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import gradio as gr
import numpy as np
from datetime import date
from predictors import predict_bc_scores, predict_mc_scores, predict_1on1_scores
from analysis import depth_analysis
from predictors import predict_quillbot
from plagiarism import plagiarism_check, build_date
from utils import extract_text_from_pdf, len_validator
np.set_printoptions(suppress=True)
def ai_generated_test(option, input):
if option == "Human vs AI":
return predict_bc_scores(input), None
elif option == "Human vs AI Source Models":
return predict_bc_scores(input), predict_mc_scores(input)
# elif option == "Human vs AI Source Models (1 on 1)":
# return predict_bc_scores(input), None, predict_1on1_scores(input)
return None, None
# COMBINED
def main(
ai_option,
plag_option,
input,
# models,
year_from,
month_from,
day_from,
year_to,
month_to,
day_to,
domains_to_skip,
):
formatted_tokens = plagiarism_check(
plag_option,
input,
year_from,
month_from,
day_from,
year_to,
month_to,
day_to,
domains_to_skip,
)
depth_analysis_plot = depth_analysis(input)
bc_score = predict_bc_scores(input)
mc_score = predict_mc_scores(input)
mc_1on1_score = predict_1on1_scores(input)
quilscore = predict_quillbot(input)
return (
bc_score,
mc_score,
mc_1on1_score,
formatted_tokens,
depth_analysis_plot,
quilscore,
)
# START OF GRADIO
title = "Copyright Checker"
months = {
"January": "01",
"February": "02",
"March": "03",
"April": "04",
"May": "05",
"June": "06",
"July": "07",
"August": "08",
"September": "09",
"October": "10",
"November": "11",
"December": "12",
}
with gr.Blocks() as demo:
today = date.today()
# dd/mm/YY
d1 = today.strftime("%d/%B/%Y")
d1 = d1.split("/")
model_list = ["OpenAI GPT", "Mistral", "CLAUDE", "Gemini", "LLAMA2"]
domain_list = ["com", "org", "net", "int", "edu", "gov", "mil"]
gr.Markdown(
"""
# AI Identification and Source Detection
"""
)
with gr.Row():
input_text = gr.Textbox(label="Input text", lines=6, placeholder="")
file_input = gr.File(label="Upload PDF")
file_input.change(
fn=extract_text_from_pdf, inputs=file_input, outputs=input_text
)
char_count = gr.Textbox(label="Minumum Character Limit Check")
input_text.change(fn=len_validator, inputs=input_text, outputs=char_count)
with gr.Row():
with gr.Column():
ai_option = gr.Radio(
[
"Human vs AI",
"Human vs AI Source Models",
# "Human vs AI Source Models (1 on 1)",
],
label="Choose an option please.",
)
with gr.Column():
plag_option = gr.Radio(
["Standard", "Advanced"], label="Choose an option please."
)
with gr.Row():
with gr.Column():
only_ai_btn = gr.Button("AI Check")
with gr.Column():
only_plagiarism_btn = gr.Button("Source Check")
with gr.Row():
quillbot_check = gr.Button("Humanized Text Check")
with gr.Row():
depth_analysis_btn = gr.Button("Detailed Writing Analysis")
with gr.Row():
full_check_btn = gr.Button("Full Check")
gr.Markdown(
"""
## Output
"""
)
# models = gr.Dropdown(
# model_list,
# value=model_list,
# multiselect=True,
# label="Models to test against",
# )
with gr.Row():
with gr.Column():
bcLabel = gr.Label(label="Source")
with gr.Column():
mcLabel = gr.Label(label="Creator")
# with gr.Column():
# mc1on1Label = gr.Label(label="Creator(1 on 1 Approach)")
with gr.Row():
QLabel = gr.Label(label="Humanized")
with gr.Group():
with gr.Row():
month_from = gr.Dropdown(
choices=months,
label="From Month",
value="January",
interactive=True,
)
day_from = gr.Textbox(label="From Day", value="01")
year_from = gr.Textbox(label="From Year", value="2000")
# from_date_button = gr.Button("Submit")
with gr.Row():
month_to = gr.Dropdown(
choices=months,
label="To Month",
value=d1[1],
interactive=True,
)
day_to = gr.Textbox(label="To Day", value=d1[0])
year_to = gr.Textbox(label="To Year", value=d1[2])
# to_date_button = gr.Button("Submit")
with gr.Row():
domains_to_skip = gr.Dropdown(
domain_list,
multiselect=True,
label="Domain To Skip",
)
with gr.Row():
with gr.Column():
sentenceBreakdown = gr.HighlightedText(
label="Source Detection Sentence Breakdown",
combine_adjacent=True,
color_map={
"[1]": "red",
"[2]": "orange",
"[3]": "yellow",
"[4]": "green",
},
)
with gr.Row():
with gr.Column():
writing_analysis_plot = gr.Plot(label="Writing Analysis Plot")
full_check_btn.click(
fn=main,
inputs=[
ai_option,
plag_option,
input_text,
# models,
year_from,
month_from,
day_from,
year_to,
month_to,
day_to,
domains_to_skip,
],
outputs=[
bcLabel,
mcLabel,
# mc1on1Label,
sentenceBreakdown,
writing_analysis_plot,
QLabel,
],
api_name="main",
)
only_ai_btn.click(
fn=ai_generated_test,
inputs=[ai_option, input_text],
# outputs=[bcLabel, mcLabel, mc1on1Label],
outputs=[bcLabel, mcLabel],
api_name="ai_check",
)
quillbot_check.click(
fn=predict_quillbot,
inputs=[input_text],
outputs=[QLabel],
api_name="quillbot_check",
)
only_plagiarism_btn.click(
fn=plagiarism_check,
inputs=[
plag_option,
input_text,
year_from,
month_from,
day_from,
year_to,
month_to,
day_to,
domains_to_skip,
],
outputs=[
sentenceBreakdown,
],
api_name="plagiarism_check",
)
depth_analysis_btn.click(
fn=depth_analysis,
inputs=[input_text],
outputs=[writing_analysis_plot],
api_name="depth_analysis",
)
date_from = ""
date_to = ""
demo.launch(share=True, server_name="0.0.0.0", server_port =80, auth=("polygraf-admin", "test@aisd"))