mirror of
https://github.com/comfyanonymous/ComfyUI.git
synced 2025-06-09 13:02:08 +08:00
Implement database & model hashing
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84
alembic.ini
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84
alembic.ini
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@ -0,0 +1,84 @@
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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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4
alembic_db/README.md
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4
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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69
alembic_db/env.py
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69
alembic_db/env.py
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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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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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34
alembic_db/versions/565b08122d00_init.py
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34
alembic_db/versions/565b08122d00_init.py
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"""init
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Revision ID: 565b08122d00
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Revises:
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Create Date: 2025-05-29 19:15:56.230322
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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 = '565b08122d00'
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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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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('hash', 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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def downgrade() -> None:
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"""Downgrade schema."""
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op.drop_table('model')
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90
app/database/db.py
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90
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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from utils.install_util import get_missing_requirements_message
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from comfy.cli_args import args
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Session = None
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def can_create_session():
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return Session is not None
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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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logging.error(get_missing_requirements_message())
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raise e
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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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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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def create_session():
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return Session()
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50
app/database/models.py
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50
app/database/models.py
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from sqlalchemy import (
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Column,
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Text,
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DateTime,
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)
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from sqlalchemy.orm import 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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class Model(Base):
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"""
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SQLAlchemy model representing a model file in the system.
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This class defines the database schema for storing information about model files,
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including their type, path, hash, and when they were added to the system.
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Attributes:
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type (Text): The type of the model, this is the name of the folder in the models folder (primary key)
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path (Text): The file path of the model relative to the type folder (primary key)
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hash (Text): A sha256 hash of the model file
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date_added (DateTime): Timestamp of when the model was added to the system
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"""
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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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hash = Column(Text)
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date_added = Column(DateTime, server_default=func.now())
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def to_dict(self):
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"""
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Convert the model instance to a dictionary representation.
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Returns:
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dict: A dictionary containing the attributes of the model
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"""
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dict = to_dict(self)
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return dict
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@ -16,26 +16,15 @@ from importlib.metadata import version
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import requests
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from typing_extensions import NotRequired
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from utils.install_util import get_missing_requirements_message, requirements_path
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from comfy.cli_args import DEFAULT_VERSION_STRING
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import app.logger
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# The path to the requirements.txt file
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req_path = Path(__file__).parents[1] / "requirements.txt"
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def frontend_install_warning_message():
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"""The warning message to display when the frontend version is not up to date."""
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extra = ""
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if sys.flags.no_user_site:
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extra = "-s "
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return f"""
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Please install the updated requirements.txt file by running:
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{sys.executable} {extra}-m pip install -r {req_path}
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{get_missing_requirements_message()}
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This error is happening because the ComfyUI frontend is no longer shipped as part of the main repo but as a pip package instead.
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If you are on the portable package you can run: update\\update_comfyui.bat to solve this problem
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""".strip()
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@ -48,7 +37,7 @@ def check_frontend_version():
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try:
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frontend_version_str = version("comfyui-frontend-package")
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frontend_version = parse_version(frontend_version_str)
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with open(req_path, "r", encoding="utf-8") as f:
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with open(requirements_path, "r", encoding="utf-8") as f:
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required_frontend = parse_version(f.readline().split("=")[-1])
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if frontend_version < required_frontend:
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app.logger.log_startup_warning(
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@ -162,10 +151,30 @@ def download_release_asset_zip(release: Release, destination_path: str) -> None:
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class FrontendManager:
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"""
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A class to manage ComfyUI frontend versions and installations.
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This class handles the initialization and management of different frontend versions,
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including the default frontend from the pip package and custom frontend versions
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from GitHub repositories.
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Attributes:
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CUSTOM_FRONTENDS_ROOT (str): The root directory where custom frontend versions are stored.
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"""
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CUSTOM_FRONTENDS_ROOT = str(Path(__file__).parents[1] / "web_custom_versions")
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@classmethod
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def default_frontend_path(cls) -> str:
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"""
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Get the path to the default frontend installation from the pip package.
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Returns:
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str: The path to the default frontend static files.
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Raises:
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SystemExit: If the comfyui-frontend-package is not installed.
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"""
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try:
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import comfyui_frontend_package
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@ -186,6 +195,15 @@ comfyui-frontend-package is not installed.
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@classmethod
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def templates_path(cls) -> str:
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"""
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Get the path to the workflow templates.
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Returns:
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str: The path to the workflow templates directory.
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Raises:
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SystemExit: If the comfyui-workflow-templates package is not installed.
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"""
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try:
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import comfyui_workflow_templates
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@ -221,12 +239,17 @@ comfyui-workflow-templates is not installed.
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@classmethod
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def parse_version_string(cls, value: str) -> tuple[str, str, str]:
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"""
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Parse a version string into its components.
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The version string should be in the format: 'owner/repo@version'
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where version can be either a semantic version (v1.2.3) or 'latest'.
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Args:
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value (str): The version string to parse.
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Returns:
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tuple[str, str]: A tuple containing provider name and version.
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tuple[str, str, str]: A tuple containing (owner, repo, version).
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Raises:
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argparse.ArgumentTypeError: If the version string is invalid.
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"""
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@ -242,18 +265,22 @@ comfyui-workflow-templates is not installed.
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cls, version_string: str, provider: Optional[FrontEndProvider] = None
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) -> str:
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"""
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Initializes the frontend for the specified version.
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Initialize a frontend version without error handling.
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This method attempts to initialize a specific frontend version, either from
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the default pip package or from a custom GitHub repository. It will download
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and extract the frontend files if necessary.
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Args:
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version_string (str): The version string.
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provider (FrontEndProvider, optional): The provider to use. Defaults to None.
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version_string (str): The version string specifying which frontend to use.
|
||||
provider (FrontEndProvider, optional): The provider to use for custom frontends.
|
||||
|
||||
Returns:
|
||||
str: The path to the initialized frontend.
|
||||
|
||||
|
||||
Raises:
|
||||
Exception: If there is an error during the initialization process.
|
||||
main error source might be request timeout or invalid URL.
|
||||
Exception: If there is an error during initialization (e.g., network timeout,
|
||||
invalid URL, or missing assets).
|
||||
"""
|
||||
if version_string == DEFAULT_VERSION_STRING:
|
||||
check_frontend_version()
|
||||
@ -305,13 +332,17 @@ comfyui-workflow-templates is not installed.
|
||||
@classmethod
|
||||
def init_frontend(cls, version_string: str) -> str:
|
||||
"""
|
||||
Initializes the frontend with the specified version string.
|
||||
|
||||
Initialize a frontend version with error handling.
|
||||
|
||||
This is the main method to initialize a frontend version. It wraps init_frontend_unsafe
|
||||
with error handling, falling back to the default frontend if initialization fails.
|
||||
|
||||
Args:
|
||||
version_string (str): The version string to initialize the frontend with.
|
||||
|
||||
version_string (str): The version string specifying which frontend to use.
|
||||
|
||||
Returns:
|
||||
str: The path of the initialized frontend.
|
||||
str: The path to the initialized frontend. If initialization fails,
|
||||
returns the path to the default frontend.
|
||||
"""
|
||||
try:
|
||||
return cls.init_frontend_unsafe(version_string)
|
||||
|
122
app/model_processor.py
Normal file
122
app/model_processor.py
Normal file
@ -0,0 +1,122 @@
|
||||
import hashlib
|
||||
import os
|
||||
import logging
|
||||
import time
|
||||
from app.database.models import Model
|
||||
from app.database.db import create_session
|
||||
from folder_paths import get_relative_path
|
||||
|
||||
|
||||
class ModelProcessor:
|
||||
def _validate_path(self, model_path):
|
||||
try:
|
||||
if not os.path.exists(model_path):
|
||||
logging.error(f"Model file not found: {model_path}")
|
||||
return None
|
||||
|
||||
result = get_relative_path(model_path)
|
||||
if not result:
|
||||
logging.error(
|
||||
f"Model file not in a recognized model directory: {model_path}"
|
||||
)
|
||||
return None
|
||||
|
||||
return result
|
||||
except Exception as e:
|
||||
logging.error(f"Error validating model path {model_path}: {str(e)}")
|
||||
return None
|
||||
|
||||
def _hash_file(self, model_path):
|
||||
try:
|
||||
h = hashlib.sha256()
|
||||
with open(model_path, "rb", buffering=0) as f:
|
||||
b = bytearray(128 * 1024)
|
||||
mv = memoryview(b)
|
||||
while n := f.readinto(mv):
|
||||
h.update(mv[:n])
|
||||
return h.hexdigest()
|
||||
except Exception as e:
|
||||
logging.error(f"Error hashing file {model_path}: {str(e)}")
|
||||
return None
|
||||
|
||||
def _get_existing_model(self, session, model_type, model_relative_path):
|
||||
return (
|
||||
session.query(Model)
|
||||
.filter(Model.type == model_type)
|
||||
.filter(Model.path == model_relative_path)
|
||||
.first()
|
||||
)
|
||||
|
||||
def _update_database(
|
||||
self, session, model_type, model_relative_path, model_hash, model=None
|
||||
):
|
||||
try:
|
||||
if not model:
|
||||
model = self._get_existing_model(
|
||||
session, model_type, model_relative_path
|
||||
)
|
||||
|
||||
if not model:
|
||||
model = Model(
|
||||
path=model_relative_path,
|
||||
type=model_type,
|
||||
)
|
||||
session.add(model)
|
||||
|
||||
model.hash = model_hash
|
||||
session.commit()
|
||||
return model
|
||||
except Exception as e:
|
||||
logging.error(
|
||||
f"Error updating database for {model_relative_path}: {str(e)}"
|
||||
)
|
||||
|
||||
def process_file(self, model_path):
|
||||
try:
|
||||
result = self._validate_path(model_path)
|
||||
if not result:
|
||||
return
|
||||
model_type, model_relative_path = result
|
||||
|
||||
with create_session() as session:
|
||||
existing_model = self._get_existing_model(
|
||||
session, model_type, model_relative_path
|
||||
)
|
||||
if existing_model and existing_model.hash:
|
||||
# File exists with hash, no need to process
|
||||
return existing_model
|
||||
|
||||
start_time = time.time()
|
||||
logging.info(f"Hashing model {model_relative_path}")
|
||||
model_hash = self._hash_file(model_path)
|
||||
if not model_hash:
|
||||
return
|
||||
logging.info(
|
||||
f"Model hash: {model_hash} (duration: {time.time() - start_time} seconds)"
|
||||
)
|
||||
|
||||
return self._update_database(session, model_type, model_relative_path, model_hash)
|
||||
except Exception as e:
|
||||
logging.error(f"Error processing model file {model_path}: {str(e)}")
|
||||
|
||||
def retrieve_hash(self, model_path, model_type=None):
|
||||
try:
|
||||
if model_type is not None:
|
||||
result = self._validate_path(model_path)
|
||||
if not result:
|
||||
return None
|
||||
model_type, model_relative_path = result
|
||||
|
||||
with create_session() as session:
|
||||
model = self._get_existing_model(
|
||||
session, model_type, model_relative_path
|
||||
)
|
||||
if model and model.hash:
|
||||
return model.hash
|
||||
return None
|
||||
except Exception as e:
|
||||
logging.error(f"Error retrieving hash for {model_path}: {str(e)}")
|
||||
return None
|
||||
|
||||
|
||||
model_processor = ModelProcessor()
|
@ -203,6 +203,12 @@ parser.add_argument(
|
||||
help="Set the base URL for the ComfyUI API. (default: https://api.comfy.org)",
|
||||
)
|
||||
|
||||
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:
|
||||
|
@ -20,6 +20,7 @@
|
||||
import torch
|
||||
import math
|
||||
import struct
|
||||
from app.model_processor import model_processor
|
||||
import comfy.checkpoint_pickle
|
||||
import safetensors.torch
|
||||
import numpy as np
|
||||
@ -53,6 +54,9 @@ def load_torch_file(ckpt, safe_load=False, device=None, return_metadata=False):
|
||||
if device is None:
|
||||
device = torch.device("cpu")
|
||||
metadata = None
|
||||
|
||||
model_processor.process_file(ckpt)
|
||||
|
||||
if ckpt.lower().endswith(".safetensors") or ckpt.lower().endswith(".sft"):
|
||||
try:
|
||||
with safetensors.safe_open(ckpt, framework="pt", device=device.type) as f:
|
||||
|
@ -299,6 +299,27 @@ def get_full_path_or_raise(folder_name: str, filename: str) -> str:
|
||||
return full_path
|
||||
|
||||
|
||||
def get_relative_path(full_path: str) -> tuple[str, str] | None:
|
||||
"""Convert a full path back to a type-relative path.
|
||||
|
||||
Args:
|
||||
full_path: The full path to the file
|
||||
|
||||
Returns:
|
||||
tuple[str, str] | None: A tuple of (model_type, relative_path) if found, None otherwise
|
||||
"""
|
||||
global folder_names_and_paths
|
||||
full_path = os.path.normpath(full_path)
|
||||
|
||||
for model_type, (paths, _) in folder_names_and_paths.items():
|
||||
for base_path in paths:
|
||||
base_path = os.path.normpath(base_path)
|
||||
if full_path.startswith(base_path):
|
||||
relative_path = os.path.relpath(full_path, base_path)
|
||||
return model_type, relative_path
|
||||
|
||||
return None
|
||||
|
||||
def get_filename_list_(folder_name: str) -> tuple[list[str], dict[str, float], float]:
|
||||
folder_name = map_legacy(folder_name)
|
||||
global folder_names_and_paths
|
||||
|
8
main.py
8
main.py
@ -147,7 +147,6 @@ def cuda_malloc_warning():
|
||||
if cuda_malloc_warning:
|
||||
logging.warning("\nWARNING: this card most likely does not support cuda-malloc, if you get \"CUDA error\" please run ComfyUI with: --disable-cuda-malloc\n")
|
||||
|
||||
|
||||
def prompt_worker(q, server_instance):
|
||||
current_time: float = 0.0
|
||||
cache_type = execution.CacheType.CLASSIC
|
||||
@ -237,6 +236,12 @@ def cleanup_temp():
|
||||
if os.path.exists(temp_dir):
|
||||
shutil.rmtree(temp_dir, ignore_errors=True)
|
||||
|
||||
def setup_database():
|
||||
try:
|
||||
from app.database.db import init_db
|
||||
init_db()
|
||||
except Exception as e:
|
||||
logging.error(f"Failed to initialize database. Please report this error as in future the database will be required: {e}")
|
||||
|
||||
def start_comfyui(asyncio_loop=None):
|
||||
"""
|
||||
@ -266,6 +271,7 @@ def start_comfyui(asyncio_loop=None):
|
||||
hook_breaker_ac10a0.restore_functions()
|
||||
|
||||
cuda_malloc_warning()
|
||||
setup_database()
|
||||
|
||||
prompt_server.add_routes()
|
||||
hijack_progress(prompt_server)
|
||||
|
@ -18,6 +18,8 @@ Pillow
|
||||
scipy
|
||||
tqdm
|
||||
psutil
|
||||
alembic
|
||||
SQLAlchemy
|
||||
|
||||
#non essential dependencies:
|
||||
kornia>=0.7.1
|
||||
|
19
utils/install_util.py
Normal file
19
utils/install_util.py
Normal file
@ -0,0 +1,19 @@
|
||||
from pathlib import Path
|
||||
import sys
|
||||
|
||||
# The path to the requirements.txt file
|
||||
requirements_path = Path(__file__).parents[1] / "requirements.txt"
|
||||
|
||||
|
||||
def get_missing_requirements_message():
|
||||
"""The warning message to display when a package is missing."""
|
||||
|
||||
extra = ""
|
||||
if sys.flags.no_user_site:
|
||||
extra = "-s "
|
||||
return f"""
|
||||
Please install the updated requirements.txt file by running:
|
||||
{sys.executable} {extra}-m pip install -r {requirements_path}
|
||||
|
||||
If you are on the portable package you can run: update\\update_comfyui.bat to solve this problem.
|
||||
""".strip()
|
Loading…
x
Reference in New Issue
Block a user