Spaces:
Sleeping
Sleeping
Update app.py
Browse files
app.py
CHANGED
|
@@ -1,7 +1,6 @@
|
|
| 1 |
-
# app.py
|
| 2 |
-
from typing import List, Dict, Tuple, Optional
|
| 3 |
-
|
| 4 |
import gradio as gr
|
|
|
|
|
|
|
| 5 |
|
| 6 |
from config import (
|
| 7 |
DEFAULT_MODEL,
|
|
@@ -27,663 +26,314 @@ from rag_engine import (
|
|
| 27 |
)
|
| 28 |
from syllabus_utils import extract_course_topics_from_file
|
| 29 |
|
| 30 |
-
|
| 31 |
-
#
|
| 32 |
-
|
| 33 |
HANBRIDGE_LOGO_PATH = "hanbridge_logo.png"
|
| 34 |
-
CLARE_LOGO_PATH = "clare_mascot.png"
|
| 35 |
-
CLARE_RUN_PATH = "Clare_Run.png"
|
| 36 |
-
|
| 37 |
-
|
| 38 |
-
|
| 39 |
-
|
| 40 |
-
|
| 41 |
-
|
| 42 |
-
|
| 43 |
-
|
| 44 |
-
|
| 45 |
-
|
| 46 |
-
|
| 47 |
-
|
| 48 |
-
}
|
| 49 |
-
#user-guide-panel p,
|
| 50 |
-
#user-guide-panel li {
|
| 51 |
-
font-size: 0.8rem;
|
| 52 |
}
|
| 53 |
|
| 54 |
-
/*
|
| 55 |
#user-guide-links button {
|
| 56 |
-
|
| 57 |
-
|
| 58 |
-
|
| 59 |
-
padding: 2px 0 !important;
|
| 60 |
-
margin: 1px 0 !important;
|
| 61 |
-
text-align: left !important;
|
| 62 |
-
color: #004a99 !important;
|
| 63 |
-
text-decoration: underline;
|
| 64 |
-
font-size: 0.8rem;
|
| 65 |
}
|
| 66 |
-
#user-guide-links button:hover {
|
| 67 |
-
|
| 68 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 69 |
}
|
| 70 |
"""
|
| 71 |
|
| 72 |
-
|
| 73 |
-
# ========= Clare User Guide Content =========
|
| 74 |
-
|
| 75 |
USER_GUIDE_SECTIONS = {
|
| 76 |
-
"getting_started": ""
|
| 77 |
-
##
|
| 78 |
-
|
| 79 |
-
|
| 80 |
-
|
| 81 |
-
Clare
|
| 82 |
-
|
| 83 |
-
|
| 84 |
-
|
| 85 |
-
|
| 86 |
-
- Micro-quizzes & summaries to strengthen understanding
|
| 87 |
-
|
| 88 |
-
**To begin:**
|
| 89 |
-
1. Select your **Learning Mode** on the left
|
| 90 |
-
2. (Optional) Upload your **syllabus / slides / notes** at the top
|
| 91 |
-
3. Ask Clare any question about your course, assignment, or study plan.
|
| 92 |
-
""",
|
| 93 |
-
"mode_definition": """
|
| 94 |
-
## Mode Definition
|
| 95 |
-
|
| 96 |
-
Clare offers different teaching modes to match how you prefer to learn.
|
| 97 |
-
|
| 98 |
-
### Concept Explainer
|
| 99 |
-
Clear, structured explanations with examples — ideal for learning new topics.
|
| 100 |
-
|
| 101 |
-
### Socratic Tutor
|
| 102 |
-
Clare asks guiding questions instead of giving direct answers.
|
| 103 |
-
Helps you build reasoning and problem-solving skills.
|
| 104 |
-
|
| 105 |
-
### Exam Prep / Quiz
|
| 106 |
-
Generates short practice questions aligned with your course week.
|
| 107 |
-
Useful for self-testing and preparing for exams.
|
| 108 |
-
|
| 109 |
-
### Assignment Helper
|
| 110 |
-
Helps you interpret assignment prompts, plan structure, and understand requirements.
|
| 111 |
-
❗ Clare does **not** produce full assignment answers (academic integrity).
|
| 112 |
-
|
| 113 |
-
### Quick Summary
|
| 114 |
-
Gives brief summaries of slides, reading materials, or long questions.
|
| 115 |
-
""",
|
| 116 |
-
"how_clare_works": """
|
| 117 |
-
## How Clare Works
|
| 118 |
-
|
| 119 |
-
Clare combines **course context + learning science + AI reasoning** to generate answers.
|
| 120 |
-
|
| 121 |
-
Clare uses:
|
| 122 |
-
- **Your selected Learning Mode**
|
| 123 |
-
Determines tone, depth, and interaction style.
|
| 124 |
-
|
| 125 |
-
- **Your uploaded course files**
|
| 126 |
-
Syllabus, slides, or papers help align answers with your specific course.
|
| 127 |
-
|
| 128 |
-
- **Reinforcement learning cycle**
|
| 129 |
-
Answers may prioritize key concepts you’re likely to forget (based on the forgetting curve).
|
| 130 |
-
|
| 131 |
-
- **Adaptive explanation depth**
|
| 132 |
-
Clare can adjust complexity depending on your previous interactions.
|
| 133 |
-
|
| 134 |
-
- **Responsible AI principles**
|
| 135 |
-
Avoids harmful output and preserves academic integrity.
|
| 136 |
-
""",
|
| 137 |
-
"memory_line": """
|
| 138 |
-
## What is Memory Line?
|
| 139 |
-
|
| 140 |
-
**Memory Line** is a visualization of your *learning reinforcement cycle*.
|
| 141 |
-
|
| 142 |
-
Based on the **forgetting-curve model**, Clare organizes your review topics into:
|
| 143 |
-
- **T+0 (Current Week)** – new concepts
|
| 144 |
-
- **T+7** – first spaced review
|
| 145 |
-
- **T+14** – reinforcement review
|
| 146 |
-
- **T+30** – long-term consolidation
|
| 147 |
-
|
| 148 |
-
Clare uses these cycles to decide:
|
| 149 |
-
- Which concepts to reinforce today
|
| 150 |
-
- Which explanations to prioritize
|
| 151 |
-
- When to introduce quick review questions
|
| 152 |
-
|
| 153 |
-
**Review Now** will generate a small set of concepts that are due for spaced repetition.
|
| 154 |
-
""",
|
| 155 |
-
"learning_progress": """
|
| 156 |
-
## Learning Progress Report
|
| 157 |
-
|
| 158 |
-
The Learning Progress Report highlights:
|
| 159 |
-
- **Concepts mastered**
|
| 160 |
-
- **Concepts in progress**
|
| 161 |
-
- **Concepts due for review**
|
| 162 |
-
- Your recent **micro-quiz results**
|
| 163 |
-
- Suggested **next-step topics**
|
| 164 |
-
|
| 165 |
-
You can download a **summary** at any time to use as study notes.
|
| 166 |
-
""",
|
| 167 |
-
"how_files": """
|
| 168 |
-
## How Clare Uses Your Files
|
| 169 |
-
|
| 170 |
-
Your uploaded syllabus / slides / notes help Clare:
|
| 171 |
-
|
| 172 |
-
- Align explanations with your exact course
|
| 173 |
-
- Use terminology consistent with your professor
|
| 174 |
-
- Improve factual accuracy
|
| 175 |
-
- Generate personalized reinforcement content
|
| 176 |
-
|
| 177 |
-
🔒 **Privacy**
|
| 178 |
-
- Files are used only within your session
|
| 179 |
-
- They are not kept as permanent training data
|
| 180 |
-
|
| 181 |
-
Accepted formats: **.docx / .pdf / .pptx**
|
| 182 |
-
""",
|
| 183 |
-
"micro_quiz": """
|
| 184 |
-
## Micro-Quiz
|
| 185 |
-
|
| 186 |
-
The **Micro-Quiz** function provides a:
|
| 187 |
-
|
| 188 |
-
- 1-minute self-check
|
| 189 |
-
- 1–3 questions based on your recent topics
|
| 190 |
-
- Instant feedback
|
| 191 |
-
|
| 192 |
-
Micro-quizzes strengthen your memory and are part of Clare’s reinforcement system.
|
| 193 |
-
""",
|
| 194 |
-
"summarization": """
|
| 195 |
-
## Summarization
|
| 196 |
-
|
| 197 |
-
Clare can summarize:
|
| 198 |
-
|
| 199 |
-
- Lecture notes
|
| 200 |
-
- Uploaded PDFs
|
| 201 |
-
- Long conversation threads
|
| 202 |
-
- Complex concepts
|
| 203 |
-
|
| 204 |
-
Summary styles can include:
|
| 205 |
-
- Bullet points
|
| 206 |
-
- Key ideas
|
| 207 |
-
- Study notes
|
| 208 |
-
- Comparison-style highlights.
|
| 209 |
-
""",
|
| 210 |
-
"export_conversation": """
|
| 211 |
-
## Export Conversation
|
| 212 |
-
|
| 213 |
-
You can export your chat session for:
|
| 214 |
-
|
| 215 |
-
- Study review
|
| 216 |
-
- Exam preparation
|
| 217 |
-
- Documentation for tutoring help
|
| 218 |
-
- Saving important explanations
|
| 219 |
-
|
| 220 |
-
Export format: **Markdown / plain text** (depending on this Space configuration).
|
| 221 |
-
""",
|
| 222 |
-
"faq": """
|
| 223 |
-
## FAQ
|
| 224 |
-
|
| 225 |
-
**Q: Does Clare give assignment answers?**
|
| 226 |
-
No. Clare assists with understanding and planning but does **not** generate full solutions.
|
| 227 |
-
|
| 228 |
-
**Q: Does Clare replace lectures or TA office hours?**
|
| 229 |
-
No. Clare supplements your learning by providing on-demand guidance.
|
| 230 |
-
|
| 231 |
-
**Q: Can Clare explain my professor’s slides?**
|
| 232 |
-
Yes — upload your slides so Clare can align explanations with your course.
|
| 233 |
-
|
| 234 |
-
**Q: What languages does Clare support?**
|
| 235 |
-
Currently: English & 简体中文.
|
| 236 |
-
|
| 237 |
-
**Q: Why does Clare sometimes ask me questions instead of answering directly?**
|
| 238 |
-
You may be in **Socratic Tutor** mode — Clare is guiding your reasoning.
|
| 239 |
-
"""
|
| 240 |
}
|
| 241 |
|
| 242 |
-
|
| 243 |
def get_user_guide_section(section_key: str) -> str:
|
| 244 |
-
"""Return markdown text for a User Guide section."""
|
| 245 |
return USER_GUIDE_SECTIONS.get(section_key, "Section not found.")
|
| 246 |
|
| 247 |
-
|
| 248 |
# ================== Gradio App ==================
|
| 249 |
|
| 250 |
-
|
| 251 |
-
|
| 252 |
-
|
| 253 |
-
|
| 254 |
-
|
| 255 |
-
gr.
|
| 256 |
-
|
| 257 |
-
|
| 258 |
-
|
| 259 |
-
<!-- Clare Mascot -->
|
| 260 |
-
<img src="file/{CLARE_LOGO_PATH}" style="height:80px;">
|
| 261 |
|
| 262 |
-
|
| 263 |
-
|
| 264 |
-
|
| 265 |
-
|
| 266 |
-
|
| 267 |
-
<
|
| 268 |
-
|
| 269 |
-
|
| 270 |
-
|
| 271 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
| 272 |
</div>
|
| 273 |
</div>
|
| 274 |
|
| 275 |
-
|
| 276 |
-
|
| 277 |
-
<div style="
|
| 278 |
-
|
| 279 |
-
<div style="font-size:20px;font-weight:700;">Hanbridge University</div>
|
| 280 |
-
</div>
|
| 281 |
-
<div style="font-size:11px;color:#555; margin-top:4px;">
|
| 282 |
-
<span style="font-size:13px;">🎓</span> (Student Name) (Student Email/ID)
|
| 283 |
</div>
|
| 284 |
</div>
|
| 285 |
-
|
| 286 |
</div>
|
| 287 |
"""
|
| 288 |
)
|
| 289 |
|
| 290 |
-
#
|
| 291 |
-
gr.Markdown(
|
| 292 |
-
"""
|
| 293 |
-
- Ask in **English** → Clare answers in English.
|
| 294 |
-
- Ask in **Chinese** → Clare can answer in Chinese.
|
| 295 |
-
- Use different **learning modes** to change Clare's teaching style.
|
| 296 |
-
- Optionally upload your **course syllabus / slides / literature (.docx / .pdf / .pptx)** so Clare stays aligned with your course.
|
| 297 |
-
"""
|
| 298 |
-
)
|
| 299 |
-
|
| 300 |
-
# 顶部:模型、语言偏好、学习模式
|
| 301 |
with gr.Row():
|
| 302 |
-
|
| 303 |
-
|
| 304 |
-
|
| 305 |
-
|
| 306 |
-
|
| 307 |
-
|
| 308 |
-
|
| 309 |
-
|
| 310 |
-
|
| 311 |
-
|
| 312 |
-
|
| 313 |
-
|
| 314 |
-
|
| 315 |
-
|
| 316 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
| 317 |
|
| 318 |
-
|
| 319 |
-
|
| 320 |
-
|
| 321 |
-
|
| 322 |
-
|
| 323 |
-
|
| 324 |
-
|
| 325 |
-
|
| 326 |
-
|
| 327 |
-
|
| 328 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 329 |
|
| 330 |
-
|
| 331 |
-
|
| 332 |
-
|
| 333 |
-
|
| 334 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 335 |
|
| 336 |
-
# 上传 syllabus 时更新课程大纲 + RAG chunks
|
| 337 |
def update_course_and_rag(file, doc_type_val):
|
| 338 |
-
"""
|
| 339 |
-
上传文件时:
|
| 340 |
-
- 如果 doc_type 是 Syllabus,就尝试从文件中解析课程大纲(支持 docx / pdf);
|
| 341 |
-
- 否则使用默认大纲;
|
| 342 |
-
- 同时无论 doc_type 为何,都用文件内容构建一次 RAG chunks。
|
| 343 |
-
"""
|
| 344 |
topics = extract_course_topics_from_file(file, doc_type_val)
|
| 345 |
rag_chunks = build_rag_chunks_from_file(file, doc_type_val)
|
| 346 |
-
|
|
|
|
| 347 |
|
| 348 |
syllabus_file.change(
|
| 349 |
fn=update_course_and_rag,
|
| 350 |
inputs=[syllabus_file, doc_type],
|
| 351 |
-
outputs=[course_outline_state, rag_chunks_state],
|
| 352 |
-
)
|
| 353 |
-
|
| 354 |
-
# 左侧聊天,右侧 Session 状态栏
|
| 355 |
-
with gr.Row():
|
| 356 |
-
chatbot = gr.Chatbot(
|
| 357 |
-
label="Clare Chat",
|
| 358 |
-
height=450,
|
| 359 |
-
avatar_images=(None, CLARE_LOGO_PATH), # 用户默认头像,助教用小火苗
|
| 360 |
-
)
|
| 361 |
-
session_status = gr.Markdown(
|
| 362 |
-
value=render_session_status(
|
| 363 |
-
"Concept Explainer",
|
| 364 |
-
[],
|
| 365 |
-
{"confusion": 0, "mastery": 0},
|
| 366 |
-
),
|
| 367 |
-
label="Session status",
|
| 368 |
-
)
|
| 369 |
-
|
| 370 |
-
user_input = gr.Textbox(
|
| 371 |
-
label="Your question",
|
| 372 |
-
placeholder="Ask about a concept, your assignment, or let Clare test you with a quick question...",
|
| 373 |
-
)
|
| 374 |
-
|
| 375 |
-
with gr.Row():
|
| 376 |
-
clear_btn = gr.Button("Reset conversation")
|
| 377 |
-
export_btn = gr.Button("Export conversation")
|
| 378 |
-
quiz_btn = gr.Button("Generate 3 quiz questions")
|
| 379 |
-
summary_btn = gr.Button("Summarize concepts")
|
| 380 |
-
|
| 381 |
-
export_box = gr.Textbox(
|
| 382 |
-
label="Conversation export (Markdown)",
|
| 383 |
-
lines=8,
|
| 384 |
-
)
|
| 385 |
-
quiz_box = gr.Textbox(
|
| 386 |
-
label="Generated quiz (with answer key)",
|
| 387 |
-
lines=8,
|
| 388 |
-
)
|
| 389 |
-
summary_box = gr.Textbox(
|
| 390 |
-
label="Concept summary (for study notes)",
|
| 391 |
-
lines=8,
|
| 392 |
)
|
| 393 |
|
| 394 |
-
|
| 395 |
-
|
| 396 |
-
|
| 397 |
-
with gr.Row():
|
| 398 |
-
# 左侧“蓝色链接列表”
|
| 399 |
-
with gr.Column(scale=1, min_width=180, elem_id="user-guide-links"):
|
| 400 |
-
ug_getting_started = gr.Button("Getting started", variant="secondary")
|
| 401 |
-
ug_mode_def = gr.Button("Mode Definition", variant="secondary")
|
| 402 |
-
ug_how_works = gr.Button("How Clare Works", variant="secondary")
|
| 403 |
-
ug_memory_line = gr.Button("What is Memory line", variant="secondary")
|
| 404 |
-
ug_learning_progress = gr.Button("Learning Progress Report", variant="secondary")
|
| 405 |
-
ug_how_files = gr.Button("How Clare Uses Your Files", variant="secondary")
|
| 406 |
-
ug_micro_quiz = gr.Button("Micro-Quiz", variant="secondary")
|
| 407 |
-
ug_summarization = gr.Button("Summarization", variant="secondary")
|
| 408 |
-
ug_export_conv = gr.Button("Export Conversation", variant="secondary")
|
| 409 |
-
ug_faq = gr.Button("FAQ", variant="secondary")
|
| 410 |
-
|
| 411 |
-
# 右侧具体内容框
|
| 412 |
-
with gr.Column(scale=3):
|
| 413 |
-
user_guide_md = gr.Markdown(
|
| 414 |
-
value=USER_GUIDE_SECTIONS["getting_started"],
|
| 415 |
-
elem_id="user-guide-panel",
|
| 416 |
-
)
|
| 417 |
-
|
| 418 |
-
# ================== 主对话逻辑 ==================
|
| 419 |
-
|
| 420 |
-
def respond(
|
| 421 |
-
message,
|
| 422 |
-
chat_history,
|
| 423 |
-
course_outline,
|
| 424 |
-
weaknesses,
|
| 425 |
-
cognitive_state,
|
| 426 |
-
rag_chunks,
|
| 427 |
-
model_name_val,
|
| 428 |
-
language_pref_val,
|
| 429 |
-
learning_mode_val,
|
| 430 |
-
doc_type_val,
|
| 431 |
-
):
|
| 432 |
-
# 1) 决定本轮语言(Auto / English / 中文)
|
| 433 |
-
resolved_lang = detect_language(message or "", language_pref_val)
|
| 434 |
-
|
| 435 |
-
# 2) 空输入防护
|
| 436 |
if not message or not message.strip():
|
| 437 |
-
|
| 438 |
-
new_history = chat_history + [("", empty_msg)]
|
| 439 |
-
status_text = render_session_status(
|
| 440 |
-
learning_mode_val,
|
| 441 |
-
weaknesses or [],
|
| 442 |
-
cognitive_state,
|
| 443 |
-
)
|
| 444 |
-
return "", new_history, weaknesses, cognitive_state, status_text
|
| 445 |
|
| 446 |
-
# 3) 更新弱项 & 认知状态
|
| 447 |
weaknesses = update_weaknesses_from_message(message, weaknesses or [])
|
| 448 |
cognitive_state = update_cognitive_state_from_message(message, cognitive_state)
|
| 449 |
-
|
| 450 |
-
# 4) Same Question Check(session 内复用答案)
|
| 451 |
-
dup = find_similar_past_question(message, chat_history)
|
| 452 |
-
if dup is not None:
|
| 453 |
-
past_q, past_a, sim = dup
|
| 454 |
-
prefix_en = (
|
| 455 |
-
"I noticed this question is very similar to one you asked earlier, "
|
| 456 |
-
"so I'm showing the previous explanation again. "
|
| 457 |
-
"If there's a specific part that's still unclear, tell me and I can "
|
| 458 |
-
"re-explain it in a different way.\n\n"
|
| 459 |
-
"**Earlier answer:**\n"
|
| 460 |
-
)
|
| 461 |
-
prefix_zh = (
|
| 462 |
-
"我注意到你现在的问题和之前问过的非常相似,"
|
| 463 |
-
"所以我先把当时的回答再展示一次。"
|
| 464 |
-
"���果还有具体不清楚的地方,可以告诉我,我会换一种方式解释。\n\n"
|
| 465 |
-
"**之前的回答:**\n"
|
| 466 |
-
)
|
| 467 |
-
if resolved_lang == "中文":
|
| 468 |
-
answer = prefix_zh + past_a
|
| 469 |
-
else:
|
| 470 |
-
answer = prefix_en + past_a
|
| 471 |
-
|
| 472 |
-
new_history = chat_history + [(message, answer)]
|
| 473 |
-
status_text = render_session_status(
|
| 474 |
-
learning_mode_val,
|
| 475 |
-
weaknesses,
|
| 476 |
-
cognitive_state,
|
| 477 |
-
)
|
| 478 |
-
return "", new_history, weaknesses, cognitive_state, status_text
|
| 479 |
-
|
| 480 |
-
# 5) RAG:基于上传文档做检索
|
| 481 |
rag_context = retrieve_relevant_chunks(message, rag_chunks or [])
|
| 482 |
|
| 483 |
-
# 6) 正常调用 Clare(带上 RAG context)
|
| 484 |
answer, new_history = chat_with_clare(
|
| 485 |
message=message,
|
| 486 |
history=chat_history,
|
| 487 |
-
model_name=
|
| 488 |
language_preference=resolved_lang,
|
| 489 |
-
learning_mode=
|
| 490 |
doc_type=doc_type_val,
|
| 491 |
course_outline=course_outline,
|
| 492 |
weaknesses=weaknesses,
|
| 493 |
cognitive_state=cognitive_state,
|
| 494 |
-
rag_context=rag_context
|
| 495 |
-
)
|
| 496 |
-
|
| 497 |
-
# RAG 标记
|
| 498 |
-
if rag_context:
|
| 499 |
-
# 根据语言给不同提示
|
| 500 |
-
if resolved_lang == "中文":
|
| 501 |
-
prefix = "(本次回答参考了你上传的课程文档内容。)\n\n"
|
| 502 |
-
else:
|
| 503 |
-
prefix = "(This answer used excerpts from your uploaded course document.)\n\n"
|
| 504 |
-
|
| 505 |
-
tagged_answer = prefix + answer
|
| 506 |
-
# 更新最后一条记录里的 assistant 内容
|
| 507 |
-
if new_history:
|
| 508 |
-
new_history[-1] = (message, tagged_answer)
|
| 509 |
-
answer = tagged_answer
|
| 510 |
-
|
| 511 |
-
status_text = render_session_status(
|
| 512 |
-
learning_mode_val,
|
| 513 |
-
weaknesses,
|
| 514 |
-
cognitive_state,
|
| 515 |
)
|
| 516 |
-
|
|
|
|
|
|
|
| 517 |
|
| 518 |
user_input.submit(
|
| 519 |
respond,
|
| 520 |
-
[
|
| 521 |
-
|
| 522 |
-
chatbot,
|
| 523 |
-
course_outline_state,
|
| 524 |
-
weakness_state,
|
| 525 |
-
cognitive_state_state,
|
| 526 |
-
rag_chunks_state,
|
| 527 |
-
model_name,
|
| 528 |
-
language_preference,
|
| 529 |
-
learning_mode,
|
| 530 |
-
doc_type,
|
| 531 |
-
],
|
| 532 |
-
[user_input, chatbot, weakness_state, cognitive_state_state, session_status],
|
| 533 |
-
)
|
| 534 |
-
|
| 535 |
-
# 清空对话 & 状态
|
| 536 |
-
def clear_all():
|
| 537 |
-
empty_state = {"confusion": 0, "mastery": 0}
|
| 538 |
-
status_text = render_session_status("Concept Explainer", [], empty_state)
|
| 539 |
-
return (
|
| 540 |
-
[], # chatbot
|
| 541 |
-
[], # weaknesses
|
| 542 |
-
empty_state, # cognitive_state
|
| 543 |
-
[], # rag_chunks
|
| 544 |
-
"", # export_box
|
| 545 |
-
"", # quiz_box
|
| 546 |
-
"", # summary_box
|
| 547 |
-
status_text, # session_status
|
| 548 |
-
)
|
| 549 |
-
|
| 550 |
-
clear_btn.click(
|
| 551 |
-
clear_all,
|
| 552 |
-
None,
|
| 553 |
-
[
|
| 554 |
-
chatbot,
|
| 555 |
-
weakness_state,
|
| 556 |
-
cognitive_state_state,
|
| 557 |
-
rag_chunks_state,
|
| 558 |
-
export_box,
|
| 559 |
-
quiz_box,
|
| 560 |
-
summary_box,
|
| 561 |
-
session_status,
|
| 562 |
-
],
|
| 563 |
-
queue=False,
|
| 564 |
)
|
| 565 |
|
| 566 |
-
|
| 567 |
-
|
| 568 |
-
return export_conversation(
|
| 569 |
-
chat_history,
|
| 570 |
-
course_outline,
|
| 571 |
-
learning_mode_val,
|
| 572 |
-
weaknesses or [],
|
| 573 |
-
cognitive_state,
|
| 574 |
-
)
|
| 575 |
|
| 576 |
export_btn.click(
|
| 577 |
on_export,
|
| 578 |
[chatbot, course_outline_state, learning_mode, weakness_state, cognitive_state_state],
|
| 579 |
-
[
|
| 580 |
)
|
| 581 |
|
| 582 |
-
|
| 583 |
-
|
| 584 |
-
chat_history,
|
| 585 |
-
course_outline,
|
| 586 |
-
weaknesses,
|
| 587 |
-
cognitive_state,
|
| 588 |
-
model_name_val,
|
| 589 |
-
language_pref_val,
|
| 590 |
-
):
|
| 591 |
-
return generate_quiz_from_history(
|
| 592 |
-
chat_history,
|
| 593 |
-
course_outline,
|
| 594 |
-
weaknesses or [],
|
| 595 |
-
cognitive_state,
|
| 596 |
-
model_name_val,
|
| 597 |
-
language_pref_val,
|
| 598 |
-
)
|
| 599 |
|
| 600 |
quiz_btn.click(
|
| 601 |
on_quiz,
|
| 602 |
-
[
|
| 603 |
-
|
| 604 |
-
course_outline_state,
|
| 605 |
-
weakness_state,
|
| 606 |
-
cognitive_state_state,
|
| 607 |
-
model_name,
|
| 608 |
-
language_preference,
|
| 609 |
-
],
|
| 610 |
-
[quiz_box],
|
| 611 |
)
|
| 612 |
|
| 613 |
-
|
| 614 |
-
|
| 615 |
-
chat_history,
|
| 616 |
-
course_outline,
|
| 617 |
-
weaknesses,
|
| 618 |
-
cognitive_state,
|
| 619 |
-
model_name_val,
|
| 620 |
-
language_pref_val,
|
| 621 |
-
):
|
| 622 |
-
return summarize_conversation(
|
| 623 |
-
chat_history,
|
| 624 |
-
course_outline,
|
| 625 |
-
weaknesses or [],
|
| 626 |
-
cognitive_state,
|
| 627 |
-
model_name_val,
|
| 628 |
-
language_pref_val,
|
| 629 |
-
)
|
| 630 |
|
| 631 |
summary_btn.click(
|
| 632 |
on_summary,
|
| 633 |
-
[
|
| 634 |
-
|
| 635 |
-
course_outline_state,
|
| 636 |
-
weakness_state,
|
| 637 |
-
cognitive_state_state,
|
| 638 |
-
model_name,
|
| 639 |
-
language_preference,
|
| 640 |
-
],
|
| 641 |
-
[summary_box],
|
| 642 |
)
|
| 643 |
|
| 644 |
-
|
|
|
|
|
|
|
|
|
|
| 645 |
|
| 646 |
-
|
| 647 |
-
|
| 648 |
-
|
| 649 |
-
|
| 650 |
-
|
| 651 |
-
lambda: get_user_guide_section("mode_definition"),
|
| 652 |
-
outputs=user_guide_md,
|
| 653 |
-
)
|
| 654 |
-
ug_how_works.click(
|
| 655 |
-
lambda: get_user_guide_section("how_clare_works"),
|
| 656 |
-
outputs=user_guide_md,
|
| 657 |
-
)
|
| 658 |
-
ug_memory_line.click(
|
| 659 |
-
lambda: get_user_guide_section("memory_line"),
|
| 660 |
-
outputs=user_guide_md,
|
| 661 |
-
)
|
| 662 |
-
ug_learning_progress.click(
|
| 663 |
-
lambda: get_user_guide_section("learning_progress"),
|
| 664 |
-
outputs=user_guide_md,
|
| 665 |
-
)
|
| 666 |
-
ug_how_files.click(
|
| 667 |
-
lambda: get_user_guide_section("how_files"),
|
| 668 |
-
outputs=user_guide_md,
|
| 669 |
-
)
|
| 670 |
-
ug_micro_quiz.click(
|
| 671 |
-
lambda: get_user_guide_section("micro_quiz"),
|
| 672 |
-
outputs=user_guide_md,
|
| 673 |
-
)
|
| 674 |
-
ug_summarization.click(
|
| 675 |
-
lambda: get_user_guide_section("summarization"),
|
| 676 |
-
outputs=user_guide_md,
|
| 677 |
-
)
|
| 678 |
-
ug_export_conv.click(
|
| 679 |
-
lambda: get_user_guide_section("export_conversation"),
|
| 680 |
-
outputs=user_guide_md,
|
| 681 |
-
)
|
| 682 |
-
ug_faq.click(
|
| 683 |
-
lambda: get_user_guide_section("faq"),
|
| 684 |
-
outputs=user_guide_md,
|
| 685 |
)
|
|
|
|
|
|
|
|
|
|
| 686 |
|
|
|
|
|
|
|
|
|
|
|
|
|
| 687 |
|
| 688 |
if __name__ == "__main__":
|
| 689 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
import gradio as gr
|
| 2 |
+
import os
|
| 3 |
+
from typing import List, Dict, Tuple, Optional
|
| 4 |
|
| 5 |
from config import (
|
| 6 |
DEFAULT_MODEL,
|
|
|
|
| 26 |
)
|
| 27 |
from syllabus_utils import extract_course_topics_from_file
|
| 28 |
|
| 29 |
+
# ================== Assets (图片路径配置) ==================
|
| 30 |
+
# 根据你的截图,文件名大小写必须严格一致
|
|
|
|
| 31 |
HANBRIDGE_LOGO_PATH = "hanbridge_logo.png"
|
| 32 |
+
CLARE_LOGO_PATH = "clare_mascot.png"
|
| 33 |
+
CLARE_RUN_PATH = "Clare_Run.png" # 注意:你的截图里这个文件首字母是大写的
|
| 34 |
+
|
| 35 |
+
# ================== CSS (样式调整) ==================
|
| 36 |
+
CUSTOM_CSS = """
|
| 37 |
+
/* 顶部 Header 容器样式 */
|
| 38 |
+
.header-container {
|
| 39 |
+
display: flex;
|
| 40 |
+
align-items: center;
|
| 41 |
+
justify-content: space-between;
|
| 42 |
+
padding: 10px 20px;
|
| 43 |
+
background-color: #ffffff;
|
| 44 |
+
border-bottom: 2px solid #f3f4f6;
|
| 45 |
+
margin-bottom: 15px;
|
|
|
|
|
|
|
|
|
|
|
|
|
| 46 |
}
|
| 47 |
|
| 48 |
+
/* User Guide 链接样式 */
|
| 49 |
#user-guide-links button {
|
| 50 |
+
background: transparent !important; border: none !important; box-shadow: none !important;
|
| 51 |
+
padding: 2px 0 !important; margin: 1px 0 !important; text-align: left !important;
|
| 52 |
+
color: #004a99 !important; text-decoration: underline; font-size: 0.8rem;
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 53 |
}
|
| 54 |
+
#user-guide-links button:hover { color: #002b66 !important; }
|
| 55 |
+
|
| 56 |
+
/* Memory Line 区域样式 */
|
| 57 |
+
.memory-line-box {
|
| 58 |
+
border: 1px solid #e5e7eb;
|
| 59 |
+
padding: 12px;
|
| 60 |
+
border-radius: 8px;
|
| 61 |
+
background-color: #f9fafb;
|
| 62 |
+
height: 100%;
|
| 63 |
}
|
| 64 |
"""
|
| 65 |
|
| 66 |
+
# ========= Clare User Guide Content (保持原样) =========
|
|
|
|
|
|
|
| 67 |
USER_GUIDE_SECTIONS = {
|
| 68 |
+
"getting_started": "## Getting started\n\nWelcome to **Clare**...",
|
| 69 |
+
"mode_definition": "## Mode Definition\n\nClare offers different teaching modes...",
|
| 70 |
+
"how_clare_works": "## How Clare Works\n\nClare combines course context...",
|
| 71 |
+
"memory_line": "## What is Memory Line?\n\nMemory Line is a visualization...",
|
| 72 |
+
"learning_progress": "## Learning Progress Report\n\nThe Learning Progress Report highlights...",
|
| 73 |
+
"how_files": "## How Clare Uses Your Files\n\nYour uploaded syllabus / slides...",
|
| 74 |
+
"micro_quiz": "## Micro-Quiz\n\nThe Micro-Quiz function provides...",
|
| 75 |
+
"summarization": "## Summarization\n\nClare can summarize...",
|
| 76 |
+
"export_conversation": "## Export Conversation\n\nYou can export your chat session...",
|
| 77 |
+
"faq": "## FAQ\n\n**Q: Does Clare give assignment answers?**..."
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 78 |
}
|
| 79 |
|
|
|
|
| 80 |
def get_user_guide_section(section_key: str) -> str:
|
|
|
|
| 81 |
return USER_GUIDE_SECTIONS.get(section_key, "Section not found.")
|
| 82 |
|
|
|
|
| 83 |
# ================== Gradio App ==================
|
| 84 |
|
| 85 |
+
# 【重要修正】:这里不要放 allowed_paths,否则会报错
|
| 86 |
+
with gr.Blocks(title="Clare – Hanbridge AI Teaching Assistant", css=CUSTOM_CSS) as demo:
|
| 87 |
+
|
| 88 |
+
# 状态变量
|
| 89 |
+
course_outline_state = gr.State(DEFAULT_COURSE_TOPICS)
|
| 90 |
+
weakness_state = gr.State([])
|
| 91 |
+
cognitive_state_state = gr.State({"confusion": 0, "mastery": 0})
|
| 92 |
+
rag_chunks_state = gr.State([])
|
|
|
|
|
|
|
|
|
|
| 93 |
|
| 94 |
+
# ============ 1. 顶部 Header (全宽布局) ============
|
| 95 |
+
gr.HTML(
|
| 96 |
+
f"""
|
| 97 |
+
<div class="header-container">
|
| 98 |
+
<div style="display:flex; align-items:center; gap: 20px;">
|
| 99 |
+
<img src="/file/{CLARE_LOGO_PATH}" style="height: 75px; object-fit: contain;">
|
| 100 |
+
<div style="display:flex; flex-direction:column;">
|
| 101 |
+
<div style="font-size: 32px; font-weight: 800; line-height: 1.1; color: #000;">
|
| 102 |
+
Clare
|
| 103 |
+
<span style="font-size: 18px; font-weight: 600; margin-left: 10px;">Your Personalized AI Tutor</span>
|
| 104 |
+
</div>
|
| 105 |
+
<div style="font-size: 14px; font-style: italic; color: #333; margin-top: 4px;">
|
| 106 |
+
Personalized guidance, review, and intelligent reinforcement - designed for how you learn
|
| 107 |
+
</div>
|
| 108 |
</div>
|
| 109 |
</div>
|
| 110 |
|
| 111 |
+
<div style="text-align: right;">
|
| 112 |
+
<img src="/file/{HANBRIDGE_LOGO_PATH}" style="height: 55px; object-fit: contain; margin-bottom: 5px;">
|
| 113 |
+
<div style="font-size: 12px; color: #666;">
|
| 114 |
+
🎓 (Student Name) (Student Email/ID)
|
|
|
|
|
|
|
|
|
|
|
|
|
| 115 |
</div>
|
| 116 |
</div>
|
|
|
|
| 117 |
</div>
|
| 118 |
"""
|
| 119 |
)
|
| 120 |
|
| 121 |
+
# ============ 2. 主体分栏布局:左(1) - 中(3) - 右(1) ============
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 122 |
with gr.Row():
|
| 123 |
+
|
| 124 |
+
# ============ [左侧] 控制面板 Sidebar ============
|
| 125 |
+
with gr.Column(scale=1, min_width=200):
|
| 126 |
+
clear_btn = gr.Button("Reset Conversation", variant="stop")
|
| 127 |
+
|
| 128 |
+
gr.Markdown("### Model Settings")
|
| 129 |
+
model_name = gr.Textbox(label="Model", value=DEFAULT_MODEL, lines=1)
|
| 130 |
+
language_preference = gr.Radio(
|
| 131 |
+
choices=["Auto", "English", "简体中文"],
|
| 132 |
+
value="Auto",
|
| 133 |
+
label="Language"
|
| 134 |
+
)
|
| 135 |
+
|
| 136 |
+
learning_mode = gr.Radio(
|
| 137 |
+
choices=LEARNING_MODES,
|
| 138 |
+
value="Concept Explainer",
|
| 139 |
+
label="Learning Mode",
|
| 140 |
+
info="Select style"
|
| 141 |
+
)
|
| 142 |
|
| 143 |
+
with gr.Accordion("User Guide", open=False):
|
| 144 |
+
with gr.Column(elem_id="user-guide-links"):
|
| 145 |
+
ug_getting_started = gr.Button("Getting started")
|
| 146 |
+
ug_mode_def = gr.Button("Mode Definition")
|
| 147 |
+
ug_how_works = gr.Button("How Clare Works")
|
| 148 |
+
ug_memory_line = gr.Button("What is Memory Line")
|
| 149 |
+
|
| 150 |
+
with gr.Group():
|
| 151 |
+
gr.Button("System Settings", variant="secondary")
|
| 152 |
+
gr.Button("Log Out", variant="secondary")
|
| 153 |
+
|
| 154 |
+
# ============ [中间] 主内容区 Center Main ============
|
| 155 |
+
with gr.Column(scale=3):
|
| 156 |
+
|
| 157 |
+
# 上半部分:上传区(左) + Memory Line(右) 并排
|
| 158 |
+
with gr.Row():
|
| 159 |
+
# --- Upload File ---
|
| 160 |
+
with gr.Column(scale=1):
|
| 161 |
+
syllabus_file = gr.File(
|
| 162 |
+
label="Upload file (.docx/.pdf/.pptx)",
|
| 163 |
+
file_types=[".docx", ".pdf", ".pptx"],
|
| 164 |
+
file_count="single",
|
| 165 |
+
height=100
|
| 166 |
+
)
|
| 167 |
+
doc_type = gr.Dropdown(
|
| 168 |
+
choices=DOC_TYPES,
|
| 169 |
+
value="Syllabus",
|
| 170 |
+
label="File type",
|
| 171 |
+
container=False
|
| 172 |
+
)
|
| 173 |
+
|
| 174 |
+
# --- Memory Line (包含 CLARE_RUN_PATH) ---
|
| 175 |
+
with gr.Column(scale=1):
|
| 176 |
+
# 使用 HTML 渲染带图片的进度条,src="/file/..." 是关键
|
| 177 |
+
gr.HTML(
|
| 178 |
+
f"""
|
| 179 |
+
<div class="memory-line-box">
|
| 180 |
+
<div style="display:flex; justify-content:space-between; font-size:14px; margin-bottom:5px; font-weight:bold;">
|
| 181 |
+
<span>Memory Line <span style="font-weight:normal; color:#999; cursor:help;" title="Visualizes your spaced repetition progress">?</span></span>
|
| 182 |
+
</div>
|
| 183 |
+
|
| 184 |
+
<div style="position: relative; height: 35px; margin-top: 15px; margin-bottom: 5px;">
|
| 185 |
+
<div style="position: absolute; bottom: 5px; left: 0; width: 100%; height: 8px; background-color: #e5e7eb; border-radius: 4px;"></div>
|
| 186 |
+
<div style="position: absolute; bottom: 5px; left: 0; width: 40%; height: 8px; background-color: #8B1A1A; border-radius: 4px 0 0 4px;"></div>
|
| 187 |
+
<img src="/file/{CLARE_RUN_PATH}" style="position: absolute; left: 36%; bottom: 8px; height: 35px; z-index: 10;">
|
| 188 |
+
</div>
|
| 189 |
+
|
| 190 |
+
<div style="display:flex; justify-content:space-between; align-items:center; margin-top:8px;">
|
| 191 |
+
<div style="font-size: 12px; color: #666;">Next Review: T+7</div>
|
| 192 |
+
<div style="font-size: 12px; color: #004a99; text-decoration:underline; cursor:pointer;">
|
| 193 |
+
Learning Progress Report ⬇️
|
| 194 |
+
</div>
|
| 195 |
+
</div>
|
| 196 |
+
</div>
|
| 197 |
+
"""
|
| 198 |
+
)
|
| 199 |
+
# Review 按钮放在 HTML 下方
|
| 200 |
+
review_btn = gr.Button("Review Now", size="sm", variant="primary")
|
| 201 |
+
session_status = gr.Markdown(visible=False)
|
| 202 |
+
|
| 203 |
+
# --- Chat Interface ---
|
| 204 |
+
gr.Markdown(
|
| 205 |
+
"""
|
| 206 |
+
<div style="background-color:#f9fafb; padding:10px; border-radius:5px; margin-top:10px; font-size:0.9em; color:#555;">
|
| 207 |
+
✦ <b>Instruction:</b> Use different learning modes to change Clare's teaching style.<br>
|
| 208 |
+
✦ <b>Example:</b> "Why does context length matter?" or "How does RAG reduce hallucination?"
|
| 209 |
+
</div>
|
| 210 |
+
"""
|
| 211 |
+
)
|
| 212 |
|
| 213 |
+
chatbot = gr.Chatbot(
|
| 214 |
+
label="",
|
| 215 |
+
height=450,
|
| 216 |
+
avatar_images=(None, CLARE_LOGO_PATH),
|
| 217 |
+
show_label=False,
|
| 218 |
+
bubble_full_width=False
|
| 219 |
+
)
|
| 220 |
+
|
| 221 |
+
user_input = gr.Textbox(
|
| 222 |
+
label="Your Input",
|
| 223 |
+
placeholder="Ask about a concept, your assignment, or let Clare test you...",
|
| 224 |
+
show_label=False,
|
| 225 |
+
container=True,
|
| 226 |
+
autofocus=True
|
| 227 |
+
)
|
| 228 |
+
|
| 229 |
+
# ============ [右侧] 功能栏 Right Sidebar ============
|
| 230 |
+
with gr.Column(scale=1, min_width=180):
|
| 231 |
+
gr.Markdown("### Actions")
|
| 232 |
+
export_btn = gr.Button("Export Conversation", size="sm")
|
| 233 |
+
quiz_btn = gr.Button("Let's Try (Micro-Quiz)", size="sm")
|
| 234 |
+
summary_btn = gr.Button("Summarization", size="sm")
|
| 235 |
+
|
| 236 |
+
gr.Markdown("### Results")
|
| 237 |
+
result_display = gr.Textbox(
|
| 238 |
+
label="Generated Content",
|
| 239 |
+
lines=15,
|
| 240 |
+
placeholder="Results from Export, Quiz, or Summary will appear here...",
|
| 241 |
+
show_label=False
|
| 242 |
+
)
|
| 243 |
+
|
| 244 |
+
# ================== Logic Bindings ==================
|
| 245 |
|
|
|
|
| 246 |
def update_course_and_rag(file, doc_type_val):
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 247 |
topics = extract_course_topics_from_file(file, doc_type_val)
|
| 248 |
rag_chunks = build_rag_chunks_from_file(file, doc_type_val)
|
| 249 |
+
status_md = f"✅ **File Loaded:** {doc_type_val}\n\nAnalyzing content for Memory Line..."
|
| 250 |
+
return topics, rag_chunks, status_md
|
| 251 |
|
| 252 |
syllabus_file.change(
|
| 253 |
fn=update_course_and_rag,
|
| 254 |
inputs=[syllabus_file, doc_type],
|
| 255 |
+
outputs=[course_outline_state, rag_chunks_state, session_status],
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 256 |
)
|
| 257 |
|
| 258 |
+
def respond(message, chat_history, course_outline, weaknesses, cognitive_state, rag_chunks, model, lang, mode, doc_type_val):
|
| 259 |
+
resolved_lang = detect_language(message or "", lang)
|
| 260 |
+
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 261 |
if not message or not message.strip():
|
| 262 |
+
return "", chat_history, weaknesses, cognitive_state, session_status.value
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 263 |
|
|
|
|
| 264 |
weaknesses = update_weaknesses_from_message(message, weaknesses or [])
|
| 265 |
cognitive_state = update_cognitive_state_from_message(message, cognitive_state)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 266 |
rag_context = retrieve_relevant_chunks(message, rag_chunks or [])
|
| 267 |
|
|
|
|
| 268 |
answer, new_history = chat_with_clare(
|
| 269 |
message=message,
|
| 270 |
history=chat_history,
|
| 271 |
+
model_name=model,
|
| 272 |
language_preference=resolved_lang,
|
| 273 |
+
learning_mode=mode,
|
| 274 |
doc_type=doc_type_val,
|
| 275 |
course_outline=course_outline,
|
| 276 |
weaknesses=weaknesses,
|
| 277 |
cognitive_state=cognitive_state,
|
| 278 |
+
rag_context=rag_context
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 279 |
)
|
| 280 |
+
|
| 281 |
+
new_status = render_session_status(mode, weaknesses, cognitive_state)
|
| 282 |
+
return "", new_history, weaknesses, cognitive_state, new_status
|
| 283 |
|
| 284 |
user_input.submit(
|
| 285 |
respond,
|
| 286 |
+
[user_input, chatbot, course_outline_state, weakness_state, cognitive_state_state, rag_chunks_state, model_name, language_preference, learning_mode, doc_type],
|
| 287 |
+
[user_input, chatbot, weakness_state, cognitive_state_state, session_status]
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 288 |
)
|
| 289 |
|
| 290 |
+
def on_export(chat_history, course_outline, mode, weaknesses, cognitive_state):
|
| 291 |
+
return export_conversation(chat_history, course_outline, mode, weaknesses, cognitive_state)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 292 |
|
| 293 |
export_btn.click(
|
| 294 |
on_export,
|
| 295 |
[chatbot, course_outline_state, learning_mode, weakness_state, cognitive_state_state],
|
| 296 |
+
[result_display]
|
| 297 |
)
|
| 298 |
|
| 299 |
+
def on_quiz(chat_history, course_outline, weaknesses, cognitive_state, model, lang):
|
| 300 |
+
return generate_quiz_from_history(chat_history, course_outline, weaknesses, cognitive_state, model, lang)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 301 |
|
| 302 |
quiz_btn.click(
|
| 303 |
on_quiz,
|
| 304 |
+
[chatbot, course_outline_state, weakness_state, cognitive_state_state, model_name, language_preference],
|
| 305 |
+
[result_display]
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 306 |
)
|
| 307 |
|
| 308 |
+
def on_summary(chat_history, course_outline, weaknesses, cognitive_state, model, lang):
|
| 309 |
+
return summarize_conversation(chat_history, course_outline, weaknesses, cognitive_state, model, lang)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 310 |
|
| 311 |
summary_btn.click(
|
| 312 |
on_summary,
|
| 313 |
+
[chatbot, course_outline_state, weakness_state, cognitive_state_state, model_name, language_preference],
|
| 314 |
+
[result_display]
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 315 |
)
|
| 316 |
|
| 317 |
+
def clear_all():
|
| 318 |
+
empty_state = {"confusion": 0, "mastery": 0}
|
| 319 |
+
default_status = render_session_status("Concept Explainer", [], empty_state)
|
| 320 |
+
return [], [], empty_state, [], "", default_status
|
| 321 |
|
| 322 |
+
clear_btn.click(
|
| 323 |
+
clear_all,
|
| 324 |
+
None,
|
| 325 |
+
[chatbot, weakness_state, cognitive_state_state, rag_chunks_state, result_display, session_status],
|
| 326 |
+
queue=False
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 327 |
)
|
| 328 |
+
|
| 329 |
+
def show_guide(section):
|
| 330 |
+
return get_user_guide_section(section)
|
| 331 |
|
| 332 |
+
ug_getting_started.click(lambda: show_guide("getting_started"), outputs=result_display)
|
| 333 |
+
ug_mode_def.click(lambda: show_guide("mode_definition"), outputs=result_display)
|
| 334 |
+
ug_how_works.click(lambda: show_guide("how_clare_works"), outputs=result_display)
|
| 335 |
+
ug_memory_line.click(lambda: show_guide("memory_line"), outputs=result_display)
|
| 336 |
|
| 337 |
if __name__ == "__main__":
|
| 338 |
+
# 【修正完成】:allowed_paths 必须放在这里
|
| 339 |
+
demo.launch(allowed_paths=["."])
|