Spaces:
Sleeping
Sleeping
Update app.py
Browse files
app.py
CHANGED
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@@ -1,7 +1,7 @@
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import gradio as gr
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import os
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import csv
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from datetime import datetime
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from huggingface_hub import Repository
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# Configuration
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@@ -9,6 +9,8 @@ DATA_STORAGE_REPO = "CIV3283/Data_Storage"
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DATA_BRANCH_NAME = "data_branch"
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LOCAL_DATA_DIR = "temp_data_storage"
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MIN_IDLE_MINUTES = 10 # Minimum idle time required for space assignment
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# Environment variables
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HF_HUB_TOKEN = os.environ.get("HF_HUB_TOKEN", None)
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@@ -117,11 +119,118 @@ def get_last_activity_time(csv_file_path):
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print(f"[get_last_activity_time] Traceback: {traceback.format_exc()}")
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return datetime.min
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def analyze_space_activity(available_spaces, repo_dir):
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"""Analyze activity status of all spaces and return sorted list"""
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space_activity = []
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current_time = datetime.now()
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print(f"[analyze_space_activity] Analyzing {len(available_spaces)} spaces...")
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for space_name in available_spaces:
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@@ -138,12 +247,20 @@ def analyze_space_activity(available_spaces, repo_dir):
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status = f"Idle for {idle_minutes:.1f} minutes"
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last_activity_str = last_activity.strftime('%Y-%m-%d %H:%M:%S')
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space_activity.append({
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'space_name': space_name,
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'last_activity': last_activity,
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'last_activity_str': last_activity_str,
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'idle_minutes': idle_minutes,
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'status': status
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})
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print(f"[analyze_space_activity] {space_name}: {status}")
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@@ -164,44 +281,63 @@ def create_status_display(space_activity):
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return status_display
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def select_space_with_boundary_check(space_activity, student_id):
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"""Select space with strict boundary conditions"""
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# Create and display current status
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status_display = create_status_display(space_activity)
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print(f"[select_space_with_boundary_check] Space analysis:\n{status_display}")
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#
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available_spaces = [s for s in space_activity
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if not available_spaces:
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#
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if
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else:
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idle_info = f"{most_idle['idle_minutes']:.1f} minutes ago"
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error_msg = (
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f"π« **All learning assistants are currently busy**\n\n"
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f"
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f"**
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f"β’ Most idle space: {most_idle['space_name']}\n"
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f"β’ Last used: {idle_info}\n\n"
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f"**Please try again in a few minutes.**"
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)
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else:
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error_msg = "π« No learning assistant spaces are available at the moment."
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print(f"[select_space_with_boundary_check]
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raise gr.Error(error_msg, duration=10)
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# Select the most idle space
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selected_space = available_spaces[0]
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print(f"[select_space_with_boundary_check] Selected space: {selected_space['space_name']}")
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# Build redirect URL
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redirect_url = f"https://huggingface.co/spaces/CIV3283/{selected_space['space_name']}/?check={student_id}"
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@@ -215,6 +351,7 @@ def redirect_to_space(redirect_url, selected_space, status_display):
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else:
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idle_info = f"{selected_space['idle_minutes']:.1f} minutes"
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redirect_html = f"""
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<div style="max-width: 900px; margin: 0 auto; padding: 20px; font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, sans-serif;">
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<div style="text-align: center; margin-bottom: 30px; padding: 25px; background: linear-gradient(135deg, #28a745, #20c997); color: white; border-radius: 12px; box-shadow: 0 4px 6px rgba(0,0,0,0.1);">
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@@ -225,20 +362,10 @@ def redirect_to_space(redirect_url, selected_space, status_display):
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</p>
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</div>
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<div style="background: #f8f9fa; padding: 25px; border-radius: 12px; margin-bottom: 25px; border-left: 4px solid #28a745;">
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<h3 style="margin-top: 0; color: #333;">π Space Selection Analysis</h3>
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<div style="background: white; padding: 20px; border-radius: 8px; font-size: 14px; line-height: 1.8; border: 1px solid #e9ecef;">
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{status_display}
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</div>
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<p style="margin-bottom: 0; color: #666; font-size: 14px; margin-top: 15px;">
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<strong>Selection Algorithm:</strong> Spaces idle for β₯{MIN_IDLE_MINUTES} minutes are eligible. The most idle space is automatically selected for optimal load distribution.
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</p>
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</div>
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<div style="text-align: center; margin-bottom: 30px; padding: 25px; background: linear-gradient(135deg, #2196f3, #1976d2); color: white; border-radius: 12px; box-shadow: 0 4px 6px rgba(33,150,243,0.3);">
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<h2 style="margin-top: 0; color: white;">π Access Your Learning Assistant</h2>
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<p style="color: rgba(255,255,255,0.9); font-size: 16px; margin-bottom: 25px;">
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Click the button below
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</p>
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<a href="{redirect_url}"
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transition: all 0.3s ease; margin-bottom: 20px;"
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onmouseover="this.style.background='rgba(255,255,255,0.25)'; this.style.transform='translateY(-2px)'"
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onmouseout="this.style.background='rgba(255,255,255,0.15)'; this.style.transform='translateY(0px)'">
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-
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</a>
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<
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this.innerHTML = 'β
URL Copied! Paste in new browser tab';
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setTimeout(() => {{
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this.style.background='rgba(255,255,255,0.9)';
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this.innerHTML = '{redirect_url}';
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}}, 2000);
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}}).catch(() => {{
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this.innerHTML = 'Click failed - please manually select and copy';
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}})"
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style="cursor: pointer; user-select: all;">
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{redirect_url}
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</div>
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<p style="margin: 8px 0 0 0; color: rgba(255,255,255,0.8); font-size: 12px;">
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π‘ Click the URL above to copy it automatically
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</p>
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</div>
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</div>
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<div style="text-align: center; padding: 20px; background: #f1f3f4; border-radius: 8px; margin-top: 20px;">
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return gr.HTML(redirect_html)
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def load_balance_user(student_id):
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"""Main load balancing function"""
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print(f"[load_balance_user] Starting load balancing for student ID: {student_id}")
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# Initialize connection to data storage
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if not available_spaces:
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raise gr.Error("π« No student learning assistant spaces found in the system. Please contact your instructor.", duration=8)
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# Analyze space activity
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space_activity = analyze_space_activity(available_spaces, LOCAL_DATA_DIR)
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# Select space with boundary checking
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return select_space_with_boundary_check(space_activity, student_id)
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def get_url_params(request: gr.Request):
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"""Extract URL parameters from request"""
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query_params = dict(request.query_params)
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check_id = query_params.get('check', None)
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if check_id:
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return f"Load Distributor", check_id
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else:
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return "Load Distributor", None
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return "Load Distributor", None
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import gradio as gr
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import os
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import csv
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from datetime import datetime, timedelta
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from huggingface_hub import Repository
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# Configuration
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DATA_BRANCH_NAME = "data_branch"
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LOCAL_DATA_DIR = "temp_data_storage"
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MIN_IDLE_MINUTES = 10 # Minimum idle time required for space assignment
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ALLOCATION_RECORD_FILE = "allocation_records.csv" # New file for tracking allocations
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ALLOCATION_LOCK_DURATION = 5 # Lock duration in minutes
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# Environment variables
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HF_HUB_TOKEN = os.environ.get("HF_HUB_TOKEN", None)
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print(f"[get_last_activity_time] Traceback: {traceback.format_exc()}")
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return datetime.min
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def read_allocation_records(repo_dir):
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"""Read and parse allocation records, returning only non-expired allocations"""
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allocation_file = os.path.join(repo_dir, ALLOCATION_RECORD_FILE)
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current_time = datetime.now()
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active_allocations = {}
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try:
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if not os.path.exists(allocation_file):
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print(f"[read_allocation_records] Allocation file not found, creating new one")
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# Create empty allocation file with header
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with open(allocation_file, 'w', newline='', encoding='utf-8') as f:
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writer = csv.writer(f)
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writer.writerow(['space_name', 'student_id', 'allocated_time', 'expires_at'])
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return active_allocations
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with open(allocation_file, 'r', encoding='utf-8') as f:
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csv_reader = csv.DictReader(f)
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for row in csv_reader:
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try:
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expires_at = datetime.strptime(row['expires_at'], '%Y-%m-%d %H:%M:%S')
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allocated_time = datetime.strptime(row['allocated_time'], '%Y-%m-%d %H:%M:%S')
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# Only keep non-expired allocations
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if expires_at > current_time:
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active_allocations[row['space_name']] = {
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'student_id': row['student_id'],
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'allocated_time': allocated_time,
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'expires_at': expires_at
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}
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print(f"[read_allocation_records] Active allocation: {row['space_name']} -> {row['student_id']}")
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else:
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print(f"[read_allocation_records] Expired allocation: {row['space_name']} (expired at {expires_at})")
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except ValueError as ve:
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print(f"[read_allocation_records] Error parsing row {row}: {ve}")
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continue
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except Exception as e:
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print(f"[read_allocation_records] Error reading allocation records: {e}")
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return {}
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print(f"[read_allocation_records] Found {len(active_allocations)} active allocations")
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return active_allocations
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def write_allocation_record(space_name, student_id, repo_dir):
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"""Write a new allocation record to the file"""
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allocation_file = os.path.join(repo_dir, ALLOCATION_RECORD_FILE)
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current_time = datetime.now()
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expires_at = current_time + timedelta(minutes=ALLOCATION_LOCK_DURATION)
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try:
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# Read existing records
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existing_records = []
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current_time_check = datetime.now()
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if os.path.exists(allocation_file):
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with open(allocation_file, 'r', encoding='utf-8') as f:
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csv_reader = csv.DictReader(f)
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for row in csv_reader:
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try:
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row_expires_at = datetime.strptime(row['expires_at'], '%Y-%m-%d %H:%M:%S')
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# Only keep non-expired records
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if row_expires_at > current_time_check:
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existing_records.append(row)
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except ValueError:
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continue
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# Add new allocation record
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new_record = {
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'space_name': space_name,
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'student_id': student_id,
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'allocated_time': current_time.strftime('%Y-%m-%d %H:%M:%S'),
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'expires_at': expires_at.strftime('%Y-%m-%d %H:%M:%S')
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}
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existing_records.append(new_record)
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# Write all records back to file
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with open(allocation_file, 'w', newline='', encoding='utf-8') as f:
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fieldnames = ['space_name', 'student_id', 'allocated_time', 'expires_at']
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writer = csv.DictWriter(f, fieldnames=fieldnames)
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writer.writeheader()
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writer.writerows(existing_records)
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print(f"[write_allocation_record] Recorded allocation: {space_name} -> {student_id} (expires at {expires_at})")
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return True
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except Exception as e:
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print(f"[write_allocation_record] Error writing allocation record: {e}")
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return False
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def commit_allocation_record(repo, space_name, student_id):
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"""Commit the allocation record to Git"""
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try:
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repo.git_add(ALLOCATION_RECORD_FILE)
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commit_message = f"Allocate {space_name} to student {student_id}"
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repo.git_commit(commit_message)
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repo.git_push()
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print(f"[commit_allocation_record] Successfully committed allocation record")
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return True
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except Exception as e:
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print(f"[commit_allocation_record] Error committing allocation record: {e}")
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return False
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def analyze_space_activity(available_spaces, repo_dir):
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"""Analyze activity status of all spaces and return sorted list"""
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space_activity = []
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current_time = datetime.now()
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# Read allocation records to filter out recently allocated spaces
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active_allocations = read_allocation_records(repo_dir)
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print(f"[analyze_space_activity] Analyzing {len(available_spaces)} spaces...")
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for space_name in available_spaces:
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|
|
| 247 |
status = f"Idle for {idle_minutes:.1f} minutes"
|
| 248 |
last_activity_str = last_activity.strftime('%Y-%m-%d %H:%M:%S')
|
| 249 |
|
| 250 |
+
# Check if space is recently allocated
|
| 251 |
+
is_recently_allocated = space_name in active_allocations
|
| 252 |
+
if is_recently_allocated:
|
| 253 |
+
alloc_info = active_allocations[space_name]
|
| 254 |
+
minutes_until_free = (alloc_info['expires_at'] - current_time).total_seconds() / 60
|
| 255 |
+
status += f" (Recently allocated, free in {minutes_until_free:.1f} min)"
|
| 256 |
+
|
| 257 |
space_activity.append({
|
| 258 |
'space_name': space_name,
|
| 259 |
'last_activity': last_activity,
|
| 260 |
'last_activity_str': last_activity_str,
|
| 261 |
'idle_minutes': idle_minutes,
|
| 262 |
+
'status': status,
|
| 263 |
+
'is_recently_allocated': is_recently_allocated
|
| 264 |
})
|
| 265 |
|
| 266 |
print(f"[analyze_space_activity] {space_name}: {status}")
|
|
|
|
| 281 |
|
| 282 |
return status_display
|
| 283 |
|
| 284 |
+
def select_space_with_boundary_check(space_activity, student_id, repo):
|
| 285 |
+
"""Select space with strict boundary conditions and allocation recording"""
|
|
|
|
|
|
|
|
|
|
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|
|
| 286 |
|
| 287 |
+
# Filter out recently allocated spaces
|
| 288 |
+
available_spaces = [s for s in space_activity
|
| 289 |
+
if s['idle_minutes'] >= MIN_IDLE_MINUTES and not s['is_recently_allocated']]
|
| 290 |
|
| 291 |
if not available_spaces:
|
| 292 |
+
# Check what's preventing allocation
|
| 293 |
+
idle_spaces = [s for s in space_activity if s['idle_minutes'] >= MIN_IDLE_MINUTES]
|
| 294 |
+
recently_allocated_spaces = [s for s in space_activity if s['is_recently_allocated']]
|
| 295 |
|
| 296 |
+
if idle_spaces and not recently_allocated_spaces:
|
| 297 |
+
# All spaces are busy (used within the last 30 minutes)
|
| 298 |
+
most_idle = space_activity[0] if space_activity else None
|
|
|
|
|
|
|
| 299 |
|
| 300 |
+
if most_idle:
|
| 301 |
+
if most_idle['idle_minutes'] == float('inf'):
|
| 302 |
+
idle_info = "Never used"
|
| 303 |
+
else:
|
| 304 |
+
idle_info = f"{most_idle['idle_minutes']:.1f} minutes ago"
|
| 305 |
+
|
| 306 |
+
error_msg = (
|
| 307 |
+
f"π« **All learning assistants are currently busy**\n\n"
|
| 308 |
+
f"All spaces have been used within the last {MIN_IDLE_MINUTES} minutes.\n\n"
|
| 309 |
+
f"**Current Status:**\n"
|
| 310 |
+
f"β’ Most idle space: {most_idle['space_name']}\n"
|
| 311 |
+
f"β’ Last used: {idle_info}\n\n"
|
| 312 |
+
f"**Please try again in a few minutes.**"
|
| 313 |
+
)
|
| 314 |
+
else:
|
| 315 |
+
error_msg = "π« No learning assistant spaces are available at the moment."
|
| 316 |
+
else:
|
| 317 |
+
# Spaces are recently allocated
|
| 318 |
error_msg = (
|
| 319 |
+
f"π« **All learning assistants are currently busy or recently allocated**\n\n"
|
| 320 |
+
f"Some spaces are being assigned to other students right now.\n\n"
|
| 321 |
+
f"**Please try again in 1-2 minutes.**"
|
|
|
|
|
|
|
|
|
|
| 322 |
)
|
|
|
|
|
|
|
| 323 |
|
| 324 |
+
print(f"[select_space_with_boundary_check] No available spaces: {error_msg}")
|
| 325 |
raise gr.Error(error_msg, duration=10)
|
| 326 |
|
| 327 |
# Select the most idle space
|
| 328 |
selected_space = available_spaces[0]
|
| 329 |
print(f"[select_space_with_boundary_check] Selected space: {selected_space['space_name']}")
|
| 330 |
|
| 331 |
+
# Record the allocation BEFORE building the response
|
| 332 |
+
write_success = write_allocation_record(selected_space['space_name'], student_id, repo.local_dir)
|
| 333 |
+
if write_success:
|
| 334 |
+
commit_allocation_record(repo, selected_space['space_name'], student_id)
|
| 335 |
+
else:
|
| 336 |
+
print(f"[select_space_with_boundary_check] Warning: Failed to record allocation")
|
| 337 |
+
|
| 338 |
+
# Create status display
|
| 339 |
+
status_display = create_status_display(space_activity)
|
| 340 |
+
|
| 341 |
# Build redirect URL
|
| 342 |
redirect_url = f"https://huggingface.co/spaces/CIV3283/{selected_space['space_name']}/?check={student_id}"
|
| 343 |
|
|
|
|
| 351 |
else:
|
| 352 |
idle_info = f"{selected_space['idle_minutes']:.1f} minutes"
|
| 353 |
|
| 354 |
+
# Modified HTML structure - Access section first, then analysis
|
| 355 |
redirect_html = f"""
|
| 356 |
<div style="max-width: 900px; margin: 0 auto; padding: 20px; font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, sans-serif;">
|
| 357 |
<div style="text-align: center; margin-bottom: 30px; padding: 25px; background: linear-gradient(135deg, #28a745, #20c997); color: white; border-radius: 12px; box-shadow: 0 4px 6px rgba(0,0,0,0.1);">
|
|
|
|
| 362 |
</p>
|
| 363 |
</div>
|
| 364 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 365 |
<div style="text-align: center; margin-bottom: 30px; padding: 25px; background: linear-gradient(135deg, #2196f3, #1976d2); color: white; border-radius: 12px; box-shadow: 0 4px 6px rgba(33,150,243,0.3);">
|
| 366 |
<h2 style="margin-top: 0; color: white;">π Access Your Learning Assistant</h2>
|
| 367 |
<p style="color: rgba(255,255,255,0.9); font-size: 16px; margin-bottom: 25px;">
|
| 368 |
+
Click the button below to access your assigned learning assistant.
|
| 369 |
</p>
|
| 370 |
|
| 371 |
<a href="{redirect_url}"
|
|
|
|
| 376 |
transition: all 0.3s ease; margin-bottom: 20px;"
|
| 377 |
onmouseover="this.style.background='rgba(255,255,255,0.25)'; this.style.transform='translateY(-2px)'"
|
| 378 |
onmouseout="this.style.background='rgba(255,255,255,0.15)'; this.style.transform='translateY(0px)'">
|
| 379 |
+
β€ Open Learning Assistant
|
| 380 |
</a>
|
| 381 |
|
| 382 |
+
<p style="margin: 15px 0 0 0; color: rgba(255,255,255,0.8); font-size: 14px;">
|
| 383 |
+
π‘ Right-click the button above and select "Open in new tab"
|
| 384 |
+
</p>
|
| 385 |
+
</div>
|
| 386 |
+
|
| 387 |
+
<div style="background: #f8f9fa; padding: 25px; border-radius: 12px; margin-bottom: 25px; border-left: 4px solid #28a745;">
|
| 388 |
+
<h3 style="margin-top: 0; color: #333;">π Space Selection Analysis</h3>
|
| 389 |
+
<div style="background: white; padding: 20px; border-radius: 8px; font-size: 14px; line-height: 1.8; border: 1px solid #e9ecef;">
|
| 390 |
+
{status_display}
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 391 |
</div>
|
| 392 |
+
<p style="margin-bottom: 0; color: #666; font-size: 14px; margin-top: 15px;">
|
| 393 |
+
<strong>Selection Algorithm:</strong> Spaces idle for β₯{MIN_IDLE_MINUTES} minutes and not recently allocated are eligible. The most idle space is automatically selected for optimal load distribution.
|
| 394 |
+
</p>
|
| 395 |
</div>
|
| 396 |
|
| 397 |
<div style="text-align: center; padding: 20px; background: #f1f3f4; border-radius: 8px; margin-top: 20px;">
|
|
|
|
| 405 |
return gr.HTML(redirect_html)
|
| 406 |
|
| 407 |
def load_balance_user(student_id):
|
| 408 |
+
"""Main load balancing function with allocation recording"""
|
| 409 |
print(f"[load_balance_user] Starting load balancing for student ID: {student_id}")
|
| 410 |
|
| 411 |
# Initialize connection to data storage
|
|
|
|
| 419 |
if not available_spaces:
|
| 420 |
raise gr.Error("π« No student learning assistant spaces found in the system. Please contact your instructor.", duration=8)
|
| 421 |
|
| 422 |
+
# Analyze space activity (including allocation records)
|
| 423 |
space_activity = analyze_space_activity(available_spaces, LOCAL_DATA_DIR)
|
| 424 |
|
| 425 |
+
# Select space with boundary checking and allocation recording
|
| 426 |
+
return select_space_with_boundary_check(space_activity, student_id, repo)
|
| 427 |
|
| 428 |
def get_url_params(request: gr.Request):
|
| 429 |
"""Extract URL parameters from request"""
|
|
|
|
| 431 |
query_params = dict(request.query_params)
|
| 432 |
check_id = query_params.get('check', None)
|
| 433 |
if check_id:
|
| 434 |
+
return f"Load Distributor - Student {check_id}", check_id
|
| 435 |
else:
|
| 436 |
return "Load Distributor", None
|
| 437 |
return "Load Distributor", None
|