toolkit-ads-gen / ai_tasks /headlines_for_ai_images.py
lgaleana's picture
Gradio app e2e
788a6f6
raw
history blame
1.29 kB
import json
import re
from typing import Dict, List
from ai import llm
from utils.io import print_system
PROMPT = """
Your goal is to create an ad with the following dimensions: {dimensions}.
You will rely on an AI image generator to create an image for you.
Create a prompt to be used by the AI image generator.
Pick a dimension to map to from this list: 256x256, 512x512, 1024x1024. The AI image will have these dimensions.
Create a headline.
Consider that the headlines will be edited on top of the generated images.
Here is the summary of the website:
{summary}
Generate a JSON in the following format:
```
{{
"ad_dimension":
"dimension_to_map":
"headline":
"prompt":
}}
```
"""
def generate_headline_and_prompt(summary: str, dimensions: str) -> Dict[str, str]:
print_system("Generating headline for website...")
instructions = PROMPT.format(
summary=summary,
dimensions=dimensions,
)
messages = [{"role": "user", "content": instructions}]
return _parse_output(llm.next(messages, temperature=0))
def _parse_output(assistant_message: str) -> Dict[str, str]:
# Might throw
match = re.search("({.*})", assistant_message, re.DOTALL)
json_request = match.group(0) # type: ignore
return json.loads(json_request)