Create app.py
Browse files
app.py
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| 1 |
+
import gradio as gr
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| 2 |
+
import json
|
| 3 |
+
import pandas as pd
|
| 4 |
+
from datetime import datetime
|
| 5 |
+
import os
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| 6 |
+
|
| 7 |
+
class PreferenceCollector:
|
| 8 |
+
def __init__(self, jsonl_file):
|
| 9 |
+
self.jsonl_file = jsonl_file
|
| 10 |
+
self.data = []
|
| 11 |
+
self.current_index = 0
|
| 12 |
+
self.preferences = {}
|
| 13 |
+
self.load_data()
|
| 14 |
+
|
| 15 |
+
def load_data(self):
|
| 16 |
+
"""Load data from JSONL file"""
|
| 17 |
+
try:
|
| 18 |
+
with open(self.jsonl_file, 'r') as f:
|
| 19 |
+
for line in f:
|
| 20 |
+
self.data.append(json.loads(line))
|
| 21 |
+
except FileNotFoundError:
|
| 22 |
+
print(f"File {self.jsonl_file} not found!")
|
| 23 |
+
self.data = []
|
| 24 |
+
|
| 25 |
+
def get_current_question(self):
|
| 26 |
+
"""Get the current question data"""
|
| 27 |
+
if 0 <= self.current_index < len(self.data):
|
| 28 |
+
return self.data[self.current_index]
|
| 29 |
+
return None
|
| 30 |
+
|
| 31 |
+
def record_preference(self, sample_choice):
|
| 32 |
+
"""Record user's preference for current question"""
|
| 33 |
+
if sample_choice in ["sample_zero", "sample_one", "sample_two"]:
|
| 34 |
+
self.preferences[self.current_index] = {
|
| 35 |
+
"question_index": self.current_index,
|
| 36 |
+
"preferred_sample": sample_choice,
|
| 37 |
+
"timestamp": datetime.now().isoformat()
|
| 38 |
+
}
|
| 39 |
+
return True
|
| 40 |
+
return False
|
| 41 |
+
|
| 42 |
+
def save_results(self, filename="preferences_results.json"):
|
| 43 |
+
"""Save preference results to file"""
|
| 44 |
+
with open(filename, 'w') as f:
|
| 45 |
+
json.dump(self.preferences, f, indent=2)
|
| 46 |
+
|
| 47 |
+
# Also create a summary
|
| 48 |
+
summary = {
|
| 49 |
+
"total_questions": len(self.data),
|
| 50 |
+
"answered_questions": len(self.preferences),
|
| 51 |
+
"sample_zero_count": sum(1 for p in self.preferences.values() if p["preferred_sample"] == "sample_zero"),
|
| 52 |
+
"sample_one_count": sum(1 for p in self.preferences.values() if p["preferred_sample"] == "sample_one"),
|
| 53 |
+
"sample_two_count": sum(1 for p in self.preferences.values() if p["preferred_sample"] == "sample_two")
|
| 54 |
+
}
|
| 55 |
+
|
| 56 |
+
with open("preferences_summary.json", 'w') as f:
|
| 57 |
+
json.dump(summary, f, indent=2)
|
| 58 |
+
|
| 59 |
+
return summary
|
| 60 |
+
|
| 61 |
+
# Initialize the preference collector
|
| 62 |
+
collector = None
|
| 63 |
+
selected_sample = None
|
| 64 |
+
|
| 65 |
+
def initialize_collector(file_path):
|
| 66 |
+
"""Initialize the collector with a file path"""
|
| 67 |
+
global collector
|
| 68 |
+
if file_path:
|
| 69 |
+
collector = PreferenceCollector(file_path.name)
|
| 70 |
+
if collector.data:
|
| 71 |
+
return update_display()
|
| 72 |
+
else:
|
| 73 |
+
return (
|
| 74 |
+
"No data loaded. Please check your file.",
|
| 75 |
+
"", "", "", "",
|
| 76 |
+
gr.update(interactive=False),
|
| 77 |
+
gr.update(interactive=False),
|
| 78 |
+
gr.update(interactive=False),
|
| 79 |
+
gr.update(interactive=False),
|
| 80 |
+
gr.update(interactive=False),
|
| 81 |
+
"0 / 0"
|
| 82 |
+
)
|
| 83 |
+
return (
|
| 84 |
+
"Please upload a JSONL file to begin.",
|
| 85 |
+
"", "", "", "",
|
| 86 |
+
gr.update(interactive=False),
|
| 87 |
+
gr.update(interactive=False),
|
| 88 |
+
gr.update(interactive=False),
|
| 89 |
+
gr.update(interactive=False),
|
| 90 |
+
gr.update(interactive=False),
|
| 91 |
+
"0 / 0"
|
| 92 |
+
)
|
| 93 |
+
|
| 94 |
+
def update_display():
|
| 95 |
+
"""Update the display with current question data"""
|
| 96 |
+
global collector, selected_sample
|
| 97 |
+
|
| 98 |
+
if not collector or not collector.data:
|
| 99 |
+
return (
|
| 100 |
+
"No data loaded",
|
| 101 |
+
"", "", "", "",
|
| 102 |
+
gr.update(interactive=False),
|
| 103 |
+
gr.update(interactive=False),
|
| 104 |
+
gr.update(interactive=False),
|
| 105 |
+
gr.update(interactive=False),
|
| 106 |
+
gr.update(interactive=False),
|
| 107 |
+
"0 / 0"
|
| 108 |
+
)
|
| 109 |
+
|
| 110 |
+
question = collector.get_current_question()
|
| 111 |
+
if not question:
|
| 112 |
+
return (
|
| 113 |
+
"No more questions",
|
| 114 |
+
"", "", "", "",
|
| 115 |
+
gr.update(interactive=False),
|
| 116 |
+
gr.update(interactive=False),
|
| 117 |
+
gr.update(interactive=False),
|
| 118 |
+
gr.update(interactive=False),
|
| 119 |
+
gr.update(interactive=False),
|
| 120 |
+
f"{collector.current_index + 1} / {len(collector.data)}"
|
| 121 |
+
)
|
| 122 |
+
|
| 123 |
+
# Reset selected sample
|
| 124 |
+
selected_sample = None
|
| 125 |
+
|
| 126 |
+
# Check if this question has been answered before
|
| 127 |
+
is_answered = collector.current_index in collector.preferences
|
| 128 |
+
|
| 129 |
+
return (
|
| 130 |
+
question.get("introductory_example", "No introductory example"),
|
| 131 |
+
question.get("sample_zero", "No sample zero"),
|
| 132 |
+
question.get("sample_one", "No sample one"),
|
| 133 |
+
question.get("sample_two", "No sample two"),
|
| 134 |
+
f"{'β Answered' if is_answered else 'Not answered yet'}",
|
| 135 |
+
gr.update(interactive=True, variant="primary" if selected_sample == "sample_zero" else "secondary"),
|
| 136 |
+
gr.update(interactive=True, variant="primary" if selected_sample == "sample_one" else "secondary"),
|
| 137 |
+
gr.update(interactive=True, variant="primary" if selected_sample == "sample_two" else "secondary"),
|
| 138 |
+
gr.update(interactive=collector.current_index > 0),
|
| 139 |
+
gr.update(interactive=collector.current_index < len(collector.data) - 1),
|
| 140 |
+
f"{collector.current_index + 1} / {len(collector.data)}"
|
| 141 |
+
)
|
| 142 |
+
|
| 143 |
+
def select_sample(sample_name):
|
| 144 |
+
"""Handle sample selection"""
|
| 145 |
+
global selected_sample
|
| 146 |
+
selected_sample = sample_name
|
| 147 |
+
|
| 148 |
+
# Update button variants to show selection
|
| 149 |
+
return (
|
| 150 |
+
gr.update(variant="primary" if sample_name == "sample_zero" else "secondary"),
|
| 151 |
+
gr.update(variant="primary" if sample_name == "sample_one" else "secondary"),
|
| 152 |
+
gr.update(variant="primary" if sample_name == "sample_two" else "secondary"),
|
| 153 |
+
gr.update(interactive=True) # Enable confirm button
|
| 154 |
+
)
|
| 155 |
+
|
| 156 |
+
def confirm_selection():
|
| 157 |
+
"""Confirm the current selection"""
|
| 158 |
+
global collector, selected_sample
|
| 159 |
+
|
| 160 |
+
if not collector or not selected_sample:
|
| 161 |
+
return (
|
| 162 |
+
gr.update(value="Please select a sample first"),
|
| 163 |
+
gr.update(interactive=False)
|
| 164 |
+
)
|
| 165 |
+
|
| 166 |
+
if collector.record_preference(selected_sample):
|
| 167 |
+
# Auto-advance to next question if not the last one
|
| 168 |
+
if collector.current_index < len(collector.data) - 1:
|
| 169 |
+
collector.current_index += 1
|
| 170 |
+
return (
|
| 171 |
+
gr.update(value="β Selection recorded! Moving to next question..."),
|
| 172 |
+
gr.update(interactive=False),
|
| 173 |
+
*update_display()
|
| 174 |
+
)
|
| 175 |
+
else:
|
| 176 |
+
return (
|
| 177 |
+
gr.update(value="β Selection recorded! You've completed all questions."),
|
| 178 |
+
gr.update(interactive=False),
|
| 179 |
+
*update_display()
|
| 180 |
+
)
|
| 181 |
+
|
| 182 |
+
return (
|
| 183 |
+
gr.update(value="Error recording selection"),
|
| 184 |
+
gr.update(interactive=False)
|
| 185 |
+
)
|
| 186 |
+
|
| 187 |
+
def previous_question():
|
| 188 |
+
"""Go to previous question"""
|
| 189 |
+
global collector
|
| 190 |
+
if collector and collector.current_index > 0:
|
| 191 |
+
collector.current_index -= 1
|
| 192 |
+
return update_display()
|
| 193 |
+
return update_display()
|
| 194 |
+
|
| 195 |
+
def next_question():
|
| 196 |
+
"""Go to next question"""
|
| 197 |
+
global collector
|
| 198 |
+
if collector and collector.current_index < len(collector.data) - 1:
|
| 199 |
+
collector.current_index += 1
|
| 200 |
+
return update_display()
|
| 201 |
+
return update_display()
|
| 202 |
+
|
| 203 |
+
def export_results():
|
| 204 |
+
"""Export the results"""
|
| 205 |
+
global collector
|
| 206 |
+
if collector:
|
| 207 |
+
summary = collector.save_results()
|
| 208 |
+
return f"""Results exported successfully!
|
| 209 |
+
|
| 210 |
+
Total questions: {summary['total_questions']}
|
| 211 |
+
Answered: {summary['answered_questions']}
|
| 212 |
+
|
| 213 |
+
Preferences:
|
| 214 |
+
- Sample 0: {summary['sample_zero_count']} votes
|
| 215 |
+
- Sample 1: {summary['sample_one_count']} votes
|
| 216 |
+
- Sample 2: {summary['sample_two_count']} votes
|
| 217 |
+
|
| 218 |
+
Files saved: preferences_results.json, preferences_summary.json"""
|
| 219 |
+
return "No data to export"
|
| 220 |
+
|
| 221 |
+
# Create the Gradio interface
|
| 222 |
+
with gr.Blocks(theme=gr.themes.Soft()) as demo:
|
| 223 |
+
gr.Markdown(
|
| 224 |
+
"""
|
| 225 |
+
# π Preference Collection Interface
|
| 226 |
+
|
| 227 |
+
Upload a JSONL file and select your preferred sample for each question.
|
| 228 |
+
"""
|
| 229 |
+
)
|
| 230 |
+
|
| 231 |
+
with gr.Row():
|
| 232 |
+
file_input = gr.File(
|
| 233 |
+
label="Upload JSONL File",
|
| 234 |
+
file_types=[".jsonl"],
|
| 235 |
+
type="filepath"
|
| 236 |
+
)
|
| 237 |
+
load_btn = gr.Button("Load File", variant="primary")
|
| 238 |
+
|
| 239 |
+
gr.Markdown("---")
|
| 240 |
+
|
| 241 |
+
# Question display
|
| 242 |
+
with gr.Column():
|
| 243 |
+
intro_display = gr.Textbox(
|
| 244 |
+
label="π Question / Introductory Example",
|
| 245 |
+
lines=3,
|
| 246 |
+
interactive=False
|
| 247 |
+
)
|
| 248 |
+
|
| 249 |
+
progress_label = gr.Textbox(
|
| 250 |
+
label="Progress",
|
| 251 |
+
value="0 / 0",
|
| 252 |
+
interactive=False,
|
| 253 |
+
max_lines=1
|
| 254 |
+
)
|
| 255 |
+
|
| 256 |
+
status_label = gr.Textbox(
|
| 257 |
+
label="Status",
|
| 258 |
+
value="Not answered yet",
|
| 259 |
+
interactive=False,
|
| 260 |
+
max_lines=1
|
| 261 |
+
)
|
| 262 |
+
|
| 263 |
+
gr.Markdown("### π€ Choose your preferred sample:")
|
| 264 |
+
|
| 265 |
+
# Sample displays
|
| 266 |
+
with gr.Row():
|
| 267 |
+
with gr.Column():
|
| 268 |
+
sample_0_display = gr.Textbox(
|
| 269 |
+
label="Sample 0",
|
| 270 |
+
lines=6,
|
| 271 |
+
interactive=False
|
| 272 |
+
)
|
| 273 |
+
select_0_btn = gr.Button(
|
| 274 |
+
"Select Sample 0",
|
| 275 |
+
variant="secondary",
|
| 276 |
+
interactive=False
|
| 277 |
+
)
|
| 278 |
+
|
| 279 |
+
with gr.Column():
|
| 280 |
+
sample_1_display = gr.Textbox(
|
| 281 |
+
label="Sample 1",
|
| 282 |
+
lines=6,
|
| 283 |
+
interactive=False
|
| 284 |
+
)
|
| 285 |
+
select_1_btn = gr.Button(
|
| 286 |
+
"Select Sample 1",
|
| 287 |
+
variant="secondary",
|
| 288 |
+
interactive=False
|
| 289 |
+
)
|
| 290 |
+
|
| 291 |
+
with gr.Column():
|
| 292 |
+
sample_2_display = gr.Textbox(
|
| 293 |
+
label="Sample 2",
|
| 294 |
+
lines=6,
|
| 295 |
+
interactive=False
|
| 296 |
+
)
|
| 297 |
+
select_2_btn = gr.Button(
|
| 298 |
+
"Select Sample 2",
|
| 299 |
+
variant="secondary",
|
| 300 |
+
interactive=False
|
| 301 |
+
)
|
| 302 |
+
|
| 303 |
+
# Action buttons
|
| 304 |
+
with gr.Row():
|
| 305 |
+
prev_btn = gr.Button("β Previous", interactive=False)
|
| 306 |
+
confirm_btn = gr.Button("β Confirm Selection", variant="primary", interactive=False)
|
| 307 |
+
next_btn = gr.Button("Next β", interactive=False)
|
| 308 |
+
|
| 309 |
+
confirm_status = gr.Textbox(label="Action Status", interactive=False)
|
| 310 |
+
|
| 311 |
+
gr.Markdown("---")
|
| 312 |
+
|
| 313 |
+
# Export section
|
| 314 |
+
with gr.Row():
|
| 315 |
+
export_btn = gr.Button("π₯ Export Results", variant="primary")
|
| 316 |
+
export_status = gr.Textbox(label="Export Status", interactive=False)
|
| 317 |
+
|
| 318 |
+
# Event handlers
|
| 319 |
+
load_btn.click(
|
| 320 |
+
initialize_collector,
|
| 321 |
+
inputs=[file_input],
|
| 322 |
+
outputs=[
|
| 323 |
+
intro_display, sample_0_display, sample_1_display, sample_2_display,
|
| 324 |
+
status_label, select_0_btn, select_1_btn, select_2_btn,
|
| 325 |
+
prev_btn, next_btn, progress_label
|
| 326 |
+
]
|
| 327 |
+
)
|
| 328 |
+
|
| 329 |
+
select_0_btn.click(
|
| 330 |
+
lambda: select_sample("sample_zero"),
|
| 331 |
+
outputs=[select_0_btn, select_1_btn, select_2_btn, confirm_btn]
|
| 332 |
+
)
|
| 333 |
+
|
| 334 |
+
select_1_btn.click(
|
| 335 |
+
lambda: select_sample("sample_one"),
|
| 336 |
+
outputs=[select_0_btn, select_1_btn, select_2_btn, confirm_btn]
|
| 337 |
+
)
|
| 338 |
+
|
| 339 |
+
select_2_btn.click(
|
| 340 |
+
lambda: select_sample("sample_two"),
|
| 341 |
+
outputs=[select_0_btn, select_1_btn, select_2_btn, confirm_btn]
|
| 342 |
+
)
|
| 343 |
+
|
| 344 |
+
confirm_btn.click(
|
| 345 |
+
confirm_selection,
|
| 346 |
+
outputs=[
|
| 347 |
+
confirm_status, confirm_btn,
|
| 348 |
+
intro_display, sample_0_display, sample_1_display, sample_2_display,
|
| 349 |
+
status_label, select_0_btn, select_1_btn, select_2_btn,
|
| 350 |
+
prev_btn, next_btn, progress_label
|
| 351 |
+
]
|
| 352 |
+
)
|
| 353 |
+
|
| 354 |
+
prev_btn.click(
|
| 355 |
+
previous_question,
|
| 356 |
+
outputs=[
|
| 357 |
+
intro_display, sample_0_display, sample_1_display, sample_2_display,
|
| 358 |
+
status_label, select_0_btn, select_1_btn, select_2_btn,
|
| 359 |
+
prev_btn, next_btn, progress_label
|
| 360 |
+
]
|
| 361 |
+
)
|
| 362 |
+
|
| 363 |
+
next_btn.click(
|
| 364 |
+
next_question,
|
| 365 |
+
outputs=[
|
| 366 |
+
intro_display, sample_0_display, sample_1_display, sample_2_display,
|
| 367 |
+
status_label, select_0_btn, select_1_btn, select_2_btn,
|
| 368 |
+
prev_btn, next_btn, progress_label
|
| 369 |
+
]
|
| 370 |
+
)
|
| 371 |
+
|
| 372 |
+
export_btn.click(
|
| 373 |
+
export_results,
|
| 374 |
+
outputs=[export_status]
|
| 375 |
+
)
|
| 376 |
+
|
| 377 |
+
# Launch the app
|
| 378 |
+
if __name__ == "__main__":
|
| 379 |
+
# Create a sample JSONL file for testing
|
| 380 |
+
sample_data = [
|
| 381 |
+
{
|
| 382 |
+
"introductory_example": "Which response best explains machine learning?",
|
| 383 |
+
"sample_zero": "Machine learning is a subset of AI that enables systems to learn and improve from experience without being explicitly programmed.",
|
| 384 |
+
"sample_one": "Machine learning involves training computers to recognize patterns in data and make decisions based on those patterns.",
|
| 385 |
+
"sample_two": "Machine learning is the science of getting computers to act without being explicitly programmed by using algorithms and statistical models."
|
| 386 |
+
},
|
| 387 |
+
{
|
| 388 |
+
"introductory_example": "How would you describe cloud computing?",
|
| 389 |
+
"sample_zero": "Cloud computing delivers computing services over the internet, including servers, storage, databases, and software.",
|
| 390 |
+
"sample_one": "Cloud computing is the on-demand availability of computer system resources, especially data storage and computing power.",
|
| 391 |
+
"sample_two": "Cloud computing provides shared processing resources and data to computers and other devices on demand via the internet."
|
| 392 |
+
},
|
| 393 |
+
{
|
| 394 |
+
"introductory_example": "What is the best explanation of blockchain?",
|
| 395 |
+
"sample_zero": "Blockchain is a distributed ledger technology that records transactions across many computers in a way that cannot be altered retroactively.",
|
| 396 |
+
"sample_one": "Blockchain is a system of recording information in a way that makes it difficult to change, hack, or cheat the system.",
|
| 397 |
+
"sample_two": "Blockchain is a decentralized, distributed database that maintains a continuously growing list of ordered records called blocks."
|
| 398 |
+
}
|
| 399 |
+
]
|
| 400 |
+
|
| 401 |
+
# Save sample data
|
| 402 |
+
with open("sample_questions.jsonl", "w") as f:
|
| 403 |
+
for item in sample_data:
|
| 404 |
+
f.write(json.dumps(item) + "\n")
|
| 405 |
+
|
| 406 |
+
print("Sample file 'sample_questions.jsonl' created!")
|
| 407 |
+
|
| 408 |
+
demo.launch(share=False)
|