Update ad_gen.py

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pliny 1 year ago committed by GitHub
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@ -2,92 +2,57 @@ import random
import os
from dotenv import load_dotenv
from swarms.models import OpenAIChat
from playground.models.stable_diffusion import StableDiffusion
from swarms.structs import Agent, SequentialWorkflow
from swarms.structs import Agent
from swarms.models.stable_diffusion import StableDiffusion
load_dotenv()
openai_api_key = os.getenv("OPENAI_API_KEY")
stability_api_key = os.getenv("STABILITY_API_KEY")
# Initialize the language model and image generation model
llm = OpenAIChat(
openai_api_key=openai_api_key, temperature=0.5, max_tokens=3000
)
llm = OpenAIChat(openai_api_key=openai_api_key, temperature=0.5, max_tokens=3000)
sd_api = StableDiffusion(api_key=stability_api_key)
def run_task(description, product_name, agent, **kwargs):
full_description = ( # Incorporate product name into the task
f"{description} about {product_name}"
)
result = agent.run(task=full_description, **kwargs)
return result
# Creative Concept Generator
class ProductPromptGenerator:
# Creative Concept Generator for Product Ads
class ProductAdConceptGenerator:
def __init__(self, product_name):
self.product_name = product_name
self.themes = [
"lightning",
"sunset",
"ice cave",
"space",
"forest",
"ocean",
"mountains",
"cityscape",
"futuristic", "rustic", "luxurious", "minimalistic", "vibrant", "elegant",
"retro", "urban", "ethereal", "surreal", "artistic", "tech-savvy",
"vintage", "natural", "sophisticated", "playful", "dynamic", "serene", "lasers," "lightning"
]
self.styles = [
"translucent",
"floating in mid-air",
"expanded into pieces",
"glowing",
"mirrored",
"futuristic",
self.contexts = [
"in an everyday setting", "in a rave setting", "in an abstract environment",
"in an adventurous context", "surrounded by nature", "in a high-tech setting",
"in a historical context", "in a busy urban scene", "in a tranquil and peaceful setting",
"against a backdrop of city lights", "in a surreal dreamscape", "in a festive atmosphere",
"in a luxurious setting", "in a playful and colorful background", "in an ice cave setting",
"in a serene and calm landscape"
]
self.contexts = ["high realism product ad (extremely creative)"]
def generate_prompt(self):
def generate_concept(self):
theme = random.choice(self.themes)
style = random.choice(self.styles)
context = random.choice(self.contexts)
return f"{theme} inside a {style} {self.product_name}, {context}"
return f"An ad for {self.product_name} that embodies a {theme} theme {context}"
# User input
product_name = input(
"Enter a product name for ad creation (e.g., 'PS5', 'AirPods', 'Kirkland"
" Vodka'): "
)
product_name = input("Enter a product name for ad creation (e.g., 'PS5', 'AirPods', 'Kirkland Vodka'): ")
social_media_platform = input("Enter a social media platform (e.g., 'Facebook', 'Twitter', 'Instagram'): ")
# Generate creative concept
prompt_generator = ProductPromptGenerator(product_name)
creative_prompt = prompt_generator.generate_prompt()
# Run tasks using Agent
concept_flow = Agent(llm=llm, max_loops=1, dashboard=False)
design_flow = Agent(llm=llm, max_loops=1, dashboard=False)
copywriting_flow = Agent(llm=llm, max_loops=1, dashboard=False)
concept_generator = ProductAdConceptGenerator(product_name)
creative_concept = concept_generator.generate_concept()
# Execute tasks
concept_result = run_task(
"Generate a creative concept", product_name, concept_flow
)
design_result = run_task(
"Suggest visual design ideas", product_name, design_flow
)
copywriting_result = run_task(
"Create compelling ad copy for the product photo",
product_name,
copywriting_flow,
)
# Generate product image based on the creative concept
image_paths = sd_api.run(creative_concept)
# Generate product image
image_paths = sd_api.run(creative_prompt)
# Generate ad copy
ad_copy_agent = Agent(llm=llm, max_loops=1)
ad_copy_prompt = f"Write a compelling {social_media_platform} ad copy for a product photo showing {product_name} {creative_concept}."
ad_copy = ad_copy_agent.run(task=ad_copy_prompt)
# Output the results
print("Creative Concept:", concept_result)
print("Design Ideas:", design_result)
print("Ad Copy:", copywriting_result)
print("Creative Concept:", creative_concept)
print("Image Path:", image_paths[0] if image_paths else "No image generated")
print("Ad Copy:", ad_copy)

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