mesop / llm_rewriter.py
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Commit
45df88a
import random
import time
from dataclasses import dataclass
from typing import Literal
import mesop as me
Role = Literal["user", "assistant"]
@dataclass(kw_only=True)
class ChatMessage:
"""Chat message metadata."""
role: Role = "user"
content: str = ""
edited: bool = False
@me.stateclass
class State:
input: str
output: list[ChatMessage]
in_progress: bool
rewrite: str
rewrite_message_index: int
preview_rewrite: str
preview_original: str
modal_open: bool
def load(e: me.LoadEvent):
me.set_theme_mode("system")
@me.page(
on_load=load,
security_policy=me.SecurityPolicy(
allowed_iframe_parents=["https://google.github.io", "https://huggingface.co"]
),
path="/llm_rewriter",
title="LLM Rewriter",
)
def page():
state = me.state(State)
# Modal
with me.box(style=_make_modal_background_style(state.modal_open)):
with me.box(style=_STYLE_MODAL_CONTAINER):
with me.box(style=_STYLE_MODAL_CONTENT):
me.textarea(
label="Rewrite",
style=_STYLE_INPUT_WIDTH,
value=state.rewrite,
on_input=on_rewrite_input,
)
with me.box():
me.button(
"Submit Rewrite",
color="primary",
type="flat",
on_click=on_click_submit_rewrite,
)
me.button(
"Cancel",
on_click=on_click_cancel_rewrite,
)
with me.box(style=_STYLE_PREVIEW_CONTAINER):
with me.box(style=_STYLE_PREVIEW_ORIGINAL):
me.text("Original Message", type="headline-6")
me.markdown(state.preview_original)
with me.box(style=_STYLE_PREVIEW_REWRITE):
me.text("Preview Rewrite", type="headline-6")
me.markdown(state.preview_rewrite)
# Chat UI
with me.box(style=_STYLE_APP_CONTAINER):
me.text(_TITLE, type="headline-5", style=_STYLE_TITLE)
with me.box(style=_STYLE_CHAT_BOX):
for index, msg in enumerate(state.output):
with me.box(
style=_make_style_chat_bubble_wrapper(msg.role),
key=f"msg-{index}",
on_click=on_click_rewrite_msg,
):
if msg.role == _ROLE_ASSISTANT:
me.text(
_display_username(_BOT_USER_DEFAULT, msg.edited),
style=_STYLE_CHAT_BUBBLE_NAME,
)
with me.box(style=_make_chat_bubble_style(msg.role, msg.edited)):
if msg.role == _ROLE_USER:
me.text(msg.content, style=_STYLE_CHAT_BUBBLE_PLAINTEXT)
else:
me.markdown(msg.content)
with me.tooltip(message="Rewrite response"):
me.icon(icon="edit_note")
if state.in_progress:
with me.box(key="scroll-to", style=me.Style(height=250)):
pass
with me.box(style=_STYLE_CHAT_INPUT_BOX):
with me.box(style=me.Style(flex_grow=1)):
me.input(
label=_LABEL_INPUT,
# Workaround: update key to clear input.
key=f"input-{len(state.output)}",
on_input=on_chat_input,
on_enter=on_click_submit_chat_msg,
style=_STYLE_CHAT_INPUT,
)
with me.content_button(
color="primary",
type="flat",
disabled=state.in_progress,
on_click=on_click_submit_chat_msg,
style=_STYLE_CHAT_BUTTON,
):
me.icon(
_LABEL_BUTTON_IN_PROGRESS if state.in_progress else _LABEL_BUTTON
)
# Event Handlers
def on_chat_input(e: me.InputEvent):
"""Capture chat text input."""
state = me.state(State)
state.input = e.value
def on_rewrite_input(e: me.InputEvent):
"""Capture rewrite text input."""
state = me.state(State)
state.preview_rewrite = e.value
def on_click_rewrite_msg(e: me.ClickEvent):
"""Shows rewrite modal when a message is clicked.
Edit this function to persist rewritten messages.
"""
state = me.state(State)
index = int(e.key.replace("msg-", ""))
message = state.output[index]
if message.role == _ROLE_USER or state.in_progress:
return
state.modal_open = True
state.rewrite = message.content
state.rewrite_message_index = index
state.preview_original = message.content
state.preview_rewrite = message.content
def on_click_submit_rewrite(e: me.ClickEvent):
"""Submits rewrite message."""
state = me.state(State)
state.modal_open = False
message = state.output[state.rewrite_message_index]
if message.content != state.preview_rewrite:
message.content = state.preview_rewrite
message.edited = True
state.rewrite_message_index = 0
state.rewrite = ""
state.preview_original = ""
state.preview_rewrite = ""
def on_click_cancel_rewrite(e: me.ClickEvent):
"""Hides rewrite modal."""
state = me.state(State)
state.modal_open = False
state.rewrite_message_index = 0
state.rewrite = ""
state.preview_original = ""
state.preview_rewrite = ""
def on_click_submit_chat_msg(e: me.ClickEvent | me.InputEnterEvent):
"""Handles submitting a chat message."""
state = me.state(State)
if state.in_progress or not state.input:
return
input = state.input
state.input = ""
yield
output = state.output
if output is None:
output = []
output.append(ChatMessage(role=_ROLE_USER, content=input))
state.in_progress = True
me.scroll_into_view(key="scroll-to")
yield
start_time = time.time()
output_message = respond_to_chat(input, state.output)
assistant_message = ChatMessage(role=_ROLE_ASSISTANT)
output.append(assistant_message)
state.output = output
for content in output_message:
assistant_message.content += content
# TODO: 0.25 is an abitrary choice. In the future, consider making this adjustable.
if (time.time() - start_time) >= 0.25:
start_time = time.time()
yield
state.in_progress = False
yield
# Transform function for processing chat messages.
def respond_to_chat(input: str, history: list[ChatMessage]):
"""Displays random canned text.
Edit this function to process messages with a real chatbot/LLM.
"""
lines = [
(
"Lorem ipsum dolor sit amet, consectetur adipiscing elit, "
"sed do eiusmod tempor incididunt ut labore et dolore magna aliqua."
),
"Laoreet sit amet cursus sit amet dictum sit amet.",
"At lectus urna duis convallis.",
"A pellentesque sit amet porttitor eget.",
"Mauris nunc congue nisi vitae suscipit tellus mauris a diam.",
"Aliquet lectus proin nibh nisl condimentum id.",
"Integer malesuada nunc vel risus commodo viverra maecenas accumsan.",
"Tempor id eu nisl nunc mi.",
"Id consectetur purus ut faucibus pulvinar.",
"Mauris pharetra et ultrices neque ornare.",
"Facilisis magna etiam tempor orci.",
"Mauris pharetra et ultrices neque.",
"Sit amet facilisis magna etiam tempor orci.",
"Amet consectetur adipiscing elit pellentesque habitant morbi tristique.",
"Egestas erat imperdiet sed euismod.",
"Tincidunt praesent semper feugiat nibh sed pulvinar proin gravida.",
"Habitant morbi tristique senectus et netus et malesuada.",
]
for line in random.sample(lines, random.randint(3, len(lines) - 1)):
time.sleep(0.25)
yield line + " "
# Constants
_TITLE = "LLM Rewriter"
_ROLE_USER = "user"
_ROLE_ASSISTANT = "assistant"
_BOT_USER_DEFAULT = "mesop-bot"
# Styles
_COLOR_BACKGROUND = me.theme_var("background")
_COLOR_CHAT_BUBBLE_YOU = me.theme_var("surface-container-low")
_COLOR_CHAT_BUBBLE_BOT = me.theme_var("secondary-container")
_COLOR_CHAT_BUUBBLE_EDITED = me.theme_var("tertiary-container")
_DEFAULT_PADDING = me.Padding.all(20)
_DEFAULT_BORDER_SIDE = me.BorderSide(
width="1px", style="solid", color=me.theme_var("secondary-fixed")
)
_LABEL_BUTTON = "send"
_LABEL_BUTTON_IN_PROGRESS = "pending"
_LABEL_INPUT = "Enter your prompt"
_STYLE_INPUT_WIDTH = me.Style(width="100%")
_STYLE_APP_CONTAINER = me.Style(
background=_COLOR_BACKGROUND,
display="flex",
flex_direction="column",
height="100%",
margin=me.Margin.symmetric(vertical=0, horizontal="auto"),
width="min(1024px, 100%)",
box_shadow="0 3px 1px -2px #0003, 0 2px 2px #00000024, 0 1px 5px #0000001f",
padding=me.Padding(top=20, left=20, right=20),
)
_STYLE_TITLE = me.Style(padding=me.Padding(left=10))
_STYLE_CHAT_BOX = me.Style(
flex_grow=1,
overflow_y="scroll",
padding=_DEFAULT_PADDING,
margin=me.Margin(bottom=20),
border_radius="10px",
border=me.Border(
left=_DEFAULT_BORDER_SIDE,
right=_DEFAULT_BORDER_SIDE,
top=_DEFAULT_BORDER_SIDE,
bottom=_DEFAULT_BORDER_SIDE,
),
)
_STYLE_CHAT_INPUT = me.Style(width="100%")
_STYLE_CHAT_INPUT_BOX = me.Style(
padding=me.Padding(top=30), display="flex", flex_direction="row"
)
_STYLE_CHAT_BUTTON = me.Style(margin=me.Margin(top=8, left=8))
_STYLE_CHAT_BUBBLE_NAME = me.Style(
font_weight="bold",
font_size="12px",
padding=me.Padding(left=15, right=15, bottom=5),
)
_STYLE_CHAT_BUBBLE_PLAINTEXT = me.Style(margin=me.Margin.symmetric(vertical=15))
_STYLE_MODAL_CONTAINER = me.Style(
background=me.theme_var("surface-container"),
margin=me.Margin.symmetric(vertical="0", horizontal="auto"),
width="min(1024px, 100%)",
box_sizing="content-box",
height="100%",
overflow_y="scroll",
box_shadow=("0 3px 1px -2px #0003, 0 2px 2px #00000024, 0 1px 5px #0000001f"),
)
_STYLE_MODAL_CONTENT = me.Style(margin=me.Margin.all(20))
_STYLE_PREVIEW_CONTAINER = me.Style(
display="grid",
grid_template_columns="repeat(2, 1fr)",
)
_STYLE_PREVIEW_ORIGINAL = me.Style(
color=me.theme_var("on-surface"), padding=_DEFAULT_PADDING
)
_STYLE_PREVIEW_REWRITE = me.Style(
background=_COLOR_CHAT_BUUBBLE_EDITED, padding=_DEFAULT_PADDING
)
def _make_style_chat_bubble_wrapper(role: Role) -> me.Style:
"""Generates styles for chat bubble position.
Args:
role: Chat bubble alignment depends on the role
"""
align_items = "end" if role == _ROLE_USER else "start"
return me.Style(
display="flex",
flex_direction="column",
align_items=align_items,
)
def _make_chat_bubble_style(role: Role, edited: bool) -> me.Style:
"""Generates styles for chat bubble.
Args:
role: Chat bubble background color depends on the role
edited: Whether chat message was edited or not.
"""
background = _COLOR_CHAT_BUBBLE_YOU
if role == _ROLE_ASSISTANT:
background = _COLOR_CHAT_BUBBLE_BOT
if edited:
background = _COLOR_CHAT_BUUBBLE_EDITED
return me.Style(
width="80%",
font_size="13px",
background=background,
border_radius="15px",
padding=me.Padding(right=15, left=15, bottom=3),
margin=me.Margin(bottom=10),
border=me.Border(
left=_DEFAULT_BORDER_SIDE,
right=_DEFAULT_BORDER_SIDE,
top=_DEFAULT_BORDER_SIDE,
bottom=_DEFAULT_BORDER_SIDE,
),
)
def _make_modal_background_style(modal_open: bool) -> me.Style:
"""Makes style for modal background.
Args:
modal_open: Whether the modal is open.
"""
return me.Style(
display="block" if modal_open else "none",
position="fixed",
z_index=1000,
width="100%",
height="100%",
overflow_x="auto",
overflow_y="auto",
background="rgba(0,0,0,0.4)",
)
def _display_username(username: str, edited: bool = False) -> str:
"""Displays the username
Args:
username: Name of the user
edited: Whether the message has been edited.
"""
edited_text = " (edited)" if edited else ""
return username + edited_text