InvokeAI/invokeai/app/api/routers/images.py
psychedelicious c42d692ea6
feat: workflow library (#5148)
* chore: bump pydantic to 2.5.2

This release fixes pydantic/pydantic#8175 and allows us to use `JsonValue`

* fix(ui): exclude public/en.json from prettier config

* fix(workflow_records): fix SQLite workflow insertion to ignore duplicates

* 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)

* feat(ui): updated workflow handling (WIP)

Clientside updates for the backend workflow changes.

Includes roughed-out workflow library UI.

* feat: revert SQLiteMigrator class

Will pursue this in a separate PR.

* feat(nodes): do not overwrite custom node module names

Use a different, simpler method to detect if a node is custom.

* feat(nodes): restore WithWorkflow as no-op class

This class is deprecated and no longer needed. Set its workflow attr value to None (meaning it is now a no-op), and issue a warning when an invocation subclasses it.

* fix(nodes): fix get_workflow from queue item dict func

* feat(backend): add WorkflowRecordListItemDTO

This is the id, name, description, created at and updated at workflow columns/attrs. Used to display lists of workflowsl

* chore(ui): typegen

* feat(ui): add workflow loading, deleting to workflow library UI

* feat(ui): workflow library pagination button styles

* wip

* feat: workflow library WIP

- Save to library
- Duplicate
- Filter/sort
- UI/queries

* feat: workflow library - system graphs - wip

* feat(backend): sync system workflows to db

* fix: merge conflicts

* feat: simplify default workflows

- Rename "system" -> "default"
- Simplify syncing logic
- Update UI to match

* feat(workflows): update default workflows

- Update TextToImage_SD15
- Add TextToImage_SDXL
- Add README

* feat(ui): refine workflow list UI

* fix(workflow_records): typo

* fix(tests): fix tests

* feat(ui): clean up workflow library hooks

* fix(db): fix mis-ordered db cleanup step

It was happening before pruning queue items - should happen afterwards, else you have to restart the app again to free disk space made available by the pruning.

* feat(ui): tweak reset workflow editor translations

* feat(ui): split out workflow redux state

The `nodes` slice is a rather complicated slice. Removing `workflow` makes it a bit more reasonable.

Also helps to flatten state out a bit.

* docs: update default workflows README

* fix: tidy up unused files, unrelated changes

* fix(backend): revert unrelated service organisational changes

* feat(backend): workflow_records.get_many arg "filter_text" -> "query"

* feat(ui): use custom hook in current image buttons

Already in use elsewhere, forgot to use it here.

* fix(ui): remove commented out property

* fix(ui): fix workflow loading

- Different handling for loading from library vs external
- Fix bug where only nodes and edges loaded

* fix(ui): fix save/save-as workflow naming

* fix(ui): fix circular dependency

* fix(db): fix bug with releasing without lock in db.clean()

* fix(db): remove extraneous lock

* chore: bump ruff

* fix(workflow_records): default `category` to `WorkflowCategory.User`

This allows old workflows to validate when reading them from the db or image files.

* hide workflow library buttons if feature is disabled

---------

Co-authored-by: Mary Hipp <maryhipp@Marys-MacBook-Air.local>
2023-12-09 09:48:38 +11:00

391 lines
14 KiB
Python

import io
import traceback
from typing import Optional
from fastapi import 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, ValidationError
from invokeai.app.invocations.baseinvocation import MetadataField, MetadataFieldValidator
from invokeai.app.services.image_records.image_records_common import ImageCategory, ImageRecordChanges, ResourceOrigin
from invokeai.app.services.images.images_common import ImageDTO, ImageUrlsDTO
from invokeai.app.services.shared.pagination import OffsetPaginatedResults
from invokeai.app.services.workflow_records.workflow_records_common import WorkflowWithoutID, WorkflowWithoutIDValidator
from ..dependencies import ApiDependencies
images_router = APIRouter(prefix="/v1/images", tags=["images"])
# images are immutable; set a high max-age
IMAGE_MAX_AGE = 31536000
@images_router.post(
"/upload",
operation_id="upload_image",
responses={
201: {"description": "The image was uploaded successfully"},
415: {"description": "Image upload failed"},
},
status_code=201,
response_model=ImageDTO,
)
async def upload_image(
file: UploadFile,
request: Request,
response: Response,
image_category: ImageCategory = Query(description="The category of the image"),
is_intermediate: bool = Query(description="Whether this is an intermediate image"),
board_id: Optional[str] = Query(default=None, description="The board to add this image to, if any"),
session_id: Optional[str] = Query(default=None, description="The session ID associated with this upload, if any"),
crop_visible: Optional[bool] = Query(default=False, description="Whether to crop the image"),
) -> ImageDTO:
"""Uploads an image"""
if not file.content_type or not file.content_type.startswith("image"):
raise HTTPException(status_code=415, detail="Not an image")
metadata = None
workflow = None
contents = await file.read()
try:
pil_image = Image.open(io.BytesIO(contents))
if crop_visible:
bbox = pil_image.getbbox()
pil_image = pil_image.crop(bbox)
except Exception:
ApiDependencies.invoker.services.logger.error(traceback.format_exc())
raise HTTPException(status_code=415, detail="Failed to read image")
# TODO: retain non-invokeai metadata on upload?
# attempt to parse metadata from image
metadata_raw = pil_image.info.get("invokeai_metadata", None)
if metadata_raw:
try:
metadata = MetadataFieldValidator.validate_json(metadata_raw)
except ValidationError:
ApiDependencies.invoker.services.logger.warn("Failed to parse metadata for uploaded image")
pass
# attempt to parse workflow from image
workflow_raw = pil_image.info.get("invokeai_workflow", None)
if workflow_raw is not None:
try:
workflow = WorkflowWithoutIDValidator.validate_json(workflow_raw)
except ValidationError:
ApiDependencies.invoker.services.logger.warn("Failed to parse metadata for uploaded image")
pass
try:
image_dto = ApiDependencies.invoker.services.images.create(
image=pil_image,
image_origin=ResourceOrigin.EXTERNAL,
image_category=image_category,
session_id=session_id,
board_id=board_id,
metadata=metadata,
workflow=workflow,
is_intermediate=is_intermediate,
)
response.status_code = 201
response.headers["Location"] = image_dto.image_url
return image_dto
except Exception:
ApiDependencies.invoker.services.logger.error(traceback.format_exc())
raise HTTPException(status_code=500, detail="Failed to create image")
@images_router.delete("/i/{image_name}", operation_id="delete_image")
async def delete_image(
image_name: str = Path(description="The name of the image to delete"),
) -> None:
"""Deletes an image"""
try:
ApiDependencies.invoker.services.images.delete(image_name)
except Exception:
# TODO: Does this need any exception handling at all?
pass
@images_router.delete("/intermediates", operation_id="clear_intermediates")
async def clear_intermediates() -> int:
"""Clears all intermediates"""
try:
count_deleted = ApiDependencies.invoker.services.images.delete_intermediates()
return count_deleted
except Exception:
raise HTTPException(status_code=500, detail="Failed to clear intermediates")
pass
@images_router.get("/intermediates", operation_id="get_intermediates_count")
async def get_intermediates_count() -> int:
"""Gets the count of intermediate images"""
try:
return ApiDependencies.invoker.services.images.get_intermediates_count()
except Exception:
raise HTTPException(status_code=500, detail="Failed to get intermediates")
pass
@images_router.patch(
"/i/{image_name}",
operation_id="update_image",
response_model=ImageDTO,
)
async def update_image(
image_name: str = Path(description="The name of the image to update"),
image_changes: ImageRecordChanges = Body(description="The changes to apply to the image"),
) -> ImageDTO:
"""Updates an image"""
try:
return ApiDependencies.invoker.services.images.update(image_name, image_changes)
except Exception:
raise HTTPException(status_code=400, detail="Failed to update image")
@images_router.get(
"/i/{image_name}",
operation_id="get_image_dto",
response_model=ImageDTO,
)
async def get_image_dto(
image_name: str = Path(description="The name of image to get"),
) -> ImageDTO:
"""Gets an image's DTO"""
try:
return ApiDependencies.invoker.services.images.get_dto(image_name)
except Exception:
raise HTTPException(status_code=404)
@images_router.get(
"/i/{image_name}/metadata",
operation_id="get_image_metadata",
response_model=Optional[MetadataField],
)
async def get_image_metadata(
image_name: str = Path(description="The name of image to get"),
) -> Optional[MetadataField]:
"""Gets an image's metadata"""
try:
return ApiDependencies.invoker.services.images.get_metadata(image_name)
except Exception:
raise HTTPException(status_code=404)
@images_router.get(
"/i/{image_name}/workflow", operation_id="get_image_workflow", response_model=Optional[WorkflowWithoutID]
)
async def get_image_workflow(
image_name: str = Path(description="The name of image whose workflow to get"),
) -> Optional[WorkflowWithoutID]:
try:
return ApiDependencies.invoker.services.images.get_workflow(image_name)
except Exception:
raise HTTPException(status_code=404)
@images_router.api_route(
"/i/{image_name}/full",
methods=["GET", "HEAD"],
operation_id="get_image_full",
response_class=Response,
responses={
200: {
"description": "Return the full-resolution image",
"content": {"image/png": {}},
},
404: {"description": "Image not found"},
},
)
async def get_image_full(
image_name: str = Path(description="The name of full-resolution image file to get"),
) -> FileResponse:
"""Gets a full-resolution image file"""
try:
path = ApiDependencies.invoker.services.images.get_path(image_name)
if not ApiDependencies.invoker.services.images.validate_path(path):
raise HTTPException(status_code=404)
response = FileResponse(
path,
media_type="image/png",
filename=image_name,
content_disposition_type="inline",
)
response.headers["Cache-Control"] = f"max-age={IMAGE_MAX_AGE}"
return response
except Exception:
raise HTTPException(status_code=404)
@images_router.get(
"/i/{image_name}/thumbnail",
operation_id="get_image_thumbnail",
response_class=Response,
responses={
200: {
"description": "Return the image thumbnail",
"content": {"image/webp": {}},
},
404: {"description": "Image not found"},
},
)
async def get_image_thumbnail(
image_name: str = Path(description="The name of thumbnail image file to get"),
) -> FileResponse:
"""Gets a thumbnail image file"""
try:
path = ApiDependencies.invoker.services.images.get_path(image_name, thumbnail=True)
if not ApiDependencies.invoker.services.images.validate_path(path):
raise HTTPException(status_code=404)
response = FileResponse(path, media_type="image/webp", content_disposition_type="inline")
response.headers["Cache-Control"] = f"max-age={IMAGE_MAX_AGE}"
return response
except Exception:
raise HTTPException(status_code=404)
@images_router.get(
"/i/{image_name}/urls",
operation_id="get_image_urls",
response_model=ImageUrlsDTO,
)
async def get_image_urls(
image_name: str = Path(description="The name of the image whose URL to get"),
) -> ImageUrlsDTO:
"""Gets an image and thumbnail URL"""
try:
image_url = ApiDependencies.invoker.services.images.get_url(image_name)
thumbnail_url = ApiDependencies.invoker.services.images.get_url(image_name, thumbnail=True)
return ImageUrlsDTO(
image_name=image_name,
image_url=image_url,
thumbnail_url=thumbnail_url,
)
except Exception:
raise HTTPException(status_code=404)
@images_router.get(
"/",
operation_id="list_image_dtos",
response_model=OffsetPaginatedResults[ImageDTO],
)
async def list_image_dtos(
image_origin: Optional[ResourceOrigin] = Query(default=None, description="The origin of images to list."),
categories: Optional[list[ImageCategory]] = Query(default=None, description="The categories of image to include."),
is_intermediate: Optional[bool] = Query(default=None, description="Whether to list intermediate images."),
board_id: Optional[str] = Query(
default=None,
description="The board id to filter by. Use 'none' to find images without a board.",
),
offset: int = Query(default=0, description="The page offset"),
limit: int = Query(default=10, description="The number of images per page"),
) -> OffsetPaginatedResults[ImageDTO]:
"""Gets a list of image DTOs"""
image_dtos = ApiDependencies.invoker.services.images.get_many(
offset,
limit,
image_origin,
categories,
is_intermediate,
board_id,
)
return image_dtos
class DeleteImagesFromListResult(BaseModel):
deleted_images: list[str]
@images_router.post("/delete", operation_id="delete_images_from_list", response_model=DeleteImagesFromListResult)
async def delete_images_from_list(
image_names: list[str] = Body(description="The list of names of images to delete", embed=True),
) -> DeleteImagesFromListResult:
try:
deleted_images: list[str] = []
for image_name in image_names:
try:
ApiDependencies.invoker.services.images.delete(image_name)
deleted_images.append(image_name)
except Exception:
pass
return DeleteImagesFromListResult(deleted_images=deleted_images)
except Exception:
raise HTTPException(status_code=500, detail="Failed to delete images")
class ImagesUpdatedFromListResult(BaseModel):
updated_image_names: list[str] = Field(description="The image names that were updated")
@images_router.post("/star", operation_id="star_images_in_list", response_model=ImagesUpdatedFromListResult)
async def star_images_in_list(
image_names: list[str] = Body(description="The list of names of images to star", embed=True),
) -> ImagesUpdatedFromListResult:
try:
updated_image_names: list[str] = []
for image_name in image_names:
try:
ApiDependencies.invoker.services.images.update(image_name, changes=ImageRecordChanges(starred=True))
updated_image_names.append(image_name)
except Exception:
pass
return ImagesUpdatedFromListResult(updated_image_names=updated_image_names)
except Exception:
raise HTTPException(status_code=500, detail="Failed to star images")
@images_router.post("/unstar", operation_id="unstar_images_in_list", response_model=ImagesUpdatedFromListResult)
async def unstar_images_in_list(
image_names: list[str] = Body(description="The list of names of images to unstar", embed=True),
) -> ImagesUpdatedFromListResult:
try:
updated_image_names: list[str] = []
for image_name in image_names:
try:
ApiDependencies.invoker.services.images.update(image_name, changes=ImageRecordChanges(starred=False))
updated_image_names.append(image_name)
except Exception:
pass
return ImagesUpdatedFromListResult(updated_image_names=updated_image_names)
except Exception:
raise HTTPException(status_code=500, detail="Failed to unstar images")
class ImagesDownloaded(BaseModel):
response: Optional[str] = Field(
description="If defined, the message to display to the user when images begin downloading"
)
@images_router.post("/download", operation_id="download_images_from_list", response_model=ImagesDownloaded)
async def download_images_from_list(
image_names: list[str] = Body(description="The list of names of images to download", embed=True),
board_id: Optional[str] = Body(
default=None, description="The board from which image should be downloaded from", embed=True
),
) -> ImagesDownloaded:
# return ImagesDownloaded(response="Your images are downloading")
raise HTTPException(status_code=501, detail="Endpoint is not yet implemented")