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# file stuff | |
import os | |
import sys | |
import zipfile | |
import requests | |
import tempfile | |
from io import BytesIO | |
import random | |
import string | |
#image generation stuff | |
from PIL import Image | |
# gradio / hf stuff | |
import gradio as gr | |
from openai import OpenAI | |
from dotenv import load_dotenv | |
# stats stuff | |
from pymongo.mongo_client import MongoClient | |
from pymongo.server_api import ServerApi | |
import time | |
load_dotenv() | |
openai_key = os.getenv("OPENAI_API_KEY") | |
pw_key = os.getenv("PW") | |
if openai_key == "<YOUR_OPENAI_API_KEY>": | |
openai_key = "" | |
if pw_key == "<YOUR_PW>": | |
pw_key = "" | |
if pw_key == "": | |
sys.exit("Please Provide A Password in the Environment Variables") | |
if openai_key == "": | |
sys.exit("Please Provide Your OpenAI API Key") | |
# Connect to MongoDB | |
uri = os.getenv("MONGO_URI") | |
mongo_client = MongoClient(uri, server_api=ServerApi('1')) | |
mongo_db = mongo_client.pdr | |
mongo_collection = mongo_db["images"] | |
image_labels_global = [] | |
image_paths_global = [] | |
#load challenges | |
challenges = [] | |
with open('challenges.txt', 'r') as file: | |
for line in file: | |
challenges.append(line.strip()) | |
# pick a random challenge | |
def get_challenge(): | |
global challenge | |
challenge = random.choice(challenges) | |
return challenge | |
# set initial challenge | |
challenge = get_challenge() | |
def update_labels(show_labels): | |
updated_gallery = [(path, label if show_labels else "") for path, label in zip(image_paths_global, image_labels_global)] | |
return updated_gallery | |
def generate_images_wrapper(prompts, pw, model, show_labels): | |
global image_paths_global, image_labels_global | |
image_paths, image_labels = generate_images(prompts, pw, model) | |
image_paths_global = image_paths | |
# store this as a global so we can handle toggle state | |
image_labels_global = image_labels | |
image_data = [(path, label if show_labels else "") for path, label in zip(image_paths, image_labels)] | |
return image_data | |
def download_image(url): | |
response = requests.get(url) | |
if response.status_code == 200: | |
return response.content | |
else: | |
raise Exception(f"Failed to download image from URL: {url}") | |
def zip_images(image_paths_and_labels): | |
zip_file_path = tempfile.NamedTemporaryFile(delete=False, suffix='.zip').name | |
with zipfile.ZipFile(zip_file_path, 'w') as zipf: | |
for image_url, _ in image_paths_and_labels: | |
image_content = download_image(image_url) | |
random_filename = ''.join(random.choices(string.ascii_letters + string.digits, k=10)) + ".png" | |
# Write the image content to the zip file with the random filename | |
zipf.writestr(random_filename, image_content) | |
return zip_file_path | |
def download_all_images(): | |
global image_paths_global, image_labels_global | |
if not image_paths_global: | |
raise gr.Error("No images to download.") | |
image_paths_and_labels = list(zip(image_paths_global, image_labels_global)) | |
zip_path = zip_images(image_paths_and_labels) | |
image_paths_global = [] # Reset the global variable | |
image_labels_global = [] # Reset the global variable | |
return zip_path | |
def generate_images(prompts, pw, model): | |
# Check for a valid password | |
if pw != os.getenv("PW"): | |
raise gr.Error("Invalid password. Please try again.") | |
image_paths = [] # holds urls of images | |
image_labels = [] # shows the prompt in the gallery above the image | |
users = [] # adds the user to the label | |
# Split the prompts string into individual prompts based on semicolon separation | |
prompts_list = prompts.split(';') | |
for entry in prompts_list: | |
entry_parts = entry.split('-', 1) # Split by the first dash found | |
if len(entry_parts) == 2: | |
#raise gr.Error("Invalid prompt format. Please ensure it is in 'initials-prompt' format.") | |
user_initials, text = entry_parts[0].strip(), entry_parts[1].strip() # Extract user initials and the prompt | |
else: | |
text = entry.strip() # If no initials are provided, use the entire prompt as the text | |
user_initials = "" | |
users.append(user_initials) # Append user initials to the list | |
try: | |
openai_client = OpenAI(api_key=openai_key) | |
start_time = time.time() | |
#make a prompt with the challenge and text | |
prompt_w_challenge = f"{challenge}: {text}" | |
response = openai_client.images.generate( | |
prompt=prompt_w_challenge, | |
model=model, # dall-e-2 or dall-e-3 | |
quality="standard", # standard or hd | |
size="512x512" if model == "dall-e-2" else "1024x1024", # varies for dalle-2 and dalle-3 | |
n=1, # Number of images to generate | |
) | |
end_time = time.time() | |
gen_time = end_time - start_time # total generation time | |
image_url = response.data[0].url | |
# conditionally render the user to the label with the prompt | |
image_label = f"Prompt: {text}" if user_initials == "" else f"User: {user_initials}, Prompt: {text}" | |
try: | |
# Save the prompt, model, image URL, generation time and creation timestamp to the database | |
mongo_collection.insert_one({"user": user_initials, "text": text, "model": model, "image_url": image_url, "gen_time": gen_time, "timestamp": time.time()}) | |
except Exception as e: | |
print(e) | |
raise gr.Error("An error occurred while saving the prompt to the database.") | |
# Append the image URL and label to their respective lists | |
image_paths.append(image_url) | |
image_labels.append(image_label) | |
except Exception as error: | |
print(str(error)) | |
raise gr.Error(f"An error occurred while generating the image for: {entry}") | |
return image_paths, image_labels # Return both image paths and labels | |
with gr.Blocks() as demo: | |
gr.Markdown("# <center>Prompt de Resistance Image Generator</center>") | |
gr.Markdown("**Instructions**: To use this service, please enter the password. Then generate an image from the prompt field below in response to the challenge, then click the download arrow from the top right of the image to save it.") | |
challenge_display = gr.Textbox(label="Challenge", value=get_challenge()) | |
challenge_display.disabled = True | |
regenerate_btn = gr.Button("New Challenge") | |
pw = gr.Textbox(label="Password", type="password", | |
placeholder="Enter the password to unlock the service") | |
text = gr.Textbox(label="What do you want to create?", | |
placeholder="Enter your text and then click on the \"Image Generate\" button") | |
model = gr.Dropdown(choices=["dall-e-2", "dall-e-3"], label="Model", value="dall-e-3") | |
show_labels = gr.Checkbox(label="Show Image Labels", value=False) | |
btn = gr.Button("Generate Images") | |
output_images = gr.Gallery(label="Image Outputs", show_label=True, columns=[3], rows=[1], object_fit="contain", | |
height="auto", allow_preview=False) | |
#trigger generation either through hitting enter in the text field, or clicking the button. | |
text.submit(fn=generate_images_wrapper, inputs=[text, pw, model, show_labels], outputs=output_images, api_name="generate_image") # Generate an api endpoint in Gradio / HF | |
btn.click(fn=generate_images_wrapper, inputs=[text, pw, model, show_labels], outputs=output_images, api_name=False) | |
# toggle hiding and showing of labels | |
show_labels.change(fn=update_labels, inputs=[show_labels], outputs=[output_images]) | |
# generate new challenge | |
regenerate_btn.click(fn=get_challenge, inputs=[], outputs=[challenge_display]) | |
download_all_btn = gr.Button("Download All") | |
download_link = gr.File(label="Download Zip") | |
download_all_btn.click(fn=download_all_images, inputs=[], outputs=download_link) | |
demo.launch(share=False) |