DPO / app.py
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import gradio as gr
import json
import hashlib
import sqlite3
import os
class JSONLViewer:
def __init__(self, data_file_path, db_path):
self.data_file_path = data_file_path
self.db_path = db_path
self.current_index = 0
self.data = []
self.load_data()
self.init_db()
def load_data(self):
with open(self.data_file_path, 'r', encoding='utf-8') as file:
self.data = [json.loads(line) for line in file]
def init_db(self):
conn = sqlite3.connect(self.db_path)
c = conn.cursor()
c.execute('''CREATE TABLE IF NOT EXISTS states
(record_id TEXT PRIMARY KEY, status TEXT)''')
conn.commit()
conn.close()
def get_current_record(self):
if 0 <= self.current_index < len(self.data):
return self.data[self.current_index]
return None
def get_record_id(self, record):
record_str = json.dumps(record, sort_keys=True)
return hashlib.md5(record_str.encode()).hexdigest()
def get_status(self, record_id):
conn = sqlite3.connect(self.db_path)
c = conn.cursor()
c.execute("SELECT status FROM states WHERE record_id = ?", (record_id,))
result = c.fetchone()
conn.close()
return result[0] if result else ""
def set_status(self, record_id, status):
conn = sqlite3.connect(self.db_path)
c = conn.cursor()
c.execute("INSERT OR REPLACE INTO states (record_id, status) VALUES (?, ?)",
(record_id, status))
conn.commit()
conn.close()
def move_prev(self):
if self.current_index > 0:
self.current_index -= 1
return self.get_current_record()
def move_next(self):
if self.current_index < len(self.data) - 1:
self.current_index += 1
return self.get_current_record()
viewer = JSONLViewer('plik.jsonl', 'states.db')
def update_ui(record):
if record:
instruction = record['conversations'][0]['value'] if record['conversations'] else ""
chosen = record['chosen']['value'] if 'chosen' in record else ""
rejected = record['rejected']['value'] if 'rejected' in record else ""
chosen_score = record['chosen_score'] if 'chosen_score' in record else ""
rejected_score = record['rejected_score'] if 'rejected_score' in record else ""
record_id = viewer.get_record_id(record)
status = viewer.get_status(record_id)
return instruction, chosen, rejected, chosen_score, rejected_score, status
return "", "", "", "", "", ""
def on_prev():
record = viewer.move_prev()
return update_ui(record)
def on_next():
record = viewer.move_next()
return update_ui(record)
def on_ok():
record = viewer.get_current_record()
if record:
record_id = viewer.get_record_id(record)
viewer.set_status(record_id, "ok")
return update_ui(record)
def on_rejected():
record = viewer.get_current_record()
if record:
record_id = viewer.get_record_id(record)
viewer.set_status(record_id, "rejected")
return update_ui(record)
with gr.Blocks(css="button.ok-button { background-color: #4CAF50 !important; }") as demo:
instruction = gr.Textbox(label="INSTRUCTION", lines=2, max_lines=2)
chosen = gr.Textbox(label="CHOSEN", lines=12, max_lines=12)
rejected = gr.Textbox(label="REJECTED", lines=12, max_lines=12)
chosen_score = gr.Number(label="CHOSEN SCORE")
rejected_score = gr.Number(label="REJECTED SCORE")
status = gr.Textbox(label="STATUS")
with gr.Row():
prev_btn = gr.Button("PREV")
next_btn = gr.Button("NEXT")
ok_btn = gr.Button("OK", elem_classes="ok-button")
rejected_btn = gr.Button("REJECTED", variant="stop")
prev_btn.click(on_prev, outputs=[instruction, chosen, rejected, chosen_score, rejected_score, status])
next_btn.click(on_next, outputs=[instruction, chosen, rejected, chosen_score, rejected_score, status])
ok_btn.click(on_ok, outputs=[instruction, chosen, rejected, chosen_score, rejected_score, status])
rejected_btn.click(on_rejected, outputs=[instruction, chosen, rejected, chosen_score, rejected_score, status])
# Initialize UI with first record
initial_record = viewer.get_current_record()
if initial_record:
init_instruction, init_chosen, init_rejected, init_chosen_score, init_rejected_score, init_status = update_ui(initial_record)
instruction.value = init_instruction
chosen.value = init_chosen
rejected.value = init_rejected
chosen_score.value = init_chosen_score
rejected_score.value = init_rejected_score
status.value = init_status
if __name__ == "__main__":
demo.launch()