c56bef871b
CodeQL / Analyze (python) (push) Has been cancelled
Update Platform Components Table / update (push) Has been cancelled
Docker image release / Build base image (push) Has been cancelled
Sync docs with Docusaurus / sync (push) Has been cancelled
Tests / Check if changed (push) Has been cancelled
Tests / format (push) Has been cancelled
Tests / check-imports (push) Has been cancelled
Tests / Unit / macos-latest (push) Has been cancelled
Tests / Unit / ubuntu-latest (push) Has been cancelled
Tests / Unit / windows-latest (push) Has been cancelled
Tests / mypy (push) Has been cancelled
Tests / Integration / ubuntu-latest (push) Has been cancelled
Tests / Integration / macos-latest (push) Has been cancelled
Tests / Integration / windows-latest (push) Has been cancelled
Tests / notify-slack-on-failure (push) Has been cancelled
Tests / Mark tests as completed (push) Has been cancelled
208 lines
8.5 KiB
Python
208 lines
8.5 KiB
Python
# SPDX-FileCopyrightText: 2022-present deepset GmbH <info@deepset.ai>
|
|
#
|
|
# SPDX-License-Identifier: Apache-2.0
|
|
|
|
from collections.abc import Callable
|
|
from copy import deepcopy
|
|
from typing import Any, get_args
|
|
|
|
from haystack.dataclasses import ChatMessage
|
|
from haystack.utils import _deserialize_value_with_schema, _serialize_value_with_schema
|
|
from haystack.utils.callable_serialization import deserialize_callable, serialize_callable
|
|
from haystack.utils.type_serialization import deserialize_type, serialize_type
|
|
|
|
from .state_utils import _is_list_type, _is_valid_type, merge_lists, replace_values
|
|
|
|
|
|
def _schema_to_dict(schema: dict[str, Any]) -> dict[str, Any]:
|
|
"""
|
|
Convert a schema dictionary to a serializable format.
|
|
|
|
Converts each parameter's type and optional handler function into a serializable
|
|
format using type and callable serialization utilities.
|
|
|
|
:param schema: Dictionary mapping parameter names to their type and handler configs
|
|
:returns: Dictionary with serialized type and handler information
|
|
"""
|
|
serialized_schema = {}
|
|
for param, config in schema.items():
|
|
serialized_schema[param] = {"type": serialize_type(config["type"])}
|
|
if config.get("handler"):
|
|
serialized_schema[param]["handler"] = serialize_callable(config["handler"])
|
|
|
|
return serialized_schema
|
|
|
|
|
|
def _schema_from_dict(schema: dict[str, Any]) -> dict[str, Any]:
|
|
"""
|
|
Convert a serialized schema dictionary back to its original format.
|
|
|
|
Deserializes the type and optional handler function for each parameter from their
|
|
serialized format back into Python types and callables.
|
|
|
|
:param schema: Dictionary containing serialized schema information
|
|
:returns: Dictionary with deserialized type and handler configurations
|
|
"""
|
|
deserialized_schema = {}
|
|
for param, config in schema.items():
|
|
deserialized_schema[param] = {"type": deserialize_type(config["type"])}
|
|
|
|
if config.get("handler"):
|
|
deserialized_schema[param]["handler"] = deserialize_callable(config["handler"])
|
|
|
|
return deserialized_schema
|
|
|
|
|
|
def _validate_schema(schema: dict[str, Any]) -> None:
|
|
"""
|
|
Validate that a schema dictionary meets all required constraints.
|
|
|
|
Checks that each parameter definition has a valid type field and that any handler
|
|
specified is a callable function.
|
|
|
|
:param schema: Dictionary mapping parameter names to their type and handler configs
|
|
:raises ValueError: If schema validation fails due to missing or invalid fields
|
|
"""
|
|
for param, definition in schema.items():
|
|
if "type" not in definition:
|
|
raise ValueError(f"StateSchema: Key '{param}' is missing a 'type' entry.")
|
|
if not _is_valid_type(definition["type"]):
|
|
raise ValueError(f"StateSchema: 'type' for key '{param}' must be a Python type, got {definition['type']}")
|
|
if definition.get("handler") is not None and not callable(definition["handler"]):
|
|
raise ValueError(f"StateSchema: 'handler' for key '{param}' must be callable or None")
|
|
if param == "messages": # definition["type"] != list[ChatMessage] but split to cover also List[ChatMessage]
|
|
if not _is_list_type(definition["type"]):
|
|
raise ValueError(f"StateSchema: 'messages' must be of type list[ChatMessage], got {definition['type']}")
|
|
# Check if the list contains ChatMessage elements
|
|
args = get_args(definition["type"])
|
|
if not args or not issubclass(args[0], ChatMessage):
|
|
raise ValueError(f"StateSchema: 'messages' must be of type list[ChatMessage], got {definition['type']}")
|
|
|
|
|
|
class State:
|
|
"""
|
|
State is a container for storing shared information during the execution of an Agent and its tools.
|
|
|
|
For instance, State can be used to store documents, context, and intermediate results.
|
|
|
|
Internally it wraps a `_data` dictionary defined by a `schema`. Each schema entry has:
|
|
```json
|
|
"parameter_name": {
|
|
"type": SomeType, # expected type
|
|
"handler": Optional[Callable[[Any, Any], Any]] # merge/update function
|
|
}
|
|
```
|
|
|
|
Handlers control how values are merged when using the `set()` method:
|
|
- For list types: defaults to `merge_lists` (concatenates lists)
|
|
- For other types: defaults to `replace_values` (overwrites existing value)
|
|
|
|
A `messages` field with type `list[ChatMessage]` is automatically added to the schema.
|
|
|
|
This makes it possible for the Agent to read from and write to the same context.
|
|
|
|
### Usage example
|
|
```python
|
|
from haystack.components.agents.state import State
|
|
|
|
my_state = State(
|
|
schema={"gh_repo_name": {"type": str}, "user_name": {"type": str}},
|
|
data={"gh_repo_name": "my_repo", "user_name": "my_user_name"}
|
|
)
|
|
```
|
|
"""
|
|
|
|
def __init__(self, schema: dict[str, Any], data: dict[str, Any] | None = None) -> None:
|
|
"""
|
|
Initialize a State object with a schema and optional data.
|
|
|
|
:param schema: Dictionary mapping parameter names to their type and handler configs.
|
|
Type must be a valid Python type, and handler must be a callable function or None.
|
|
If handler is None, the default handler for the type will be used. The default handlers are:
|
|
- For list types: `haystack.agents.state.state_utils.merge_lists`
|
|
- For all other types: `haystack.agents.state.state_utils.replace_values`
|
|
:param data: Optional dictionary of initial data to populate the state
|
|
"""
|
|
_validate_schema(schema)
|
|
self.schema = deepcopy(schema)
|
|
if self.schema.get("messages") is None:
|
|
self.schema["messages"] = {"type": list[ChatMessage], "handler": merge_lists}
|
|
self._data = data or {}
|
|
|
|
# Set default handlers if not provided in schema
|
|
for definition in self.schema.values():
|
|
# Skip if handler is already defined and not None
|
|
if definition.get("handler") is not None:
|
|
continue
|
|
# Set default handler based on type
|
|
if _is_list_type(definition["type"]):
|
|
definition["handler"] = merge_lists
|
|
else:
|
|
definition["handler"] = replace_values
|
|
|
|
def get(self, key: str, default: Any = None) -> Any:
|
|
"""
|
|
Retrieve a value from the state by key.
|
|
|
|
:param key: Key to look up in the state
|
|
:param default: Value to return if key is not found
|
|
:returns: Value associated with key or default if not found
|
|
"""
|
|
return deepcopy(self._data.get(key, default))
|
|
|
|
def set(self, key: str, value: Any, handler_override: Callable[[Any, Any], Any] | None = None) -> None:
|
|
"""
|
|
Set or merge a value in the state according to schema rules.
|
|
|
|
Value is merged or overwritten according to these rules:
|
|
- if handler_override is given, use that
|
|
- else use the handler defined in the schema for 'key'
|
|
|
|
:param key: Key to store the value under
|
|
:param value: Value to store or merge
|
|
:param handler_override: Optional function to override the default merge behavior
|
|
"""
|
|
# If key not in schema, we throw an error
|
|
definition = self.schema.get(key, None)
|
|
if definition is None:
|
|
raise ValueError(f"State: Key '{key}' not found in schema. Schema: {self.schema}")
|
|
|
|
# Get current value from state and apply handler
|
|
current_value = self._data.get(key, None)
|
|
handler = handler_override or definition["handler"]
|
|
self._data[key] = handler(current_value, value)
|
|
|
|
@property
|
|
def data(self) -> dict[str, Any]:
|
|
"""
|
|
All current data of the state.
|
|
"""
|
|
return self._data
|
|
|
|
def has(self, key: str) -> bool:
|
|
"""
|
|
Check if a key exists in the state.
|
|
|
|
:param key: Key to check for existence
|
|
:returns: True if key exists in state, False otherwise
|
|
"""
|
|
return key in self._data
|
|
|
|
def to_dict(self) -> dict[str, Any]:
|
|
"""
|
|
Convert the State object to a dictionary.
|
|
"""
|
|
serialized = {}
|
|
serialized["schema"] = _schema_to_dict(self.schema)
|
|
serialized["data"] = _serialize_value_with_schema(self._data)
|
|
return serialized
|
|
|
|
@classmethod
|
|
def from_dict(cls, data: dict[str, Any]) -> "State":
|
|
"""
|
|
Convert a dictionary back to a State object.
|
|
"""
|
|
schema = _schema_from_dict(data.get("schema", {}))
|
|
deserialized_data = _deserialize_value_with_schema(data.get("data", {}))
|
|
return State(schema, deserialized_data)
|