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import json | |
import re | |
from glob import glob | |
import gradio as gr | |
from chatarena.arena import Arena, TooManyInvalidActions | |
from chatarena.backends import BACKEND_REGISTRY | |
from chatarena.backends.human import HumanBackendError | |
from chatarena.config import ArenaConfig | |
from chatarena.database import SupabaseDB, log_arena, log_messages, supabase_available | |
from chatarena.environments import ENV_REGISTRY | |
from chatarena.message import Message | |
css = """#col-container {max-width: 90%; margin-left: auto; margin-right: auto; display: flex; flex-direction: column;} | |
#header {text-align: center;} | |
#col-chatbox {flex: 1; max-height: min(750px, 100%);} | |
#label {font-size: 2em; padding: 0.5em; margin: 0;} | |
.message {font-size: 1.2em;} | |
.message-wrap {max-height: min(700px, 100vh);} | |
""" | |
# .wrap {min-width: min(640px, 100vh)} | |
# #env-desc {max-height: 100px; overflow-y: auto;} | |
# .textarea {height: 100px; max-height: 100px;} | |
# #chatbot-tab-all {height: 750px; max-height: min(750px, 100%);} | |
# #chatbox {height: min(750px, 100%); max-height: min(750px, 100%);} | |
# #chatbox.block {height: 730px} | |
# .wrap {max-height: 680px;} | |
# .scroll-hide {overflow-y: scroll; max-height: 100px;} | |
DEBUG = False | |
DEFAULT_BACKEND = "openai-chat" | |
DEFAULT_ENV = "conversation" | |
MAX_NUM_PLAYERS = 6 | |
DEFAULT_NUM_PLAYERS = 2 | |
def load_examples(): | |
example_configs = {} | |
# Load json config files from examples folder | |
example_files = glob("examples/*.json") | |
for example_file in example_files: | |
with open(example_file, encoding="utf-8") as f: | |
example = json.load(f) | |
try: | |
example_configs[example["name"]] = example | |
except KeyError: | |
print(f"Example {example_file} is missing a name field. Skipping.") | |
return example_configs | |
EXAMPLE_REGISTRY = load_examples() | |
DB = SupabaseDB() if supabase_available else None | |
def get_moderator_components(visible=True): | |
name = "Moderator" | |
with gr.Row(): | |
with gr.Column(): | |
role_desc = gr.Textbox( | |
label="Moderator role", | |
lines=1, | |
visible=visible, | |
interactive=True, | |
placeholder=f"Enter the role description for {name}", | |
) | |
terminal_condition = gr.Textbox( | |
show_label=False, | |
lines=1, | |
visible=visible, | |
interactive=True, | |
placeholder="Enter the termination criteria", | |
) | |
with gr.Column(): | |
backend_type = gr.Dropdown( | |
show_label=False, | |
visible=visible, | |
interactive=True, | |
choices=list(BACKEND_REGISTRY.keys()), | |
value=DEFAULT_BACKEND, | |
) | |
with gr.Accordion( | |
f"{name} Parameters", open=False, visible=visible | |
) as accordion: | |
temperature = gr.Slider( | |
minimum=0, | |
maximum=2.0, | |
step=0.1, | |
interactive=True, | |
visible=visible, | |
label="temperature", | |
value=0.7, | |
) | |
max_tokens = gr.Slider( | |
minimum=10, | |
maximum=500, | |
step=10, | |
interactive=True, | |
visible=visible, | |
label="max tokens", | |
value=200, | |
) | |
return [ | |
role_desc, | |
terminal_condition, | |
backend_type, | |
accordion, | |
temperature, | |
max_tokens, | |
] | |
def get_player_components(name, visible): | |
with gr.Row(): | |
with gr.Column(): | |
role_name = gr.Textbox( | |
line=1, | |
show_label=False, | |
interactive=True, | |
visible=visible, | |
placeholder=f"Player name for {name}", | |
) | |
role_desc = gr.Textbox( | |
lines=3, | |
show_label=False, | |
interactive=True, | |
visible=visible, | |
placeholder=f"Enter the role description for {name}", | |
) | |
with gr.Column(): | |
backend_type = gr.Dropdown( | |
show_label=False, | |
choices=list(BACKEND_REGISTRY.keys()), | |
interactive=True, | |
visible=visible, | |
value=DEFAULT_BACKEND, | |
) | |
with gr.Accordion( | |
f"{name} Parameters", open=False, visible=visible | |
) as accordion: | |
temperature = gr.Slider( | |
minimum=0, | |
maximum=2.0, | |
step=0.1, | |
interactive=True, | |
visible=visible, | |
label="temperature", | |
value=0.7, | |
) | |
max_tokens = gr.Slider( | |
minimum=10, | |
maximum=500, | |
step=10, | |
interactive=True, | |
visible=visible, | |
label="max tokens", | |
value=200, | |
) | |
return [role_name, role_desc, backend_type, accordion, temperature, max_tokens] | |
def get_empty_state(): | |
return gr.State({"arena": None}) | |
with gr.Blocks(css=css) as demo: | |
state = get_empty_state() | |
all_components = [] | |
with gr.Column(elem_id="col-container"): | |
gr.Markdown( | |
"""# 🏟 ChatArena️<br> | |
Prompting multiple AI agents to play games in a language-driven environment. | |
**[Project Homepage](https://github.com/chatarena/chatarena)**""", | |
elem_id="header", | |
) | |
with gr.Row(): | |
env_selector = gr.Dropdown( | |
choices=list(ENV_REGISTRY.keys()), | |
value=DEFAULT_ENV, | |
interactive=True, | |
label="Environment Type", | |
show_label=True, | |
) | |
example_selector = gr.Dropdown( | |
choices=list(EXAMPLE_REGISTRY.keys()), | |
interactive=True, | |
label="Select Example", | |
show_label=True, | |
) | |
# Environment configuration | |
env_desc_textbox = gr.Textbox( | |
show_label=True, | |
lines=2, | |
visible=True, | |
label="Environment Description", | |
placeholder="Enter a description of a scenario or the game rules.", | |
) | |
all_components += [env_selector, example_selector, env_desc_textbox] | |
with gr.Row(): | |
with gr.Column(elem_id="col-chatbox"): | |
with gr.Tab("All", visible=True): | |
chatbot = gr.Chatbot( | |
elem_id="chatbox", visible=True, show_label=False | |
) | |
player_chatbots = [] | |
for i in range(MAX_NUM_PLAYERS): | |
player_name = f"Player {i + 1}" | |
with gr.Tab(player_name, visible=(i < DEFAULT_NUM_PLAYERS)): | |
player_chatbot = gr.Chatbot( | |
elem_id=f"chatbox-{i}", | |
visible=i < DEFAULT_NUM_PLAYERS, | |
label=player_name, | |
show_label=False, | |
) | |
player_chatbots.append(player_chatbot) | |
all_components += [chatbot, *player_chatbots] | |
with gr.Column(elem_id="col-config"): # Player Configuration | |
# gr.Markdown("Player Configuration") | |
parallel_checkbox = gr.Checkbox( | |
label="Parallel Actions", value=False, visible=True | |
) | |
with gr.Accordion("Moderator", open=False, visible=True): | |
moderator_components = get_moderator_components(True) | |
all_components += [parallel_checkbox, *moderator_components] | |
all_players_components, players_idx2comp = [], {} | |
with gr.Blocks(): | |
num_player_slider = gr.Slider( | |
2, | |
MAX_NUM_PLAYERS, | |
value=DEFAULT_NUM_PLAYERS, | |
step=1, | |
label="Number of players:", | |
) | |
for i in range(MAX_NUM_PLAYERS): | |
player_name = f"Player {i + 1}" | |
with gr.Tab( | |
player_name, visible=(i < DEFAULT_NUM_PLAYERS) | |
) as tab: | |
player_comps = get_player_components( | |
player_name, visible=(i < DEFAULT_NUM_PLAYERS) | |
) | |
players_idx2comp[i] = player_comps + [tab] | |
all_players_components += player_comps + [tab] | |
all_components += [num_player_slider] + all_players_components | |
def variable_players(k): | |
k = int(k) | |
update_dict = {} | |
for i in range(MAX_NUM_PLAYERS): | |
if i < k: | |
for comp in players_idx2comp[i]: | |
update_dict[comp] = gr.update(visible=True) | |
update_dict[player_chatbots[i]] = gr.update(visible=True) | |
else: | |
for comp in players_idx2comp[i]: | |
update_dict[comp] = gr.update(visible=False) | |
update_dict[player_chatbots[i]] = gr.update(visible=False) | |
return update_dict | |
num_player_slider.change( | |
variable_players, | |
num_player_slider, | |
all_players_components + player_chatbots, | |
) | |
human_input_textbox = gr.Textbox( | |
show_label=True, | |
label="Human Input", | |
lines=1, | |
visible=True, | |
interactive=True, | |
placeholder="Enter your input here", | |
) | |
with gr.Row(): | |
btn_step = gr.Button("Start") | |
btn_restart = gr.Button("Clear") | |
all_components += [human_input_textbox, btn_step, btn_restart] | |
def _convert_to_chatbot_output(all_messages, display_recv=False): | |
chatbot_output = [] | |
for i, message in enumerate(all_messages): | |
agent_name, msg, recv = ( | |
message.agent_name, | |
message.content, | |
str(message.visible_to), | |
) | |
new_msg = re.sub( | |
r"\n+", "<br>", msg.strip() | |
) # Preprocess message for chatbot output | |
if display_recv: | |
new_msg = f"**{agent_name} (-> {recv})**: {new_msg}" # Add role to the message | |
else: | |
new_msg = f"**{agent_name}**: {new_msg}" | |
if agent_name == "Moderator": | |
chatbot_output.append((new_msg, None)) | |
else: | |
chatbot_output.append((None, new_msg)) | |
return chatbot_output | |
def _create_arena_config_from_components(all_comps: dict) -> ArenaConfig: | |
env_desc = all_comps[env_desc_textbox] | |
# Initialize the players | |
num_players = all_comps[num_player_slider] | |
player_configs = [] | |
for i in range(num_players): | |
role_name, role_desc, backend_type, temperature, max_tokens = ( | |
all_comps[c] | |
for c in players_idx2comp[i] | |
if not isinstance(c, (gr.Accordion, gr.Tab)) | |
) | |
player_config = { | |
"name": role_name, | |
"role_desc": role_desc, | |
"global_prompt": env_desc, | |
"backend": { | |
"backend_type": backend_type, | |
"temperature": temperature, | |
"max_tokens": max_tokens, | |
}, | |
} | |
player_configs.append(player_config) | |
# Initialize the environment | |
env_type = all_comps[env_selector] | |
# Get moderator config | |
( | |
mod_role_desc, | |
mod_terminal_condition, | |
moderator_backend_type, | |
mod_temp, | |
mod_max_tokens, | |
) = ( | |
all_comps[c] | |
for c in moderator_components | |
if not isinstance(c, (gr.Accordion, gr.Tab)) | |
) | |
moderator_config = { | |
"role_desc": mod_role_desc, | |
"global_prompt": env_desc, | |
"terminal_condition": mod_terminal_condition, | |
"backend": { | |
"backend_type": moderator_backend_type, | |
"temperature": mod_temp, | |
"max_tokens": mod_max_tokens, | |
}, | |
} | |
env_config = { | |
"env_type": env_type, | |
"parallel": all_comps[parallel_checkbox], | |
"moderator": moderator_config, | |
"moderator_visibility": "all", | |
"moderator_period": None, | |
} | |
# arena_config = {"players": player_configs, "environment": env_config} | |
arena_config = ArenaConfig(players=player_configs, environment=env_config) | |
return arena_config | |
def step_game(all_comps: dict): | |
yield { | |
btn_step: gr.update(value="Running...", interactive=False), | |
btn_restart: gr.update(interactive=False), | |
} | |
cur_state = all_comps[state] | |
# If arena is not yet created, create it | |
if cur_state["arena"] is None: | |
# Create the Arena | |
arena_config = _create_arena_config_from_components(all_comps) | |
arena = Arena.from_config(arena_config) | |
log_arena(arena, database=DB) | |
cur_state["arena"] = arena | |
else: | |
arena = cur_state["arena"] | |
try: | |
timestep = arena.step() | |
except HumanBackendError as e: | |
# Handle human input and recover with the game update | |
human_input = all_comps[human_input_textbox] | |
if human_input == "": | |
timestep = None # Failed to get human input | |
else: | |
timestep = arena.environment.step(e.agent_name, human_input) | |
except TooManyInvalidActions: | |
timestep = arena.current_timestep | |
timestep.observation.append( | |
Message( | |
"System", | |
"Too many invalid actions. Game over.", | |
turn=-1, | |
visible_to="all", | |
) | |
) | |
timestep.terminal = True | |
if timestep is None: | |
yield { | |
human_input_textbox: gr.update( | |
value="", placeholder="Please enter a valid input" | |
), | |
btn_step: gr.update(value="Next Step", interactive=True), | |
btn_restart: gr.update(interactive=True), | |
} | |
else: | |
all_messages = timestep.observation # user sees what the moderator sees | |
log_messages(arena, all_messages, database=DB) | |
chatbot_output = _convert_to_chatbot_output(all_messages, display_recv=True) | |
update_dict = { | |
human_input_textbox: gr.Textbox.update(value=""), | |
chatbot: chatbot_output, | |
btn_step: gr.update( | |
value="Next Step", interactive=not timestep.terminal | |
), | |
btn_restart: gr.update(interactive=True), | |
state: cur_state, | |
} | |
# Get the visible messages for each player | |
for i, player in enumerate(arena.players): | |
player_messages = arena.environment.get_observation(player.name) | |
player_output = _convert_to_chatbot_output(player_messages) | |
# Update the player's chatbot output | |
update_dict[player_chatbots[i]] = player_output | |
if DEBUG: | |
arena.environment.print() | |
yield update_dict | |
def restart_game(all_comps: dict): | |
cur_state = all_comps[state] | |
cur_state["arena"] = None | |
yield { | |
chatbot: [], | |
btn_restart: gr.update(interactive=False), | |
btn_step: gr.update(interactive=False), | |
state: cur_state, | |
} | |
arena_config = _create_arena_config_from_components(all_comps) | |
arena = Arena.from_config(arena_config) | |
log_arena(arena, database=DB) | |
cur_state["arena"] = arena | |
yield { | |
btn_step: gr.update(value="Start", interactive=True), | |
btn_restart: gr.update(interactive=True), | |
state: cur_state, | |
} | |
# Remove Accordion and Tab from the list of components | |
all_components = [ | |
comp for comp in all_components if not isinstance(comp, (gr.Accordion, gr.Tab)) | |
] | |
# If any of the Textbox, Slider, Checkbox, Dropdown, RadioButtons is changed, the Step button is disabled | |
for comp in all_components: | |
def _disable_step_button(state): | |
if state["arena"] is not None: | |
return gr.update(interactive=False) | |
else: | |
return gr.update() | |
if ( | |
isinstance( | |
comp, (gr.Textbox, gr.Slider, gr.Checkbox, gr.Dropdown, gr.Radio) | |
) | |
and comp is not human_input_textbox | |
): | |
comp.change(_disable_step_button, state, btn_step) | |
btn_step.click( | |
step_game, | |
set(all_components + [state]), | |
[chatbot, *player_chatbots, btn_step, btn_restart, state, human_input_textbox], | |
) | |
btn_restart.click( | |
restart_game, | |
set(all_components + [state]), | |
[chatbot, *player_chatbots, btn_step, btn_restart, state, human_input_textbox], | |
) | |
# If an example is selected, update the components | |
def update_components_from_example(all_comps: dict): | |
example_name = all_comps[example_selector] | |
example_config = EXAMPLE_REGISTRY[example_name] | |
update_dict = {} | |
# Update the environment components | |
env_config = example_config["environment"] | |
update_dict[env_desc_textbox] = gr.update(value=example_config["global_prompt"]) | |
update_dict[env_selector] = gr.update(value=env_config["env_type"]) | |
update_dict[parallel_checkbox] = gr.update(value=env_config["parallel"]) | |
# Update the moderator components | |
if "moderator" in env_config: | |
( | |
mod_role_desc, | |
mod_terminal_condition, | |
moderator_backend_type, | |
mod_temp, | |
mod_max_tokens, | |
) = ( | |
c | |
for c in moderator_components | |
if not isinstance(c, (gr.Accordion, gr.Tab)) | |
) | |
update_dict[mod_role_desc] = gr.update( | |
value=env_config["moderator"]["role_desc"] | |
) | |
update_dict[mod_terminal_condition] = gr.update( | |
value=env_config["moderator"]["terminal_condition"] | |
) | |
update_dict[moderator_backend_type] = gr.update( | |
value=env_config["moderator"]["backend"]["backend_type"] | |
) | |
update_dict[mod_temp] = gr.update( | |
value=env_config["moderator"]["backend"]["temperature"] | |
) | |
update_dict[mod_max_tokens] = gr.update( | |
value=env_config["moderator"]["backend"]["max_tokens"] | |
) | |
# Update the player components | |
update_dict[num_player_slider] = gr.update(value=len(example_config["players"])) | |
for i, player_config in enumerate(example_config["players"]): | |
role_name, role_desc, backend_type, temperature, max_tokens = ( | |
c | |
for c in players_idx2comp[i] | |
if not isinstance(c, (gr.Accordion, gr.Tab)) | |
) | |
update_dict[role_name] = gr.update(value=player_config["name"]) | |
update_dict[role_desc] = gr.update(value=player_config["role_desc"]) | |
update_dict[backend_type] = gr.update( | |
value=player_config["backend"]["backend_type"] | |
) | |
update_dict[temperature] = gr.update( | |
value=player_config["backend"]["temperature"] | |
) | |
update_dict[max_tokens] = gr.update( | |
value=player_config["backend"]["max_tokens"] | |
) | |
return update_dict | |
example_selector.change( | |
update_components_from_example, | |
set(all_components + [state]), | |
all_components + [state], | |
) | |
demo.queue() | |
demo.launch(debug=DEBUG) | |