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main.py
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main.py
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import copy
import mesop as me
import mesop.labs as mel
import components as mex
import dialogs
import handlers
import llm
from eval_table import prompt_eval_table
from tool_sidebar import tool_sidebar
from helpers import find_prompt, parse_variables
from state import State, Prompt
from web_components import AsyncAction
from web_components import async_action_component
_INSTRUCTIONS = """
- Write your prompt.
- You can use variables using this syntax `{{VARIABLE_NAME}}`.
- If you used variables, populate them from the `Set variables` dialog.
- Adjust model settings if necessary from the `Model settings` dialog.
- When you're ready, press the run button.
- If you make adjustments to your prompt or model settings, pressing run will create a
new version of your prompt.
""".strip()
@me.page(
stylesheets=[
# Other themes here: https://www.jsdelivr.com/package/npm/highlight.js?tab=files&path=styles
"https://cdn.jsdelivr.net/npm/highlight.js@11.10.0/styles/github-dark.min.css",
"https://cdn.jsdelivr.net/npm/highlight.js@11.10.0/styles/github.min.css",
],
security_policy=me.SecurityPolicy(
allowed_script_srcs=[
"https://cdn.jsdelivr.net",
],
dangerously_disable_trusted_types=True,
allowed_iframe_parents=["https://huggingface.co"],
),
)
def app():
state = me.state(State)
action = (
AsyncAction(value=state.async_action_name, duration_seconds=state.async_action_duration)
if state.async_action_name
else None
)
async_action_component(action=action, on_finished=on_async_action_finished)
mex.snackbar(is_visible=state.show_snackbar, label=state.snackbar_message)
dialogs.update_title()
dialogs.model_settings()
dialogs.prompt_variables()
dialogs.prompt_version_history()
dialogs.add_comparisons()
dialogs.generate_prompt()
dialogs.load_prompt()
dialogs.add_row()
with me.box(
style=me.Style(
background=me.theme_var("surface-container-lowest"),
display="grid",
grid_template_columns="50fr 50fr 1fr",
grid_template_rows="1fr 50fr",
height="100vh",
)
):
with me.box(style=me.Style(grid_column="1 / -1")):
with mex.header(max_width=None):
with mex.header_section():
with me.box(on_click=on_click_title, style=me.Style(cursor="pointer")):
me.text(
state.title,
style=me.Style(font_size=16, font_weight="bold"),
)
if state.version:
me.text(f"v{state.version}")
with mex.header_section():
mex.button_toggle(
labels=["Prompt", "Eval"], selected=state.mode, on_click=on_click_mode_toggle
)
if state.mode == "Prompt":
# Render prompt creation page
with me.box(
style=me.Style(padding=me.Padding(left=15, top=15, bottom=15), overflow_y="scroll")
):
with mex.expanable_card(
title="System Instructions",
expanded=state.system_prompt_card_expanded,
on_click_header=on_click_system_instructions_header,
):
me.native_textarea(
autosize=True,
min_rows=2,
placeholder="Optional tone and style instructions for the model",
value=state.system_instructions,
on_blur=handlers.on_update_input,
style=_STYLE_INVISIBLE_TEXTAREA,
key="system_instructions",
)
with mex.card(title="Prompt"):
me.native_textarea(
autosize=True,
min_rows=2,
placeholder="Enter your prompt",
value=state.prompt,
on_blur=on_update_prompt,
style=_STYLE_INVISIBLE_TEXTAREA,
key="prompt",
)
with me.box(
style=me.Style(align_items="center", display="flex", justify_content="space-between")
):
with me.content_button(
type="flat",
disabled=not state.prompt,
on_click=on_click_run,
style=me.Style(border_radius="10"),
):
with me.tooltip(message="Run prompt"):
me.icon("play_arrow")
mex.button(
"Generate prompt",
disabled=bool(state.prompt),
style=me.Style(
background=me.theme_var("secondary-container"),
color=me.theme_var("on-secondary-container"),
),
on_click=handlers.on_open_dialog,
key="dialog_show_generate_prompt",
)
with me.box(style=me.Style(padding=me.Padding.all(15), overflow_y="scroll")):
if state.response:
with mex.card(title="Response", style=me.Style(overflow_y="hidden")):
mex.markdown(state.response, has_copy_to_clipboard=True)
else:
with mex.card(title="Prompt Tuner Instructions"):
mex.markdown(_INSTRUCTIONS, has_copy_to_clipboard=True)
else:
# Render eval page
with me.box(style=me.Style(grid_column="1 / -2", overflow_y="scroll")):
prompt = find_prompt(state.prompts, state.version)
if prompt:
with me.box(style=me.Style(margin=me.Margin.all(15))):
compare_prompts = [
prompt for prompt in state.prompts if prompt.version in state.comparisons
]
prompt_eval_table(
[prompt] + compare_prompts,
on_select_rating=on_select_rating,
on_click_run=on_click_eval_run,
)
mex.button(
label="Add row",
type="flat",
style=me.Style(
margin=me.Margin(top=10),
),
key="dialog_show_add_row",
on_click=handlers.on_open_dialog,
)
tool_sidebar()
# Event handlers
def on_click_system_instructions_header(e: me.ClickEvent):
"""Open/close system instructions card."""
state = me.state(State)
state.system_prompt_card_expanded = not state.system_prompt_card_expanded
def on_click_eval_run(e: me.ClickEvent):
state = me.state(State)
_, prompt_version, response_index, selected_prompt_response_index = e.key.split("_")
prompt = find_prompt(state.prompts, int(prompt_version))
selected_prompt = find_prompt(state.prompts, state.version)
selected_prompt
if response_index != "-1":
response = prompt.responses[int(response_index)]
else:
response = {
"variables": copy.copy(
selected_prompt.responses[int(selected_prompt_response_index)]["variables"]
),
"rating": 0,
}
prompt.responses.append(response)
prompt_text = prompt.prompt
for name, value in response["variables"].items():
prompt_text = prompt_text.replace("{{" + name + "}}", value)
response["output"] = llm.run_prompt(
prompt_text, prompt.system_instructions, prompt.model, prompt.model_temperature
)
def on_click_run(e: me.ClickEvent):
"""Runs the prompt with the given variables.
A new version of the prompt will be created if the prompt, system instructions, or
model settings have changed.
A new response will be added if the variables have been updated.
"""
state = me.state(State)
num_versions = len(state.prompts)
if state.version:
current_prompt_meta = state.prompts[state.version - 1]
else:
current_prompt_meta = Prompt()
variable_names = set(parse_variables(state.prompt))
prompt_variables = {
name: value for name, value in state.prompt_variables.items() if name in variable_names
}
if (
current_prompt_meta.prompt != state.prompt
or current_prompt_meta.system_instructions != state.system_instructions
or current_prompt_meta.model != state.model
or current_prompt_meta.model_temperature != state.model_temperature
):
new_version = num_versions + 1
state.prompts.append(
Prompt(
version=new_version,
prompt=state.prompt,
system_instructions=state.system_instructions,
model=state.model,
model_temperature=state.model_temperature,
variables=list(variable_names),
)
)
state.version = new_version
prompt = state.prompt
for name, value in prompt_variables.items():
prompt = prompt.replace("{{" + name + "}}", value)
state.response = llm.run_prompt(
prompt, state.system_instructions, state.model, state.model_temperature
)
state.prompts[-1].responses.append(dict(output=state.response, variables=prompt_variables))
def on_click_title(e: me.ClickEvent):
"""Show dialog for editing the title of the prompt."""
state = me.state(State)
state.temp_title = state.title
state.dialog_show_title = True
def on_update_prompt(e: me.InputBlurEvent):
"""Saves the prompt.
Any new variables will be extracted from the prompt and added to prompt variables in
the variables dialog.
"""
state = me.state(State)
state.prompt = e.value.strip()
variable_names = parse_variables(state.prompt)
for variable_name in variable_names:
if variable_name not in state.prompt_variables:
state.prompt_variables[variable_name] = ""
def on_click_mode_toggle(e: me.ClickEvent):
"""Toggle between Prompt and Eval modes."""
state = me.state(State)
state.mode = "Eval" if state.mode == "Prompt" else "Prompt"
def on_select_rating(e: me.SelectSelectionChangeEvent):
state = me.state(State)
_, prompt_version, response_index = e.key.split("_")
prompt = find_prompt(state.prompts, int(prompt_version))
prompt.responses[int(response_index)]["rating"] = e.value
def on_async_action_finished(e: mel.WebEvent):
state = me.state(State)
state.async_action_name = ""
state.snackbar_message = ""
state.show_snackbar = False
# Style helpers
_STYLE_INVISIBLE_TEXTAREA = me.Style(
background=me.theme_var("surface-container-lowest"),
color=me.theme_var("on-surface"),
overflow_y="hidden",
width="100%",
outline="none",
border=me.Border.all(me.BorderSide(style="none")),
)