trinity.buffer.schema

Submodules

trinity.buffer.schema.sql_schema module

Schema for SQLAlchemy models.

class trinity.buffer.schema.sql_schema.TaskModel(**kwargs: Any)

Bases: Base

Model for storing tasks in SQLAlchemy.

id = Column(None, Integer(), table=None, primary_key=True, nullable=False)

task_desc = Column(None, String(), table=None)

workflow_type = Column(None, String(), table=None)

reward_type = Column(None, String(), table=None)

class trinity.buffer.schema.sql_schema.ExperienceModel(**kwargs: Any)

Bases: Base

SQLAlchemy model for Experience.

id = Column(None, Integer(), table=None, primary_key=True, nullable=False)

serialized_exp = Column(None, LargeBinary(), table=None)

prompt = Column(None, String(), table=None)

response = Column(None, String(), table=None)

reward = Column(None, Float(), table=None)

consumed = Column(None, Integer(), table=None, default=ScalarElementColumnDefault(0))

priority = Column(None, Float(), table=None, default=ScalarElementColumnDefault(0.0))

to_experience() → Experience

Load the experience from the database.

classmethod from_experience(experience: Experience)

Save the experience to database.

class trinity.buffer.schema.sql_schema.SFTDataModel(**kwargs: Any)

Bases: Base

SQLAlchemy model for SFT data.

id = Column(None, Integer(), table=None, primary_key=True, nullable=False)

serialized_exp = Column(None, LargeBinary(), table=None)

messages = Column(None, String(), table=None)

consumed = Column(None, Integer(), table=None, default=ScalarElementColumnDefault(0))

to_experience() → Experience

Load the experience from the database.

classmethod from_messages(messages: list[dict], tokenizer: Any, chat_template: str | None = None) → SFTDataModel

Convert a list of messages into a single instance of SFT data.

class trinity.buffer.schema.sql_schema.DPODataModel(**kwargs: Any)

Bases: Base

SQLAlchemy model for DPO data.

id = Column(None, Integer(), table=None, primary_key=True, nullable=False)

serialized_exp = Column(None, LargeBinary(), table=None)

chosen = Column(None, LargeBinary(), table=None)

rejected = Column(None, LargeBinary(), table=None)

consumed = Column(None, Integer(), table=None, default=ScalarElementColumnDefault(0))

to_experience() → Experience

Load the experience from the database.

trinity.buffer.schema.sql_schema.create_dynamic_table(algorithm_type: str | None, table_name: str) → Any

Create a dynamic table based on the provided algorithm type and table name.

Module contents

trinity.buffer.schema.create_dynamic_table(algorithm_type: str | None, table_name: str) → Any

Create a dynamic table based on the provided algorithm type and table name.

class trinity.buffer.schema.Base(**kwargs: Any)

Bases: object

The base class of the class hierarchy.

When called, it accepts no arguments and returns a new featureless instance that has no instance attributes and cannot be given any.

__init__(**kwargs: Any) → None

A simple constructor that allows initialization from kwargs.

Sets attributes on the constructed instance using the names and values in kwargs.

Only keys that are present as attributes of the instance’s class are allowed. These could be, for example, any mapped columns or relationships.

metadata: MetaData = MetaData()

registry: registry = <sqlalchemy.orm.decl_api.registry object>