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Generate Image from Text using Together API Generate Image
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#!/usr/bin/env python3 | |
""" | |
Generate Image from Text using Together API Generate Image | |
## requirements.txt | |
click | |
requests | |
pillow | |
piexif | |
""" | |
import click | |
import requests | |
import base64 | |
import sys | |
import os | |
from PIL import Image, PngImagePlugin | |
from io import BytesIO | |
import json | |
import random | |
import piexif | |
import piexif.helper | |
TOGETHER_API_KEY = os.environ.get('TOGETHER_API_KEY', None) | |
if not TOGETHER_API_KEY: | |
print("TOGETHER_API_KEY environment variable is required.", file=sys.stderr) | |
raise SystemExit(1) | |
def save_image_with_metadata(image, output, metadata): | |
""" | |
Save the image with metadata. Handles both PNG and JPG. | |
For JPG, metadata is embedded into the Exif. | |
""" | |
if output.lower().endswith('.png'): | |
pnginfo = PngImagePlugin.PngInfo() | |
for key, value in metadata.items(): | |
pnginfo.add_text(key, json.dumps(value, indent=2)) | |
image.save(output, "PNG", pnginfo=pnginfo) | |
elif output.lower().endswith('.jpg') or output.lower().endswith('.jpeg'): | |
exif_dict = {"0th": {}, "Exif": {}, "GPS": {}, "1st": {}, "thumbnail": None} | |
# Embedding metadata as a JSON string in the UserComment field | |
exif_dict["Exif"][piexif.ExifIFD.UserComment] = piexif.helper.UserComment.dump(json.dumps(metadata, indent=2), encoding="unicode") | |
exif_bytes = piexif.dump(exif_dict) | |
image.save(output, "JPEG", exif=exif_bytes) | |
else: | |
raise ValueError("Unsupported file format. Please use PNG or JPG.") | |
click.echo(f"Image saved to {output} with embedded JSON metadata.", err=True) | |
@click.command() | |
@click.option('--output', help='Save as jpg or png file') | |
@click.option('--model', default="SG161222/Realistic_Vision_V3.0_VAE", help='Model name') | |
@click.option('--negative_prompt', default=None, help='Negative prompt') | |
@click.option('--width', default=512, help='Width') | |
@click.option('--height', default=512, help='Height') | |
@click.option('--steps', default=20, help='Steps') | |
@click.option('--n', default=1, help='N') | |
@click.option('--seed', default=random.randint(1, 1024 * 64), help='Seed') | |
@click.argument('prompt', nargs=-1, required=True) | |
def main(**kwargs): | |
""" | |
Make a POST request to an endpoint with individual data attributes, with prompt as optional remaining args. | |
""" | |
output = kwargs.pop('output', None) | |
if not output or (not output.lower().endswith('.png') and not output.lower().endswith('.jpg') and not output.lower().endswith('.jpeg')): | |
print("Output file must be specified with a .png or .jpg extension.", file=sys.stderr) | |
raise SystemExit(1) | |
# Extract prompt from kwargs and join it into a single string | |
prompt_str = ' '.join(kwargs.pop('prompt')) | |
kwargs['prompt'] = prompt_str # Update kwargs with the joined prompt string | |
# strip empty values | |
params = {k: v for k, v in kwargs.items() if v is not None} | |
endpoint = 'https://api.together.xyz/v1/completions' | |
res = requests.post(endpoint, json=params, headers={ | |
"Authorization": f"Bearer {TOGETHER_API_KEY}", | |
}) | |
click.echo(f"JSON: {params}", err=True) | |
response_json = res.json() | |
if response_json.get("choices") and len(response_json["choices"]) > 0: | |
image_base64 = response_json["choices"][0].get("image_base64") | |
if image_base64: | |
image_data = base64.b64decode(image_base64) | |
image = Image.open(BytesIO(image_data)) | |
# Embed JSON payload as metadata | |
metadata = {"params": params} | |
save_image_with_metadata(image, output, metadata) | |
else: | |
click.echo("No image data found.", err=True) | |
else: | |
click.echo("No choices found in the response.", err=True) | |
if __name__ == "__main__": | |
main() |
Author
ddrscott
commented
Feb 20, 2024
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