A Python package to assist with developing services conforming to the Soul Machines Skill REST API.
Project description
smskillsdk (Python)
The Skills Python SDK package contains data types for the session and execute endpoints specified within the Skills REST API, along with a range of utility functions for working with the memory data structure.
Installation
This package is intended for use with Python 3.8 and above.
pip install smskillsdk
Usage
Accessing request/response models
The request/response models are implemented with Pydantic, a library which assists with validation and type-checking.
from smskillsdk.models.api import (
SessionRequest,
SessionResponse,
ExecuteRequest,
ExecuteResponse
)
Sub-models used within these request and response models can also be imported using
from smskillsdk.models.api import (
Output,
Intent,
Memory,
Variables
)
In general, a developer should implement separate handler functions for the session and execute endpoints which takes a SessionRequest or ExecuteRequest as an argument and returns a SessionResponse or ExecuteResponse respectively. These objects can be serialized to JSON and returned within the HTTP response body. An example implementation of a handler function for generating an ExecuteResponse and a route method is shown below.
# execute endpoint handler containing response generation logic
def execute_handler(request: ExecuteRequest) -> ExecuteResponse:
# response generation logic here
variables = Variables(public={ "card": { ... }})
output = Output(
text="",
variables=variables
)
response = ExecuteResponse(
output=output,
memory=[],
endConversation=True,
)
return response
# route method (using FastAPI syntax)
@app.post("/execute", status_code=status.HTTP_200_OK, response_model=ExecuteResponse, response_model_exclude_unset=True)
def execute(request: ExecuteRequest):
return execute_handler(request)
Deserializing requests
Python dictionary objects can be deserialized into models.
raw_request = {
"key": value,
...
}
request = ExecuteRequest(**raw_request)
Pydantic will throw a ValidationError if any of the keys or value types does not match the expected keys and values.
Serializing responses
Pydantic models can be converted into JSON strings or dictionary objects.
request = ExecuteRequest(**{'text': 1, 'projectId': '111', 'sessionId': '123', 'memory': []})
json_str = request.json()
dict_obj = request.dict()
Working with memory
The memory field within the request and response models of the session/execute endpoints can be used to persist state between conversation turns and share information between skills within a single session.
The data structure is comprised of an array of Memory objects
class Memory(BaseModel):
name: str
value: Any
session_id: Optional[str]
scope: Optional[MemoryScope] = None
where the name field acts as a key. The optional session_id field can be used to differentiate between objects having the same name value, while the optional scope field can be used to control whether objects are shared between skills or remain private to a single skill (the default scope is MemoryScope.PRIVATE). Setting scope: MemoryScope.PUBLIC will mean that this particular memory object will be viewable and editable by all skills within a particular session.
Note that memory objects with the same name but different session ID/scope will be treated as unique.
We offer a range of utility functions to work with the memory data structure which can be imported from smskillsdk.utils.memory
serialize_memory(data: dict, session_id: Union[str, None] = None, scope: MemoryScope = MemoryScope.PRIVATE) -> List[Memory]
Converts a Python dict into a list of Memory objects with an optional session ID and scope.
Arguments:
data: dict: A Python dictionary to be converted; keys should be stringssession_id: str: An optional session ID to be assigned to eachMemoryobjectscope: MemoryScope: An optional scope to determine if the memory objects should be able to be shared with other skills within the session (default:MemoryScope.PRIVATE)
Returns:
List[Memory]: A list ofMemoryobjects
deserialize_memory(memories: List[Memory], session_id: Union[str, None] = None, scope: Union[MemoryScope, None] = None) -> Dict[str, Any]
Converts a list of Memory objects into a Python dict, filtered using an optional session ID or scope value. If there are multiple valid memory objects with the same name, the value closest to the end of the memories list will be returned.
Arguments:
memories: List[Memory]: A list ofMemoryobjects to be convertedsession_id: str: If provided, will only deserializeMemoryobjects with a matching session IDscope: MemoryScope: If provided, will only deserialize memory objects with a matching scope (otherwise all memory objects will be treated as valid)
Returns:
Dict[str, Any]
set_memory_value(memories: List[Memory], key: str, value: Any, session_id: Union[str, None] = None, scope: MemoryScope = MemoryScope.PRIVATE) -> None
Sets a value in a list of Memory objects corresponding to a key and optional session ID or scope. If an object with a matching key/session ID/scope exists, its value will be overwritten.
Arguments:
memories: List[Memory]: The list ofMemoryobjects which will be operated onkey: str: The key to search forvalue: Any: The value to setsession_id: str: If provided, onlyMemoryobjects with a matching session ID will be considered; if none are found, a new memory object with a session ID will be createdscope: MemoryScope: If provided, only memory objects with a matching scope will be considered (defaults toMemoryScope.PRIVATE)
Returns:
- No return value, the list of
Memoryobjects is modified in-place
get_memory_value(memories: List[Memory], key: str, session_id: Union[str, None] = None, scope: Union[MemoryScope, None] = None) -> Tuple[bool, Any]
Retrieves a value from a list of Memory objects corresponding to a key and optional session ID or scope value.
Arguments:
memories: List[Memory]: The list ofMemoryobjects to be searchedkey: str: The key to search forsession_id: str: If provided, onlyMemoryobjects with a matching session ID will be consideredscope: MemoryScope: If provided, only memory objects with a matching scope will be considered (otherwise all objects will be considered)
Returns:
Tuple[bool, Any]: A flag indicating whether the key/value pair was found, and the corresponding value; this can be unpacked as shown below
found, value = getMemoryValue(memories, "key", "session_id")
Common session memory values
We have defined two memory objects which can be used to share information in a common format between skills:
class UserIdentity(BaseModel):
firstName: Optional[str] = None
lastName: Optional[str] = None
preferredName: Optional[str] = None
id: Optional[str] = None
class UserLocation(BaseModel):
city: Optional[str] = None
country: Optional[str] = None
Users may define their own objects to work across their skills, or to expose information to other skills. These values can be set and retrieved from a memory array using the following helper functions:
set_user_identity(memories: List[Memory], *, first_name: Optional[str] = None, last_name: Optional[str] = None, preferred_name: Optional[str] = None, id: Optional[str] = None) -> Noneget_user_identity(memories: List[Memory]) -> Optional[UserIdentity]set_user_location(memories: List[Memory], *, city: Optional[str] = None, country: Optional[str] = None) -> Noneget_user_location(memories: List[Memory]) -> Optional[UserLocation]
The classes and helper functions can be accessed from the smskillsdk.utils.memory_values namespace.
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