Instructions to use mhnakif/comfy2 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Diffusers
How to use mhnakif/comfy2 with Diffusers:
pip install -U diffusers transformers accelerate
import torch from diffusers import DiffusionPipeline # switch to "mps" for apple devices pipe = DiffusionPipeline.from_pretrained("mhnakif/comfy2", dtype=torch.bfloat16, device_map="cuda") prompt = "Astronaut in a jungle, cold color palette, muted colors, detailed, 8k" image = pipe(prompt).images[0] - Notebooks
- Google Colab
- Kaggle
| from __future__ import annotations | |
| import uuid | |
| from datetime import datetime | |
| from typing import Any | |
| from sqlalchemy import ( | |
| JSON, | |
| BigInteger, | |
| Boolean, | |
| CheckConstraint, | |
| DateTime, | |
| ForeignKey, | |
| Index, | |
| Integer, | |
| Numeric, | |
| String, | |
| Text, | |
| ) | |
| from sqlalchemy.orm import Mapped, foreign, mapped_column, relationship | |
| from app.assets.helpers import get_utc_now | |
| from app.database.models import Base | |
| class Asset(Base): | |
| __tablename__ = "assets" | |
| id: Mapped[str] = mapped_column( | |
| String(36), primary_key=True, default=lambda: str(uuid.uuid4()) | |
| ) | |
| hash: Mapped[str | None] = mapped_column(String(256), nullable=True) | |
| size_bytes: Mapped[int] = mapped_column(BigInteger, nullable=False, default=0) | |
| mime_type: Mapped[str | None] = mapped_column(String(255)) | |
| created_at: Mapped[datetime] = mapped_column( | |
| DateTime(timezone=False), nullable=False, default=get_utc_now | |
| ) | |
| references: Mapped[list[AssetReference]] = relationship( | |
| "AssetReference", | |
| back_populates="asset", | |
| primaryjoin=lambda: Asset.id == foreign(AssetReference.asset_id), | |
| foreign_keys=lambda: [AssetReference.asset_id], | |
| cascade="all,delete-orphan", | |
| passive_deletes=True, | |
| ) | |
| # preview_id on AssetReference is a self-referential FK to asset_references.id | |
| __table_args__ = ( | |
| Index("uq_assets_hash", "hash", unique=True), | |
| Index("ix_assets_mime_type", "mime_type"), | |
| CheckConstraint("size_bytes >= 0", name="ck_assets_size_nonneg"), | |
| ) | |
| def __repr__(self) -> str: | |
| return f"<Asset id={self.id} hash={(self.hash or '')[:12]}>" | |
| class AssetReference(Base): | |
| """Unified model combining file cache state and user-facing metadata. | |
| Each row represents either: | |
| - A filesystem reference (file_path is set) with cache state | |
| - An API-created reference (file_path is NULL) without cache state | |
| """ | |
| __tablename__ = "asset_references" | |
| id: Mapped[str] = mapped_column( | |
| String(36), primary_key=True, default=lambda: str(uuid.uuid4()) | |
| ) | |
| asset_id: Mapped[str] = mapped_column( | |
| String(36), ForeignKey("assets.id", ondelete="CASCADE"), nullable=False | |
| ) | |
| # Cache state fields (from former AssetCacheState) | |
| file_path: Mapped[str | None] = mapped_column(Text, nullable=True) | |
| mtime_ns: Mapped[int | None] = mapped_column(BigInteger, nullable=True) | |
| needs_verify: Mapped[bool] = mapped_column(Boolean, nullable=False, default=False) | |
| is_missing: Mapped[bool] = mapped_column(Boolean, nullable=False, default=False) | |
| enrichment_level: Mapped[int] = mapped_column(Integer, nullable=False, default=0) | |
| # Info fields (from former AssetInfo) | |
| owner_id: Mapped[str] = mapped_column(String(128), nullable=False, default="") | |
| name: Mapped[str] = mapped_column(String(512), nullable=False) | |
| preview_id: Mapped[str | None] = mapped_column( | |
| String(36), ForeignKey("asset_references.id", ondelete="SET NULL") | |
| ) | |
| user_metadata: Mapped[dict[str, Any] | None] = mapped_column( | |
| JSON(none_as_null=True) | |
| ) | |
| system_metadata: Mapped[dict[str, Any] | None] = mapped_column( | |
| JSON(none_as_null=True), nullable=True, default=None | |
| ) | |
| job_id: Mapped[str | None] = mapped_column(String(36), nullable=True, default=None) | |
| created_at: Mapped[datetime] = mapped_column( | |
| DateTime(timezone=False), nullable=False, default=get_utc_now | |
| ) | |
| updated_at: Mapped[datetime] = mapped_column( | |
| DateTime(timezone=False), nullable=False, default=get_utc_now | |
| ) | |
| last_access_time: Mapped[datetime] = mapped_column( | |
| DateTime(timezone=False), nullable=False, default=get_utc_now | |
| ) | |
| deleted_at: Mapped[datetime | None] = mapped_column( | |
| DateTime(timezone=False), nullable=True, default=None | |
| ) | |
| asset: Mapped[Asset] = relationship( | |
| "Asset", | |
| back_populates="references", | |
| foreign_keys=[asset_id], | |
| lazy="selectin", | |
| ) | |
| preview_ref: Mapped[AssetReference | None] = relationship( | |
| "AssetReference", | |
| foreign_keys=[preview_id], | |
| remote_side=lambda: [AssetReference.id], | |
| ) | |
| metadata_entries: Mapped[list[AssetReferenceMeta]] = relationship( | |
| back_populates="asset_reference", | |
| cascade="all,delete-orphan", | |
| passive_deletes=True, | |
| ) | |
| tag_links: Mapped[list[AssetReferenceTag]] = relationship( | |
| back_populates="asset_reference", | |
| cascade="all,delete-orphan", | |
| passive_deletes=True, | |
| overlaps="tags,asset_references", | |
| ) | |
| tags: Mapped[list[Tag]] = relationship( | |
| secondary="asset_reference_tags", | |
| back_populates="asset_references", | |
| lazy="selectin", | |
| viewonly=True, | |
| overlaps="tag_links,asset_reference_links,asset_references,tag", | |
| ) | |
| __table_args__ = ( | |
| Index("uq_asset_references_file_path", "file_path", unique=True), | |
| Index("ix_asset_references_asset_id", "asset_id"), | |
| Index("ix_asset_references_owner_id", "owner_id"), | |
| Index("ix_asset_references_name", "name"), | |
| Index("ix_asset_references_is_missing", "is_missing"), | |
| Index("ix_asset_references_enrichment_level", "enrichment_level"), | |
| Index("ix_asset_references_created_at", "created_at"), | |
| Index("ix_asset_references_last_access_time", "last_access_time"), | |
| Index("ix_asset_references_deleted_at", "deleted_at"), | |
| Index("ix_asset_references_preview_id", "preview_id"), | |
| Index("ix_asset_references_owner_name", "owner_id", "name"), | |
| CheckConstraint( | |
| "(mtime_ns IS NULL) OR (mtime_ns >= 0)", name="ck_ar_mtime_nonneg" | |
| ), | |
| CheckConstraint( | |
| "enrichment_level >= 0 AND enrichment_level <= 2", | |
| name="ck_ar_enrichment_level_range", | |
| ), | |
| ) | |
| def __repr__(self) -> str: | |
| path_part = f" path={self.file_path!r}" if self.file_path else "" | |
| return f"<AssetReference id={self.id} name={self.name!r}{path_part}>" | |
| class AssetReferenceMeta(Base): | |
| __tablename__ = "asset_reference_meta" | |
| asset_reference_id: Mapped[str] = mapped_column( | |
| String(36), | |
| ForeignKey("asset_references.id", ondelete="CASCADE"), | |
| primary_key=True, | |
| ) | |
| key: Mapped[str] = mapped_column(String(256), primary_key=True) | |
| ordinal: Mapped[int] = mapped_column(Integer, primary_key=True, default=0) | |
| val_str: Mapped[str | None] = mapped_column(String(2048), nullable=True) | |
| val_num: Mapped[float | None] = mapped_column(Numeric(38, 10), nullable=True) | |
| val_bool: Mapped[bool | None] = mapped_column(Boolean, nullable=True) | |
| val_json: Mapped[Any | None] = mapped_column(JSON(none_as_null=True), nullable=True) | |
| asset_reference: Mapped[AssetReference] = relationship( | |
| back_populates="metadata_entries" | |
| ) | |
| __table_args__ = ( | |
| Index("ix_asset_reference_meta_key", "key"), | |
| Index("ix_asset_reference_meta_key_val_str", "key", "val_str"), | |
| Index("ix_asset_reference_meta_key_val_num", "key", "val_num"), | |
| Index("ix_asset_reference_meta_key_val_bool", "key", "val_bool"), | |
| CheckConstraint( | |
| "val_str IS NOT NULL OR val_num IS NOT NULL OR val_bool IS NOT NULL OR val_json IS NOT NULL", | |
| name="has_value", | |
| ), | |
| ) | |
| class AssetReferenceTag(Base): | |
| __tablename__ = "asset_reference_tags" | |
| asset_reference_id: Mapped[str] = mapped_column( | |
| String(36), | |
| ForeignKey("asset_references.id", ondelete="CASCADE"), | |
| primary_key=True, | |
| ) | |
| tag_name: Mapped[str] = mapped_column( | |
| String(512), ForeignKey("tags.name", ondelete="RESTRICT"), primary_key=True | |
| ) | |
| origin: Mapped[str] = mapped_column(String(32), nullable=False, default="manual") | |
| added_at: Mapped[datetime] = mapped_column( | |
| DateTime(timezone=False), nullable=False, default=get_utc_now | |
| ) | |
| asset_reference: Mapped[AssetReference] = relationship(back_populates="tag_links") | |
| tag: Mapped[Tag] = relationship(back_populates="asset_reference_links") | |
| __table_args__ = ( | |
| Index("ix_asset_reference_tags_tag_name", "tag_name"), | |
| Index("ix_asset_reference_tags_asset_reference_id", "asset_reference_id"), | |
| ) | |
| class Tag(Base): | |
| __tablename__ = "tags" | |
| name: Mapped[str] = mapped_column(String(512), primary_key=True) | |
| tag_type: Mapped[str] = mapped_column(String(32), nullable=False, default="user") | |
| asset_reference_links: Mapped[list[AssetReferenceTag]] = relationship( | |
| back_populates="tag", | |
| overlaps="asset_references,tags", | |
| ) | |
| asset_references: Mapped[list[AssetReference]] = relationship( | |
| secondary="asset_reference_tags", | |
| back_populates="tags", | |
| viewonly=True, | |
| overlaps="asset_reference_links,tag_links,tags,asset_reference", | |
| ) | |
| __table_args__ = (Index("ix_tags_tag_type", "tag_type"),) | |
| def __repr__(self) -> str: | |
| return f"<Tag {self.name}>" | |