reflex/pynecone/state.py
2023-02-12 12:52:45 -08:00

745 lines
21 KiB
Python

"""Define the pynecone state specification."""
from __future__ import annotations
import asyncio
import functools
import traceback
from abc import ABC
from typing import (
Any,
Callable,
ClassVar,
Dict,
List,
Optional,
Sequence,
Set,
Type,
Union,
)
import cloudpickle
from redis import Redis
from pynecone import constants, utils
from pynecone.base import Base
from pynecone.event import Event, EventHandler, window_alert
from pynecone.var import BaseVar, ComputedVar, PCDict, PCList, Var
Delta = Dict[str, Any]
class State(Base, ABC):
"""The state of the app."""
# A map from the var name to the var.
vars: ClassVar[Dict[str, Var]] = {}
# The base vars of the class.
base_vars: ClassVar[Dict[str, BaseVar]] = {}
# The computed vars of the class.
computed_vars: ClassVar[Dict[str, ComputedVar]] = {}
# Vars inherited by the parent state.
inherited_vars: ClassVar[Dict[str, Var]] = {}
# Backend vars that are never sent to the client.
backend_vars: ClassVar[Dict[str, Any]] = {}
# The parent state.
parent_state: Optional[State] = None
# The substates of the state.
substates: Dict[str, State] = {}
# The set of dirty vars.
dirty_vars: Set[str] = set()
# The set of dirty substates.
dirty_substates: Set[str] = set()
# The routing path that triggered the state
router_data: Dict[str, Any] = {}
def __init__(self, *args, **kwargs):
"""Initialize the state.
Args:
*args: The args to pass to the Pydantic init method.
**kwargs: The kwargs to pass to the Pydantic init method.
"""
super().__init__(*args, **kwargs)
# Setup the substates.
for substate in self.get_substates():
self.substates[substate.get_name()] = substate().set(parent_state=self)
self._init_mutable_fields()
def _init_mutable_fields(self):
"""Initialize mutable fields.
So that mutation to them can be detected by the app:
* list
"""
for field in self.base_vars.values():
value = getattr(self, field.name)
value_in_pc_data = _convert_mutable_datatypes(
value, self._reassign_field, field.name
)
if utils._issubclass(field.type_, Union[List, Dict]):
setattr(self, field.name, value_in_pc_data)
self.clean()
def _reassign_field(self, field_name: str):
"""Reassign the given field.
Primarily for mutation in fields of mutable data types.
Args:
field_name: The name of the field we want to reassign
"""
setattr(
self,
field_name,
getattr(self, field_name),
)
def __repr__(self) -> str:
"""Get the string representation of the state.
Returns:
The string representation of the state.
"""
return f"{self.__class__.__name__}({self.dict()})"
@classmethod
def __init_subclass__(cls, **kwargs):
"""Do some magic for the subclass initialization.
Args:
**kwargs: The kwargs to pass to the pydantic init_subclass method.
"""
super().__init_subclass__(**kwargs)
# Get the parent vars.
parent_state = cls.get_parent_state()
if parent_state is not None:
cls.inherited_vars = parent_state.vars
cls.backend_vars = {
name: value
for name, value in cls.__dict__.items()
if utils.is_backend_variable(name)
}
# Set the base and computed vars.
skip_vars = set(cls.inherited_vars) | {
"parent_state",
"substates",
"dirty_vars",
"dirty_substates",
"router_data",
}
cls.base_vars = {
f.name: BaseVar(name=f.name, type_=f.outer_type_).set_state(cls)
for f in cls.get_fields().values()
if f.name not in skip_vars
}
cls.computed_vars = {
v.name: v.set_state(cls)
for v in cls.__dict__.values()
if isinstance(v, ComputedVar)
}
cls.vars = {
**cls.inherited_vars,
**cls.base_vars,
**cls.computed_vars,
}
# Setup the base vars at the class level.
for prop in cls.base_vars.values():
cls._init_var(prop)
# Set up the event handlers.
events = {
name: fn
for name, fn in cls.__dict__.items()
if not name.startswith("_") and isinstance(fn, Callable)
}
for name, fn in events.items():
event_handler = EventHandler(fn=fn)
setattr(cls, name, event_handler)
@classmethod
@functools.lru_cache()
def get_parent_state(cls) -> Optional[Type[State]]:
"""Get the parent state.
Returns:
The parent state.
"""
parent_states = [
base
for base in cls.__bases__
if utils._issubclass(base, State) and base is not State
]
assert len(parent_states) < 2, "Only one parent state is allowed."
return parent_states[0] if len(parent_states) == 1 else None # type: ignore
@classmethod
@functools.lru_cache()
def get_substates(cls) -> Set[Type[State]]:
"""Get the substates of the state.
Returns:
The substates of the state.
"""
return set(cls.__subclasses__())
@classmethod
@functools.lru_cache()
def get_name(cls) -> str:
"""Get the name of the state.
Returns:
The name of the state.
"""
return utils.to_snake_case(cls.__name__)
@classmethod
@functools.lru_cache()
def get_full_name(cls) -> str:
"""Get the full name of the state.
Returns:
The full name of the state.
"""
name = cls.get_name()
parent_state = cls.get_parent_state()
if parent_state is not None:
name = ".".join((parent_state.get_full_name(), name))
return name
@classmethod
@functools.lru_cache()
def get_class_substate(cls, path: Sequence[str]) -> Type[State]:
"""Get the class substate.
Args:
path: The path to the substate.
Returns:
The class substate.
Raises:
ValueError: If the substate is not found.
"""
if len(path) == 0:
return cls
if path[0] == cls.get_name():
if len(path) == 1:
return cls
path = path[1:]
for substate in cls.get_substates():
if path[0] == substate.get_name():
return substate.get_class_substate(path[1:])
raise ValueError(f"Invalid path: {path}")
@classmethod
def get_class_var(cls, path: Sequence[str]) -> Any:
"""Get the class var.
Args:
path: The path to the var.
Returns:
The class var.
Raises:
ValueError: If the path is invalid.
"""
path, name = path[:-1], path[-1]
substate = cls.get_class_substate(tuple(path))
if not hasattr(substate, name):
raise ValueError(f"Invalid path: {path}")
return getattr(substate, name)
@classmethod
def _init_var(cls, prop: BaseVar):
"""Initialize a variable.
Args:
prop (BaseVar): The variable to initialize
Raises:
TypeError: if the variable has an incorrect type
"""
if not utils.is_valid_var_type(prop.type_):
raise TypeError(
"State vars must be primitive Python types, "
"Plotly figures, Pandas dataframes, "
"or subclasses of pc.Base. "
f'Found var "{prop.name}" with type {prop.type_}.'
)
cls._set_var(prop)
cls._create_setter(prop)
cls._set_default_value(prop)
@classmethod
def add_var(cls, name: str, type_: Any, default_value: Any = None):
"""Add dynamically a variable to the State.
The variable added this way can be used in the same way as a variable
defined statically in the model.
Args:
name: The name of the variable
type_: The type of the variable
default_value: The default value of the variable
Raises:
NameError: if a variable of this name already exists
"""
if name in cls.__fields__:
raise NameError(
f"The variable '{name}' already exist. Use a different name"
)
# create the variable based on name and type
var = BaseVar(name=name, type_=type_)
var.set_state(cls)
# add the pydantic field dynamically (must be done before _init_var)
cls.add_field(var, default_value)
cls._init_var(var)
# update the internal dicts so the new variable is correctly handled
cls.base_vars.update({name: var})
cls.vars.update({name: var})
@classmethod
def _set_var(cls, prop: BaseVar):
"""Set the var as a class member.
Args:
prop: The var instance to set.
"""
setattr(cls, prop.name, prop)
@classmethod
def _create_setter(cls, prop: BaseVar):
"""Create a setter for the var.
Args:
prop: The var to create a setter for.
"""
setter_name = prop.get_setter_name(include_state=False)
if setter_name not in cls.__dict__:
setattr(cls, setter_name, prop.get_setter())
@classmethod
def _set_default_value(cls, prop: BaseVar):
"""Set the default value for the var.
Args:
prop: The var to set the default value for.
"""
# Get the pydantic field for the var.
field = cls.get_fields()[prop.name]
default_value = prop.get_default_value()
if field.required and default_value is not None:
field.required = False
field.default = default_value
def get_token(self) -> str:
"""Return the token of the client associated with this state.
Returns:
The token of the client.
"""
return self.router_data.get(constants.RouteVar.CLIENT_TOKEN, "")
def get_sid(self) -> str:
"""Return the session ID of the client associated with this state.
Returns:
The session ID of the client.
"""
return self.router_data.get(constants.RouteVar.SESSION_ID, "")
def get_headers(self) -> Dict:
"""Return the headers of the client associated with this state.
Returns:
The headers of the client.
"""
return self.router_data.get(constants.RouteVar.HEADERS, {})
def get_client_ip(self) -> str:
"""Return the IP of the client associated with this state.
Returns:
The IP of the client.
"""
return self.router_data.get(constants.RouteVar.CLIENT_IP, "")
def get_current_page(self) -> str:
"""Obtain the path of current page from the router data.
Returns:
The current page.
"""
return self.router_data.get(constants.RouteVar.PATH, "")
def get_query_params(self) -> Dict[str, str]:
"""Obtain the query parameters for the queried page.
The query object contains both the URI parameters and the GET parameters.
Returns:
The dict of query parameters.
"""
return self.router_data.get(constants.RouteVar.QUERY, {})
@classmethod
def setup_dynamic_args(cls, args: dict[str, str]):
"""Set up args for easy access in renderer.
Args:
args: a dict of args
"""
def argsingle_factory(param):
@ComputedVar
def inner_func(self) -> str:
return self.get_query_params().get(param, "")
return inner_func
def arglist_factory(param):
@ComputedVar
def inner_func(self) -> List:
return self.get_query_params().get(param, [])
return inner_func
for param, value in args.items():
if value == constants.RouteArgType.SINGLE:
func = argsingle_factory(param)
elif value == constants.RouteArgType.LIST:
func = arglist_factory(param)
else:
continue
cls.computed_vars[param] = func.set_state(cls) # type: ignore
setattr(cls, param, func)
def __getattribute__(self, name: str) -> Any:
"""Get the state var.
If the var is inherited, get the var from the parent state.
Args:
name: The name of the var.
Returns:
The value of the var.
"""
# Get the var from the parent state.
if name in super().__getattribute__("inherited_vars"):
return getattr(super().__getattribute__("parent_state"), name)
elif name in super().__getattribute__("backend_vars"):
return super().__getattribute__("backend_vars").__getitem__(name)
return super().__getattribute__(name)
def __setattr__(self, name: str, value: Any):
"""Set the attribute.
If the attribute is inherited, set the attribute on the parent state.
Args:
name: The name of the attribute.
value: The value of the attribute.
"""
# Set the var on the parent state.
if name in self.inherited_vars:
setattr(self.parent_state, name, value)
return
if utils.is_backend_variable(name):
self.backend_vars.__setitem__(name, value)
self.mark_dirty()
return
# Set the attribute.
super().__setattr__(name, value)
# Add the var to the dirty list.
if name in self.vars:
self.dirty_vars.add(name)
self.mark_dirty()
def reset(self):
"""Reset all the base vars to their default values."""
# Reset the base vars.
fields = self.get_fields()
for prop_name in self.base_vars:
setattr(self, prop_name, fields[prop_name].default)
# Recursively reset the substates.
for substate in self.substates.values():
substate.reset()
# Clean the state.
self.clean()
def get_substate(self, path: Sequence[str]) -> Optional[State]:
"""Get the substate.
Args:
path: The path to the substate.
Returns:
The substate.
Raises:
ValueError: If the substate is not found.
"""
if len(path) == 0:
return self
if path[0] == self.get_name():
if len(path) == 1:
return self
path = path[1:]
if path[0] not in self.substates:
raise ValueError(f"Invalid path: {path}")
return self.substates[path[0]].get_substate(path[1:])
async def process(self, event: Event) -> StateUpdate:
"""Process an event.
Args:
event: The event to process.
Returns:
The state update after processing the event.
"""
# Get the event handler.
path = event.name.split(".")
path, name = path[:-1], path[-1]
substate = self.get_substate(path)
handler = getattr(substate, name)
# Process the event.
fn = functools.partial(handler.fn, substate)
try:
if asyncio.iscoroutinefunction(fn.func):
events = await fn(**event.payload)
else:
events = fn(**event.payload)
except Exception:
error = traceback.format_exc()
print(error)
return StateUpdate(
events=[window_alert("An error occurred. See logs for details.")]
)
# Fix the returned events.
events = utils.fix_events(events, event.token)
# Get the delta after processing the event.
delta = self.get_delta()
# Reset the dirty vars.
self.clean()
# Return the state update.
return StateUpdate(delta=delta, events=events)
def get_delta(self) -> Delta:
"""Get the delta for the state.
Returns:
The delta for the state.
"""
delta = {}
# Return the dirty vars, as well as all computed vars.
subdelta = {
prop: getattr(self, prop)
for prop in self.dirty_vars | self.computed_vars.keys()
}
if len(subdelta) > 0:
delta[self.get_full_name()] = subdelta
# Recursively find the substate deltas.
substates = self.substates
for substate in self.dirty_substates:
delta.update(substates[substate].get_delta())
# Format the delta.
delta = utils.format_state(delta)
# Return the delta.
return delta
def mark_dirty(self):
"""Mark the substate and all parent states as dirty."""
if self.parent_state is not None:
self.parent_state.dirty_substates.add(self.get_name())
self.parent_state.mark_dirty()
def clean(self):
"""Reset the dirty vars."""
# Recursively clean the substates.
for substate in self.dirty_substates:
self.substates[substate].clean()
# Clean this state.
self.dirty_vars = set()
self.dirty_substates = set()
def dict(self, include_computed: bool = True, **kwargs) -> Dict[str, Any]:
"""Convert the object to a dictionary.
Args:
include_computed: Whether to include computed vars.
**kwargs: Kwargs to pass to the pydantic dict method.
Returns:
The object as a dictionary.
"""
base_vars = {
prop_name: self.get_value(getattr(self, prop_name))
for prop_name in self.base_vars
}
computed_vars = (
{
# Include the computed vars.
prop_name: self.get_value(getattr(self, prop_name))
for prop_name in self.computed_vars
}
if include_computed
else {}
)
substate_vars = {
k: v.dict(include_computed=include_computed, **kwargs)
for k, v in self.substates.items()
}
variables = {**base_vars, **computed_vars, **substate_vars}
return {k: variables[k] for k in sorted(variables)}
class DefaultState(State):
"""The default empty state."""
pass
class StateUpdate(Base):
"""A state update sent to the frontend."""
# The state delta.
delta: Delta = {}
# Events to be added to the event queue.
events: List[Event] = []
class StateManager(Base):
"""A class to manage many client states."""
# The state class to use.
state: Type[State] = DefaultState
# The mapping of client ids to states.
states: Dict[str, State] = {}
# The token expiration time (s).
token_expiration: int = constants.TOKEN_EXPIRATION
# The redis client to use.
redis: Optional[Redis] = None
def setup(self, state: Type[State]):
"""Set up the state manager.
Args:
state: The state class to use.
"""
self.state = state
self.redis = utils.get_redis()
def get_state(self, token: str) -> State:
"""Get the state for a token.
Args:
token: The token to get the state for.
Returns:
The state for the token.
"""
if self.redis is not None:
redis_state = self.redis.get(token)
if redis_state is None:
self.set_state(token, self.state())
return self.get_state(token)
return cloudpickle.loads(redis_state)
if token not in self.states:
self.states[token] = self.state()
return self.states[token]
def set_state(self, token: str, state: State):
"""Set the state for a token.
Args:
token: The token to set the state for.
state: The state to set.
"""
if self.redis is None:
return
self.redis.set(token, cloudpickle.dumps(state), ex=self.token_expiration)
def _convert_mutable_datatypes(
field_value: Any, reassign_field: Callable, field_name: str
) -> Any:
"""Recursively convert mutable data to the Pc data types.
Note: right now only list & dict would be handled recursively.
Args:
field_value: The target field_value.
reassign_field:
The function to reassign the field in the parent state.
field_name: the name of the field in the parent state
Returns:
The converted field_value
"""
if isinstance(field_value, list):
for index in range(len(field_value)):
field_value[index] = _convert_mutable_datatypes(
field_value[index], reassign_field, field_name
)
field_value = PCList(
field_value, reassign_field=reassign_field, field_name=field_name
)
if isinstance(field_value, dict):
for key, value in field_value.items():
field_value[key] = _convert_mutable_datatypes(
value, reassign_field, field_name
)
field_value = PCDict(
field_value, reassign_field=reassign_field, field_name=field_name
)
return field_value