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Upload gradio_hf.py
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gradio_hf.py
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| 1 |
+
import requests
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| 2 |
+
import pandas as pd
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| 3 |
+
import gradio as gr
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| 4 |
+
import time
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| 5 |
+
import re
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| 6 |
+
import os
|
| 7 |
+
from dotenv import load_dotenv
|
| 8 |
+
load_dotenv()
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| 9 |
+
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| 10 |
+
API_BASE_URL = os.getenv("API_BASE_URL")
|
| 11 |
+
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| 12 |
+
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| 13 |
+
def clear_chat():
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| 14 |
+
"""Clear all conversation history and reset all states via API"""
|
| 15 |
+
try:
|
| 16 |
+
requests.post(f"{API_BASE_URL}/clear_memory",
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| 17 |
+
json={"reset_cache": True, "reset_model": False})
|
| 18 |
+
except Exception as e:
|
| 19 |
+
print(f"Warning: clear_memory failed: {e}")
|
| 20 |
+
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| 21 |
+
# Return empty values for all components that need to be reset
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| 22 |
+
# chatbot, state, raw_documents, chatbot_state, textbox
|
| 23 |
+
return [], {}, {}, [], ""
|
| 24 |
+
|
| 25 |
+
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| 26 |
+
def respond_to_chat(message, history, state, selected_model, debug_mode):
|
| 27 |
+
"""Handle chat responses with image support"""
|
| 28 |
+
start = time.perf_counter()
|
| 29 |
+
# Handle multimodal input - message is a dict with 'text' and 'files' keys
|
| 30 |
+
if isinstance(message, dict):
|
| 31 |
+
text_message = message.get('text', '')
|
| 32 |
+
files = message.get('files', [])
|
| 33 |
+
|
| 34 |
+
# Process any uploaded images
|
| 35 |
+
image_path = None
|
| 36 |
+
if files:
|
| 37 |
+
image_path = files[0]
|
| 38 |
+
print(image_path)
|
| 39 |
+
|
| 40 |
+
user_query = text_message
|
| 41 |
+
else:
|
| 42 |
+
user_query = message
|
| 43 |
+
image_path = None
|
| 44 |
+
|
| 45 |
+
# call API
|
| 46 |
+
try:
|
| 47 |
+
if image_path:
|
| 48 |
+
with open(image_path, 'rb') as f:
|
| 49 |
+
files = {"image": f}
|
| 50 |
+
data = {"message": user_query, "debug": debug_mode}
|
| 51 |
+
resp = requests.post(
|
| 52 |
+
f"{API_BASE_URL}/chat_with_image", files=files, data=data, timeout=120)
|
| 53 |
+
else:
|
| 54 |
+
payload = {"message": user_query, "debug": debug_mode}
|
| 55 |
+
resp = requests.post(f"{API_BASE_URL}/chat",
|
| 56 |
+
json=payload, timeout=120)
|
| 57 |
+
|
| 58 |
+
if resp.status_code == 200:
|
| 59 |
+
j = resp.json()
|
| 60 |
+
response = j.get("response", "")
|
| 61 |
+
specs_advantages = j.get("specs_advantages")
|
| 62 |
+
raw_documents = j.get("raw_documents")
|
| 63 |
+
outputs = j.get("outputs")
|
| 64 |
+
else:
|
| 65 |
+
response = f"Error: API status {resp.status_code}"
|
| 66 |
+
specs_advantages, raw_documents, outputs = None, None, None
|
| 67 |
+
except Exception as e:
|
| 68 |
+
response = f"Error calling API: {e}"
|
| 69 |
+
specs_advantages, raw_documents, outputs = None, None, None
|
| 70 |
+
|
| 71 |
+
end = time.perf_counter()
|
| 72 |
+
|
| 73 |
+
if state is None:
|
| 74 |
+
state = {}
|
| 75 |
+
|
| 76 |
+
# specs_advantages is now always a dict for both products and solutions
|
| 77 |
+
if isinstance(specs_advantages, dict):
|
| 78 |
+
state["specs_advantages"] = specs_advantages
|
| 79 |
+
state["raw_documents"] = raw_documents
|
| 80 |
+
state["outputs"] = outputs
|
| 81 |
+
|
| 82 |
+
return response
|
| 83 |
+
|
| 84 |
+
|
| 85 |
+
def show_specs(state, history=None):
|
| 86 |
+
specs_map = state.get("specs_advantages", {})
|
| 87 |
+
columns = ["Thông số"]
|
| 88 |
+
raw_data = []
|
| 89 |
+
if history is None:
|
| 90 |
+
history = []
|
| 91 |
+
|
| 92 |
+
if not specs_map:
|
| 93 |
+
df = pd.DataFrame({}, columns=columns)
|
| 94 |
+
markdown_table = df.to_markdown(index=False)
|
| 95 |
+
# Fix: Use proper ChatInterface message format
|
| 96 |
+
history.append(
|
| 97 |
+
{"role": "assistant", "content": f"📄 Thông số kỹ thuật\n{markdown_table}"})
|
| 98 |
+
return history
|
| 99 |
+
|
| 100 |
+
# print(specs_map)
|
| 101 |
+
for prod_id, data in specs_map.items():
|
| 102 |
+
spec = data.get("specification", None)
|
| 103 |
+
model = data.get("model", "")
|
| 104 |
+
url = data.get("url", "")
|
| 105 |
+
|
| 106 |
+
# Handle both products and solution packages
|
| 107 |
+
if url:
|
| 108 |
+
full_name = f"**[{data['name']} {model}]({url})**"
|
| 109 |
+
else:
|
| 110 |
+
full_name = f"**[{data['name']} {model}]**"
|
| 111 |
+
|
| 112 |
+
if full_name not in columns:
|
| 113 |
+
columns.append(full_name)
|
| 114 |
+
|
| 115 |
+
if spec:
|
| 116 |
+
# Check if this is a solution package (contains markdown table)
|
| 117 |
+
if "### 📦" in spec:
|
| 118 |
+
# For solution packages, parse the markdown table properly
|
| 119 |
+
lines = spec.split('\n')
|
| 120 |
+
in_table = False
|
| 121 |
+
headers = []
|
| 122 |
+
|
| 123 |
+
for line in lines:
|
| 124 |
+
line = line.strip()
|
| 125 |
+
if '|' in line and '---' not in line and line.startswith('|') and line.endswith('|'):
|
| 126 |
+
cells = [cell.strip()
|
| 127 |
+
for cell in line.split('|')[1:-1]]
|
| 128 |
+
|
| 129 |
+
if not in_table:
|
| 130 |
+
# This is the header row
|
| 131 |
+
headers = cells
|
| 132 |
+
in_table = True
|
| 133 |
+
continue
|
| 134 |
+
|
| 135 |
+
# This is a data row
|
| 136 |
+
if len(cells) >= len(headers):
|
| 137 |
+
for i, header in enumerate(headers):
|
| 138 |
+
if i < len(cells):
|
| 139 |
+
param_name = header
|
| 140 |
+
param_value = cells[i]
|
| 141 |
+
|
| 142 |
+
existing_row = None
|
| 143 |
+
for row in raw_data:
|
| 144 |
+
if row["Thông số"] == param_name:
|
| 145 |
+
existing_row = row
|
| 146 |
+
break
|
| 147 |
+
|
| 148 |
+
if existing_row:
|
| 149 |
+
existing_row[full_name] = param_value
|
| 150 |
+
else:
|
| 151 |
+
new_row = {"Thông số": param_name}
|
| 152 |
+
for col in columns[1:]:
|
| 153 |
+
new_row[col] = ""
|
| 154 |
+
new_row[full_name] = param_value
|
| 155 |
+
raw_data.append(new_row)
|
| 156 |
+
elif in_table and (not line or not line.startswith('|')):
|
| 157 |
+
in_table = False
|
| 158 |
+
else:
|
| 159 |
+
# For products, parse specification items
|
| 160 |
+
items = re.split(r';|\n', spec)
|
| 161 |
+
for item in items:
|
| 162 |
+
if ":" in item:
|
| 163 |
+
key, value = item.split(':', 1)
|
| 164 |
+
spec_key = key.strip().capitalize()
|
| 165 |
+
if spec_key == "Vậtl iệu":
|
| 166 |
+
spec_key = "Vật liệu"
|
| 167 |
+
|
| 168 |
+
existing_row = None
|
| 169 |
+
for row in raw_data:
|
| 170 |
+
if row["Thông số"] == spec_key:
|
| 171 |
+
existing_row = row
|
| 172 |
+
break
|
| 173 |
+
|
| 174 |
+
if existing_row:
|
| 175 |
+
existing_row[full_name] = value.strip(
|
| 176 |
+
) if value else ""
|
| 177 |
+
else:
|
| 178 |
+
new_row = {"Thông số": spec_key}
|
| 179 |
+
for col in columns[1:]:
|
| 180 |
+
new_row[col] = ""
|
| 181 |
+
new_row[full_name] = value.strip() if value else ""
|
| 182 |
+
raw_data.append(new_row)
|
| 183 |
+
|
| 184 |
+
if raw_data:
|
| 185 |
+
df = pd.DataFrame(raw_data, columns=columns)
|
| 186 |
+
df = df.fillna("").replace("None", "").replace("nan", "")
|
| 187 |
+
else:
|
| 188 |
+
df = pd.DataFrame(
|
| 189 |
+
[["Không có thông số kỹ thuật", "", ""]], columns=columns)
|
| 190 |
+
|
| 191 |
+
markdown_table = df.to_markdown(index=False)
|
| 192 |
+
# Fix: Use proper ChatInterface message format
|
| 193 |
+
history.append(
|
| 194 |
+
{"role": "assistant", "content": f"📄 Thông số kỹ thuật\n{markdown_table}"})
|
| 195 |
+
return history
|
| 196 |
+
|
| 197 |
+
|
| 198 |
+
def show_advantages(state, history=None):
|
| 199 |
+
specs_map = state.get("specs_advantages", {})
|
| 200 |
+
columns = ["Tên", "Ưu điểm nổi trội"]
|
| 201 |
+
table_data = []
|
| 202 |
+
if history is None:
|
| 203 |
+
history = []
|
| 204 |
+
|
| 205 |
+
if not specs_map:
|
| 206 |
+
df = pd.DataFrame([["Không có ưu điểm", ""]], columns=columns)
|
| 207 |
+
markdown_table = df.to_markdown(index=False)
|
| 208 |
+
# Fix: Use proper ChatInterface message format
|
| 209 |
+
history.append(
|
| 210 |
+
{"role": "assistant", "content": f"💡 Ưu điểm nổi trội\n{markdown_table}"})
|
| 211 |
+
return history
|
| 212 |
+
|
| 213 |
+
for prod_id, data in specs_map.items():
|
| 214 |
+
adv = data.get("advantages", "Không có ưu điểm")
|
| 215 |
+
model = data.get("model", "")
|
| 216 |
+
url = data.get("url", "")
|
| 217 |
+
|
| 218 |
+
# Handle both products and solution packages
|
| 219 |
+
if url:
|
| 220 |
+
full_name = f"**[{data['name']} {model}]({url})**"
|
| 221 |
+
else:
|
| 222 |
+
full_name = f"**[{data['name']} {model}]**"
|
| 223 |
+
|
| 224 |
+
if adv not in ["Không có ưu điểm", "", None]:
|
| 225 |
+
table_data.append([full_name, adv])
|
| 226 |
+
|
| 227 |
+
if table_data:
|
| 228 |
+
df = pd.DataFrame(table_data, columns=columns)
|
| 229 |
+
else:
|
| 230 |
+
df = pd.DataFrame([["Không có ưu điểm", ""]], columns=columns)
|
| 231 |
+
|
| 232 |
+
markdown_table = df.to_markdown(index=False)
|
| 233 |
+
# Fix: Use proper ChatInterface message format
|
| 234 |
+
history.append(
|
| 235 |
+
{"role": "assistant", "content": f"💡 Ưu điểm nổi trội\n{markdown_table}"})
|
| 236 |
+
return history
|
| 237 |
+
|
| 238 |
+
|
| 239 |
+
def show_solution_packages(state, history=None):
|
| 240 |
+
"""Show solution packages in a structured format"""
|
| 241 |
+
specs_map = state.get("specs_advantages", {})
|
| 242 |
+
if history is None:
|
| 243 |
+
history = []
|
| 244 |
+
|
| 245 |
+
if not specs_map:
|
| 246 |
+
# Fix: Use proper ChatInterface message format
|
| 247 |
+
history.append(
|
| 248 |
+
{"role": "assistant", "content": "📦 Không có gói sản phẩm nào"})
|
| 249 |
+
return history
|
| 250 |
+
|
| 251 |
+
# Filter only solution packages
|
| 252 |
+
solution_packages = {}
|
| 253 |
+
for key, data in specs_map.items():
|
| 254 |
+
if data.get("model") == "Gói giải pháp":
|
| 255 |
+
solution_packages[key] = data
|
| 256 |
+
|
| 257 |
+
if not solution_packages:
|
| 258 |
+
# Fix: Use proper ChatInterface message format
|
| 259 |
+
history.append(
|
| 260 |
+
{"role": "assistant", "content": "📦 Không có gói sản phẩm nào"})
|
| 261 |
+
return history
|
| 262 |
+
|
| 263 |
+
# Build markdown content for each package
|
| 264 |
+
markdown_content = "## 📦 Gói sản phẩm\n\n"
|
| 265 |
+
|
| 266 |
+
for key, data in solution_packages.items():
|
| 267 |
+
spec_content = data.get("specification", "")
|
| 268 |
+
markdown_content += spec_content + "\n\n"
|
| 269 |
+
|
| 270 |
+
# Fix: Use proper ChatInterface message format
|
| 271 |
+
history.append({"role": "assistant", "content": markdown_content})
|
| 272 |
+
return history
|
| 273 |
+
|
| 274 |
+
|
| 275 |
+
css = """
|
| 276 |
+
.icon-button-wrapper.top-panel.hide-top-corner,
|
| 277 |
+
.icon-button-wrapper.top-panel button[aria-label="Clear"],
|
| 278 |
+
.icon-button-wrapper.top-panel button[title="Clear"],
|
| 279 |
+
.chat-interface .clear-btn,
|
| 280 |
+
.chat-interface button[aria-label="Clear"],
|
| 281 |
+
.chat-interface button[title="Clear"],
|
| 282 |
+
.chat-interface .svelte-1aq8tno button:last-child,
|
| 283 |
+
.chat-interface .action-buttons button:last-child {
|
| 284 |
+
display: none !important;
|
| 285 |
+
visibility: hidden !important;
|
| 286 |
+
}
|
| 287 |
+
.svelte-vuh1yp .prose.svelte-lag733 .md.svelte-7ddecg.prose h1,
|
| 288 |
+
.svelte-vuh1yp h1,
|
| 289 |
+
.prose.svelte-lag733 h1 {
|
| 290 |
+
visibility: hidden !important;
|
| 291 |
+
}
|
| 292 |
+
.top-right-clear {
|
| 293 |
+
position: absolute;
|
| 294 |
+
top: 10px;
|
| 295 |
+
right: 10px;
|
| 296 |
+
z-index: 1000;
|
| 297 |
+
}
|
| 298 |
+
.custom-button-row {
|
| 299 |
+
margin-top: -10px;
|
| 300 |
+
gap: 8px;
|
| 301 |
+
justify-content: flex-start;
|
| 302 |
+
}
|
| 303 |
+
.custom-clear-btn {
|
| 304 |
+
background: linear-gradient(135deg, #ff6b6b, #ee5a24) !important;
|
| 305 |
+
color: white !important;
|
| 306 |
+
border: none !important;
|
| 307 |
+
border-radius: 6px !important;
|
| 308 |
+
font-weight: 500 !important;
|
| 309 |
+
transition: all 0.3s ease !important;
|
| 310 |
+
min-width: 80px !important;
|
| 311 |
+
}
|
| 312 |
+
.custom-clear-btn:hover {
|
| 313 |
+
background: linear-gradient(135deg, #ee5a24, #ff6b6b) !important;
|
| 314 |
+
transform: translateY(-1px) !important;
|
| 315 |
+
box-shadow: 0 4px 12px rgba(238, 90, 36, 0.3) !important;
|
| 316 |
+
}
|
| 317 |
+
.spec-adv-btn {
|
| 318 |
+
background: linear-gradient(135deg, #4834d4, #686de0) !important;
|
| 319 |
+
color: white !important;
|
| 320 |
+
border: none !important;
|
| 321 |
+
border-radius: 6px !important;
|
| 322 |
+
font-weight: 500 !important;
|
| 323 |
+
transition: all 0.3s ease !important;
|
| 324 |
+
}
|
| 325 |
+
.spec-adv-btn:hover {
|
| 326 |
+
background: linear-gradient(135deg, #686de0, #4834d4) !important;
|
| 327 |
+
transform: translateY(-1px) !important;
|
| 328 |
+
box-shadow: 0 4px 12px rgba(72, 52, 212, 0.3) !important;
|
| 329 |
+
}
|
| 330 |
+
.gradio-container {
|
| 331 |
+
position: relative;
|
| 332 |
+
}
|
| 333 |
+
.model-dropdown, .debug-dropdown {
|
| 334 |
+
background: linear-gradient(135deg, #667eea, #764ba2) !important;
|
| 335 |
+
color: white !important;
|
| 336 |
+
border: none !important;
|
| 337 |
+
border-radius: 6px !important;
|
| 338 |
+
font-weight: 500 !important;
|
| 339 |
+
font-size: 13px !important;
|
| 340 |
+
transition: all 0.3s ease !important;
|
| 341 |
+
min-height: 32px !important;
|
| 342 |
+
box-shadow: 0 2px 4px rgba(0,0,0,0.15) !important;
|
| 343 |
+
}
|
| 344 |
+
.model-dropdown select, .debug-dropdown select {
|
| 345 |
+
color: white !important;
|
| 346 |
+
background: transparent !important;
|
| 347 |
+
cursor: pointer !important;
|
| 348 |
+
}
|
| 349 |
+
.model-dropdown select:focus, .debug-dropdown select:focus {
|
| 350 |
+
outline: none;
|
| 351 |
+
}
|
| 352 |
+
.model-dropdown select:not(:focus), .debug-dropdown select:not(:focus) {
|
| 353 |
+
pointer-events: auto;
|
| 354 |
+
}
|
| 355 |
+
"""
|
| 356 |
+
|
| 357 |
+
with gr.Blocks(fill_height=True, css=css) as demo:
|
| 358 |
+
state = gr.State(value={})
|
| 359 |
+
raw_documents = gr.State(value={})
|
| 360 |
+
|
| 361 |
+
with gr.Row(elem_classes="top-right-clear"):
|
| 362 |
+
with gr.Column(scale=20):
|
| 363 |
+
gr.Markdown("### 🛍️ RangDong Sales Agent")
|
| 364 |
+
|
| 365 |
+
with gr.Column(scale=1, min_width=180):
|
| 366 |
+
model_dropdown = gr.Dropdown(
|
| 367 |
+
choices=["Gemini 2.0 Flash",
|
| 368 |
+
"Gemini 2.5 Flash Lite",
|
| 369 |
+
"Gemini 2.0 Flash Lite"],
|
| 370 |
+
value="Gemini 2.0 Flash",
|
| 371 |
+
label="Model",
|
| 372 |
+
show_label=False,
|
| 373 |
+
elem_classes="model-dropdown",
|
| 374 |
+
interactive=True,
|
| 375 |
+
container=False
|
| 376 |
+
)
|
| 377 |
+
|
| 378 |
+
with gr.Column(scale=1, min_width=120):
|
| 379 |
+
debug_dropdown = gr.Dropdown(
|
| 380 |
+
choices=["Normal", "Debug"],
|
| 381 |
+
value="Normal",
|
| 382 |
+
label="Mode",
|
| 383 |
+
show_label=False,
|
| 384 |
+
elem_classes="debug-dropdown",
|
| 385 |
+
interactive=True,
|
| 386 |
+
container=False
|
| 387 |
+
)
|
| 388 |
+
|
| 389 |
+
with gr.Column(scale=1, min_width=30):
|
| 390 |
+
clear_btn = gr.Button(
|
| 391 |
+
"✨ Xoá", variant="secondary", size="sm", elem_classes="custom-clear-btn")
|
| 392 |
+
|
| 393 |
+
chatbot = gr.Chatbot(
|
| 394 |
+
avatar_images=[
|
| 395 |
+
"https://cdn-icons-png.flaticon.com/512/219/219983.png",
|
| 396 |
+
"assets/agent.png"
|
| 397 |
+
],
|
| 398 |
+
type="messages",
|
| 399 |
+
height=800
|
| 400 |
+
)
|
| 401 |
+
|
| 402 |
+
chat = gr.ChatInterface(
|
| 403 |
+
fn=respond_to_chat,
|
| 404 |
+
multimodal=True,
|
| 405 |
+
type="messages",
|
| 406 |
+
examples=[
|
| 407 |
+
["Tìm sản phẩm bình gi��� nhiệt dung tích dưới 2 lít."],
|
| 408 |
+
["Tìm sản phẩm ổ cắm thông minh"],
|
| 409 |
+
["Tư vấn cho tôi đèn học chống cận cho con gái của tôi học lớp 6"]
|
| 410 |
+
],
|
| 411 |
+
title="_",
|
| 412 |
+
additional_inputs=[state, model_dropdown, debug_dropdown],
|
| 413 |
+
chatbot=chatbot
|
| 414 |
+
)
|
| 415 |
+
|
| 416 |
+
with gr.Row(elem_classes="custom-button-row") as button_row:
|
| 417 |
+
btn_spec = gr.Button("📄 Thông số kỹ thuật",
|
| 418 |
+
variant="secondary", elem_classes="spec-adv-btn")
|
| 419 |
+
btn_adv = gr.Button("💡 Ưu điểm nổi trội",
|
| 420 |
+
variant="secondary", elem_classes="spec-adv-btn")
|
| 421 |
+
btn_pckg = gr.Button(
|
| 422 |
+
"📦 Gói sản phẩm", variant="secondary", elem_classes="spec-adv-btn")
|
| 423 |
+
|
| 424 |
+
# Event handlers
|
| 425 |
+
btn_spec.click(fn=show_specs, inputs=[state, chatbot], outputs=[chatbot])
|
| 426 |
+
btn_adv.click(fn=show_advantages,
|
| 427 |
+
inputs=[state, chatbot],
|
| 428 |
+
outputs=[chatbot])
|
| 429 |
+
|
| 430 |
+
# Gói sản phẩm button shows solution packages in structured format
|
| 431 |
+
btn_pckg.click(fn=show_solution_packages,
|
| 432 |
+
inputs=[state, chatbot],
|
| 433 |
+
outputs=[chatbot])
|
| 434 |
+
|
| 435 |
+
# Model change handler -> call API
|
| 436 |
+
def _on_model_change(model_name):
|
| 437 |
+
try:
|
| 438 |
+
requests.post(f"{API_BASE_URL}/set_model",
|
| 439 |
+
json={"model_name": model_name})
|
| 440 |
+
except Exception as e:
|
| 441 |
+
print(f"Warning: set_model failed: {e}")
|
| 442 |
+
|
| 443 |
+
model_dropdown.change(fn=_on_model_change,
|
| 444 |
+
inputs=[model_dropdown],
|
| 445 |
+
outputs=[]
|
| 446 |
+
) # type: ignore[attr-defined]
|
| 447 |
+
|
| 448 |
+
# Clear button - clear all ChatInterface internal components
|
| 449 |
+
clear_btn.click(
|
| 450 |
+
fn=clear_chat,
|
| 451 |
+
inputs=[],
|
| 452 |
+
outputs=[chatbot, state, raw_documents,
|
| 453 |
+
chat.chatbot_state, chat.textbox]
|
| 454 |
+
)
|
| 455 |
+
|
| 456 |
+
if __name__ == "__main__":
|
| 457 |
+
demo.launch()
|