mirror of
https://github.com/invoke-ai/InvokeAI.git
synced 2026-04-23 03:00:31 -04:00
add sql-based model config store and api
This commit is contained in:
@@ -24,6 +24,7 @@ from ..services.item_storage.item_storage_sqlite import SqliteItemStorage
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from ..services.latents_storage.latents_storage_disk import DiskLatentsStorage
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from ..services.latents_storage.latents_storage_forward_cache import ForwardCacheLatentsStorage
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from ..services.model_manager.model_manager_default import ModelManagerService
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from ..services.model_records import ModelRecordServiceSQL
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from ..services.names.names_default import SimpleNameService
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from ..services.session_processor.session_processor_default import DefaultSessionProcessor
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from ..services.session_queue.session_queue_sqlite import SqliteSessionQueue
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@@ -85,6 +86,7 @@ class ApiDependencies:
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invocation_cache = MemoryInvocationCache(max_cache_size=config.node_cache_size)
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latents = ForwardCacheLatentsStorage(DiskLatentsStorage(f"{output_folder}/latents"))
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model_manager = ModelManagerService(config, logger)
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model_record_service = ModelRecordServiceSQL(db=db)
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names = SimpleNameService()
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performance_statistics = InvocationStatsService()
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processor = DefaultInvocationProcessor()
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@@ -111,6 +113,7 @@ class ApiDependencies:
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latents=latents,
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logger=logger,
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model_manager=model_manager,
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model_records=model_record_service,
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names=names,
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performance_statistics=performance_statistics,
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processor=processor,
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82
invokeai/app/api/routers/model_records.py
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82
invokeai/app/api/routers/model_records.py
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@@ -0,0 +1,82 @@
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# Copyright (c) 2023 Lincoln D. Stein
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"""FastAPI route for model configuration records."""
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from typing import List, Optional
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from fastapi import Body, Path, Query
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from fastapi.routing import APIRouter
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from pydantic import BaseModel, ConfigDict, TypeAdapter
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from starlette.exceptions import HTTPException
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from invokeai.app.services.model_records import UnknownModelException
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from invokeai.backend.model_manager.config import AnyModelConfig, BaseModelType, ModelType
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from ..dependencies import ApiDependencies
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model_records_router = APIRouter(prefix="/v1/model_records", tags=["model_records"])
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ModelConfigValidator = TypeAdapter(AnyModelConfig)
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class ModelsList(BaseModel):
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"""Return list of configs."""
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models: list[AnyModelConfig]
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model_config = ConfigDict(use_enum_values=True)
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ModelsListValidator = TypeAdapter(ModelsList)
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@model_records_router.get(
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"/",
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operation_id="list_model_configs",
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responses={200: {"model": ModelsList}},
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)
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async def list_model_records(
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base_models: Optional[List[BaseModelType]] = Query(default=None, description="Base models to include"),
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model_type: Optional[ModelType] = Query(default=None, description="The type of model to get"),
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) -> ModelsList:
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"""Get a list of models."""
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record_store = ApiDependencies.invoker.services.model_records
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if base_models and len(base_models) > 0:
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models_raw = list()
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for base_model in base_models:
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models_raw.extend(
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[x.model_dump() for x in record_store.search_by_name(base_model=base_model, model_type=model_type)]
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)
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else:
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models_raw = [x.model_dump() for x in record_store.search_by_name(model_type=model_type)]
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models = ModelsListValidator.validate_python({"models": models_raw})
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return models
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@model_records_router.patch(
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"/i/{key}",
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operation_id="update_model_record",
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responses={
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200: {"description": "The model was updated successfully"},
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400: {"description": "Bad request"},
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404: {"description": "The model could not be found"},
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409: {"description": "There is already a model corresponding to the new name"},
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},
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status_code=200,
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response_model=AnyModelConfig,
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)
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async def update_model_record(
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key: str = Path(description="Unique key of model"),
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info: AnyModelConfig = Body(description="Model configuration"),
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) -> AnyModelConfig:
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"""Update model contents with a new config. If the model name or base fields are changed, then the model is renamed."""
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logger = ApiDependencies.invoker.services.logger
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record_store = ApiDependencies.invoker.services.model_records
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try:
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model_response = record_store.update_model(key, config=info)
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except UnknownModelException as e:
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raise HTTPException(status_code=404, detail=str(e))
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except ValueError as e:
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logger.error(str(e))
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raise HTTPException(status_code=409, detail=str(e))
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return model_response
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@@ -1,6 +1,5 @@
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# Copyright (c) 2023 Kyle Schouviller (https://github.com/kyle0654), 2023 Kent Keirsey (https://github.com/hipsterusername), 2023 Lincoln D. Stein
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import pathlib
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from typing import Annotated, List, Literal, Optional, Union
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@@ -43,6 +43,7 @@ if True: # hack to make flake8 happy with imports coming after setting up the c
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board_images,
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boards,
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images,
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model_records,
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models,
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session_queue,
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sessions,
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@@ -106,6 +107,7 @@ app.include_router(sessions.session_router, prefix="/api")
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app.include_router(utilities.utilities_router, prefix="/api")
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app.include_router(models.models_router, prefix="/api")
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app.include_router(model_records.model_records_router, prefix="/api")
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app.include_router(images.images_router, prefix="/api")
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app.include_router(boards.boards_router, prefix="/api")
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app.include_router(board_images.board_images_router, prefix="/api")
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@@ -22,6 +22,7 @@ if TYPE_CHECKING:
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from .item_storage.item_storage_base import ItemStorageABC
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from .latents_storage.latents_storage_base import LatentsStorageBase
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from .model_manager.model_manager_base import ModelManagerServiceBase
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from .model_records import ModelRecordServiceBase
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from .names.names_base import NameServiceBase
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from .session_processor.session_processor_base import SessionProcessorBase
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from .session_queue.session_queue_base import SessionQueueBase
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@@ -49,6 +50,7 @@ class InvocationServices:
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latents: "LatentsStorageBase"
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logger: "Logger"
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model_manager: "ModelManagerServiceBase"
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model_records: "ModelRecordServiceBase"
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processor: "InvocationProcessorABC"
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performance_statistics: "InvocationStatsServiceBase"
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queue: "InvocationQueueABC"
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@@ -76,6 +78,7 @@ class InvocationServices:
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latents: "LatentsStorageBase",
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logger: "Logger",
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model_manager: "ModelManagerServiceBase",
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model_records: "ModelRecordServiceBase",
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processor: "InvocationProcessorABC",
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performance_statistics: "InvocationStatsServiceBase",
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queue: "InvocationQueueABC",
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@@ -101,6 +104,7 @@ class InvocationServices:
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self.latents = latents
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self.logger = logger
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self.model_manager = model_manager
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self.model_records = model_records
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self.processor = processor
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self.performance_statistics = performance_statistics
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self.queue = queue
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2
invokeai/app/services/model_records/__init__.py
Normal file
2
invokeai/app/services/model_records/__init__.py
Normal file
@@ -0,0 +1,2 @@
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from .model_records_base import DuplicateModelException, ModelRecordServiceBase, UnknownModelException
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from .model_records_sql import ModelRecordServiceSQL
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165
invokeai/app/services/model_records/model_records_base.py
Normal file
165
invokeai/app/services/model_records/model_records_base.py
Normal file
@@ -0,0 +1,165 @@
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# Copyright (c) 2023 Lincoln D. Stein and the InvokeAI Development Team
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"""
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Abstract base class for storing and retrieving model configuration records.
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"""
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from abc import ABC, abstractmethod
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from pathlib import Path
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from typing import List, Optional, Set, Union
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from invokeai.backend.model_manager.config import AnyModelConfig, BaseModelType, ModelConfigBase, ModelType
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# should match the InvokeAI version when this is first released.
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CONFIG_FILE_VERSION = "3.2"
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class DuplicateModelException(Exception):
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"""Raised on an attempt to add a model with the same key twice."""
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class InvalidModelException(Exception):
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"""Raised when an invalid model is detected."""
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class UnknownModelException(Exception):
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"""Raised on an attempt to fetch or delete a model with a nonexistent key."""
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class ConfigFileVersionMismatchException(Exception):
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"""Raised on an attempt to open a config with an incompatible version."""
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class ModelRecordServiceBase(ABC):
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"""Abstract base class for storage and retrieval of model configs."""
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@property
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@abstractmethod
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def version(self) -> str:
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"""Return the config file/database schema version."""
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pass
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@abstractmethod
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def add_model(self, key: str, config: Union[dict, AnyModelConfig]) -> ModelConfigBase:
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"""
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Add a model to the database.
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:param key: Unique key for the model
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:param config: Model configuration record, either a dict with the
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required fields or a ModelConfigBase instance.
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Can raise DuplicateModelException and InvalidModelConfigException exceptions.
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"""
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pass
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@abstractmethod
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def del_model(self, key: str) -> None:
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"""
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Delete a model.
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:param key: Unique key for the model to be deleted
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Can raise an UnknownModelException
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"""
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pass
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@abstractmethod
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def update_model(self, key: str, config: Union[dict, AnyModelConfig]) -> AnyModelConfig:
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"""
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Update the model, returning the updated version.
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:param key: Unique key for the model to be updated
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:param config: Model configuration record. Either a dict with the
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required fields, or a ModelConfigBase instance.
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"""
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pass
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@abstractmethod
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def get_model(self, key: str) -> AnyModelConfig:
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"""
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Retrieve the configuration for the indicated model.
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:param key: Key of model config to be fetched.
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Exceptions: UnknownModelException
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"""
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pass
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@abstractmethod
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def exists(self, key: str) -> bool:
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"""
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Return True if a model with the indicated key exists in the databse.
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:param key: Unique key for the model to be deleted
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"""
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pass
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@abstractmethod
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def search_by_path(
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self,
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path: Union[str, Path],
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) -> List[AnyModelConfig]:
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"""Return the model(s) having the indicated path."""
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pass
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@abstractmethod
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def search_by_hash(
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self,
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hash: str,
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) -> List[AnyModelConfig]:
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"""Return the model(s) having the indicated original hash."""
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pass
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@abstractmethod
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def search_by_name(
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self,
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model_name: Optional[str] = None,
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base_model: Optional[BaseModelType] = None,
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model_type: Optional[ModelType] = None,
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) -> List[AnyModelConfig]:
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"""
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Return models matching name, base and/or type.
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:param model_name: Filter by name of model (optional)
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:param base_model: Filter by base model (optional)
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:param model_type: Filter by type of model (optional)
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If none of the optional filters are passed, will return all
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models in the database.
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"""
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pass
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def all_models(self) -> List[AnyModelConfig]:
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"""Return all the model configs in the database."""
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return self.search_by_name()
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def model_info_by_name(self, model_name: str, base_model: BaseModelType, model_type: ModelType) -> ModelConfigBase:
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"""
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Return information about a single model using its name, base type and model type.
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If there are more than one model that match, raises a DuplicateModelException.
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If no model matches, raises an UnknownModelException
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"""
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model_configs = self.search_by_name(model_name=model_name, base_model=base_model, model_type=model_type)
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if len(model_configs) > 1:
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raise DuplicateModelException(
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"More than one model share the same name and type: {base_model}/{model_type}/{model_name}"
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)
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if len(model_configs) == 0:
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raise UnknownModelException("No known model with name and type: {base_model}/{model_type}/{model_name}")
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return model_configs[0]
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def rename_model(
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self,
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key: str,
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new_name: str,
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) -> ModelConfigBase:
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"""
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Rename the indicated model. Just a special case of update_model().
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In some implementations, renaming the model may involve changing where
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it is stored on the filesystem. So this is broken out.
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:param key: Model key
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:param new_name: New name for model
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"""
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return self.update_model(key, {"name": new_name})
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396
invokeai/app/services/model_records/model_records_sql.py
Normal file
396
invokeai/app/services/model_records/model_records_sql.py
Normal file
@@ -0,0 +1,396 @@
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# Copyright (c) 2023 Lincoln D. Stein and the InvokeAI Development Team
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"""
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SQL Implementation of the ModelRecordServiceBase API
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Typical usage:
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from invokeai.backend.model_manager import ModelConfigStoreSQL
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store = ModelConfigStoreSQL(sqlite_db)
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config = dict(
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path='/tmp/pokemon.bin',
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name='old name',
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base_model='sd-1',
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type='embedding',
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format='embedding_file',
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)
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# adding - the key becomes the model's "key" field
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store.add_model('key1', config)
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# updating
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config.name='new name'
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store.update_model('key1', config)
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# checking for existence
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if store.exists('key1'):
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print("yes")
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# fetching config
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new_config = store.get_model('key1')
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print(new_config.name, new_config.base_model)
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assert new_config.key == 'key1'
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# deleting
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store.del_model('key1')
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# searching
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configs = store.search_by_path(path='/tmp/pokemon.bin')
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configs = store.search_by_hash('750a499f35e43b7e1b4d15c207aa2f01')
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configs = store.search_by_name(base_model='sd-2', model_type='main')
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"""
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import json
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import sqlite3
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import threading
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from pathlib import Path
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from typing import List, Optional, Union
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from invokeai.backend.model_manager.config import (
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AnyModelConfig,
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BaseModelType,
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ModelConfigBase,
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ModelConfigFactory,
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ModelType,
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)
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from ..shared.sqlite import SqliteDatabase
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from .model_records_base import (
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CONFIG_FILE_VERSION,
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DuplicateModelException,
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ModelRecordServiceBase,
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UnknownModelException,
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)
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class ModelRecordServiceSQL(ModelRecordServiceBase):
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"""Implementation of the ModelConfigStore ABC using a SQL database."""
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_conn: sqlite3.Connection
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_cursor: sqlite3.Cursor
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_lock: threading.Lock
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def __init__(self, db: SqliteDatabase):
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"""
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Initialize a new object from preexisting sqlite3 connection and threading lock objects.
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:param conn: sqlite3 connection object
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:param lock: threading Lock object
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"""
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super().__init__()
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self._conn = db.conn
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self._lock = db.lock
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self._conn.row_factory = sqlite3.Row
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self._cursor = self._conn.cursor()
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with self._lock:
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# Enable foreign keys
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self._conn.execute("PRAGMA foreign_keys = ON;")
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self._create_tables()
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self._conn.commit()
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assert (
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str(self.version) == CONFIG_FILE_VERSION
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), f"Model config version {self.version} does not match expected version {CONFIG_FILE_VERSION}"
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def _create_tables(self) -> None:
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"""Create sqlite3 tables."""
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# model_config table breaks out the fields that are common to all config objects
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# and puts class-specific ones in a serialized json object
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self._cursor.execute(
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"""--sql
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CREATE TABLE IF NOT EXISTS model_config (
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id TEXT NOT NULL PRIMARY KEY,
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-- These 4 fields are enums in python, unrestricted string here
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base_model TEXT NOT NULL,
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model_type TEXT NOT NULL,
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model_name TEXT NOT NULL,
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model_path TEXT NOT NULL,
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original_hash TEXT, -- could be null
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-- Serialized JSON representation of the whole config object,
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-- which will contain additional fields from subclasses
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config TEXT NOT NULL,
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created_at DATETIME NOT NULL DEFAULT(STRFTIME('%Y-%m-%d %H:%M:%f', 'NOW')),
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-- Updated via trigger
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updated_at DATETIME NOT NULL DEFAULT(STRFTIME('%Y-%m-%d %H:%M:%f', 'NOW'))
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);
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"""
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)
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# metadata table
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self._cursor.execute(
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"""--sql
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CREATE TABLE IF NOT EXISTS model_manager_metadata (
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metadata_key TEXT NOT NULL PRIMARY KEY,
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metadata_value TEXT NOT NULL
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||||
);
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||||
"""
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)
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# Add trigger for `updated_at`.
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self._cursor.execute(
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"""--sql
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CREATE TRIGGER IF NOT EXISTS model_config_updated_at
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AFTER UPDATE
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ON model_config FOR EACH ROW
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BEGIN
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||||
UPDATE model_config SET updated_at = STRFTIME('%Y-%m-%d %H:%M:%f', 'NOW')
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||||
WHERE id = old.id;
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||||
END;
|
||||
"""
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||||
)
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||||
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||||
# Add our version to the metadata table
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||||
self._cursor.execute(
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||||
"""--sql
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||||
INSERT OR IGNORE into model_manager_metadata (
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||||
metadata_key,
|
||||
metadata_value
|
||||
)
|
||||
VALUES (?,?);
|
||||
""",
|
||||
("version", CONFIG_FILE_VERSION),
|
||||
)
|
||||
|
||||
def add_model(self, key: str, config: Union[dict, ModelConfigBase]) -> ModelConfigBase:
|
||||
"""
|
||||
Add a model to the database.
|
||||
|
||||
:param key: Unique key for the model
|
||||
:param config: Model configuration record, either a dict with the
|
||||
required fields or a ModelConfigBase instance.
|
||||
|
||||
Can raise DuplicateModelException and InvalidModelConfigException exceptions.
|
||||
"""
|
||||
record = ModelConfigFactory.make_config(config, key=key) # ensure it is a valid config obect.
|
||||
json_serialized = json.dumps(record.model_dump()) # and turn it into a json string.
|
||||
with self._lock:
|
||||
try:
|
||||
self._cursor.execute(
|
||||
"""--sql
|
||||
INSERT INTO model_config (
|
||||
id,
|
||||
base_model,
|
||||
model_type,
|
||||
model_name,
|
||||
model_path,
|
||||
original_hash,
|
||||
config
|
||||
)
|
||||
VALUES (?,?,?,?,?,?,?);
|
||||
""",
|
||||
(
|
||||
key,
|
||||
record.base_model,
|
||||
record.type,
|
||||
record.name,
|
||||
record.path,
|
||||
record.original_hash,
|
||||
json_serialized,
|
||||
),
|
||||
)
|
||||
self._conn.commit()
|
||||
|
||||
except sqlite3.IntegrityError as e:
|
||||
self._conn.rollback()
|
||||
if "UNIQUE constraint failed" in str(e):
|
||||
raise DuplicateModelException(f"A model with key '{key}' is already installed") from e
|
||||
else:
|
||||
raise e
|
||||
except sqlite3.Error as e:
|
||||
self._conn.rollback()
|
||||
raise e
|
||||
|
||||
return self.get_model(key)
|
||||
|
||||
@property
|
||||
def version(self) -> str:
|
||||
"""Return the version of the database schema."""
|
||||
with self._lock:
|
||||
self._cursor.execute(
|
||||
"""--sql
|
||||
SELECT metadata_value FROM model_manager_metadata
|
||||
WHERE metadata_key=?;
|
||||
""",
|
||||
("version",),
|
||||
)
|
||||
rows = self._cursor.fetchone()
|
||||
if not rows:
|
||||
raise KeyError("Models database does not have metadata key 'version'")
|
||||
return rows[0]
|
||||
|
||||
def del_model(self, key: str) -> None:
|
||||
"""
|
||||
Delete a model.
|
||||
|
||||
:param key: Unique key for the model to be deleted
|
||||
|
||||
Can raise an UnknownModelException
|
||||
"""
|
||||
with self._lock:
|
||||
try:
|
||||
self._cursor.execute(
|
||||
"""--sql
|
||||
DELETE FROM model_config
|
||||
WHERE id=?;
|
||||
""",
|
||||
(key,),
|
||||
)
|
||||
if self._cursor.rowcount == 0:
|
||||
raise UnknownModelException
|
||||
self._conn.commit()
|
||||
except sqlite3.Error as e:
|
||||
self._conn.rollback()
|
||||
raise e
|
||||
|
||||
def update_model(self, key: str, config: Union[dict, ModelConfigBase]) -> ModelConfigBase:
|
||||
"""
|
||||
Update the model, returning the updated version.
|
||||
|
||||
:param key: Unique key for the model to be updated
|
||||
:param config: Model configuration record. Either a dict with the
|
||||
required fields, or a ModelConfigBase instance.
|
||||
"""
|
||||
record = ModelConfigFactory.make_config(config, key=key) # ensure it is a valid config obect
|
||||
json_serialized = json.dumps(record.model_dump()) # and turn it into a json string.
|
||||
with self._lock:
|
||||
try:
|
||||
self._cursor.execute(
|
||||
"""--sql
|
||||
UPDATE model_config
|
||||
SET base_model=?,
|
||||
model_type=?,
|
||||
model_name=?,
|
||||
model_path=?,
|
||||
config=?
|
||||
WHERE id=?;
|
||||
""",
|
||||
(record.base_model, record.type, record.name, record.path, json_serialized, key),
|
||||
)
|
||||
if self._cursor.rowcount == 0:
|
||||
raise UnknownModelException
|
||||
self._conn.commit()
|
||||
except sqlite3.Error as e:
|
||||
self._conn.rollback()
|
||||
raise e
|
||||
|
||||
return self.get_model(key)
|
||||
|
||||
def get_model(self, key: str) -> AnyModelConfig:
|
||||
"""
|
||||
Retrieve the ModelConfigBase instance for the indicated model.
|
||||
|
||||
:param key: Key of model config to be fetched.
|
||||
|
||||
Exceptions: UnknownModelException
|
||||
"""
|
||||
with self._lock:
|
||||
self._cursor.execute(
|
||||
"""--sql
|
||||
SELECT config FROM model_config
|
||||
WHERE id=?;
|
||||
""",
|
||||
(key,),
|
||||
)
|
||||
rows = self._cursor.fetchone()
|
||||
if not rows:
|
||||
raise UnknownModelException
|
||||
model = ModelConfigFactory.make_config(json.loads(rows[0]))
|
||||
return model
|
||||
|
||||
def exists(self, key: str) -> bool:
|
||||
"""
|
||||
Return True if a model with the indicated key exists in the databse.
|
||||
|
||||
:param key: Unique key for the model to be deleted
|
||||
"""
|
||||
count = 0
|
||||
with self._lock:
|
||||
try:
|
||||
self._cursor.execute(
|
||||
"""--sql
|
||||
select count(*) FROM model_config
|
||||
WHERE id=?;
|
||||
""",
|
||||
(key,),
|
||||
)
|
||||
count = self._cursor.fetchone()[0]
|
||||
except sqlite3.Error as e:
|
||||
raise e
|
||||
return count > 0
|
||||
|
||||
def search_by_name(
|
||||
self,
|
||||
model_name: Optional[str] = None,
|
||||
base_model: Optional[BaseModelType] = None,
|
||||
model_type: Optional[ModelType] = None,
|
||||
) -> List[AnyModelConfig]:
|
||||
"""
|
||||
Return models matching name, base and/or type.
|
||||
|
||||
:param model_name: Filter by name of model (optional)
|
||||
:param base_model: Filter by base model (optional)
|
||||
:param model_type: Filter by type of model (optional)
|
||||
|
||||
If none of the optional filters are passed, will return all
|
||||
models in the database.
|
||||
"""
|
||||
results = []
|
||||
where_clause = []
|
||||
bindings = []
|
||||
if model_name:
|
||||
where_clause.append("model_name=?")
|
||||
bindings.append(model_name)
|
||||
if base_model:
|
||||
where_clause.append("base_model=?")
|
||||
bindings.append(base_model)
|
||||
if model_type:
|
||||
where_clause.append("model_type=?")
|
||||
bindings.append(model_type)
|
||||
where = f"WHERE {' AND '.join(where_clause)}" if where_clause else ""
|
||||
with self._lock:
|
||||
try:
|
||||
self._cursor.execute(
|
||||
f"""--sql
|
||||
select config FROM model_config
|
||||
{where};
|
||||
""",
|
||||
tuple(bindings),
|
||||
)
|
||||
results = [ModelConfigFactory.make_config(json.loads(x[0])) for x in self._cursor.fetchall()]
|
||||
except sqlite3.Error as e:
|
||||
raise e
|
||||
return results
|
||||
|
||||
def search_by_path(self, path: Union[str, Path]) -> List[ModelConfigBase]:
|
||||
"""Return models with the indicated path."""
|
||||
results = []
|
||||
with self._lock:
|
||||
try:
|
||||
self._cursor.execute(
|
||||
"""--sql
|
||||
SELECT config FROM model_config
|
||||
WHERE model_path=?;
|
||||
""",
|
||||
(str(path),),
|
||||
)
|
||||
results = [ModelConfigFactory.make_config(json.loads(x[0])) for x in self._cursor.fetchall()]
|
||||
except sqlite3.Error as e:
|
||||
raise e
|
||||
return results
|
||||
|
||||
def search_by_hash(self, hash: str) -> List[ModelConfigBase]:
|
||||
"""Return models with the indicated original_hash."""
|
||||
results = []
|
||||
with self._lock:
|
||||
try:
|
||||
self._cursor.execute(
|
||||
"""--sql
|
||||
SELECT config FROM model_config
|
||||
WHERE original_hash=?;
|
||||
""",
|
||||
(hash,),
|
||||
)
|
||||
results = [ModelConfigFactory.make_config(json.loads(x[0])) for x in self._cursor.fetchall()]
|
||||
except sqlite3.Error as e:
|
||||
raise e
|
||||
return results
|
||||
Reference in New Issue
Block a user