# Copyright 2018-2022 Streamlit Inc. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. from copy import deepcopy import json from streamlit.stats import CacheStat, CacheStatsProvider from typing import ( TYPE_CHECKING, Any, KeysView, cast, Dict, Iterator, MutableMapping, Optional, Union, Tuple, Callable, Set, List, ) import attr from pympler.asizeof import asizeof import streamlit as st from streamlit import logger as _logger from streamlit.errors import StreamlitAPIException from streamlit.proto.WidgetStates_pb2 import WidgetState as WidgetStateProto from streamlit.proto.WidgetStates_pb2 import WidgetStates as WidgetStatesProto if TYPE_CHECKING: from streamlit.server.server import SessionInfo logger = _logger.get_logger(__name__) GENERATED_WIDGET_KEY_PREFIX = "$$GENERATED_WIDGET_KEY" STREAMLIT_INTERNAL_KEY_PREFIX = "$$STREAMLIT_INTERNAL_KEY" SCRIPT_RUN_WITHOUT_ERRORS_KEY = ( f"{STREAMLIT_INTERNAL_KEY_PREFIX}_SCRIPT_RUN_WITHOUT_ERRORS" ) @attr.s(auto_attribs=True, slots=True, frozen=True) class Serialized: """A widget value that's serialized to a protobuf. Immutable.""" value: WidgetStateProto @attr.s(auto_attribs=True, slots=True, frozen=True) class Value: """A widget value that's not serialized. Immutable.""" value: Any WState = Union[Serialized, Value] WidgetArgs = Tuple[Any, ...] WidgetCallback = Callable[..., None] # A deserializer receives the value from whatever field is set on the # WidgetState proto, and returns a regular python value. A serializer # receives a regular python value, and returns something suitable for # a value field on WidgetState proto. They should be inverses. WidgetDeserializer = Callable[[Any, str], Any] WidgetSerializer = Callable[[Any], Any] WidgetKwargs = Dict[str, Any] @attr.s(auto_attribs=True, slots=True, frozen=True) class WidgetMetadata: """Metadata associated with a single widget. Immutable.""" id: str deserializer: WidgetDeserializer = attr.ib(repr=False) serializer: WidgetSerializer = attr.ib(repr=False) value_type: Any # An optional user-code callback invoked when the widget's value changes. # Widget callbacks are called at the start of a script run, before the # body of the script is executed. callback: Optional[WidgetCallback] = None callback_args: Optional[WidgetArgs] = None callback_kwargs: Optional[WidgetKwargs] = None @attr.s(auto_attribs=True, slots=True) class WStates(MutableMapping[str, Any]): """A mapping of widget IDs to values. Widget values can be stored in serialized or deserialized form, but when values are retrieved from the mapping, they'll always be deserialized. """ states: Dict[str, WState] = attr.Factory(dict) widget_metadata: Dict[str, WidgetMetadata] = attr.Factory(dict) def __getitem__(self, k: str) -> Any: """Return the value of the widget with the given key. If the widget's value is currently stored in serialized form, it will be deserialized first. """ wstate = self.states.get(k) if wstate is None: raise KeyError(k) if isinstance(wstate, Value): # The widget's value is already deserialized - return it directly. return wstate.value # The widget's value is serialized. We deserialize it, and return # the deserialized value. metadata = self.widget_metadata.get(k) if metadata is None: # No deserializer, which should only happen if state is # gotten from a reconnecting browser and the script is # trying to access it. Pretend it doesn't exist. raise KeyError(k) value_type = cast(str, wstate.value.WhichOneof("value")) value = wstate.value.__getattribute__(value_type) # Array types are messages with data in a `data` field if value_type in [ "double_array_value", "int_array_value", "string_array_value", ]: value = value.data elif value_type == "json_value": value = json.loads(value) deserialized = metadata.deserializer(value, metadata.id) # Update metadata to reflect information from WidgetState proto self.set_widget_metadata(attr.evolve(metadata, value_type=value_type)) self.states[k] = Value(deserialized) return deserialized def __setitem__(self, k: str, v: WState) -> None: self.states[k] = v def __delitem__(self, k: str) -> None: del self.states[k] def __len__(self) -> int: return len(self.states) def __iter__(self): # For this and many other methods, we can't simply delegate to the # states field, because we need to invoke `__getitem__` for any # values, to handle deserialization and unwrapping of values. for key in self.states: yield key def keys(self) -> KeysView[str]: return KeysView(self.states) def items(self) -> Set[Tuple[str, Any]]: # type: ignore return {(k, self[k]) for k in self} def values(self) -> Set[Any]: # type: ignore return {self[wid] for wid in self} def update(self, other: "WStates") -> None: # type: ignore """Copy all widget values and metadata from 'other' into this mapping, overwriting any data in this mapping that's also present in 'other'. """ self.states.update(other.states) self.widget_metadata.update(other.widget_metadata) def set_widget_from_proto(self, widget_state: WidgetStateProto) -> None: """Set a widget's serialized value, overwriting any existing value it has.""" self[widget_state.id] = Serialized(widget_state) def set_from_value(self, k: str, v: Any) -> None: """Set a widget's deserialized value, overwriting any existing value it has.""" self[k] = Value(v) def set_widget_metadata(self, widget_meta: WidgetMetadata) -> None: """Set a widget's metadata, overwriting any existing metadata it has.""" self.widget_metadata[widget_meta.id] = widget_meta def cull_nonexistent(self, widget_ids: Set[str]) -> None: """Remove any widgets whose ids aren't present in a set of provided widget_ids. """ self.states = {k: v for k, v in self.states.items() if k in widget_ids} def get_serialized(self, k: str) -> Optional[WidgetStateProto]: """Get the serialized value of the widget with the given id. If the widget doesn't exist, return None. If the widget exists but is not in serialized form, it will be serialized first. """ item = self.states.get(k) if item is None: # No such widget: return None. return None if isinstance(item, Serialized): # Widget value is serialized: return it directly. return item.value # Widget value is not serialized: serialize it first! metadata = self.widget_metadata.get(k) if metadata is None: # We're missing the widget's metadata. (Can this happen?) return None widget = WidgetStateProto() widget.id = k field = metadata.value_type serialized = metadata.serializer(item.value) if field in ( "double_array_value", "int_array_value", "string_array_value", ): arr = getattr(widget, field) arr.data.extend(serialized) elif field == "json_value": setattr(widget, field, json.dumps(serialized)) elif field == "file_uploader_state_value": widget.file_uploader_state_value.CopyFrom(serialized) else: setattr(widget, field, serialized) return widget def as_widget_states(self) -> List[WidgetStateProto]: """Return a list of serialized widget values for each widget with a value.""" states = [ self.get_serialized(widget_id) for widget_id in self.states.keys() if self.get_serialized(widget_id) ] states = cast(List[WidgetStateProto], states) return states def call_callback(self, widget_id: str) -> None: """Call the given widget's callback and return the callback's return value. If the widget has no callback, return None. If the widget doesn't exist, raise an Exception. """ metadata = self.widget_metadata.get(widget_id) assert metadata is not None callback = metadata.callback if callback is None: return args = metadata.callback_args or () kwargs = metadata.callback_kwargs or {} callback(*args, **kwargs) def _missing_key_error_message(key: str) -> str: return ( f'st.session_state has no key "{key}". Did you forget to initialize it? ' f"More info: https://docs.streamlit.io/library/advanced-features/session-state#initialization" ) @attr.s(auto_attribs=True, slots=True) class SessionState: """SessionState allows users to store values that persist between app reruns. Example ------- >>> if "num_script_runs" not in st.session_state: ... st.session_state.num_script_runs = 0 >>> st.session_state.num_script_runs += 1 >>> st.write(st.session_state.num_script_runs) # writes 1 The next time your script runs, the value of st.session_state.num_script_runs will be preserved. >>> st.session_state.num_script_runs += 1 >>> st.write(st.session_state.num_script_runs) # writes 2 """ # All the values from previous script runs, squished together to save memory _old_state: Dict[str, Any] = attr.Factory(dict) # Values set in session state during the current script run, possibly for # setting a widget's value. Keyed by a user provided string. _new_session_state: Dict[str, Any] = attr.Factory(dict) # Widget values from the frontend, usually one changing prompted the script rerun _new_widget_state: WStates = attr.Factory(WStates) # Keys used for widgets will be eagerly converted to the matching widget id _key_id_mapping: Dict[str, str] = attr.Factory(dict) # is it possible for a value to get through this without being deserialized? def _compact_state(self) -> None: """Copy all current session_state and widget_state values into our _old_state dict, and then clear our current session_state and widget_state. """ for key_or_wid in self: self._old_state[key_or_wid] = self[key_or_wid] self._new_session_state.clear() self._new_widget_state.clear() def clear(self) -> None: """Reset self completely, clearing all current and old values.""" self._old_state.clear() self._new_session_state.clear() self._new_widget_state.clear() self._key_id_mapping.clear() @property def filtered_state(self) -> Dict[str, Any]: """The combined session and widget state, excluding keyless widgets.""" wid_key_map = self._reverse_key_wid_map state: Dict[str, Any] = {} # We can't write `for k, v in self.items()` here because doing so will # run into a `KeyError` if widget metadata has been cleared (which # happens when the streamlit server restarted or the cache was cleared), # then we receive a widget's state from a browser. for k in self._keys(): if not _is_widget_id(k) and not _is_internal_key(k): state[k] = self[k] elif _is_keyed_widget_id(k): try: key = wid_key_map[k] state[key] = self[k] except KeyError: # Widget id no longer maps to a key, it is a not yet # cleared value in old state for a reset widget pass return state @property def _reverse_key_wid_map(self) -> Dict[str, str]: """Return a mapping of widget_id : widget_key.""" wid_key_map = {v: k for k, v in self._key_id_mapping.items()} return wid_key_map def _keys(self) -> Set[str]: """All keys active in Session State, with widget keys converted to widget ids when one is known. (This includes autogenerated keys for widgets that don't have user_keys defined, and which aren't exposed to user code.) """ old_keys = {self._get_widget_id(k) for k in self._old_state.keys()} new_widget_keys = set(self._new_widget_state.keys()) new_session_state_keys = { self._get_widget_id(k) for k in self._new_session_state.keys() } return old_keys | new_widget_keys | new_session_state_keys def is_new_state_value(self, user_key: str) -> bool: """True if a value with the given key is in the current session state.""" return user_key in self._new_session_state def __iter__(self) -> Iterator[Any]: """Return an iterator over the keys of the SessionState. This is a shortcut for `iter(self.keys())` """ return iter(self._keys()) def __len__(self) -> int: """Return the number of items in SessionState.""" return len(self._keys()) def __getitem__(self, key: str) -> Any: wid_key_map = self._reverse_key_wid_map widget_id = self._get_widget_id(key) if widget_id in wid_key_map and widget_id == key: # the "key" is a raw widget id, so get its associated user key for lookup key = wid_key_map[widget_id] try: return self._getitem(widget_id, key) except KeyError: raise KeyError(_missing_key_error_message(key)) def _getitem(self, widget_id: Optional[str], user_key: Optional[str]) -> Any: """Get the value of an entry in Session State, using either the user-provided key or a widget id as appropriate for the internal dict being accessed. At least one of the arguments must have a value.""" assert user_key is not None or widget_id is not None if user_key is not None: try: return self._new_session_state[user_key] except KeyError: pass if widget_id is not None: try: return self._new_widget_state[widget_id] except KeyError: pass # Typically, there won't be both a widget id and an associated state key in # old state at the same time, so the order we check is arbitrary. # The exception is if session state is set and then a later run has # a widget created, so the widget id entry should be newer. # The opposite case shouldn't happen, because setting the value of a widget # through session state will result in the next widget state reflecting that # value. if widget_id is not None: try: return self._old_state[widget_id] except KeyError: pass if user_key is not None: try: return self._old_state[user_key] except KeyError: pass # We'll never get here raise KeyError def __setitem__(self, user_key: str, value: Any) -> None: """Set the value of the session_state entry with the given user_key. If the key corresponds to a widget or form that's been instantiated during the current script run, raise a StreamlitAPIException instead. """ from streamlit.scriptrunner import get_script_run_ctx ctx = get_script_run_ctx() if ctx is not None: widget_id = self._key_id_mapping.get(user_key, None) widget_ids = ctx.widget_ids_this_run form_ids = ctx.form_ids_this_run if widget_id in widget_ids or user_key in form_ids: raise StreamlitAPIException( f"`st.session_state.{user_key}` cannot be modified after the widget" f" with key `{user_key}` is instantiated." ) self._new_session_state[user_key] = value def __delitem__(self, key: str) -> None: widget_id = self._get_widget_id(key) if not (key in self or widget_id in self): raise KeyError(_missing_key_error_message(key)) if key in self._new_session_state: del self._new_session_state[key] if key in self._old_state: del self._old_state[key] if key in self._key_id_mapping: del self._key_id_mapping[key] if widget_id in self._new_widget_state: del self._new_widget_state[widget_id] if widget_id in self._old_state: del self._old_state[widget_id] def set_widgets_from_proto(self, widget_states: WidgetStatesProto) -> None: """Set the value of all widgets represented in the given WidgetStatesProto.""" for state in widget_states.widgets: self._new_widget_state.set_widget_from_proto(state) def on_script_will_rerun(self, latest_widget_states: WidgetStatesProto) -> None: """Called by ScriptRunner before its script re-runs. Update widget data and call callbacks on widgets whose value changed between the previous and current script runs. """ # Update ourselves with the new widget_states. The old widget states, # used to skip callbacks if values haven't changed, are also preserved. self._compact_state() self.set_widgets_from_proto(latest_widget_states) self._call_callbacks() def _call_callbacks(self) -> None: """Call any callback associated with each widget whose value changed between the previous and current script runs. """ from streamlit.scriptrunner import RerunException changed_widget_ids = [ wid for wid in self._new_widget_state if self._widget_changed(wid) ] for wid in changed_widget_ids: try: self._new_widget_state.call_callback(wid) except RerunException: st.warning( "Calling st.experimental_rerun() within a callback is a no-op." ) def _widget_changed(self, widget_id: str) -> bool: """True if the given widget's value changed between the previous script run and the current script run. """ new_value = self._new_widget_state.get(widget_id) old_value = self._old_state.get(widget_id) changed: bool = new_value != old_value return changed def on_script_finished(self, widget_ids_this_run: Set[str]) -> None: """Called by ScriptRunner after its script finishes running. Updates widgets to prepare for the next script run. Parameters ---------- widget_ids_this_run: Set[str] The IDs of the widgets that were accessed during the script run. Any widget whose ID does *not* appear in this set will be culled. """ self._reset_triggers() self._cull_nonexistent(widget_ids_this_run) def _reset_triggers(self) -> None: """Set all trigger values in our state dictionary to False.""" for state_id in self._new_widget_state: metadata = self._new_widget_state.widget_metadata.get(state_id) if metadata is not None: if metadata.value_type == "trigger_value": self._new_widget_state[state_id] = Value(False) for state_id in self._old_state: metadata = self._new_widget_state.widget_metadata.get(state_id) if metadata is not None: if metadata.value_type == "trigger_value": self._old_state[state_id] = False def _cull_nonexistent(self, widget_ids: Set[str]) -> None: self._new_widget_state.cull_nonexistent(widget_ids) # Remove entries from _old_state corresponding to # widgets not in widget_ids. self._old_state = { k: v for k, v in self._old_state.items() if (k in widget_ids or not _is_widget_id(k)) } def _set_widget_metadata(self, widget_metadata: WidgetMetadata) -> None: """Set a widget's metadata.""" widget_id = widget_metadata.id self._new_widget_state.widget_metadata[widget_id] = widget_metadata def get_widget_states(self) -> List[WidgetStateProto]: """Return a list of serialized widget values for each widget with a value.""" return self._new_widget_state.as_widget_states() def _get_widget_id(self, k: str) -> str: """Turns a value that might be a widget id or a user provided key into an appropriate widget id. """ return self._key_id_mapping.get(k, k) def _set_key_widget_mapping(self, widget_id: str, user_key: str) -> None: self._key_id_mapping[user_key] = widget_id def register_widget( self, metadata: WidgetMetadata, user_key: Optional[str] ) -> Tuple[Any, bool]: """Register a widget with the SessionState. Returns ------- Tuple[Any, bool] The widget's current value, and a bool that will be True if the frontend needs to be updated with the current value. """ widget_id = metadata.id self._set_widget_metadata(metadata) if user_key is not None: # If the widget has a user_key, update its user_key:widget_id mapping self._set_key_widget_mapping(widget_id, user_key) if widget_id not in self and (user_key is None or user_key not in self): # This is the first time the widget is registered, so we save its # value in widget state. deserializer = metadata.deserializer initial_widget_value = deepcopy(deserializer(None, metadata.id)) self._new_widget_state.set_from_value(widget_id, initial_widget_value) # Get the current value of the widget for use as its return value. # We return a copy, so that reference types can't be accidentally # mutated by user code. widget_value = self[widget_id] widget_value = deepcopy(widget_value) # widget_value_changed indicates to the caller that the widget's # current value is different from what is in the frontend. widget_value_changed = user_key is not None and self.is_new_state_value( user_key ) return widget_value, widget_value_changed def get_stats(self) -> List[CacheStat]: stat = CacheStat("st_session_state", "", asizeof(self)) return [stat] def _is_widget_id(key: str) -> bool: return key.startswith(GENERATED_WIDGET_KEY_PREFIX) # TODO: It would be better to make key vs not visible through more principled means def _is_keyed_widget_id(key: str) -> bool: return _is_widget_id(key) and not key.endswith("-None") def _is_internal_key(key: str) -> bool: return key.startswith(STREAMLIT_INTERNAL_KEY_PREFIX) def require_valid_user_key(key: str) -> None: """Raise an Exception if the given user_key is invalid.""" if _is_widget_id(key): raise StreamlitAPIException( f"Keys beginning with {GENERATED_WIDGET_KEY_PREFIX} are reserved." ) @attr.s(auto_attribs=True, slots=True) class SessionStateStatProvider(CacheStatsProvider): _session_info_by_id: Dict[str, "SessionInfo"] def get_stats(self) -> List[CacheStat]: stats: List[CacheStat] = [] for session_info in self._session_info_by_id.values(): session_state = session_info.session.session_state stats.extend(session_state.get_stats()) return stats