Created
September 13, 2024 15:13
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from flask import Flask, request, send_file | |
import torch | |
from diffusers import FluxPipeline | |
from io import BytesIO | |
import ssl | |
import os | |
app = Flask(__name__) | |
# Initialize the pipeline | |
torch.set_default_device('cuda') | |
model_id = "black-forest-labs/FLUX.1-dev" | |
pipe = FluxPipeline.from_pretrained(model_id, torch_dtype=torch.bfloat16) | |
pipe.enable_model_cpu_offload() | |
@app.route('/generate', methods=['POST']) | |
def generate_image(): | |
data = request.json | |
prompt = data.get('prompt', 'A cat holding a sign that says hello world') | |
seed = data.get('seed', 42) | |
num_inference_steps = data.get('num_inference_steps', 25) | |
image = pipe( | |
prompt, | |
output_type="pil", | |
num_inference_steps=num_inference_steps, | |
generator=torch.Generator("cuda").manual_seed(seed) | |
).images[0] | |
img_io = BytesIO() | |
image.save(img_io, 'PNG') | |
img_io.seek(0) | |
return send_file(img_io, mimetype='image/png') | |
def create_self_signed_cert(cert_file, key_file): | |
from OpenSSL import crypto | |
# Create a key pair | |
k = crypto.PKey() | |
k.generate_key(crypto.TYPE_RSA, 2048) | |
# Create a self-signed cert | |
cert = crypto.X509() | |
cert.get_subject().C = "US" | |
cert.get_subject().ST = "State" | |
cert.get_subject().L = "City" | |
cert.get_subject().O = "Organization" | |
cert.get_subject().OU = "Organizational Unit" | |
cert.get_subject().CN = "localhost" | |
cert.set_serial_number(1000) | |
cert.gmtime_adj_notBefore(0) | |
cert.gmtime_adj_notAfter(10 * 365 * 24 * 60 * 60) | |
cert.set_issuer(cert.get_subject()) | |
cert.set_pubkey(k) | |
cert.sign(k, 'sha256') | |
# Write the cert and key files | |
with open(cert_file, "wb") as f: | |
f.write(crypto.dump_certificate(crypto.FILETYPE_PEM, cert)) | |
with open(key_file, "wb") as f: | |
f.write(crypto.dump_privatekey(crypto.FILETYPE_PEM, k)) | |
if __name__ == '__main__': | |
cert_file = 'cert.pem' | |
key_file = 'key.pem' | |
if not (os.path.exists(cert_file) and os.path.exists(key_file)): | |
create_self_signed_cert(cert_file, key_file) | |
context = ssl.SSLContext(ssl.PROTOCOL_TLS_SERVER) | |
context.load_cert_chain(cert_file, key_file) | |
app.run(host='0.0.0.0', port=5000, ssl_context=context) |
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