Files
Auto-GPT/autogpt/commands/image_gen.py
BillSchumacher 81c65af560 blacked
2023-04-16 22:51:39 -05:00

100 lines
2.5 KiB
Python

""" Image Generation Module for AutoGPT."""
import io
import uuid
from base64 import b64decode
import openai
import requests
from PIL import Image
from autogpt.commands.command import command
from autogpt.config import Config
from autogpt.workspace import path_in_workspace
CFG = Config()
@command("generate_image", "Generate Image", '"prompt": "<prompt>"', CFG.image_provider)
def generate_image(prompt: str) -> str:
"""Generate an image from a prompt.
Args:
prompt (str): The prompt to use
Returns:
str: The filename of the image
"""
filename = f"{str(uuid.uuid4())}.jpg"
# DALL-E
if CFG.image_provider == "dalle":
return generate_image_with_dalle(prompt, filename)
elif CFG.image_provider == "sd":
return generate_image_with_hf(prompt, filename)
else:
return "No Image Provider Set"
def generate_image_with_hf(prompt: str, filename: str) -> str:
"""Generate an image with HuggingFace's API.
Args:
prompt (str): The prompt to use
filename (str): The filename to save the image to
Returns:
str: The filename of the image
"""
API_URL = (
"https://api-inference.huggingface.co/models/CompVis/stable-diffusion-v1-4"
)
if CFG.huggingface_api_token is None:
raise ValueError(
"You need to set your Hugging Face API token in the config file."
)
headers = {"Authorization": f"Bearer {CFG.huggingface_api_token}"}
response = requests.post(
API_URL,
headers=headers,
json={
"inputs": prompt,
},
)
image = Image.open(io.BytesIO(response.content))
print(f"Image Generated for prompt:{prompt}")
image.save(path_in_workspace(filename))
return f"Saved to disk:{filename}"
def generate_image_with_dalle(prompt: str, filename: str) -> str:
"""Generate an image with DALL-E.
Args:
prompt (str): The prompt to use
filename (str): The filename to save the image to
Returns:
str: The filename of the image
"""
openai.api_key = CFG.openai_api_key
response = openai.Image.create(
prompt=prompt,
n=1,
size="256x256",
response_format="b64_json",
)
print(f"Image Generated for prompt:{prompt}")
image_data = b64decode(response["data"][0]["b64_json"])
with open(path_in_workspace(filename), mode="wb") as png:
png.write(image_data)
return f"Saved to disk:{filename}"