
raise
except Exception as e:
self.__invoker.services.logger.error("Problem deleting image records and files")
raise e
def delete_intermediates(self) -> int:
try:
image_names = self.__invoker.services.image_records.delete_intermediates()
count = len(image_names)
for image_name in image_names:
self.__invoker.services.image_files.delete(image_name)
self._on_deleted(image_name)
return count
except ImageRecordDeleteException:
self.__invoker.services.logger.error("Failed to delete image records")
raise
except ImageFileDeleteException:
self.__invoker.services.logger.error("Failed to delete image files")
raise
except Exception as e:
self.__invoker.services.logger.error("Problem deleting image records and files")
raise e
def get_intermediates_count(self) -> int:
try:
return self.__invoker.services.image_records.get_intermediates_count()
except Exception as e:
self.__invoker.services.logger.error("Problem getting intermediates count")
raise e