mirror of
https://github.com/comfyanonymous/ComfyUI.git
synced 2025-04-19 10:53:29 +00:00
Add model management and database
- use sqlalchemy + alembic + sqlite for db - extract model data and previews - endpoints for db interactions - add tests
This commit is contained in:
parent
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119
alembic.ini
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119
alembic.ini
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# A generic, single database configuration.
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[alembic]
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# path to migration scripts
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# Use forward slashes (/) also on windows to provide an os agnostic path
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script_location = alembic_db
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# template used to generate migration file names; The default value is %%(rev)s_%%(slug)s
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# Uncomment the line below if you want the files to be prepended with date and time
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# see https://alembic.sqlalchemy.org/en/latest/tutorial.html#editing-the-ini-file
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# for all available tokens
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# file_template = %%(year)d_%%(month).2d_%%(day).2d_%%(hour).2d%%(minute).2d-%%(rev)s_%%(slug)s
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# sys.path path, will be prepended to sys.path if present.
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# defaults to the current working directory.
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prepend_sys_path = .
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# timezone to use when rendering the date within the migration file
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# as well as the filename.
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# If specified, requires the python>=3.9 or backports.zoneinfo library and tzdata library.
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# Any required deps can installed by adding `alembic[tz]` to the pip requirements
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# string value is passed to ZoneInfo()
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# leave blank for localtime
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# timezone =
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# max length of characters to apply to the "slug" field
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# truncate_slug_length = 40
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# set to 'true' to run the environment during
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# the 'revision' command, regardless of autogenerate
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# revision_environment = false
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# set to 'true' to allow .pyc and .pyo files without
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# a source .py file to be detected as revisions in the
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# versions/ directory
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# sourceless = false
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# version location specification; This defaults
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# to alembic_db/versions. When using multiple version
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# directories, initial revisions must be specified with --version-path.
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# The path separator used here should be the separator specified by "version_path_separator" below.
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# version_locations = %(here)s/bar:%(here)s/bat:alembic_db/versions
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# version path separator; As mentioned above, this is the character used to split
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# version_locations. The default within new alembic.ini files is "os", which uses os.pathsep.
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# If this key is omitted entirely, it falls back to the legacy behavior of splitting on spaces and/or commas.
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# Valid values for version_path_separator are:
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#
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# version_path_separator = :
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# version_path_separator = ;
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# version_path_separator = space
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# version_path_separator = newline
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#
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# Use os.pathsep. Default configuration used for new projects.
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version_path_separator = os
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# set to 'true' to search source files recursively
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# in each "version_locations" directory
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# new in Alembic version 1.10
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# recursive_version_locations = false
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# the output encoding used when revision files
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# are written from script.py.mako
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# output_encoding = utf-8
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sqlalchemy.url = sqlite:///user/comfyui.db
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[post_write_hooks]
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# post_write_hooks defines scripts or Python functions that are run
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# on newly generated revision scripts. See the documentation for further
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# detail and examples
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# format using "black" - use the console_scripts runner, against the "black" entrypoint
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# hooks = black
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# black.type = console_scripts
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# black.entrypoint = black
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# black.options = -l 79 REVISION_SCRIPT_FILENAME
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# lint with attempts to fix using "ruff" - use the exec runner, execute a binary
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# hooks = ruff
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# ruff.type = exec
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# ruff.executable = %(here)s/.venv/bin/ruff
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# ruff.options = check --fix REVISION_SCRIPT_FILENAME
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# Logging configuration
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[loggers]
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keys = root,sqlalchemy,alembic
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[handlers]
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keys = console
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[formatters]
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keys = generic
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[logger_root]
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level = WARNING
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handlers = console
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qualname =
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[logger_sqlalchemy]
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level = WARNING
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handlers =
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qualname = sqlalchemy.engine
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[logger_alembic]
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level = INFO
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handlers =
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qualname = alembic
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[handler_console]
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class = StreamHandler
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args = (sys.stderr,)
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level = NOTSET
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formatter = generic
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[formatter_generic]
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format = %(levelname)-5.5s [%(name)s] %(message)s
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datefmt = %H:%M:%S
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3
alembic_db/README.md
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3
alembic_db/README.md
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## Generate new revision
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1. Update models in `/app/database/models.py`
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2. Run `alembic revision --autogenerate -m "{your message}"`
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75
alembic_db/env.py
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75
alembic_db/env.py
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from logging.config import fileConfig
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from sqlalchemy import engine_from_config
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from sqlalchemy import pool
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from alembic import context
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# this is the Alembic Config object, which provides
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# access to the values within the .ini file in use.
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config = context.config
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# Interpret the config file for Python logging.
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# This line sets up loggers basically.
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if config.config_file_name is not None:
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fileConfig(config.config_file_name)
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from app.database.models import Base
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target_metadata = Base.metadata
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# other values from the config, defined by the needs of env.py,
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# can be acquired:
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# my_important_option = config.get_main_option("my_important_option")
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# ... etc.
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def run_migrations_offline() -> None:
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"""Run migrations in 'offline' mode.
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This configures the context with just a URL
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and not an Engine, though an Engine is acceptable
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here as well. By skipping the Engine creation
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we don't even need a DBAPI to be available.
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Calls to context.execute() here emit the given string to the
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script output.
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"""
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url = config.get_main_option("sqlalchemy.url")
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context.configure(
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url=url,
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target_metadata=target_metadata,
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literal_binds=True,
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dialect_opts={"paramstyle": "named"},
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)
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with context.begin_transaction():
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context.run_migrations()
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def run_migrations_online() -> None:
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"""Run migrations in 'online' mode.
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In this scenario we need to create an Engine
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and associate a connection with the context.
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"""
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connectable = engine_from_config(
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config.get_section(config.config_ini_section, {}),
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prefix="sqlalchemy.",
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poolclass=pool.NullPool,
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)
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with connectable.connect() as connection:
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context.configure(
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connection=connection, target_metadata=target_metadata
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)
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with context.begin_transaction():
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context.run_migrations()
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if context.is_offline_mode():
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run_migrations_offline()
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else:
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run_migrations_online()
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28
alembic_db/script.py.mako
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28
alembic_db/script.py.mako
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"""${message}
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Revision ID: ${up_revision}
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Revises: ${down_revision | comma,n}
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Create Date: ${create_date}
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"""
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from typing import Sequence, Union
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from alembic import op
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import sqlalchemy as sa
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${imports if imports else ""}
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# revision identifiers, used by Alembic.
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revision: str = ${repr(up_revision)}
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down_revision: Union[str, None] = ${repr(down_revision)}
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branch_labels: Union[str, Sequence[str], None] = ${repr(branch_labels)}
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depends_on: Union[str, Sequence[str], None] = ${repr(depends_on)}
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def upgrade() -> None:
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"""Upgrade schema."""
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${upgrades if upgrades else "pass"}
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def downgrade() -> None:
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"""Downgrade schema."""
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${downgrades if downgrades else "pass"}
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58
alembic_db/versions/2fb22c4fff36_init.py
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58
alembic_db/versions/2fb22c4fff36_init.py
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"""init
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Revision ID: 2fb22c4fff36
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Revises:
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Create Date: 2025-03-27 19:00:47.686079
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"""
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from typing import Sequence, Union
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from alembic import op
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import sqlalchemy as sa
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# revision identifiers, used by Alembic.
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revision: str = '2fb22c4fff36'
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down_revision: Union[str, None] = None
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branch_labels: Union[str, Sequence[str], None] = None
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depends_on: Union[str, Sequence[str], None] = None
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def upgrade() -> None:
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"""Upgrade schema."""
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# ### commands auto generated by Alembic - please adjust! ###
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op.create_table('model',
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sa.Column('type', sa.Text(), nullable=False),
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sa.Column('path', sa.Text(), nullable=False),
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sa.Column('title', sa.Text(), nullable=True),
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sa.Column('description', sa.Text(), nullable=True),
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sa.Column('architecture', sa.Text(), nullable=True),
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sa.Column('hash', sa.Text(), nullable=True),
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sa.Column('source_url', sa.Text(), nullable=True),
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sa.Column('date_added', sa.DateTime(), server_default=sa.text('(CURRENT_TIMESTAMP)'), nullable=True),
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sa.PrimaryKeyConstraint('type', 'path')
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)
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op.create_table('tag',
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sa.Column('id', sa.Integer(), autoincrement=True, nullable=False),
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sa.Column('name', sa.Text(), nullable=False),
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sa.PrimaryKeyConstraint('id'),
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sa.UniqueConstraint('name')
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)
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op.create_table('model_tag',
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sa.Column('model_type', sa.Text(), nullable=False),
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sa.Column('model_path', sa.Text(), nullable=False),
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sa.Column('tag_id', sa.Integer(), nullable=False),
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sa.ForeignKeyConstraint(['model_type', 'model_path'], ['model.type', 'model.path'], ondelete='CASCADE'),
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sa.ForeignKeyConstraint(['tag_id'], ['tag.id'], ondelete='CASCADE'),
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sa.PrimaryKeyConstraint('model_type', 'model_path', 'tag_id')
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)
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# ### end Alembic commands ###
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def downgrade() -> None:
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"""Downgrade schema."""
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# ### commands auto generated by Alembic - please adjust! ###
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op.drop_table('model_tag')
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op.drop_table('tag')
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op.drop_table('model')
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# ### end Alembic commands ###
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116
app/database/db.py
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116
app/database/db.py
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import logging
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import os
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import shutil
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import sys
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from app.database.models import Tag
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from comfy.cli_args import args
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try:
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import alembic
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import sqlalchemy
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except ImportError as e:
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req_path = os.path.abspath(
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os.path.join(os.path.dirname(__file__), "../..", "requirements.txt")
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)
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logging.error(
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f"\n\n********** ERROR ***********\n\nRequirements are not installed ({e}). Please install the requirements.txt file by running:\n{sys.executable} -s -m pip install -r {req_path}\n\nIf you are on the portable package you can run: update\\update_comfyui.bat to solve this problem\n********** ERROR **********\n"
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)
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exit(-1)
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from alembic import command
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from alembic.config import Config
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from alembic.runtime.migration import MigrationContext
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from alembic.script import ScriptDirectory
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from sqlalchemy import create_engine
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from sqlalchemy.orm import sessionmaker
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Session = None
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def get_alembic_config():
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root_path = os.path.join(os.path.dirname(__file__), "../..")
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config_path = os.path.abspath(os.path.join(root_path, "alembic.ini"))
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scripts_path = os.path.abspath(os.path.join(root_path, "alembic_db"))
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config = Config(config_path)
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config.set_main_option("script_location", scripts_path)
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config.set_main_option("sqlalchemy.url", args.database_url)
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return config
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def get_db_path():
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url = args.database_url
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if url.startswith("sqlite:///"):
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return url.split("///")[1]
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else:
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raise ValueError(f"Unsupported database URL '{url}'.")
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def init_db():
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db_url = args.database_url
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logging.debug(f"Database URL: {db_url}")
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config = get_alembic_config()
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# Check if we need to upgrade
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engine = create_engine(db_url)
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conn = engine.connect()
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context = MigrationContext.configure(conn)
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current_rev = context.get_current_revision()
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script = ScriptDirectory.from_config(config)
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target_rev = script.get_current_head()
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if current_rev != target_rev:
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# Backup the database pre upgrade
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db_path = get_db_path()
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backup_path = db_path + ".bkp"
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if os.path.exists(db_path):
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shutil.copy(db_path, backup_path)
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else:
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backup_path = None
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try:
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command.upgrade(config, target_rev)
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logging.info(f"Database upgraded from {current_rev} to {target_rev}")
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except Exception as e:
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if backup_path:
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# Restore the database from backup if upgrade fails
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shutil.copy(backup_path, db_path)
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os.remove(backup_path)
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logging.error(f"Error upgrading database: {e}")
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raise e
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global Session
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Session = sessionmaker(bind=engine)
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if not current_rev:
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# Init db, populate models
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from app.model_processor import model_processor
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session = create_session()
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model_processor.populate_models(session)
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# populate tags
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tags = (
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"character",
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"style",
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"concept",
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"clothing",
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"pose",
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"background",
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"vehicle",
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"object",
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"animal",
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"action",
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)
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for tag in tags:
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session.add(Tag(name=tag))
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session.commit()
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def create_session():
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return Session()
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76
app/database/models.py
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76
app/database/models.py
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from sqlalchemy import (
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Column,
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Integer,
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Text,
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DateTime,
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Table,
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ForeignKeyConstraint,
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)
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from sqlalchemy.orm import relationship, declarative_base
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from sqlalchemy.sql import func
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Base = declarative_base()
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def to_dict(obj):
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fields = obj.__table__.columns.keys()
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return {
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field: (val.to_dict() if hasattr(val, "to_dict") else val)
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for field in fields
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if (val := getattr(obj, field))
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}
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ModelTag = Table(
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"model_tag",
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Base.metadata,
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Column(
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"model_type",
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Text,
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primary_key=True,
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),
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Column(
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"model_path",
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Text,
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primary_key=True,
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),
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Column("tag_id", Integer, primary_key=True),
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ForeignKeyConstraint(
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["model_type", "model_path"], ["model.type", "model.path"], ondelete="CASCADE"
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),
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ForeignKeyConstraint(["tag_id"], ["tag.id"], ondelete="CASCADE"),
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)
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class Model(Base):
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__tablename__ = "model"
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type = Column(Text, primary_key=True)
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path = Column(Text, primary_key=True)
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title = Column(Text)
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description = Column(Text)
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architecture = Column(Text)
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hash = Column(Text)
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source_url = Column(Text)
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date_added = Column(DateTime, server_default=func.now())
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# Relationship with tags
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tags = relationship("Tag", secondary=ModelTag, back_populates="models")
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def to_dict(self):
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dict = to_dict(self)
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dict["tags"] = [tag.to_dict() for tag in self.tags]
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return dict
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class Tag(Base):
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__tablename__ = "tag"
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id = Column(Integer, primary_key=True, autoincrement=True)
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name = Column(Text, nullable=False, unique=True)
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# Relationship with models
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models = relationship("Model", secondary=ModelTag, back_populates="tags")
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def to_dict(self):
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return to_dict(self)
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@ -1,19 +1,30 @@
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from __future__ import annotations
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import os
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import base64
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import json
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import time
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import logging
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from app.database.db import create_session
|
||||
import folder_paths
|
||||
import glob
|
||||
import comfy.utils
|
||||
from aiohttp import web
|
||||
from PIL import Image
|
||||
from io import BytesIO
|
||||
from folder_paths import map_legacy, filter_files_extensions, filter_files_content_types
|
||||
from folder_paths import map_legacy, filter_files_extensions, get_full_path
|
||||
from app.database.models import Tag, Model
|
||||
from app.model_processor import get_model_previews, model_processor
|
||||
from utils.web import dumps
|
||||
from sqlalchemy.orm import joinedload
|
||||
import sqlalchemy.exc
|
||||
|
||||
|
||||
def bad_request(message: str):
|
||||
return web.json_response({"error": message}, status=400)
|
||||
|
||||
def missing_field(field: str):
|
||||
return bad_request(f"{field} is required")
|
||||
|
||||
def not_found(message: str):
|
||||
return web.json_response({"error": message + " not found"}, status=404)
|
||||
|
||||
class ModelFileManager:
|
||||
def __init__(self) -> None:
|
||||
self.cache: dict[str, tuple[list[dict], dict[str, float], float]] = {}
|
||||
@ -62,7 +73,7 @@ class ModelFileManager:
|
||||
folder = folders[0][path_index]
|
||||
full_filename = os.path.join(folder, filename)
|
||||
|
||||
previews = self.get_model_previews(full_filename)
|
||||
previews = get_model_previews(full_filename)
|
||||
default_preview = previews[0] if len(previews) > 0 else None
|
||||
if default_preview is None or (isinstance(default_preview, str) and not os.path.isfile(default_preview)):
|
||||
return web.Response(status=404)
|
||||
@ -76,6 +87,183 @@ class ModelFileManager:
|
||||
except:
|
||||
return web.Response(status=404)
|
||||
|
||||
@routes.get("/v2/models")
|
||||
async def get_models(request):
|
||||
with create_session() as session:
|
||||
model_path = request.query.get("path", None)
|
||||
model_type = request.query.get("type", None)
|
||||
query = session.query(Model).options(joinedload(Model.tags))
|
||||
if model_path:
|
||||
query = query.filter(Model.path == model_path)
|
||||
if model_type:
|
||||
query = query.filter(Model.type == model_type)
|
||||
models = query.all()
|
||||
if model_path and model_type:
|
||||
if len(models) == 0:
|
||||
return not_found("Model")
|
||||
return web.json_response(models[0].to_dict(), dumps=dumps)
|
||||
|
||||
return web.json_response([model.to_dict() for model in models], dumps=dumps)
|
||||
|
||||
@routes.post("/v2/models")
|
||||
async def add_model(request):
|
||||
with create_session() as session:
|
||||
data = await request.json()
|
||||
model_type = data.get("type", None)
|
||||
model_path = data.get("path", None)
|
||||
|
||||
if not model_type:
|
||||
return missing_field("type")
|
||||
if not model_path:
|
||||
return missing_field("path")
|
||||
|
||||
tags = data.pop("tags", [])
|
||||
fields = Model.metadata.tables["model"].columns.keys()
|
||||
|
||||
# Validate keys are valid model fields
|
||||
for key in data.keys():
|
||||
if key not in fields:
|
||||
return bad_request(f"Invalid field: {key}")
|
||||
|
||||
# Validate file exists
|
||||
if not get_full_path(model_type, model_path):
|
||||
return not_found(f"File '{model_type}/{model_path}'")
|
||||
|
||||
model = Model()
|
||||
for field in fields:
|
||||
if field in data:
|
||||
setattr(model, field, data[field])
|
||||
|
||||
model.tags = session.query(Tag).filter(Tag.id.in_(tags)).all()
|
||||
for tag in tags:
|
||||
if tag not in [t.id for t in model.tags]:
|
||||
return not_found(f"Tag '{tag}'")
|
||||
|
||||
try:
|
||||
session.add(model)
|
||||
session.commit()
|
||||
except sqlalchemy.exc.IntegrityError as e:
|
||||
session.rollback()
|
||||
return bad_request(e.orig.args[0])
|
||||
|
||||
model_processor.run()
|
||||
|
||||
return web.json_response(model.to_dict(), dumps=dumps)
|
||||
|
||||
@routes.delete("/v2/models")
|
||||
async def delete_model(request):
|
||||
with create_session() as session:
|
||||
model_path = request.query.get("path", None)
|
||||
model_type = request.query.get("type", None)
|
||||
if not model_path:
|
||||
return missing_field("path")
|
||||
if not model_type:
|
||||
return missing_field("type")
|
||||
|
||||
full_path = get_full_path(model_type, model_path)
|
||||
if full_path:
|
||||
return bad_request("Model file exists, please delete the file before deleting the model record.")
|
||||
|
||||
model = session.query(Model).filter(Model.path == model_path, Model.type == model_type).first()
|
||||
if not model:
|
||||
return not_found("Model")
|
||||
session.delete(model)
|
||||
session.commit()
|
||||
return web.Response(status=204)
|
||||
|
||||
@routes.get("/v2/tags")
|
||||
async def get_tags(request):
|
||||
with create_session() as session:
|
||||
tags = session.query(Tag).all()
|
||||
return web.json_response(
|
||||
[{"id": tag.id, "name": tag.name} for tag in tags]
|
||||
)
|
||||
|
||||
@routes.post("/v2/tags")
|
||||
async def create_tag(request):
|
||||
with create_session() as session:
|
||||
data = await request.json()
|
||||
name = data.get("name", None)
|
||||
if not name:
|
||||
return missing_field("name")
|
||||
tag = Tag(name=name)
|
||||
session.add(tag)
|
||||
session.commit()
|
||||
return web.json_response({"id": tag.id, "name": tag.name})
|
||||
|
||||
@routes.delete("/v2/tags")
|
||||
async def delete_tag(request):
|
||||
with create_session() as session:
|
||||
tag_id = request.query.get("id", None)
|
||||
if not tag_id:
|
||||
return missing_field("id")
|
||||
tag = session.query(Tag).filter(Tag.id == tag_id).first()
|
||||
if not tag:
|
||||
return not_found("Tag")
|
||||
session.delete(tag)
|
||||
session.commit()
|
||||
return web.Response(status=204)
|
||||
|
||||
@routes.post("/v2/models/tags")
|
||||
async def add_model_tag(request):
|
||||
with create_session() as session:
|
||||
data = await request.json()
|
||||
tag_id = data.get("tag", None)
|
||||
model_path = data.get("path", None)
|
||||
model_type = data.get("type", None)
|
||||
|
||||
if tag_id is None:
|
||||
return missing_field("tag")
|
||||
if model_path is None:
|
||||
return missing_field("path")
|
||||
if model_type is None:
|
||||
return missing_field("type")
|
||||
|
||||
try:
|
||||
tag_id = int(tag_id)
|
||||
except ValueError:
|
||||
return bad_request("Invalid tag id")
|
||||
|
||||
tag = session.query(Tag).filter(Tag.id == tag_id).first()
|
||||
model = session.query(Model).filter(Model.path == model_path, Model.type == model_type).first()
|
||||
if not model:
|
||||
return not_found("Model")
|
||||
model.tags.append(tag)
|
||||
session.commit()
|
||||
return web.json_response(model.to_dict(), dumps=dumps)
|
||||
|
||||
@routes.delete("/v2/models/tags")
|
||||
async def delete_model_tag(request):
|
||||
with create_session() as session:
|
||||
tag_id = request.query.get("tag", None)
|
||||
model_path = request.query.get("path", None)
|
||||
model_type = request.query.get("type", None)
|
||||
|
||||
if tag_id is None:
|
||||
return missing_field("tag")
|
||||
if model_path is None:
|
||||
return missing_field("path")
|
||||
if model_type is None:
|
||||
return missing_field("type")
|
||||
|
||||
try:
|
||||
tag_id = int(tag_id)
|
||||
except ValueError:
|
||||
return bad_request("Invalid tag id")
|
||||
|
||||
model = session.query(Model).filter(Model.path == model_path, Model.type == model_type).first()
|
||||
if not model:
|
||||
return not_found("Model")
|
||||
model.tags = [tag for tag in model.tags if tag.id != tag_id]
|
||||
session.commit()
|
||||
return web.Response(status=204)
|
||||
|
||||
|
||||
|
||||
@routes.get("/v2/models/missing")
|
||||
async def get_missing_models(request):
|
||||
return web.json_response(model_processor.missing_models)
|
||||
|
||||
def get_model_file_list(self, folder_name: str):
|
||||
folder_name = map_legacy(folder_name)
|
||||
folders = folder_paths.folder_names_and_paths[folder_name]
|
||||
@ -146,39 +334,5 @@ class ModelFileManager:
|
||||
|
||||
return [{"name": f, "pathIndex": pathIndex} for f in result], dirs, time.perf_counter()
|
||||
|
||||
def get_model_previews(self, filepath: str) -> list[str | BytesIO]:
|
||||
dirname = os.path.dirname(filepath)
|
||||
|
||||
if not os.path.exists(dirname):
|
||||
return []
|
||||
|
||||
basename = os.path.splitext(filepath)[0]
|
||||
match_files = glob.glob(f"{basename}.*", recursive=False)
|
||||
image_files = filter_files_content_types(match_files, "image")
|
||||
safetensors_file = next(filter(lambda x: x.endswith(".safetensors"), match_files), None)
|
||||
safetensors_metadata = {}
|
||||
|
||||
result: list[str | BytesIO] = []
|
||||
|
||||
for filename in image_files:
|
||||
_basename = os.path.splitext(filename)[0]
|
||||
if _basename == basename:
|
||||
result.append(filename)
|
||||
if _basename == f"{basename}.preview":
|
||||
result.append(filename)
|
||||
|
||||
if safetensors_file:
|
||||
safetensors_filepath = os.path.join(dirname, safetensors_file)
|
||||
header = comfy.utils.safetensors_header(safetensors_filepath, max_size=8*1024*1024)
|
||||
if header:
|
||||
safetensors_metadata = json.loads(header)
|
||||
safetensors_images = safetensors_metadata.get("__metadata__", {}).get("ssmd_cover_images", None)
|
||||
if safetensors_images:
|
||||
safetensors_images = json.loads(safetensors_images)
|
||||
for image in safetensors_images:
|
||||
result.append(BytesIO(base64.b64decode(image)))
|
||||
|
||||
return result
|
||||
|
||||
def __exit__(self, exc_type, exc_value, traceback):
|
||||
self.clear_cache()
|
||||
|
263
app/model_processor.py
Normal file
263
app/model_processor.py
Normal file
@ -0,0 +1,263 @@
|
||||
import base64
|
||||
from datetime import datetime
|
||||
import glob
|
||||
import hashlib
|
||||
from io import BytesIO
|
||||
import json
|
||||
import logging
|
||||
import os
|
||||
import threading
|
||||
import time
|
||||
import comfy.utils
|
||||
from app.database.models import Model
|
||||
from app.database.db import create_session
|
||||
from comfy.cli_args import args
|
||||
from folder_paths import (
|
||||
filter_files_content_types,
|
||||
get_full_path,
|
||||
folder_names_and_paths,
|
||||
get_filename_list,
|
||||
)
|
||||
from PIL import Image
|
||||
from urllib import request
|
||||
|
||||
|
||||
def get_model_previews(
|
||||
filepath: str, check_metadata: bool = True
|
||||
) -> list[str | BytesIO]:
|
||||
dirname = os.path.dirname(filepath)
|
||||
|
||||
if not os.path.exists(dirname):
|
||||
return []
|
||||
|
||||
basename = os.path.splitext(filepath)[0]
|
||||
match_files = glob.glob(f"{basename}.*", recursive=False)
|
||||
image_files = filter_files_content_types(match_files, "image")
|
||||
|
||||
result: list[str | BytesIO] = []
|
||||
|
||||
for filename in image_files:
|
||||
_basename = os.path.splitext(filename)[0]
|
||||
if _basename == basename:
|
||||
result.append(filename)
|
||||
if _basename == f"{basename}.preview":
|
||||
result.append(filename)
|
||||
|
||||
if not check_metadata:
|
||||
return result
|
||||
|
||||
safetensors_file = next(
|
||||
filter(lambda x: x.endswith(".safetensors"), match_files), None
|
||||
)
|
||||
safetensors_metadata = {}
|
||||
|
||||
if safetensors_file:
|
||||
safetensors_filepath = os.path.join(dirname, safetensors_file)
|
||||
header = comfy.utils.safetensors_header(
|
||||
safetensors_filepath, max_size=8 * 1024 * 1024
|
||||
)
|
||||
if header:
|
||||
safetensors_metadata = json.loads(header)
|
||||
safetensors_images = safetensors_metadata.get("__metadata__", {}).get(
|
||||
"ssmd_cover_images", None
|
||||
)
|
||||
if safetensors_images:
|
||||
safetensors_images = json.loads(safetensors_images)
|
||||
for image in safetensors_images:
|
||||
result.append(BytesIO(base64.b64decode(image)))
|
||||
|
||||
return result
|
||||
|
||||
|
||||
class ModelProcessor:
|
||||
def __init__(self):
|
||||
self._thread = None
|
||||
self._lock = threading.Lock()
|
||||
self._run = False
|
||||
self.missing_models = []
|
||||
|
||||
def run(self):
|
||||
if args.disable_model_processing:
|
||||
return
|
||||
|
||||
if self._thread is None:
|
||||
# Lock to prevent multiple threads from starting
|
||||
with self._lock:
|
||||
self._run = True
|
||||
if self._thread is None:
|
||||
self._thread = threading.Thread(target=self._process_models)
|
||||
self._thread.daemon = True
|
||||
self._thread.start()
|
||||
|
||||
def populate_models(self, session):
|
||||
# Ensure database state matches filesystem
|
||||
|
||||
existing_models = session.query(Model).all()
|
||||
|
||||
for folder_name in folder_names_and_paths.keys():
|
||||
if folder_name == "custom_nodes" or folder_name == "configs":
|
||||
continue
|
||||
seen = set()
|
||||
files = get_filename_list(folder_name)
|
||||
|
||||
for file in files:
|
||||
if file in seen:
|
||||
logging.warning(f"Skipping duplicate named model: {file}")
|
||||
continue
|
||||
seen.add(file)
|
||||
|
||||
existing_model = None
|
||||
for model in existing_models:
|
||||
if model.path == file and model.type == folder_name:
|
||||
existing_model = model
|
||||
break
|
||||
|
||||
if existing_model:
|
||||
# Model already exists in db, remove from list and skip
|
||||
existing_models.remove(existing_model)
|
||||
continue
|
||||
|
||||
file_path = get_full_path(folder_name, file)
|
||||
|
||||
model = Model(
|
||||
path=file,
|
||||
type=folder_name,
|
||||
date_added=datetime.fromtimestamp(os.path.getctime(file_path)),
|
||||
)
|
||||
session.add(model)
|
||||
|
||||
for model in existing_models:
|
||||
if not get_full_path(model.type, model.path):
|
||||
logging.warning(f"Model {model.path} not found")
|
||||
self.missing_models.append({"type": model.type, "path": model.path})
|
||||
|
||||
session.commit()
|
||||
|
||||
def _get_models(self, session):
|
||||
models = session.query(Model).filter(Model.hash == None).all()
|
||||
return models
|
||||
|
||||
def _process_file(self, model_path):
|
||||
is_safetensors = model_path.endswith(".safetensors")
|
||||
metadata = {}
|
||||
h = hashlib.sha256()
|
||||
|
||||
with open(model_path, "rb", buffering=0) as f:
|
||||
if is_safetensors:
|
||||
# Read header length (8 bytes)
|
||||
header_size_bytes = f.read(8)
|
||||
header_len = int.from_bytes(header_size_bytes, "little")
|
||||
h.update(header_size_bytes)
|
||||
|
||||
# Read header
|
||||
header_bytes = f.read(header_len)
|
||||
h.update(header_bytes)
|
||||
try:
|
||||
metadata = json.loads(header_bytes)
|
||||
except json.JSONDecodeError:
|
||||
pass
|
||||
|
||||
# Read rest of file
|
||||
b = bytearray(128 * 1024)
|
||||
mv = memoryview(b)
|
||||
while n := f.readinto(mv):
|
||||
h.update(mv[:n])
|
||||
|
||||
return h.hexdigest(), metadata
|
||||
|
||||
def _populate_info(self, model, metadata):
|
||||
model.title = metadata.get("modelspec.title", None)
|
||||
model.description = metadata.get("modelspec.description", None)
|
||||
model.architecture = metadata.get("modelspec.architecture", None)
|
||||
|
||||
def _extract_image(self, model_path, metadata):
|
||||
# check if image already exists
|
||||
if len(get_model_previews(model_path, check_metadata=False)) > 0:
|
||||
return
|
||||
|
||||
image_path = os.path.splitext(model_path)[0] + ".webp"
|
||||
if os.path.exists(image_path):
|
||||
return
|
||||
|
||||
cover_images = metadata.get("ssmd_cover_images", None)
|
||||
image = None
|
||||
if cover_images:
|
||||
try:
|
||||
cover_images = json.loads(cover_images)
|
||||
if len(cover_images) > 0:
|
||||
image_data = cover_images[0]
|
||||
image = Image.open(BytesIO(base64.b64decode(image_data)))
|
||||
except Exception as e:
|
||||
logging.warning(
|
||||
f"Error extracting cover image for model {model_path}: {e}"
|
||||
)
|
||||
|
||||
if not image:
|
||||
thumbnail = metadata.get("modelspec.thumbnail", None)
|
||||
if thumbnail:
|
||||
try:
|
||||
response = request.urlopen(thumbnail)
|
||||
image = Image.open(response)
|
||||
except Exception as e:
|
||||
logging.warning(
|
||||
f"Error extracting thumbnail for model {model_path}: {e}"
|
||||
)
|
||||
|
||||
if image:
|
||||
image.thumbnail((512, 512))
|
||||
image.save(image_path)
|
||||
image.close()
|
||||
|
||||
def _process_models(self):
|
||||
with create_session() as session:
|
||||
checked = set()
|
||||
self.populate_models(session)
|
||||
|
||||
while self._run:
|
||||
self._run = False
|
||||
|
||||
models = self._get_models(session)
|
||||
|
||||
if len(models) == 0:
|
||||
break
|
||||
|
||||
for model in models:
|
||||
# prevent looping on the same model if it crashes
|
||||
if model.path in checked:
|
||||
continue
|
||||
|
||||
checked.add(model.path)
|
||||
|
||||
try:
|
||||
time.sleep(0)
|
||||
now = time.time()
|
||||
model_path = get_full_path(model.type, model.path)
|
||||
|
||||
if not model_path:
|
||||
logging.warning(f"Model {model.path} not found")
|
||||
self.missing_models.append(model.path)
|
||||
continue
|
||||
|
||||
logging.debug(f"Processing model {model_path}")
|
||||
hash, header = self._process_file(model_path)
|
||||
logging.debug(
|
||||
f"Processed model {model_path} in {time.time() - now} seconds"
|
||||
)
|
||||
model.hash = hash
|
||||
|
||||
if header:
|
||||
metadata = header.get("__metadata__", None)
|
||||
|
||||
if metadata:
|
||||
self._populate_info(model, metadata)
|
||||
self._extract_image(model_path, metadata)
|
||||
|
||||
session.commit()
|
||||
except Exception as e:
|
||||
logging.error(f"Error processing model {model.path}: {e}")
|
||||
|
||||
with self._lock:
|
||||
self._thread = None
|
||||
|
||||
|
||||
model_processor = ModelProcessor()
|
@ -178,6 +178,12 @@ parser.add_argument(
|
||||
|
||||
parser.add_argument("--user-directory", type=is_valid_directory, default=None, help="Set the ComfyUI user directory with an absolute path.")
|
||||
|
||||
database_default_path = os.path.abspath(
|
||||
os.path.join(os.path.dirname(__file__), "..", "user", "comfyui.db")
|
||||
)
|
||||
parser.add_argument("--database-url", type=str, default=f"sqlite:///{database_default_path}", help="Specify the database URL, e.g. for an in-memory database you can use 'sqlite:///:memory:'.")
|
||||
parser.add_argument("--disable-model-processing", action="store_true", help="Disable model file processing, e.g. computing hashes and extracting metadata.")
|
||||
|
||||
if comfy.options.args_parsing:
|
||||
args = parser.parse_args()
|
||||
else:
|
||||
|
6
main.py
6
main.py
@ -138,6 +138,8 @@ import server
|
||||
from server import BinaryEventTypes
|
||||
import nodes
|
||||
import comfy.model_management
|
||||
from app.database.db import init_db
|
||||
from app.model_processor import model_processor
|
||||
|
||||
def cuda_malloc_warning():
|
||||
device = comfy.model_management.get_torch_device()
|
||||
@ -262,6 +264,7 @@ def start_comfyui(asyncio_loop=None):
|
||||
|
||||
cuda_malloc_warning()
|
||||
|
||||
init_db()
|
||||
prompt_server.add_routes()
|
||||
hijack_progress(prompt_server)
|
||||
|
||||
@ -269,6 +272,9 @@ def start_comfyui(asyncio_loop=None):
|
||||
|
||||
if args.quick_test_for_ci:
|
||||
exit(0)
|
||||
|
||||
# Scan for changed model files and update db
|
||||
model_processor.run()
|
||||
|
||||
os.makedirs(folder_paths.get_temp_directory(), exist_ok=True)
|
||||
call_on_start = None
|
||||
|
@ -13,6 +13,8 @@ Pillow
|
||||
scipy
|
||||
tqdm
|
||||
psutil
|
||||
alembic
|
||||
SQLAlchemy
|
||||
|
||||
#non essential dependencies:
|
||||
kornia>=0.7.1
|
||||
|
@ -7,11 +7,33 @@ from PIL import Image
|
||||
from aiohttp import web
|
||||
from unittest.mock import patch
|
||||
from app.model_manager import ModelFileManager
|
||||
from app.database.models import Base, Model, Tag
|
||||
from comfy.cli_args import args
|
||||
from sqlalchemy import create_engine
|
||||
from sqlalchemy.orm import sessionmaker
|
||||
|
||||
pytestmark = (
|
||||
pytest.mark.asyncio
|
||||
) # This applies the asyncio mark to all test functions in the module
|
||||
|
||||
@pytest.fixture
|
||||
def session():
|
||||
# Configure in-memory database
|
||||
args.database_url = "sqlite:///:memory:"
|
||||
|
||||
# Create engine and session factory
|
||||
engine = create_engine(args.database_url)
|
||||
Session = sessionmaker(bind=engine)
|
||||
|
||||
# Create all tables
|
||||
Base.metadata.create_all(engine)
|
||||
|
||||
# Patch Session factory
|
||||
with patch('app.database.db.Session', Session):
|
||||
yield Session()
|
||||
|
||||
Base.metadata.drop_all(engine)
|
||||
|
||||
@pytest.fixture
|
||||
def model_manager():
|
||||
return ModelFileManager()
|
||||
@ -60,3 +82,287 @@ async def test_get_model_preview_safetensors(aiohttp_client, app, tmp_path):
|
||||
|
||||
# Clean up
|
||||
img.close()
|
||||
|
||||
async def test_get_models(aiohttp_client, app, session):
|
||||
tag = Tag(name='test_tag')
|
||||
model = Model(
|
||||
type='checkpoints',
|
||||
path='model1.safetensors',
|
||||
title='Test Model'
|
||||
)
|
||||
model.tags.append(tag)
|
||||
session.add(tag)
|
||||
session.add(model)
|
||||
session.commit()
|
||||
|
||||
client = await aiohttp_client(app)
|
||||
resp = await client.get('/v2/models')
|
||||
assert resp.status == 200
|
||||
data = await resp.json()
|
||||
assert len(data) == 1
|
||||
assert data[0]['path'] == 'model1.safetensors'
|
||||
assert len(data[0]['tags']) == 1
|
||||
assert data[0]['tags'][0]['name'] == 'test_tag'
|
||||
|
||||
async def test_add_model(aiohttp_client, app, session):
|
||||
tag = Tag(name='test_tag')
|
||||
session.add(tag)
|
||||
session.commit()
|
||||
tag_id = tag.id
|
||||
|
||||
with patch('app.model_manager.model_processor') as mock_processor:
|
||||
with patch('app.model_manager.get_full_path', return_value='/checkpoints/model1.safetensors'):
|
||||
client = await aiohttp_client(app)
|
||||
resp = await client.post('/v2/models', json={
|
||||
'type': 'checkpoints',
|
||||
'path': 'model1.safetensors',
|
||||
'title': 'Test Model',
|
||||
'tags': [tag_id]
|
||||
})
|
||||
|
||||
assert resp.status == 200
|
||||
data = await resp.json()
|
||||
assert data['path'] == 'model1.safetensors'
|
||||
assert len(data['tags']) == 1
|
||||
assert data['tags'][0]['name'] == 'test_tag'
|
||||
|
||||
# Ensure that models are re-processed after adding
|
||||
mock_processor.run.assert_called_once()
|
||||
|
||||
async def test_delete_model(aiohttp_client, app, session):
|
||||
model = Model(
|
||||
type='checkpoints',
|
||||
path='model1.safetensors',
|
||||
title='Test Model'
|
||||
)
|
||||
session.add(model)
|
||||
session.commit()
|
||||
|
||||
with patch('app.model_manager.get_full_path', return_value=None):
|
||||
client = await aiohttp_client(app)
|
||||
resp = await client.delete('/v2/models?type=checkpoints&path=model1.safetensors')
|
||||
assert resp.status == 204
|
||||
|
||||
# Verify model was deleted
|
||||
model = session.query(Model).first()
|
||||
assert model is None
|
||||
|
||||
async def test_delete_model_file_exists(aiohttp_client, app, session):
|
||||
model = Model(
|
||||
type='checkpoints',
|
||||
path='model1.safetensors',
|
||||
title='Test Model'
|
||||
)
|
||||
session.add(model)
|
||||
session.commit()
|
||||
|
||||
with patch('app.model_manager.get_full_path', return_value='/checkpoints/model1.safetensors'):
|
||||
client = await aiohttp_client(app)
|
||||
resp = await client.delete('/v2/models?type=checkpoints&path=model1.safetensors')
|
||||
assert resp.status == 400
|
||||
|
||||
data = await resp.json()
|
||||
assert "file exists" in data["error"].lower()
|
||||
|
||||
# Verify model was not deleted
|
||||
model = session.query(Model).first()
|
||||
assert model is not None
|
||||
assert model.path == 'model1.safetensors'
|
||||
|
||||
async def test_get_tags(aiohttp_client, app, session):
|
||||
tags = [Tag(name='tag1'), Tag(name='tag2')]
|
||||
for tag in tags:
|
||||
session.add(tag)
|
||||
session.commit()
|
||||
|
||||
client = await aiohttp_client(app)
|
||||
resp = await client.get('/v2/tags')
|
||||
assert resp.status == 200
|
||||
data = await resp.json()
|
||||
assert len(data) == 2
|
||||
assert {t['name'] for t in data} == {'tag1', 'tag2'}
|
||||
|
||||
async def test_create_tag(aiohttp_client, app, session):
|
||||
client = await aiohttp_client(app)
|
||||
resp = await client.post('/v2/tags', json={'name': 'new_tag'})
|
||||
assert resp.status == 200
|
||||
data = await resp.json()
|
||||
assert data['name'] == 'new_tag'
|
||||
|
||||
# Verify tag was created
|
||||
tag = session.query(Tag).first()
|
||||
assert tag.name == 'new_tag'
|
||||
|
||||
async def test_delete_tag(aiohttp_client, app, session):
|
||||
tag = Tag(name='test_tag')
|
||||
session.add(tag)
|
||||
session.commit()
|
||||
tag_id = tag.id
|
||||
|
||||
client = await aiohttp_client(app)
|
||||
resp = await client.delete(f'/v2/tags?id={tag_id}')
|
||||
assert resp.status == 204
|
||||
|
||||
# Verify tag was deleted
|
||||
tag = session.query(Tag).first()
|
||||
assert tag is None
|
||||
|
||||
async def test_add_model_tag(aiohttp_client, app, session):
|
||||
tag = Tag(name='test_tag')
|
||||
model = Model(
|
||||
type='checkpoints',
|
||||
path='model1.safetensors',
|
||||
title='Test Model'
|
||||
)
|
||||
session.add(tag)
|
||||
session.add(model)
|
||||
session.commit()
|
||||
tag_id = tag.id
|
||||
|
||||
client = await aiohttp_client(app)
|
||||
resp = await client.post('/v2/models/tags', json={
|
||||
'tag': tag_id,
|
||||
'type': 'checkpoints',
|
||||
'path': 'model1.safetensors'
|
||||
})
|
||||
assert resp.status == 200
|
||||
data = await resp.json()
|
||||
assert len(data['tags']) == 1
|
||||
assert data['tags'][0]['name'] == 'test_tag'
|
||||
|
||||
async def test_delete_model_tag(aiohttp_client, app, session):
|
||||
tag = Tag(name='test_tag')
|
||||
model = Model(
|
||||
type='checkpoints',
|
||||
path='model1.safetensors',
|
||||
title='Test Model'
|
||||
)
|
||||
model.tags.append(tag)
|
||||
session.add(tag)
|
||||
session.add(model)
|
||||
session.commit()
|
||||
tag_id = tag.id
|
||||
|
||||
client = await aiohttp_client(app)
|
||||
resp = await client.delete(f'/v2/models/tags?tag={tag_id}&type=checkpoints&path=model1.safetensors')
|
||||
assert resp.status == 204
|
||||
|
||||
# Verify tag was removed
|
||||
model = session.query(Model).first()
|
||||
assert len(model.tags) == 0
|
||||
|
||||
async def test_add_model_duplicate(aiohttp_client, app, session):
|
||||
model = Model(
|
||||
type='checkpoints',
|
||||
path='model1.safetensors',
|
||||
title='Test Model'
|
||||
)
|
||||
session.add(model)
|
||||
session.commit()
|
||||
|
||||
with patch('app.model_manager.get_full_path', return_value='/checkpoints/model1.safetensors'):
|
||||
client = await aiohttp_client(app)
|
||||
resp = await client.post('/v2/models', json={
|
||||
'type': 'checkpoints',
|
||||
'path': 'model1.safetensors',
|
||||
'title': 'Duplicate Model'
|
||||
})
|
||||
assert resp.status == 400
|
||||
|
||||
async def test_add_model_missing_fields(aiohttp_client, app, session):
|
||||
client = await aiohttp_client(app)
|
||||
resp = await client.post('/v2/models', json={})
|
||||
assert resp.status == 400
|
||||
|
||||
async def test_add_tag_missing_name(aiohttp_client, app, session):
|
||||
client = await aiohttp_client(app)
|
||||
resp = await client.post('/v2/tags', json={})
|
||||
assert resp.status == 400
|
||||
|
||||
async def test_delete_model_not_found(aiohttp_client, app, session):
|
||||
client = await aiohttp_client(app)
|
||||
resp = await client.delete('/v2/models?type=checkpoints&path=nonexistent.safetensors')
|
||||
assert resp.status == 404
|
||||
|
||||
async def test_delete_tag_not_found(aiohttp_client, app, session):
|
||||
client = await aiohttp_client(app)
|
||||
resp = await client.delete('/v2/tags?id=999')
|
||||
assert resp.status == 404
|
||||
|
||||
async def test_add_model_missing_path(aiohttp_client, app, session):
|
||||
client = await aiohttp_client(app)
|
||||
resp = await client.post('/v2/models', json={
|
||||
'type': 'checkpoints',
|
||||
'title': 'Test Model'
|
||||
})
|
||||
assert resp.status == 400
|
||||
data = await resp.json()
|
||||
assert "path" in data["error"].lower()
|
||||
|
||||
async def test_add_model_invalid_field(aiohttp_client, app, session):
|
||||
client = await aiohttp_client(app)
|
||||
resp = await client.post('/v2/models', json={
|
||||
'type': 'checkpoints',
|
||||
'path': 'model1.safetensors',
|
||||
'invalid_field': 'some value'
|
||||
})
|
||||
assert resp.status == 400
|
||||
data = await resp.json()
|
||||
assert "invalid field" in data["error"].lower()
|
||||
|
||||
async def test_add_model_nonexistent_file(aiohttp_client, app, session):
|
||||
with patch('app.model_manager.get_full_path', return_value=None):
|
||||
client = await aiohttp_client(app)
|
||||
resp = await client.post('/v2/models', json={
|
||||
'type': 'checkpoints',
|
||||
'path': 'nonexistent.safetensors'
|
||||
})
|
||||
assert resp.status == 404
|
||||
data = await resp.json()
|
||||
assert "file" in data["error"].lower()
|
||||
|
||||
async def test_add_model_invalid_tag(aiohttp_client, app, session):
|
||||
with patch('app.model_manager.get_full_path', return_value='/checkpoints/model1.safetensors'):
|
||||
client = await aiohttp_client(app)
|
||||
resp = await client.post('/v2/models', json={
|
||||
'type': 'checkpoints',
|
||||
'path': 'model1.safetensors',
|
||||
'tags': [999] # Non-existent tag ID
|
||||
})
|
||||
assert resp.status == 404
|
||||
data = await resp.json()
|
||||
assert "tag" in data["error"].lower()
|
||||
|
||||
async def test_add_tag_to_nonexistent_model(aiohttp_client, app, session):
|
||||
# Create a tag but no model
|
||||
tag = Tag(name='test_tag')
|
||||
session.add(tag)
|
||||
session.commit()
|
||||
tag_id = tag.id
|
||||
|
||||
client = await aiohttp_client(app)
|
||||
resp = await client.post('/v2/models/tags', json={
|
||||
'tag': tag_id,
|
||||
'type': 'checkpoints',
|
||||
'path': 'nonexistent.safetensors'
|
||||
})
|
||||
assert resp.status == 404
|
||||
data = await resp.json()
|
||||
assert "model" in data["error"].lower()
|
||||
|
||||
async def test_delete_model_tag_invalid_tag_id(aiohttp_client, app, session):
|
||||
# Create a model first
|
||||
model = Model(
|
||||
type='checkpoints',
|
||||
path='model1.safetensors',
|
||||
title='Test Model'
|
||||
)
|
||||
session.add(model)
|
||||
session.commit()
|
||||
|
||||
client = await aiohttp_client(app)
|
||||
resp = await client.delete('/v2/models/tags?tag=not_a_number&type=checkpoint&path=model1.safetensors')
|
||||
assert resp.status == 400
|
||||
data = await resp.json()
|
||||
assert "invalid tag id" in data["error"].lower()
|
||||
|
||||
|
12
utils/web.py
Normal file
12
utils/web.py
Normal file
@ -0,0 +1,12 @@
|
||||
import json
|
||||
from datetime import datetime
|
||||
|
||||
|
||||
class DateTimeEncoder(json.JSONEncoder):
|
||||
def default(self, obj):
|
||||
if isinstance(obj, datetime):
|
||||
return obj.isoformat()
|
||||
return super().default(obj)
|
||||
|
||||
|
||||
dumps = DateTimeEncoder().encode
|
Loading…
Reference in New Issue
Block a user