Spaces:
Sleeping
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Update app.py
Browse files
app.py
CHANGED
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@@ -63,6 +63,14 @@ LEARNING_MODE_INSTRUCTIONS = {
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# ---------- Clare 的基础 System Prompt ----------
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CLARE_SYSTEM_PROMPT = """
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You are Clare, an AI teaching assistant for Hanbridge University.
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@@ -106,13 +114,40 @@ def parse_syllabus_docx(file_path: str, max_lines: int = 15) -> List[str]:
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return topics
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# ---------- 构建 messages ----------
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def build_messages(
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user_message: str,
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history: List[Tuple[str, str]],
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language_preference: str,
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learning_mode: str,
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course_outline: Optional[List[str]],
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) -> List[Dict[str, str]]:
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messages: List[Dict[str, str]] = [
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{"role": "system", "content": CLARE_SYSTEM_PROMPT}
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@@ -142,6 +177,32 @@ def build_messages(
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}
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)
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# 语言偏好控制
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if language_preference == "English":
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messages.append(
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@@ -169,7 +230,9 @@ def chat_with_clare(
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model_name: str,
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language_preference: str,
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learning_mode: str,
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course_outline: Optional[List[str]],
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):
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try:
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messages = build_messages(
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@@ -177,7 +240,9 @@ def chat_with_clare(
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history=history,
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language_preference=language_preference,
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learning_mode=learning_mode,
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course_outline=course_outline,
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)
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response = client.chat.completions.create(
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model=model_name or DEFAULT_MODEL,
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@@ -192,6 +257,98 @@ def chat_with_clare(
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return answer, history
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# ---------- Gradio UI ----------
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with gr.Blocks(title="Clare – Hanbridge AI Teaching Assistant") as demo:
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gr.Markdown(
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@@ -202,7 +359,7 @@ with gr.Blocks(title="Clare – Hanbridge AI Teaching Assistant") as demo:
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- Ask in English → Clare answers in English.
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- Ask in Chinese → Clare can answer in Chinese.
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- Use different **learning modes** to change Clare's teaching style.
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-
- Optionally upload your **course syllabus (.docx)** so Clare stays aligned with your course.
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"""
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)
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@@ -225,21 +382,32 @@ with gr.Blocks(title="Clare – Hanbridge AI Teaching Assistant") as demo:
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with gr.Row():
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syllabus_file = gr.File(
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label="Upload course
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file_types=[".docx"],
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)
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-
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-
# syllabus
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-
def update_outline(file):
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if file is None:
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return DEFAULT_COURSE_TOPICS
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-
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-
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syllabus_file.change(
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fn=update_outline,
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inputs=[syllabus_file],
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outputs=[course_outline_state],
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)
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@@ -251,37 +419,97 @@ with gr.Blocks(title="Clare – Hanbridge AI Teaching Assistant") as demo:
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label="Your question",
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placeholder="Ask Clare anything about your course, assignment, or study plan...",
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)
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clear_btn = gr.Button("Reset conversation")
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-
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def respond(
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message,
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chat_history,
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course_outline,
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model_name_val,
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language_pref_val,
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learning_mode_val,
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):
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answer, new_history = chat_with_clare(
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message=message,
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history=chat_history,
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model_name=model_name_val,
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language_preference=language_pref_val,
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learning_mode=learning_mode_val,
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course_outline=course_outline,
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)
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return "", new_history
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user_input.submit(
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respond,
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-
[
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-
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)
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-
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-
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-
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if __name__ == "__main__":
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-
demo.launch()
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),
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}
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+
# ---------- 上传文件类型 ----------
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DOC_TYPES = [
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"Syllabus",
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"Lecture Slides / PPT",
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"Literature Review / Paper",
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"Other Course Document",
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]
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+
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# ---------- Clare 的基础 System Prompt ----------
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CLARE_SYSTEM_PROMPT = """
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You are Clare, an AI teaching assistant for Hanbridge University.
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return topics
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+
# ---------- 简单“弱项”检测 ----------
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WEAKNESS_KEYWORDS = [
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"don't understand",
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"do not understand",
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"not understand",
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"not sure",
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"confused",
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"hard to",
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"difficult",
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"struggle",
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"不会",
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"不懂",
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"看不懂",
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"搞不清",
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"很难",
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]
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def update_weaknesses_from_message(message: str, weaknesses: List[str]) -> List[str]:
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lower_msg = message.lower()
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if any(k in lower_msg for k in WEAKNESS_KEYWORDS):
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weaknesses = weaknesses or []
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weaknesses.append(message)
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return weaknesses
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# ---------- 构建 messages ----------
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def build_messages(
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user_message: str,
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history: List[Tuple[str, str]],
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language_preference: str,
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learning_mode: str,
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doc_type: str,
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course_outline: Optional[List[str]],
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weaknesses: Optional[List[str]],
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) -> List[Dict[str, str]]:
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messages: List[Dict[str, str]] = [
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{"role": "system", "content": CLARE_SYSTEM_PROMPT}
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}
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)
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# 上传文件类型提示(仅作语境)
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if doc_type and doc_type != "Syllabus":
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messages.append(
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{
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"role": "system",
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"content": (
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f"The student also uploaded a {doc_type} document as supporting material. "
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"You do not see the full content directly, but you may assume it is relevant "
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"to the same course and topics."
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),
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}
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)
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+
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# 学生弱项提示(会话内记忆)
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if weaknesses:
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weak_text = " | ".join(weaknesses[-5:]) # 最近几条即可
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messages.append(
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{
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"role": "system",
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"content": (
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"The student seems to struggle with the following questions or topics. "
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"Be extra gentle and clear when these appear: " + weak_text
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),
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}
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)
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+
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# 语言偏好控制
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if language_preference == "English":
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messages.append(
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model_name: str,
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language_preference: str,
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learning_mode: str,
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doc_type: str,
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course_outline: Optional[List[str]],
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weaknesses: Optional[List[str]],
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):
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try:
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messages = build_messages(
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history=history,
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language_preference=language_preference,
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learning_mode=learning_mode,
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doc_type=doc_type,
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course_outline=course_outline,
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weaknesses=weaknesses,
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)
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response = client.chat.completions.create(
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model=model_name or DEFAULT_MODEL,
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return answer, history
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# ---------- 导出对话为 Markdown ----------
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def export_conversation(
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history: List[Tuple[str, str]],
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course_outline: List[str],
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learning_mode_val: str,
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weaknesses: List[str],
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) -> str:
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lines: List[str] = []
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lines.append("# Clare – Conversation Export\n")
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lines.append(f"- Learning mode: **{learning_mode_val}**\n")
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lines.append("- Course topics (short): " + "; ".join(course_outline[:5]) + "\n")
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if weaknesses:
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lines.append("- Observed student difficulties:\n")
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for w in weaknesses[-5:]:
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lines.append(f" - {w}\n")
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lines.append("\n---\n\n")
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for user, assistant in history:
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lines.append(f"**Student:** {user}\n\n")
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lines.append(f"**Clare:** {assistant}\n\n")
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lines.append("---\n\n")
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+
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return "".join(lines)
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+
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+
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+
# ---------- 生成 3 个 quiz 题目 ----------
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def generate_quiz_from_history(
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history: List[Tuple[str, str]],
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course_outline: List[str],
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weaknesses: List[str],
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model_name: str,
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language_preference: str,
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) -> str:
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conversation_text = ""
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for user, assistant in history[-8:]: # 用最近几轮
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conversation_text += f"Student: {user}\nClare: {assistant}\n"
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+
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topics_text = "; ".join(course_outline[:8])
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weakness_text = "; ".join(weaknesses[-5:]) if weaknesses else "N/A"
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messages = [
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{"role": "system", "content": CLARE_SYSTEM_PROMPT},
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{
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"role": "system",
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"content": (
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"Now your task is to create a **short concept quiz** for the student. "
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"Based on the conversation and course topics, generate **3 questions** "
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"(a mix of multiple-choice and short-answer is fine). After listing the "
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"questions, provide an answer key at the end under a heading 'Answer Key'. "
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"Number the questions Q1, Q2, Q3."
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),
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},
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{
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"role": "system",
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"content": f"Course topics: {topics_text}",
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},
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{
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"role": "system",
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"content": f"Student known difficulties: {weakness_text}",
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},
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{
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"role": "user",
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"content": (
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"Here is the recent conversation between you and the student:\n\n"
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+ conversation_text
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+ "\n\nPlease create the quiz now."
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),
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},
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]
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+
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if language_preference == "中文":
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messages.append(
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{
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"role": "system",
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"content": "请用中文给出问题和答案。",
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}
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)
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+
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try:
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response = client.chat.completions.create(
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model=model_name or DEFAULT_MODEL,
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messages=messages,
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temperature=0.5,
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)
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quiz_text = response.choices[0].message.content
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except Exception as e:
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quiz_text = f"⚠️ Error generating quiz: {e}"
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+
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return quiz_text
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+
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+
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# ---------- Gradio UI ----------
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with gr.Blocks(title="Clare – Hanbridge AI Teaching Assistant") as demo:
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gr.Markdown(
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- Ask in English → Clare answers in English.
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- Ask in Chinese → Clare can answer in Chinese.
|
| 361 |
- Use different **learning modes** to change Clare's teaching style.
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+
- Optionally upload your **course syllabus / slides / literature (.docx)** so Clare stays aligned with your course.
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"""
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)
|
| 365 |
|
|
|
|
| 382 |
|
| 383 |
with gr.Row():
|
| 384 |
syllabus_file = gr.File(
|
| 385 |
+
label="Upload course file (.docx)",
|
| 386 |
file_types=[".docx"],
|
| 387 |
)
|
| 388 |
+
doc_type = gr.Dropdown(
|
| 389 |
+
choices=DOC_TYPES,
|
| 390 |
+
value="Syllabus",
|
| 391 |
+
label="File type",
|
| 392 |
+
)
|
| 393 |
+
|
| 394 |
+
# 状态:课程大纲 + 学生弱项
|
| 395 |
+
course_outline_state = gr.State(DEFAULT_COURSE_TOPICS)
|
| 396 |
+
weakness_state = gr.State([])
|
| 397 |
|
| 398 |
+
# syllabus 上传后更新课程大纲(仅当类型是 Syllabus 时解析)
|
| 399 |
+
def update_outline(file, doc_type_val):
|
| 400 |
if file is None:
|
| 401 |
return DEFAULT_COURSE_TOPICS
|
| 402 |
+
if doc_type_val == "Syllabus" and file.name.lower().endswith(".docx"):
|
| 403 |
+
topics = parse_syllabus_docx(file.name)
|
| 404 |
+
return topics
|
| 405 |
+
# 其他类型文件目前不解析,只保留默认大纲
|
| 406 |
+
return DEFAULT_COURSE_TOPICS
|
| 407 |
|
| 408 |
syllabus_file.change(
|
| 409 |
fn=update_outline,
|
| 410 |
+
inputs=[syllabus_file, doc_type],
|
| 411 |
outputs=[course_outline_state],
|
| 412 |
)
|
| 413 |
|
|
|
|
| 419 |
label="Your question",
|
| 420 |
placeholder="Ask Clare anything about your course, assignment, or study plan...",
|
| 421 |
)
|
|
|
|
| 422 |
|
| 423 |
+
with gr.Row():
|
| 424 |
+
clear_btn = gr.Button("Reset conversation")
|
| 425 |
+
export_btn = gr.Button("Export conversation")
|
| 426 |
+
quiz_btn = gr.Button("Generate 3 quiz questions")
|
| 427 |
+
|
| 428 |
+
export_box = gr.Textbox(
|
| 429 |
+
label="Conversation export (Markdown)",
|
| 430 |
+
lines=10,
|
| 431 |
+
)
|
| 432 |
+
quiz_box = gr.Textbox(
|
| 433 |
+
label="Generated quiz (with answer key)",
|
| 434 |
+
lines=10,
|
| 435 |
+
)
|
| 436 |
+
|
| 437 |
+
# 主对话逻辑:更新弱项 + 调用 Clare
|
| 438 |
def respond(
|
| 439 |
message,
|
| 440 |
chat_history,
|
| 441 |
course_outline,
|
| 442 |
+
weaknesses,
|
| 443 |
model_name_val,
|
| 444 |
language_pref_val,
|
| 445 |
learning_mode_val,
|
| 446 |
+
doc_type_val,
|
| 447 |
):
|
| 448 |
+
# 更新弱项记忆
|
| 449 |
+
weaknesses = update_weaknesses_from_message(message, weaknesses or [])
|
| 450 |
answer, new_history = chat_with_clare(
|
| 451 |
message=message,
|
| 452 |
history=chat_history,
|
| 453 |
model_name=model_name_val,
|
| 454 |
language_preference=language_pref_val,
|
| 455 |
learning_mode=learning_mode_val,
|
| 456 |
+
doc_type=doc_type_val,
|
| 457 |
course_outline=course_outline,
|
| 458 |
+
weaknesses=weaknesses,
|
| 459 |
)
|
| 460 |
+
return "", new_history, weaknesses
|
| 461 |
|
| 462 |
user_input.submit(
|
| 463 |
respond,
|
| 464 |
+
[
|
| 465 |
+
user_input,
|
| 466 |
+
chatbot,
|
| 467 |
+
course_outline_state,
|
| 468 |
+
weakness_state,
|
| 469 |
+
model_name,
|
| 470 |
+
language_preference,
|
| 471 |
+
learning_mode,
|
| 472 |
+
doc_type,
|
| 473 |
+
],
|
| 474 |
+
[user_input, chatbot, weakness_state],
|
| 475 |
)
|
| 476 |
|
| 477 |
+
# 清空对话 & 弱项 & 导出/quiz
|
| 478 |
+
def clear_all():
|
| 479 |
+
return [], [], "", ""
|
| 480 |
+
|
| 481 |
+
clear_btn.click(
|
| 482 |
+
clear_all,
|
| 483 |
+
None,
|
| 484 |
+
[chatbot, weakness_state, export_box, quiz_box],
|
| 485 |
+
queue=False,
|
| 486 |
+
)
|
| 487 |
|
| 488 |
+
# 导出对话按钮
|
| 489 |
+
def on_export(chat_history, course_outline, learning_mode_val, weaknesses):
|
| 490 |
+
return export_conversation(chat_history, course_outline, learning_mode_val, weaknesses or [])
|
| 491 |
+
|
| 492 |
+
export_btn.click(
|
| 493 |
+
on_export,
|
| 494 |
+
[chatbot, course_outline_state, learning_mode, weakness_state],
|
| 495 |
+
[export_box],
|
| 496 |
+
)
|
| 497 |
+
|
| 498 |
+
# 生成 quiz 按钮
|
| 499 |
+
def on_quiz(chat_history, course_outline, weaknesses, model_name_val, language_pref_val):
|
| 500 |
+
return generate_quiz_from_history(
|
| 501 |
+
chat_history,
|
| 502 |
+
course_outline,
|
| 503 |
+
weaknesses or [],
|
| 504 |
+
model_name_val,
|
| 505 |
+
language_pref_val,
|
| 506 |
+
)
|
| 507 |
+
|
| 508 |
+
quiz_btn.click(
|
| 509 |
+
on_quiz,
|
| 510 |
+
[chatbot, course_outline_state, weakness_state, model_name, language_preference],
|
| 511 |
+
[quiz_box],
|
| 512 |
+
)
|
| 513 |
|
| 514 |
if __name__ == "__main__":
|
| 515 |
+
demo.launch()
|