Spaces:
Runtime error
Runtime error
Update app.py
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app.py
CHANGED
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@@ -1,7 +1,1032 @@
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| 1 |
import gradio as gr
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| 5 |
|
| 6 |
-
|
| 7 |
-
demo.launch()
|
|
|
|
| 1 |
+
"""
|
| 2 |
+
Root-level Gradio app for WorldSmithAI.
|
| 3 |
+
|
| 4 |
+
This file is intended to live directly beside callbacks.py in the repository
|
| 5 |
+
root. It does not assume an app/ package or folder.
|
| 6 |
+
|
| 7 |
+
The UI is intentionally thin:
|
| 8 |
+
- app.py defines the Gradio interface.
|
| 9 |
+
- callbacks.py runs generation, parsing, validation, world construction,
|
| 10 |
+
simulation, visualization, metrics, and narration.
|
| 11 |
+
- The simulation engine remains generic and DSL-driven.
|
| 12 |
+
|
| 13 |
+
Environment variables:
|
| 14 |
+
WORLDSMITHAI_MODEL_ID:
|
| 15 |
+
Optional Hugging Face model id for model-generated DSL.
|
| 16 |
+
|
| 17 |
+
HF_TOKEN:
|
| 18 |
+
Optional Hugging Face token for private or gated models.
|
| 19 |
+
|
| 20 |
+
WORLDSMITHAI_OUTPUT_DIR:
|
| 21 |
+
Optional directory for generated GIFs, MP4s, charts, and images.
|
| 22 |
+
|
| 23 |
+
WORLDSMITHAI_DEFAULT_STEPS:
|
| 24 |
+
Optional default simulation step count.
|
| 25 |
+
|
| 26 |
+
WORLDSMITHAI_MAX_FRAMES:
|
| 27 |
+
Optional maximum animation frame count.
|
| 28 |
+
|
| 29 |
+
WORLDSMITHAI_LOG_LEVEL:
|
| 30 |
+
Optional logging level. Defaults to INFO.
|
| 31 |
+
"""
|
| 32 |
+
|
| 33 |
+
from __future__ import annotations
|
| 34 |
+
|
| 35 |
+
import json
|
| 36 |
+
import logging
|
| 37 |
+
import os
|
| 38 |
+
import traceback
|
| 39 |
+
from collections.abc import Mapping
|
| 40 |
+
from dataclasses import dataclass
|
| 41 |
+
from pathlib import Path
|
| 42 |
+
from typing import Any
|
| 43 |
+
|
| 44 |
import gradio as gr
|
| 45 |
|
| 46 |
+
from callbacks import (
|
| 47 |
+
CallbackConfig,
|
| 48 |
+
CallbackResult,
|
| 49 |
+
apply_step_override,
|
| 50 |
+
callback_failure_result,
|
| 51 |
+
generate_world_from_prompt,
|
| 52 |
+
load_example_callback,
|
| 53 |
+
parse_constraints,
|
| 54 |
+
run_worldsmith_pipeline,
|
| 55 |
+
simulate_dsl_pipeline,
|
| 56 |
+
validate_dsl_callback,
|
| 57 |
+
)
|
| 58 |
+
from dsl.validator import validate_world_spec
|
| 59 |
+
|
| 60 |
+
|
| 61 |
+
APP_TITLE = "WorldSmithAI"
|
| 62 |
+
APP_SUBTITLE = "Production-Level Agent-Based World Simulation Framework"
|
| 63 |
+
APP_VERSION = "0.1.0"
|
| 64 |
+
|
| 65 |
+
DEFAULT_PROMPT = (
|
| 66 |
+
"Create a compact research ecosystem where scientists, engineers, reviewers, "
|
| 67 |
+
"and funding agents exchange knowledge, compete for attention, collaborate, "
|
| 68 |
+
"and adapt their goals over time."
|
| 69 |
+
)
|
| 70 |
+
|
| 71 |
+
PROMPT_EXAMPLES = [
|
| 72 |
+
[
|
| 73 |
+
"A medieval civilization with merchants, rulers, artisans, scholars, guards, "
|
| 74 |
+
"taxes, trade, regulations, and resource pressure."
|
| 75 |
+
],
|
| 76 |
+
[
|
| 77 |
+
"A startup economy with founders, investors, customers, operators, competitors, "
|
| 78 |
+
"market bidding, adoption dynamics, and shifting goals."
|
| 79 |
+
],
|
| 80 |
+
[
|
| 81 |
+
"A fantasy world with mages, dragons, healers, merchants, mana resources, "
|
| 82 |
+
"alliances, communication, negotiation, and magical infrastructure."
|
| 83 |
+
],
|
| 84 |
+
[
|
| 85 |
+
"A transport network with hubs, carriers, dispatchers, chargers, passengers, "
|
| 86 |
+
"queues, routes, deliveries, and congestion."
|
| 87 |
+
],
|
| 88 |
+
[
|
| 89 |
+
"A power grid world with generators, storage nodes, consumers, regulators, "
|
| 90 |
+
"energy resources, subsidies, enforcement, and rebalancing."
|
| 91 |
+
],
|
| 92 |
+
[
|
| 93 |
+
"A space colony with colonists, engineers, botanists, navigators, miners, "
|
| 94 |
+
"oxygen resources, habitat expansion, and survival goals."
|
| 95 |
+
],
|
| 96 |
+
]
|
| 97 |
+
|
| 98 |
+
CUSTOM_CSS = """
|
| 99 |
+
#worldsmith-header {
|
| 100 |
+
padding: 1.1rem 1.25rem;
|
| 101 |
+
border-radius: 1rem;
|
| 102 |
+
background: linear-gradient(135deg, rgba(80, 80, 120, 0.12), rgba(120, 120, 160, 0.08));
|
| 103 |
+
border: 1px solid rgba(120, 120, 160, 0.18);
|
| 104 |
+
}
|
| 105 |
+
.worldsmith-small {
|
| 106 |
+
font-size: 0.92rem;
|
| 107 |
+
opacity: 0.82;
|
| 108 |
+
}
|
| 109 |
+
.worldsmith-status textarea {
|
| 110 |
+
font-family: ui-monospace, SFMono-Regular, Menlo, Monaco, Consolas, "Liberation Mono", monospace;
|
| 111 |
+
}
|
| 112 |
+
"""
|
| 113 |
+
|
| 114 |
+
|
| 115 |
+
logging.basicConfig(
|
| 116 |
+
level=os.getenv("WORLDSMITHAI_LOG_LEVEL", "INFO").upper(),
|
| 117 |
+
format="%(asctime)s | %(levelname)s | %(name)s | %(message)s",
|
| 118 |
+
)
|
| 119 |
+
|
| 120 |
+
logger = logging.getLogger(__name__)
|
| 121 |
+
|
| 122 |
+
|
| 123 |
+
@dataclass(frozen=True)
|
| 124 |
+
class AppModelStatus:
|
| 125 |
+
"""Status of the optional model client used by the UI."""
|
| 126 |
+
|
| 127 |
+
enabled: bool
|
| 128 |
+
model_id: str | None
|
| 129 |
+
message: str
|
| 130 |
+
|
| 131 |
+
def to_markdown(self) -> str:
|
| 132 |
+
"""Return display Markdown for model status."""
|
| 133 |
+
|
| 134 |
+
if self.enabled:
|
| 135 |
+
return f"**Model client:** configured with `{self.model_id}`."
|
| 136 |
+
|
| 137 |
+
return f"**Model client:** not configured. {self.message}"
|
| 138 |
+
|
| 139 |
+
|
| 140 |
+
class OptionalHFInferenceClient:
|
| 141 |
+
"""Small adapter around huggingface_hub.InferenceClient.
|
| 142 |
+
|
| 143 |
+
This adapter is optional. If a model id is not configured, the app still
|
| 144 |
+
works through WorldSmithAI's deterministic fallback generator.
|
| 145 |
+
"""
|
| 146 |
+
|
| 147 |
+
def __init__(self, model_id: str, token: str | None = None) -> None:
|
| 148 |
+
"""Initialize the optional Hugging Face inference adapter."""
|
| 149 |
+
|
| 150 |
+
from huggingface_hub import InferenceClient
|
| 151 |
+
|
| 152 |
+
self.model_id = model_id
|
| 153 |
+
self.client = InferenceClient(model=model_id, token=token)
|
| 154 |
+
|
| 155 |
+
def generate(
|
| 156 |
+
self,
|
| 157 |
+
prompt: str | None = None,
|
| 158 |
+
messages: list[dict[str, str]] | None = None,
|
| 159 |
+
max_new_tokens: int = 2048,
|
| 160 |
+
temperature: float = 0.2,
|
| 161 |
+
**_: Any,
|
| 162 |
+
) -> str:
|
| 163 |
+
"""Generate text using common InferenceClient methods."""
|
| 164 |
+
|
| 165 |
+
if messages:
|
| 166 |
+
chat_text = self._try_chat_completion(
|
| 167 |
+
messages,
|
| 168 |
+
max_new_tokens=max_new_tokens,
|
| 169 |
+
temperature=temperature,
|
| 170 |
+
)
|
| 171 |
+
if chat_text:
|
| 172 |
+
return chat_text
|
| 173 |
+
|
| 174 |
+
if prompt:
|
| 175 |
+
text_generation = self._try_text_generation(
|
| 176 |
+
prompt,
|
| 177 |
+
max_new_tokens=max_new_tokens,
|
| 178 |
+
temperature=temperature,
|
| 179 |
+
)
|
| 180 |
+
if text_generation:
|
| 181 |
+
return text_generation
|
| 182 |
+
|
| 183 |
+
raise RuntimeError("InferenceClient did not return generated text")
|
| 184 |
+
|
| 185 |
+
def _try_chat_completion(
|
| 186 |
+
self,
|
| 187 |
+
messages: list[dict[str, str]],
|
| 188 |
+
*,
|
| 189 |
+
max_new_tokens: int,
|
| 190 |
+
temperature: float,
|
| 191 |
+
) -> str | None:
|
| 192 |
+
"""Try chat-style generation methods."""
|
| 193 |
+
|
| 194 |
+
try:
|
| 195 |
+
chat_completion = getattr(self.client, "chat_completion", None)
|
| 196 |
+
if callable(chat_completion):
|
| 197 |
+
response = chat_completion(
|
| 198 |
+
messages=messages,
|
| 199 |
+
max_tokens=max_new_tokens,
|
| 200 |
+
temperature=temperature,
|
| 201 |
+
)
|
| 202 |
+
return _extract_model_text(response)
|
| 203 |
+
except Exception:
|
| 204 |
+
logger.debug("InferenceClient.chat_completion failed", exc_info=True)
|
| 205 |
+
|
| 206 |
+
try:
|
| 207 |
+
chat = getattr(self.client, "chat", None)
|
| 208 |
+
completions = getattr(chat, "completions", None)
|
| 209 |
+
create = getattr(completions, "create", None)
|
| 210 |
+
if callable(create):
|
| 211 |
+
response = create(
|
| 212 |
+
messages=messages,
|
| 213 |
+
max_tokens=max_new_tokens,
|
| 214 |
+
temperature=temperature,
|
| 215 |
+
)
|
| 216 |
+
return _extract_model_text(response)
|
| 217 |
+
except Exception:
|
| 218 |
+
logger.debug("InferenceClient.chat.completions.create failed", exc_info=True)
|
| 219 |
+
|
| 220 |
+
return None
|
| 221 |
+
|
| 222 |
+
def _try_text_generation(
|
| 223 |
+
self,
|
| 224 |
+
prompt: str,
|
| 225 |
+
*,
|
| 226 |
+
max_new_tokens: int,
|
| 227 |
+
temperature: float,
|
| 228 |
+
) -> str | None:
|
| 229 |
+
"""Try text-generation style methods."""
|
| 230 |
+
|
| 231 |
+
try:
|
| 232 |
+
text_generation = getattr(self.client, "text_generation", None)
|
| 233 |
+
if callable(text_generation):
|
| 234 |
+
response = text_generation(
|
| 235 |
+
prompt,
|
| 236 |
+
max_new_tokens=max_new_tokens,
|
| 237 |
+
temperature=temperature,
|
| 238 |
+
return_full_text=False,
|
| 239 |
+
)
|
| 240 |
+
return _extract_model_text(response)
|
| 241 |
+
except Exception:
|
| 242 |
+
logger.debug("InferenceClient.text_generation failed", exc_info=True)
|
| 243 |
+
|
| 244 |
+
return None
|
| 245 |
+
|
| 246 |
+
|
| 247 |
+
def build_optional_model_client() -> tuple[Any | None, AppModelStatus]:
|
| 248 |
+
"""Build the optional model client from environment variables."""
|
| 249 |
+
|
| 250 |
+
model_id = (
|
| 251 |
+
os.getenv("WORLDSMITHAI_MODEL_ID")
|
| 252 |
+
or os.getenv("WORLD_SMITH_MODEL_ID")
|
| 253 |
+
or os.getenv("HF_MODEL_ID")
|
| 254 |
+
)
|
| 255 |
+
token = os.getenv("HF_TOKEN") or os.getenv("HUGGINGFACEHUB_API_TOKEN")
|
| 256 |
+
|
| 257 |
+
if not model_id:
|
| 258 |
+
return None, AppModelStatus(
|
| 259 |
+
enabled=False,
|
| 260 |
+
model_id=None,
|
| 261 |
+
message="Set WORLDSMITHAI_MODEL_ID to enable model-generated DSL.",
|
| 262 |
+
)
|
| 263 |
+
|
| 264 |
+
try:
|
| 265 |
+
client = OptionalHFInferenceClient(model_id=model_id, token=token)
|
| 266 |
+
return client, AppModelStatus(
|
| 267 |
+
enabled=True,
|
| 268 |
+
model_id=model_id,
|
| 269 |
+
message="Model client configured.",
|
| 270 |
+
)
|
| 271 |
+
except Exception as exc:
|
| 272 |
+
logger.warning("Optional model client could not be configured: %s", exc)
|
| 273 |
+
return None, AppModelStatus(
|
| 274 |
+
enabled=False,
|
| 275 |
+
model_id=model_id,
|
| 276 |
+
message=(
|
| 277 |
+
f"WORLDSMITHAI_MODEL_ID={model_id} was found, but the client "
|
| 278 |
+
f"could not be initialized: {exc}. The app will use deterministic fallback."
|
| 279 |
+
),
|
| 280 |
+
)
|
| 281 |
+
|
| 282 |
+
|
| 283 |
+
MODEL_CLIENT, MODEL_STATUS = build_optional_model_client()
|
| 284 |
+
|
| 285 |
+
|
| 286 |
+
def app_callback_config(
|
| 287 |
+
*,
|
| 288 |
+
steps: int | float | str | None,
|
| 289 |
+
animation_format: str,
|
| 290 |
+
) -> CallbackConfig:
|
| 291 |
+
"""Create callback configuration from UI values and environment defaults."""
|
| 292 |
+
|
| 293 |
+
default_steps = _env_int("WORLDSMITHAI_DEFAULT_STEPS", 60)
|
| 294 |
+
max_frames = _env_int("WORLDSMITHAI_MAX_FRAMES", 80)
|
| 295 |
+
output_dir = os.getenv("WORLDSMITHAI_OUTPUT_DIR") or None
|
| 296 |
+
|
| 297 |
+
return CallbackConfig(
|
| 298 |
+
output_dir=output_dir,
|
| 299 |
+
steps=_coerce_optional_int(steps) if steps is not None else default_steps,
|
| 300 |
+
max_animation_frames=max(1, max_frames),
|
| 301 |
+
animation_format=animation_format,
|
| 302 |
+
)
|
| 303 |
+
|
| 304 |
+
|
| 305 |
+
def run_from_prompt_ui(
|
| 306 |
+
prompt: str,
|
| 307 |
+
steps: int | float,
|
| 308 |
+
constraints: str,
|
| 309 |
+
animation_format: str,
|
| 310 |
+
use_configured_model: bool,
|
| 311 |
+
) -> tuple[Any, ...]:
|
| 312 |
+
"""Run the full prompt-to-simulation pipeline for the main UI tab."""
|
| 313 |
+
|
| 314 |
+
client = MODEL_CLIENT if use_configured_model else None
|
| 315 |
+
config = app_callback_config(steps=steps, animation_format=animation_format)
|
| 316 |
+
|
| 317 |
+
try:
|
| 318 |
+
result = run_worldsmith_pipeline(
|
| 319 |
+
prompt=prompt,
|
| 320 |
+
constraints=parse_constraints(constraints),
|
| 321 |
+
client=client,
|
| 322 |
+
config=config,
|
| 323 |
+
)
|
| 324 |
+
return result_to_ui_tuple(result)
|
| 325 |
+
except Exception as exc:
|
| 326 |
+
logger.exception("Prompt simulation failed")
|
| 327 |
+
return failure_to_ui_tuple(exc)
|
| 328 |
+
|
| 329 |
+
|
| 330 |
+
def generate_dsl_only_ui(
|
| 331 |
+
prompt: str,
|
| 332 |
+
constraints: str,
|
| 333 |
+
use_configured_model: bool,
|
| 334 |
+
steps: int | float,
|
| 335 |
+
) -> tuple[str, str, str]:
|
| 336 |
+
"""Generate DSL only, without running simulation."""
|
| 337 |
+
|
| 338 |
+
client = MODEL_CLIENT if use_configured_model else None
|
| 339 |
+
config = app_callback_config(steps=steps, animation_format="gif")
|
| 340 |
+
|
| 341 |
+
try:
|
| 342 |
+
generation = generate_world_from_prompt(
|
| 343 |
+
prompt=prompt,
|
| 344 |
+
constraints=parse_constraints(constraints),
|
| 345 |
+
client=client,
|
| 346 |
+
config=config,
|
| 347 |
+
)
|
| 348 |
+
spec = apply_step_override(generation.spec, _coerce_optional_int(steps))
|
| 349 |
+
report = validate_world_spec(
|
| 350 |
+
spec,
|
| 351 |
+
config=config.resolved_validation_config(),
|
| 352 |
+
)
|
| 353 |
+
status = (
|
| 354 |
+
f"Generated `{spec.id}` with {len(spec.agents)} agent(s), "
|
| 355 |
+
f"{len(spec.resources)} resource(s), and "
|
| 356 |
+
f"{len(spec.behavior_names)} behavior reference(s). "
|
| 357 |
+
f"Validation: {len(report.errors)} error(s), {len(report.warnings)} warning(s)."
|
| 358 |
+
)
|
| 359 |
+
return (
|
| 360 |
+
spec.to_json_string(indent=2, exclude_none=True),
|
| 361 |
+
_safe_json_dumps(report.to_dict()),
|
| 362 |
+
status,
|
| 363 |
+
)
|
| 364 |
+
except Exception as exc:
|
| 365 |
+
logger.exception("DSL generation failed")
|
| 366 |
+
return "", "{}", f"DSL generation failed: {exc}"
|
| 367 |
+
|
| 368 |
+
|
| 369 |
+
def simulate_dsl_ui(
|
| 370 |
+
dsl_json: str,
|
| 371 |
+
steps: int | float,
|
| 372 |
+
animation_format: str,
|
| 373 |
+
use_configured_model_for_narration: bool,
|
| 374 |
+
) -> tuple[Any, ...]:
|
| 375 |
+
"""Run simulation from user-supplied DSL JSON."""
|
| 376 |
+
|
| 377 |
+
client = MODEL_CLIENT if use_configured_model_for_narration else None
|
| 378 |
+
config = app_callback_config(steps=steps, animation_format=animation_format)
|
| 379 |
+
|
| 380 |
+
try:
|
| 381 |
+
result = simulate_dsl_pipeline(
|
| 382 |
+
dsl_json=dsl_json,
|
| 383 |
+
client=client,
|
| 384 |
+
config=config,
|
| 385 |
+
)
|
| 386 |
+
return result_to_ui_tuple(result)
|
| 387 |
+
except Exception as exc:
|
| 388 |
+
logger.exception("DSL simulation failed")
|
| 389 |
+
return failure_to_ui_tuple(exc, world_spec_json=dsl_json)
|
| 390 |
+
|
| 391 |
+
|
| 392 |
+
def validate_dsl_ui(dsl_json: str) -> tuple[str, str]:
|
| 393 |
+
"""Validate DSL JSON in the validation tab."""
|
| 394 |
+
|
| 395 |
+
return validate_dsl_callback(dsl_json)
|
| 396 |
+
|
| 397 |
+
|
| 398 |
+
def load_example_ui(example_name: str | None) -> tuple[str, str]:
|
| 399 |
+
"""Load an example JSON file into the DSL editor."""
|
| 400 |
+
|
| 401 |
+
if not example_name:
|
| 402 |
+
return "", "Choose an example first."
|
| 403 |
+
|
| 404 |
+
examples = discover_examples()
|
| 405 |
+
path = examples.get(example_name)
|
| 406 |
+
if path is None:
|
| 407 |
+
return "", f"Unknown example: {example_name}"
|
| 408 |
+
|
| 409 |
+
return load_example_callback(path)
|
| 410 |
+
|
| 411 |
+
|
| 412 |
+
def clear_main_outputs() -> tuple[Any, ...]:
|
| 413 |
+
"""Clear main-tab outputs."""
|
| 414 |
+
|
| 415 |
+
return (
|
| 416 |
+
"",
|
| 417 |
+
"",
|
| 418 |
+
gr.update(value=None, visible=False),
|
| 419 |
+
gr.update(value=None, visible=False),
|
| 420 |
+
None,
|
| 421 |
+
None,
|
| 422 |
+
None,
|
| 423 |
+
"",
|
| 424 |
+
"",
|
| 425 |
+
"",
|
| 426 |
+
)
|
| 427 |
+
|
| 428 |
+
|
| 429 |
+
def result_to_ui_tuple(result: CallbackResult) -> tuple[Any, ...]:
|
| 430 |
+
"""Map CallbackResult to the app output component order."""
|
| 431 |
+
|
| 432 |
+
animation_image, animation_video = animation_path_updates(result.animation_path)
|
| 433 |
+
|
| 434 |
+
return (
|
| 435 |
+
result.world_spec_json,
|
| 436 |
+
result.validation_json,
|
| 437 |
+
animation_image,
|
| 438 |
+
animation_video,
|
| 439 |
+
result.population_chart_path,
|
| 440 |
+
result.resource_chart_path,
|
| 441 |
+
result.final_image_path,
|
| 442 |
+
_markdown_narrative(result.narrative),
|
| 443 |
+
result.metrics_json,
|
| 444 |
+
result.status_message,
|
| 445 |
+
)
|
| 446 |
+
|
| 447 |
+
|
| 448 |
+
def failure_to_ui_tuple(
|
| 449 |
+
error: BaseException,
|
| 450 |
+
*,
|
| 451 |
+
world_spec_json: str = "",
|
| 452 |
+
) -> tuple[Any, ...]:
|
| 453 |
+
"""Map an exception to a safe UI output tuple."""
|
| 454 |
+
|
| 455 |
+
result = callback_failure_result(error, world_spec_json=world_spec_json)
|
| 456 |
+
details = {
|
| 457 |
+
"success": False,
|
| 458 |
+
"error_type": error.__class__.__name__,
|
| 459 |
+
"error": str(error),
|
| 460 |
+
"traceback": traceback.format_exc(),
|
| 461 |
+
"callback_result": result.to_dict(),
|
| 462 |
+
}
|
| 463 |
+
|
| 464 |
+
return (
|
| 465 |
+
result.world_spec_json,
|
| 466 |
+
result.validation_json,
|
| 467 |
+
gr.update(value=None, visible=False),
|
| 468 |
+
gr.update(value=None, visible=False),
|
| 469 |
+
None,
|
| 470 |
+
None,
|
| 471 |
+
None,
|
| 472 |
+
_markdown_narrative(result.narrative),
|
| 473 |
+
_safe_json_dumps(details),
|
| 474 |
+
result.status_message,
|
| 475 |
+
)
|
| 476 |
+
|
| 477 |
+
|
| 478 |
+
def animation_path_updates(path: str | None) -> tuple[Any, Any]:
|
| 479 |
+
"""Return Gradio updates for GIF/image and MP4/video animation components."""
|
| 480 |
+
|
| 481 |
+
if not path:
|
| 482 |
+
return gr.update(value=None, visible=False), gr.update(value=None, visible=False)
|
| 483 |
+
|
| 484 |
+
suffix = Path(path).suffix.lower()
|
| 485 |
+
|
| 486 |
+
if suffix in {".mp4", ".webm", ".mov", ".m4v"}:
|
| 487 |
+
return gr.update(value=None, visible=False), gr.update(value=path, visible=True)
|
| 488 |
+
|
| 489 |
+
return gr.update(value=path, visible=True), gr.update(value=None, visible=False)
|
| 490 |
+
|
| 491 |
+
|
| 492 |
+
def discover_examples() -> dict[str, Path]:
|
| 493 |
+
"""Discover JSON example files in the root-level examples directory."""
|
| 494 |
+
|
| 495 |
+
examples_dir = Path(__file__).resolve().parent / "examples"
|
| 496 |
+
if not examples_dir.exists():
|
| 497 |
+
return {}
|
| 498 |
+
|
| 499 |
+
return {
|
| 500 |
+
path.stem.replace("_", " ").title(): path
|
| 501 |
+
for path in sorted(examples_dir.glob("*.json"))
|
| 502 |
+
}
|
| 503 |
+
|
| 504 |
+
|
| 505 |
+
def build_demo() -> gr.Blocks:
|
| 506 |
+
"""Build and return the Gradio Blocks demo."""
|
| 507 |
+
|
| 508 |
+
examples = discover_examples()
|
| 509 |
+
example_names = list(examples.keys())
|
| 510 |
+
default_steps = _env_int("WORLDSMITHAI_DEFAULT_STEPS", 60)
|
| 511 |
+
|
| 512 |
+
with gr.Blocks(
|
| 513 |
+
title=f"{APP_TITLE} β Agent-Based World Simulation",
|
| 514 |
+
css=CUSTOM_CSS,
|
| 515 |
+
analytics_enabled=False,
|
| 516 |
+
) as demo:
|
| 517 |
+
gr.Markdown(
|
| 518 |
+
f"""
|
| 519 |
+
<div id="worldsmith-header">
|
| 520 |
+
|
| 521 |
+
# {APP_TITLE}
|
| 522 |
+
### {APP_SUBTITLE}
|
| 523 |
+
|
| 524 |
+
WorldSmithAI converts natural language into a validated JSON DSL, builds a deterministic Python
|
| 525 |
+
agent-based world, simulates emergent behavior, and returns animation, charts, metrics, and narration.
|
| 526 |
+
|
| 527 |
+
<span class="worldsmith-small">
|
| 528 |
+
No species or domains are hardcoded. A farmer, dragon, scientist, vehicle, startup, power node,
|
| 529 |
+
or civilization actor is a generic Agent with state, memory, behaviors, and policy.
|
| 530 |
+
</span>
|
| 531 |
+
|
| 532 |
+
</div>
|
| 533 |
+
"""
|
| 534 |
+
)
|
| 535 |
+
|
| 536 |
+
with gr.Accordion("Runtime status", open=False):
|
| 537 |
+
gr.Markdown(MODEL_STATUS.to_markdown())
|
| 538 |
+
gr.Markdown(
|
| 539 |
+
"If no model client is configured, the app still runs with the deterministic fallback DSL generator. "
|
| 540 |
+
"Set WORLDSMITHAI_MODEL_ID in the Space environment to enable model-generated DSL."
|
| 541 |
+
)
|
| 542 |
+
|
| 543 |
+
with gr.Tabs():
|
| 544 |
+
with gr.Tab("Generate + Simulate"):
|
| 545 |
+
with gr.Row():
|
| 546 |
+
with gr.Column(scale=1):
|
| 547 |
+
prompt = gr.Textbox(
|
| 548 |
+
label="World prompt",
|
| 549 |
+
value=DEFAULT_PROMPT,
|
| 550 |
+
lines=8,
|
| 551 |
+
placeholder=(
|
| 552 |
+
"Describe any agent-based world: farm, civilization, research lab, "
|
| 553 |
+
"startup economy, fantasy realm, transport system..."
|
| 554 |
+
),
|
| 555 |
+
)
|
| 556 |
+
constraints = gr.Textbox(
|
| 557 |
+
label="Optional constraints",
|
| 558 |
+
value='{"max_agents": 6, "demo_size": "small"}',
|
| 559 |
+
lines=4,
|
| 560 |
+
placeholder='Example: {"max_agents": 6, "steps": 80}',
|
| 561 |
+
)
|
| 562 |
+
|
| 563 |
+
with gr.Row():
|
| 564 |
+
steps = gr.Slider(
|
| 565 |
+
minimum=1,
|
| 566 |
+
maximum=250,
|
| 567 |
+
value=default_steps,
|
| 568 |
+
step=1,
|
| 569 |
+
label="Simulation steps",
|
| 570 |
+
)
|
| 571 |
+
animation_format = gr.Dropdown(
|
| 572 |
+
choices=["gif", "mp4"],
|
| 573 |
+
value="gif",
|
| 574 |
+
label="Animation format",
|
| 575 |
+
)
|
| 576 |
+
|
| 577 |
+
use_model = gr.Checkbox(
|
| 578 |
+
label="Use configured model client when available",
|
| 579 |
+
value=MODEL_CLIENT is not None,
|
| 580 |
+
interactive=True,
|
| 581 |
+
)
|
| 582 |
+
|
| 583 |
+
with gr.Row():
|
| 584 |
+
run_button = gr.Button("Generate world + run simulation", variant="primary")
|
| 585 |
+
clear_button = gr.Button("Clear outputs")
|
| 586 |
+
|
| 587 |
+
gr.Examples(
|
| 588 |
+
examples=PROMPT_EXAMPLES,
|
| 589 |
+
inputs=[prompt],
|
| 590 |
+
label="Prompt examples",
|
| 591 |
+
)
|
| 592 |
+
|
| 593 |
+
with gr.Column(scale=1):
|
| 594 |
+
status = gr.Textbox(
|
| 595 |
+
label="Status",
|
| 596 |
+
lines=3,
|
| 597 |
+
interactive=False,
|
| 598 |
+
elem_classes=["worldsmith-status"],
|
| 599 |
+
)
|
| 600 |
+
narrative = gr.Markdown(label="Narrative summary")
|
| 601 |
+
|
| 602 |
+
with gr.Tab("Visual outputs"):
|
| 603 |
+
with gr.Row():
|
| 604 |
+
animation_image = gr.Image(
|
| 605 |
+
label="Simulation animation GIF",
|
| 606 |
+
type="filepath",
|
| 607 |
+
visible=True,
|
| 608 |
+
)
|
| 609 |
+
animation_video = gr.Video(
|
| 610 |
+
label="Simulation animation MP4",
|
| 611 |
+
visible=False,
|
| 612 |
+
)
|
| 613 |
+
|
| 614 |
+
with gr.Row():
|
| 615 |
+
final_image = gr.Image(
|
| 616 |
+
label="Final world state",
|
| 617 |
+
type="filepath",
|
| 618 |
+
)
|
| 619 |
+
population_chart = gr.Image(
|
| 620 |
+
label="Population chart",
|
| 621 |
+
type="filepath",
|
| 622 |
+
)
|
| 623 |
+
resource_chart = gr.Image(
|
| 624 |
+
label="Resource chart",
|
| 625 |
+
type="filepath",
|
| 626 |
+
)
|
| 627 |
+
|
| 628 |
+
with gr.Tab("Generated DSL + diagnostics"):
|
| 629 |
+
world_spec_json = gr.Code(
|
| 630 |
+
label="Generated WorldSpec JSON",
|
| 631 |
+
language="json",
|
| 632 |
+
lines=24,
|
| 633 |
+
)
|
| 634 |
+
validation_json = gr.Code(
|
| 635 |
+
label="Validation report",
|
| 636 |
+
language="json",
|
| 637 |
+
lines=16,
|
| 638 |
+
)
|
| 639 |
+
metrics_json = gr.Code(
|
| 640 |
+
label="Metrics and run diagnostics",
|
| 641 |
+
language="json",
|
| 642 |
+
lines=24,
|
| 643 |
+
)
|
| 644 |
+
|
| 645 |
+
main_outputs = [
|
| 646 |
+
world_spec_json,
|
| 647 |
+
validation_json,
|
| 648 |
+
animation_image,
|
| 649 |
+
animation_video,
|
| 650 |
+
population_chart,
|
| 651 |
+
resource_chart,
|
| 652 |
+
final_image,
|
| 653 |
+
narrative,
|
| 654 |
+
metrics_json,
|
| 655 |
+
status,
|
| 656 |
+
]
|
| 657 |
+
|
| 658 |
+
run_button.click(
|
| 659 |
+
fn=run_from_prompt_ui,
|
| 660 |
+
inputs=[prompt, steps, constraints, animation_format, use_model],
|
| 661 |
+
outputs=main_outputs,
|
| 662 |
+
show_progress=True,
|
| 663 |
+
)
|
| 664 |
+
|
| 665 |
+
clear_button.click(
|
| 666 |
+
fn=clear_main_outputs,
|
| 667 |
+
inputs=[],
|
| 668 |
+
outputs=main_outputs,
|
| 669 |
+
)
|
| 670 |
+
|
| 671 |
+
with gr.Tab("Generate DSL only"):
|
| 672 |
+
with gr.Row():
|
| 673 |
+
with gr.Column(scale=1):
|
| 674 |
+
dsl_prompt = gr.Textbox(
|
| 675 |
+
label="World prompt",
|
| 676 |
+
value=DEFAULT_PROMPT,
|
| 677 |
+
lines=8,
|
| 678 |
+
)
|
| 679 |
+
dsl_constraints = gr.Textbox(
|
| 680 |
+
label="Optional constraints",
|
| 681 |
+
value='{"max_agents": 6}',
|
| 682 |
+
lines=4,
|
| 683 |
+
)
|
| 684 |
+
dsl_steps = gr.Slider(
|
| 685 |
+
minimum=1,
|
| 686 |
+
maximum=250,
|
| 687 |
+
value=default_steps,
|
| 688 |
+
step=1,
|
| 689 |
+
label="Simulation steps to put in DSL",
|
| 690 |
+
)
|
| 691 |
+
dsl_use_model = gr.Checkbox(
|
| 692 |
+
label="Use configured model client when available",
|
| 693 |
+
value=MODEL_CLIENT is not None,
|
| 694 |
+
)
|
| 695 |
+
generate_dsl_button = gr.Button("Generate DSL", variant="primary")
|
| 696 |
+
|
| 697 |
+
with gr.Column(scale=1):
|
| 698 |
+
generated_dsl_status = gr.Textbox(
|
| 699 |
+
label="Status",
|
| 700 |
+
lines=3,
|
| 701 |
+
interactive=False,
|
| 702 |
+
)
|
| 703 |
+
generated_dsl_validation = gr.Code(
|
| 704 |
+
label="Validation report",
|
| 705 |
+
language="json",
|
| 706 |
+
lines=16,
|
| 707 |
+
)
|
| 708 |
+
|
| 709 |
+
generated_dsl = gr.Code(
|
| 710 |
+
label="Generated WorldSpec JSON",
|
| 711 |
+
language="json",
|
| 712 |
+
lines=28,
|
| 713 |
+
)
|
| 714 |
+
|
| 715 |
+
generate_dsl_button.click(
|
| 716 |
+
fn=generate_dsl_only_ui,
|
| 717 |
+
inputs=[dsl_prompt, dsl_constraints, dsl_use_model, dsl_steps],
|
| 718 |
+
outputs=[generated_dsl, generated_dsl_validation, generated_dsl_status],
|
| 719 |
+
show_progress=True,
|
| 720 |
+
)
|
| 721 |
+
|
| 722 |
+
with gr.Tab("Simulate existing DSL"):
|
| 723 |
+
with gr.Row():
|
| 724 |
+
with gr.Column(scale=1):
|
| 725 |
+
example_dropdown = gr.Dropdown(
|
| 726 |
+
choices=example_names,
|
| 727 |
+
value=example_names[0] if example_names else None,
|
| 728 |
+
label="Load example JSON",
|
| 729 |
+
interactive=bool(example_names),
|
| 730 |
+
)
|
| 731 |
+
load_example_button = gr.Button("Load selected example")
|
| 732 |
+
example_status = gr.Textbox(
|
| 733 |
+
label="Example status",
|
| 734 |
+
lines=2,
|
| 735 |
+
interactive=False,
|
| 736 |
+
)
|
| 737 |
+
|
| 738 |
+
existing_dsl = gr.Code(
|
| 739 |
+
label="WorldSpec JSON",
|
| 740 |
+
language="json",
|
| 741 |
+
lines=28,
|
| 742 |
+
value="",
|
| 743 |
+
)
|
| 744 |
+
|
| 745 |
+
with gr.Row():
|
| 746 |
+
existing_steps = gr.Slider(
|
| 747 |
+
minimum=1,
|
| 748 |
+
maximum=250,
|
| 749 |
+
value=default_steps,
|
| 750 |
+
step=1,
|
| 751 |
+
label="Simulation steps override",
|
| 752 |
+
)
|
| 753 |
+
existing_animation_format = gr.Dropdown(
|
| 754 |
+
choices=["gif", "mp4"],
|
| 755 |
+
value="gif",
|
| 756 |
+
label="Animation format",
|
| 757 |
+
)
|
| 758 |
+
|
| 759 |
+
existing_use_model = gr.Checkbox(
|
| 760 |
+
label="Use configured model client for narration when available",
|
| 761 |
+
value=False,
|
| 762 |
+
)
|
| 763 |
+
simulate_dsl_button = gr.Button("Simulate DSL", variant="primary")
|
| 764 |
+
|
| 765 |
+
with gr.Column(scale=1):
|
| 766 |
+
existing_status = gr.Textbox(
|
| 767 |
+
label="Status",
|
| 768 |
+
lines=3,
|
| 769 |
+
interactive=False,
|
| 770 |
+
)
|
| 771 |
+
existing_narrative = gr.Markdown(label="Narrative summary")
|
| 772 |
+
|
| 773 |
+
with gr.Tab("DSL simulation visuals"):
|
| 774 |
+
with gr.Row():
|
| 775 |
+
existing_animation_image = gr.Image(
|
| 776 |
+
label="Simulation animation GIF",
|
| 777 |
+
type="filepath",
|
| 778 |
+
visible=True,
|
| 779 |
+
)
|
| 780 |
+
existing_animation_video = gr.Video(
|
| 781 |
+
label="Simulation animation MP4",
|
| 782 |
+
visible=False,
|
| 783 |
+
)
|
| 784 |
+
|
| 785 |
+
with gr.Row():
|
| 786 |
+
existing_final_image = gr.Image(
|
| 787 |
+
label="Final world state",
|
| 788 |
+
type="filepath",
|
| 789 |
+
)
|
| 790 |
+
existing_population_chart = gr.Image(
|
| 791 |
+
label="Population chart",
|
| 792 |
+
type="filepath",
|
| 793 |
+
)
|
| 794 |
+
existing_resource_chart = gr.Image(
|
| 795 |
+
label="Resource chart",
|
| 796 |
+
type="filepath",
|
| 797 |
+
)
|
| 798 |
+
|
| 799 |
+
with gr.Tab("DSL simulation diagnostics"):
|
| 800 |
+
existing_validation = gr.Code(
|
| 801 |
+
label="Validation report",
|
| 802 |
+
language="json",
|
| 803 |
+
lines=16,
|
| 804 |
+
)
|
| 805 |
+
existing_metrics = gr.Code(
|
| 806 |
+
label="Metrics and run diagnostics",
|
| 807 |
+
language="json",
|
| 808 |
+
lines=24,
|
| 809 |
+
)
|
| 810 |
+
|
| 811 |
+
load_example_button.click(
|
| 812 |
+
fn=load_example_ui,
|
| 813 |
+
inputs=[example_dropdown],
|
| 814 |
+
outputs=[existing_dsl, example_status],
|
| 815 |
+
)
|
| 816 |
+
|
| 817 |
+
simulate_dsl_button.click(
|
| 818 |
+
fn=simulate_dsl_ui,
|
| 819 |
+
inputs=[
|
| 820 |
+
existing_dsl,
|
| 821 |
+
existing_steps,
|
| 822 |
+
existing_animation_format,
|
| 823 |
+
existing_use_model,
|
| 824 |
+
],
|
| 825 |
+
outputs=[
|
| 826 |
+
existing_dsl,
|
| 827 |
+
existing_validation,
|
| 828 |
+
existing_animation_image,
|
| 829 |
+
existing_animation_video,
|
| 830 |
+
existing_population_chart,
|
| 831 |
+
existing_resource_chart,
|
| 832 |
+
existing_final_image,
|
| 833 |
+
existing_narrative,
|
| 834 |
+
existing_metrics,
|
| 835 |
+
existing_status,
|
| 836 |
+
],
|
| 837 |
+
show_progress=True,
|
| 838 |
+
)
|
| 839 |
+
|
| 840 |
+
with gr.Tab("Validate DSL"):
|
| 841 |
+
validation_input = gr.Code(
|
| 842 |
+
label="WorldSpec JSON to validate",
|
| 843 |
+
language="json",
|
| 844 |
+
lines=28,
|
| 845 |
+
)
|
| 846 |
+
validate_button = gr.Button("Validate DSL", variant="primary")
|
| 847 |
+
validation_output = gr.Code(
|
| 848 |
+
label="Validation report",
|
| 849 |
+
language="json",
|
| 850 |
+
lines=24,
|
| 851 |
+
)
|
| 852 |
+
validation_status = gr.Textbox(
|
| 853 |
+
label="Status",
|
| 854 |
+
lines=3,
|
| 855 |
+
interactive=False,
|
| 856 |
+
)
|
| 857 |
+
|
| 858 |
+
validate_button.click(
|
| 859 |
+
fn=validate_dsl_ui,
|
| 860 |
+
inputs=[validation_input],
|
| 861 |
+
outputs=[validation_output, validation_status],
|
| 862 |
+
)
|
| 863 |
+
|
| 864 |
+
with gr.Tab("About"):
|
| 865 |
+
gr.Markdown(
|
| 866 |
+
"""
|
| 867 |
+
## WorldSmithAI architecture
|
| 868 |
+
|
| 869 |
+
WorldSmithAI follows this pipeline:
|
| 870 |
+
|
| 871 |
+
Natural language prompt
|
| 872 |
+
β SLM-generated JSON DSL
|
| 873 |
+
β Pydantic schema validation
|
| 874 |
+
β Semantic DSL validation
|
| 875 |
+
β WorldFactory
|
| 876 |
+
β World / Scheduler / Agents / Policies / Behaviors
|
| 877 |
+
β Metrics / Visualization / Narration
|
| 878 |
+
β Gradio UI
|
| 879 |
+
|
| 880 |
+
### Important design constraint
|
| 881 |
+
|
| 882 |
+
The simulation engine is deterministic Python. The model generates JSON only, never Python code.
|
| 883 |
+
|
| 884 |
+
### UI outputs
|
| 885 |
+
|
| 886 |
+
- Animation: GIF by default; MP4 if selected and ffmpeg is available.
|
| 887 |
+
- Population chart: grouped by agent type.
|
| 888 |
+
- Resource chart: grouped by resource type and weighted by amount.
|
| 889 |
+
- Narrative: deterministic by default, optionally model-assisted if a client is configured.
|
| 890 |
+
- Diagnostics: includes DSL validation, factory build report, metric history, artifact paths, and generation mode.
|
| 891 |
+
|
| 892 |
+
### Suggested root-level Space layout
|
| 893 |
+
|
| 894 |
+
app.py
|
| 895 |
+
callbacks.py
|
| 896 |
+
requirements.txt
|
| 897 |
+
core/
|
| 898 |
+
behaviors/
|
| 899 |
+
policies/
|
| 900 |
+
dsl/
|
| 901 |
+
factory/
|
| 902 |
+
metrics/
|
| 903 |
+
visualization/
|
| 904 |
+
llm/
|
| 905 |
+
examples/
|
| 906 |
+
"""
|
| 907 |
+
)
|
| 908 |
+
|
| 909 |
+
return demo
|
| 910 |
+
|
| 911 |
+
|
| 912 |
+
def _extract_model_text(response: Any) -> str | None:
|
| 913 |
+
"""Extract text from common model response shapes."""
|
| 914 |
+
|
| 915 |
+
if response is None:
|
| 916 |
+
return None
|
| 917 |
+
|
| 918 |
+
if isinstance(response, str):
|
| 919 |
+
return response.strip()
|
| 920 |
+
|
| 921 |
+
if isinstance(response, bytes):
|
| 922 |
+
return response.decode("utf-8").strip()
|
| 923 |
+
|
| 924 |
+
if isinstance(response, Mapping):
|
| 925 |
+
for key in ("text", "content", "generated_text", "output", "response"):
|
| 926 |
+
value = response.get(key)
|
| 927 |
+
if value is not None:
|
| 928 |
+
return _extract_model_text(value)
|
| 929 |
+
|
| 930 |
+
choices = response.get("choices")
|
| 931 |
+
if isinstance(choices, list) and choices:
|
| 932 |
+
return _extract_model_text(choices[0])
|
| 933 |
+
|
| 934 |
+
message = response.get("message")
|
| 935 |
+
if isinstance(message, Mapping):
|
| 936 |
+
return _extract_model_text(message.get("content"))
|
| 937 |
+
|
| 938 |
+
for attr in ("text", "content", "generated_text", "output", "response"):
|
| 939 |
+
value = getattr(response, attr, None)
|
| 940 |
+
if value is not None:
|
| 941 |
+
return _extract_model_text(value)
|
| 942 |
+
|
| 943 |
+
choices = getattr(response, "choices", None)
|
| 944 |
+
if choices:
|
| 945 |
+
return _extract_model_text(choices[0])
|
| 946 |
+
|
| 947 |
+
message = getattr(response, "message", None)
|
| 948 |
+
if message is not None:
|
| 949 |
+
return _extract_model_text(message)
|
| 950 |
+
|
| 951 |
+
return None
|
| 952 |
+
|
| 953 |
+
|
| 954 |
+
def _coerce_optional_int(value: int | float | str | None) -> int | None:
|
| 955 |
+
"""Coerce UI numeric values to optional int."""
|
| 956 |
+
|
| 957 |
+
if value is None or value == "":
|
| 958 |
+
return None
|
| 959 |
+
|
| 960 |
+
return int(float(value))
|
| 961 |
+
|
| 962 |
+
|
| 963 |
+
def _env_int(name: str, default: int) -> int:
|
| 964 |
+
"""Read an integer environment variable with a safe default."""
|
| 965 |
+
|
| 966 |
+
raw = os.getenv(name)
|
| 967 |
+
if raw is None or raw == "":
|
| 968 |
+
return default
|
| 969 |
+
|
| 970 |
+
try:
|
| 971 |
+
return int(float(raw))
|
| 972 |
+
except ValueError:
|
| 973 |
+
logger.warning("Invalid integer environment variable %s=%r", name, raw)
|
| 974 |
+
return default
|
| 975 |
+
|
| 976 |
+
|
| 977 |
+
def _safe_json_dumps(value: Any) -> str:
|
| 978 |
+
"""Serialize values as pretty JSON for Gradio Code components."""
|
| 979 |
+
|
| 980 |
+
return json.dumps(
|
| 981 |
+
_json_safe(value),
|
| 982 |
+
indent=2,
|
| 983 |
+
sort_keys=True,
|
| 984 |
+
ensure_ascii=False,
|
| 985 |
+
)
|
| 986 |
+
|
| 987 |
+
|
| 988 |
+
def _json_safe(value: Any) -> Any:
|
| 989 |
+
"""Return JSON-friendly representation of arbitrary values."""
|
| 990 |
+
|
| 991 |
+
if value is None or isinstance(value, (str, bool)):
|
| 992 |
+
return value
|
| 993 |
+
|
| 994 |
+
if isinstance(value, int) and not isinstance(value, bool):
|
| 995 |
+
return value
|
| 996 |
+
|
| 997 |
+
if isinstance(value, float):
|
| 998 |
+
if value != value or value in {float("inf"), float("-inf")}:
|
| 999 |
+
return None
|
| 1000 |
+
return value
|
| 1001 |
+
|
| 1002 |
+
if isinstance(value, Mapping):
|
| 1003 |
+
return {str(key): _json_safe(nested) for key, nested in value.items()}
|
| 1004 |
+
|
| 1005 |
+
if isinstance(value, (list, tuple)):
|
| 1006 |
+
return [_json_safe(item) for item in value]
|
| 1007 |
+
|
| 1008 |
+
if hasattr(value, "to_dict") and callable(value.to_dict):
|
| 1009 |
+
return _json_safe(value.to_dict())
|
| 1010 |
+
|
| 1011 |
+
if hasattr(value, "model_dump") and callable(value.model_dump):
|
| 1012 |
+
return _json_safe(value.model_dump(mode="json"))
|
| 1013 |
+
|
| 1014 |
+
return str(value)
|
| 1015 |
+
|
| 1016 |
+
|
| 1017 |
+
def _markdown_narrative(text: str) -> str:
|
| 1018 |
+
"""Return narrative text formatted for Markdown display."""
|
| 1019 |
+
|
| 1020 |
+
cleaned = str(text or "").strip()
|
| 1021 |
+
if not cleaned:
|
| 1022 |
+
return "No narrative was generated."
|
| 1023 |
+
|
| 1024 |
+
return cleaned
|
| 1025 |
+
|
| 1026 |
+
|
| 1027 |
+
demo = build_demo()
|
| 1028 |
+
app = demo
|
| 1029 |
+
|
| 1030 |
|
| 1031 |
+
if __name__ == "__main__":
|
| 1032 |
+
demo.queue().launch()
|