""" The interface module provides an even higher-level API for interacting with a list of `ChatMessage` objects compared to the `ChatFeed` through a frontend input UI. """ from __future__ import annotations from dataclasses import dataclass from functools import partial from io import BytesIO from typing import ( Any, Callable, ClassVar, Dict, List, ) import param from ..io.resources import CDN_DIST from ..layout import Row, Tabs from ..pane.image import ImageBase from ..viewable import Viewable from ..widgets.base import Widget from ..widgets.button import Button from ..widgets.input import FileInput, TextInput from .feed import CallbackState, ChatFeed from .message import ChatMessage, _FileInputMessage @dataclass class _ChatButtonData: """ A dataclass to hold the metadata and data related to the chat buttons. Parameters ---------- index : int The index of the button. name : str The name of the button. icon : str The icon to display. objects : List The objects to display. buttons : List The buttons to display. """ index: int name: str icon: str objects: List buttons: List callback: Callable class ChatInterface(ChatFeed): """ High level widget that contains the chat log and the chat input. Reference: https://panel.holoviz.org/reference/chat/ChatInterface.html :Example: >>> async def repeat_contents(contents, user, instance): >>> yield contents >>> chat_interface = ChatInterface( callback=repeat_contents, widgets=[TextInput(), FileInput()] ) """ auto_send_types = param.List(doc=""" The widget types to automatically send when the user presses enter or clicks away from the widget. If not provided, defaults to `[TextInput]`.""") avatar = param.ClassSelector(class_=(str, BytesIO, bytes, ImageBase), doc=""" The avatar to use for the user. Can be a single character text, an emoji, or anything supported by `pn.pane.Image`. If not set, uses the first character of the name.""") reset_on_send = param.Boolean(default=True, doc=""" Whether to reset the widget's value after sending a message; has no effect for `TextInput`.""") show_send = param.Boolean(default=True, doc=""" Whether to show the send button.""") show_stop = param.Boolean(default=True, doc=""" Whether to show the stop button temporarily replacing the send button during callback; has no effect if `callback` is not async.""") show_rerun = param.Boolean(default=True, doc=""" Whether to show the rerun button.""") show_undo = param.Boolean(default=True, doc=""" Whether to show the undo button.""") show_clear = param.Boolean(default=True, doc=""" Whether to show the clear button.""") show_button_name = param.Boolean(default=None, doc=""" Whether to show the button name.""") user = param.String(default="User", doc=""" Name of the ChatInterface user.""") widgets = param.ClassSelector(class_=(Widget, list), allow_refs=False, doc=""" Widgets to use for the input. If not provided, defaults to `[TextInput]`.""") button_properties = param.Dict(default={}, doc=""" Allows addition of functionality or customization of buttons by supplying a mapping from the button name to a dictionary containing the `icon`, `callback`, and/or `post_callback` keys. If the button names correspond to default buttons (send, rerun, undo, clear), the default icon can be updated and if a `callback` key value pair is provided, the specified callback functionality runs before the existing one. For button names that don't match existing ones, new buttons are created and must include a `callback` or `post_callback` key. The provided callbacks should have a signature that accepts two positional arguments: instance (the ChatInterface instance) and event (the button click event). """) _widgets = param.Dict(default={}, allow_refs=False, doc=""" The input widgets.""") _input_container = param.ClassSelector(class_=Row, doc=""" The input message row that wraps the input layout (Tabs / Row) to easily swap between Tabs and Rows, depending on number of widgets.""") _input_layout = param.ClassSelector(class_=(Row, Tabs), doc=""" The input layout that contains the input widgets.""") _button_data = param.Dict(default={}, doc=""" Metadata and data related to the buttons.""") _buttons = param.Dict(default={}, doc=""" The rendered buttons.""") _stylesheets: ClassVar[List[str]] = [f"{CDN_DIST}css/chat_interface.css"] def __init__(self, *objects, **params): widgets = params.get("widgets") if widgets is None: params["widgets"] = [TextInput(placeholder="Send a message")] elif not isinstance(widgets, list): params["widgets"] = [widgets] active = params.pop("active", None) super().__init__(*objects, **params) self._input_container = Row( css_classes=["chat-interface-input-container"], stylesheets=self._stylesheets, ) self._update_input_width() self._init_widgets() if active is not None: self.active = active self._card.param.update( objects=self._card.objects + [self._input_container], css_classes=["chat-interface"], ) def _link_disabled_loading(self, obj: Viewable): """ Link the disabled and loading attributes of the chat box to the given object. """ for attr in ["disabled", "loading"]: setattr(obj, attr, getattr(self, attr)) self.link(obj, **{attr: attr}) @param.depends("width", watch=True) def _update_input_width(self): """ Update the input width. """ if self.show_button_name is None: self.show_button_name = self.width is None or self.width >= 400 @param.depends("widgets", "button_properties", watch=True) def _init_widgets(self): """ Initialize the input widgets. Returns ------- The input widgets. """ default_button_properties = { "send": {"icon": "send", "_default_callback": self._click_send}, "stop": {"icon": "player-stop", "_default_callback": self._click_stop}, "rerun": {"icon": "repeat", "_default_callback": self._click_rerun}, "undo": {"icon": "arrow-back", "_default_callback": self._click_undo}, "clear": {"icon": "trash", "_default_callback": self._click_clear}, } self._allow_revert = len(self.button_properties) == 0 button_properties = {**default_button_properties, **self.button_properties} for index, (name, properties) in enumerate(button_properties.items()): name = name.lower() callback = properties.get("callback") post_callback = properties.get("post_callback") default_properties = default_button_properties.get(name) or {} if default_properties: default_callback = default_properties["_default_callback"] callback = ( self._wrap_callbacks( callback=callback, post_callback=post_callback, name=name, )(default_callback) if callback is not None or post_callback is not None else default_callback ) elif callback is not None and post_callback is not None: callback = self._wrap_callbacks(post_callback=post_callback)(callback) elif callback is None and post_callback is not None: callback = post_callback elif callback is None and post_callback is None: raise ValueError(f"A 'callback' key is required for the {name!r} button") icon = properties.get("icon") or default_properties.get("icon") self._button_data[name] = _ChatButtonData( index=index, name=name, icon=icon, objects=[], buttons=[], callback=callback, ) widgets = self.widgets if isinstance(self.widgets, Widget): widgets = [self.widgets] self._widgets = {} new_widgets = [] for widget in widgets: key = widget.name or widget.__class__.__name__ if isinstance(widget, type): # check if instantiated widget = widget() if self._widgets.get(key) is not widget: self._widgets[key] = widget new_widgets.append(widget) sizing_mode = self.sizing_mode if sizing_mode is not None: if "both" in sizing_mode or "scale_height" in sizing_mode: sizing_mode = "stretch_width" elif "height" in sizing_mode: sizing_mode = None input_layout = Tabs( sizing_mode=sizing_mode, css_classes=["chat-interface-input-tabs"], stylesheets=self._stylesheets, dynamic=True, ) for name, widget in self._widgets.items(): # for longer form messages, like TextArea / Ace, don't # submit when clicking away; only if they manually click # the send button # note, explicitly not isinstance because # TextAreaInput will trigger auto send! auto_send = ( isinstance(widget, tuple(self.auto_send_types)) or type(widget) is TextInput ) if auto_send and widget in new_widgets: callback = partial(self._button_data["send"].callback, self) widget.param.watch(callback, "value") widget.param.update( sizing_mode="stretch_width", css_classes=["chat-interface-input-widget"] ) self._buttons = {} for button_data in self._button_data.values(): action = button_data.name try: visible = self.param[f'show_{action}'] if action != "stop" else False except KeyError: visible = True show_expr = self.param.show_button_name.rx() button = Button( name=show_expr.rx.where(button_data.name.title(), ""), icon=button_data.icon, sizing_mode="stretch_width", max_width=show_expr.rx.where(90, 45), max_height=50, margin=(0, 5, 0, 0), align="center", visible=visible ) if action != "stop": self._link_disabled_loading(button) callback = partial(button_data.callback, self) button.on_click(callback) self._buttons[action] = button button_data.buttons.append(button) message_row = Row( widget, *list(self._buttons.values()), sizing_mode="stretch_width", css_classes=["chat-interface-input-row"], stylesheets=self._stylesheets, align="start", ) input_layout.append((name, message_row)) # if only a single input, don't use tabs if len(self._widgets) == 1: input_layout = input_layout[0] self._input_container.objects = [input_layout] self._input_layout = input_layout def _wrap_callbacks( self, callback: Callable | None = None, post_callback: Callable | None = None, name: str = "" ): """ Wrap the callback and post callback around the default callback. """ def decorate(default_callback: Callable): def wrapper(self, event: param.parameterized.Event): if name == "send" and not self.active_widget.value: # don't trigger if no message to prevent duplication return if callback is not None: try: self.disabled = True callback(self, event) finally: self.disabled = False default_callback(self, event) if post_callback is not None: try: self.disabled = True post_callback(self, event) finally: self.disabled = False return wrapper return decorate def _click_send( self, event: param.parameterized.Event | None = None, instance: "ChatInterface" | None = None ) -> None: """ Send the input when the user presses Enter. """ # wait until the chat feed's callback is done executing # before allowing another input if self.disabled: return active_widget = self.active_widget value = active_widget.value if value: if isinstance(active_widget, FileInput): value = _FileInputMessage( contents=value, mime_type=active_widget.mime_type, file_name=active_widget.filename, ) # don't use isinstance here; TextAreaInput subclasses TextInput if type(active_widget) is TextInput or self.reset_on_send: updates = {"value": ""} if hasattr(active_widget, "value_input"): updates["value_input"] = "" try: active_widget.param.update(updates) except ValueError: pass else: return # no message entered self._reset_button_data() self.send(value=value, user=self.user, avatar=self.avatar, respond=True) def _click_stop( self, event: param.parameterized.Event | None = None, instance: "ChatInterface" | None = None ) -> bool: """ Cancel the callback when the user presses the Stop button. """ return self.stop() def _get_last_user_entry_index(self) -> int: """ Get the index of the last user message. """ messages = self.objects[::-1] for index, message in enumerate(messages, 1): if message.user == self.user: return index return 0 def _toggle_revert(self, button_data: _ChatButtonData, active: bool): """ Toggle the button's icon and name to indicate whether the action can be reverted. """ for button in button_data.buttons: if active and button_data.objects: button_update = { "button_type": "warning", "name": "Revert", "width": 90, } else: button_update = { "button_type": "default", "name": button_data.name.title() if self.show_button_name else "", "width": 90 if self.show_button_name else 45, } button.param.update(button_update) def _reset_button_data(self): """ Clears all the objects in the button data to prevent reverting. """ for button_data in self._button_data.values(): button_data.objects.clear() self._toggle_revert(button_data, False) def _click_rerun( self, event: param.parameterized.Event | None = None, instance: "ChatInterface" | None = None ) -> None: """ Upon clicking the rerun button, rerun the last user message, which can trigger the callback again. """ count = self._get_last_user_entry_index() messages = self.undo(count) if not messages: return self.send(value=messages[0], respond=True) def _click_undo( self, event: param.parameterized.Event | None = None, instance: "ChatInterface" | None = None ) -> None: """ Upon clicking the undo button, undo (remove) messages up to the last user message. If the button is clicked again without performing any other actions, revert the undo. """ undo_data = self._button_data["undo"] undo_objects = undo_data.objects if not undo_objects: self._reset_button_data() count = self._get_last_user_entry_index() undo_data.objects = self.undo(count) if self._allow_revert: self._toggle_revert(undo_data, True) else: undo_data.objects = [] else: self.extend(undo_objects) self._reset_button_data() def _click_clear( self, event: param.parameterized.Event | None = None, instance: "ChatInterface" | None = None ) -> None: """ Upon clicking the clear button, clear the chat log. If the button is clicked again without performing any other actions, revert the clear. """ clear_data = self._button_data["clear"] clear_objects = clear_data.objects if not clear_objects: self._reset_button_data() clear_data.objects = self.clear() if self._allow_revert: self._toggle_revert(clear_data, True) else: clear_data.objects = [] else: self[:] = clear_objects.copy() self._reset_button_data() @property def active_widget(self) -> Widget: """ The currently active widget. Returns ------- The active widget. """ if isinstance(self._input_layout, Tabs): return self._input_layout[self.active].objects[0] return self._input_layout.objects[0] @property def active(self) -> int: """ The currently active input widget tab index; -1 if there is only one widget available which is not in a tab. Returns ------- The active input widget tab index. """ if isinstance(self._input_layout, Tabs): return self._input_layout.active return -1 @active.setter def active(self, index: int) -> None: """ Set the active input widget tab index. Arguments --------- index : int The active index to set. """ if isinstance(self._input_layout, Tabs): self._input_layout.active = index def _serialize_for_transformers( self, messages: List[ChatMessage], role_names: Dict[str, str | List[str]] | None = None, default_role: str | None = "assistant", custom_serializer: Callable = None ) -> List[Dict[str, Any]]: """ Exports the chat log for use with transformers. Arguments --------- messages : list(ChatMessage) A list of ChatMessage objects to serialize. role_names : dict(str, str | list(str)) | None A dictionary mapping the role to the ChatMessage's user name. Defaults to `{"user": [self.user], "assistant": [self.callback_user]}` if not set. The keys and values are case insensitive as the strings will all be lowercased. The values can be a string or a list of strings, e.g. `{"user": "user", "assistant": ["executor", "langchain"]}`. default_role : str The default role to use if the user name is not found in role_names. If this is set to None, raises a ValueError if the user name is not found. custom_serializer : callable A custom function to format the ChatMessage's object. The function must accept one positional argument, the ChatMessage object, and return a string. If not provided, uses the serialize method on ChatMessage. Returns ------- A list of dictionaries with a role and content keys. """ if role_names is None: role_names = { "user": [self.user], "assistant": [self.callback_user], } return super()._serialize_for_transformers(messages, role_names, default_role, custom_serializer) @param.depends("_callback_state", watch=True) async def _update_input_disabled(self): busy_states = (CallbackState.RUNNING, CallbackState.GENERATING) if not self.show_stop or self._callback_state not in busy_states: with param.parameterized.batch_call_watchers(self): self._buttons["send"].visible = True self._buttons["stop"].visible = False else: with param.parameterized.batch_call_watchers(self): self._buttons["send"].visible = False self._buttons["stop"].visible = True async def _cleanup_response(self): """ Events to always execute after the callback is done. """ await super()._cleanup_response() await self._update_input_disabled()