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stephancill/Pipfile

Created January 20, 2023 15:23
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SD Wrapper
Raw
main.py
import json
import hashlib
import requests
from functools import wraps
from flask import Flask, request, jsonify, send_file
import os
import time
# Check if cache directory exists
if not os.path.exists("cache"):
os.makedirs("cache")
app = Flask(__name__)
def authenticate(func):
@wraps(func)
def wrapper(*args, **kwargs):
print("hello")
# Get input parameters from URL
prompt = request.args.get(
'prompt', 'a photo of an astronaut riding a horse on mars').lower().strip()
negative_prompt = request.args.get(
'negative_prompt', '').lower().strip()
width = int(request.args.get('width', 768))
height = int(request.args.get('height', 768))
prompt_strength = float(request.args.get('prompt_strength', 0.8))
num_outputs = int(request.args.get('num_outputs', 1))
num_inference_steps = int(request.args.get('num_inference_steps', 50))
guidance_scale = float(request.args.get('guidance_scale', 7.5))
scheduler = request.args.get('scheduler', 'DPMSolverMultistep').upper()
seed = request.args.get('seed', None)
# Normalize allowed values
width = min(width, 1024)
height = min(height, 1024)
scheduler = scheduler.upper()
if scheduler not in ['DDIM', 'K_EULER', 'DPMSolverMultistep', 'K_EULER_ANCESTRAL', 'PNDM', 'KLMS']:
scheduler = 'DPMSolverMultistep'
# Create a hash of the inputs
input_str = f"{prompt}{negative_prompt}{width}{height}{prompt_strength}{num_outputs}{num_inference_steps}{guidance_scale}{scheduler}{seed}"
input_hash = hashlib.sha256(input_str.encode()).hexdigest()
kwargs["input_hash"] = input_hash
kwargs["prompt"] = prompt
kwargs["negative_prompt"] = negative_prompt
kwargs["width"] = width
kwargs["height"] = height
kwargs["prompt_strength"] = prompt_strength
kwargs["num_outputs"] = num_outputs
kwargs["num_inference_steps"] = num_inference_steps
kwargs["guidance_scale"] = guidance_scale
kwargs["scheduler"] = scheduler
kwargs["seed"] = seed
filename = f"cache/{input_hash}.png"
print(f"Filename: {filename}")
kwargs["filename"] = filename
# Check if output already exists in cache
try:
return send_file(filename, mimetype='image/png')
except:
# check for authentication
auth_token = request.headers.get('Authorization')
if auth_token != "mysecretkey":
return jsonify({"error": "Unauthorized"}), 401
# Continue if authorized and output doesn't exist in cache
return func(*args, **kwargs)
return wrapper
@app.route('/')
@authenticate
def generate_images(input_hash, prompt, negative_prompt, width, height, prompt_strength, num_outputs, num_inference_steps, guidance_scale, scheduler, seed, filename):
# Make a request to the other API using the normalized inputs
api_url = "https://api.replicate.com/v1/predictions"
headers = {
"Authorization": f"Token {os.environ['REPLICATE_API_TOKEN']}",
"Content-Type": "application/json"
}
data = {
"version": "f178fa7a1ae43a9a9af01b833b9d2ecf97b1bcb0acfd2dc5dd04895e042863f1",
"input": {
"prompt": prompt,
"negative_prompt": negative_prompt,
"width": width,
"height": height,
"prompt_strength": prompt_strength,
"num_outputs": num_outputs,
"num_inference_steps": num_inference_steps,
"guidance_scale": guidance_scale,
"scheduler": scheduler,
"seed": seed
}
}
response = requests.post(api_url, headers=headers, json=data)
response_data = response.json()
print(response_data)
prediction_id = response_data["id"]
# Poll the prediction endpoint until the prediction is completed
while True:
poll_url = f"https://api.replicate.com/v1/predictions/{prediction_id}"
poll_response = requests.get(poll_url, headers=headers)
poll_response_data = poll_response.json()
status = poll_response_data["status"]
print(f"Poll response data: {poll_response_data}")
print(f"Prediction status: {status}")
if status == "succeeded":
image_urls = poll_response_data["output"]
url = image_urls[0]
response = requests.get(url, headers=headers)
with open(filename, "wb") as file:
file.write(response.content)
return send_file(filename, mimetype='image/png')
elif status == "failed" or status == "canceled":
return "Prediction failed or canceled"
time.sleep(5) # wait for 5 seconds before polling again
if __name__ == '__main__':
# app.debug = True
app.run()
Raw
Pipfile
[[source]]
url = "https://pypi.org/simple"
verify_ssl = true
name = "pypi"
[packages]
replicate = "*"
flask = "*"
[dev-packages]
autopep8 = "*"
[requires]
python_version = "3.10"
Raw
Pipfile.lock
{
"_meta": {
"hash": {
"sha256": "46c66b83dd874467d80b6f9e815c3217fcdb48bcb5dab5b28882e892b9639beb"
},
"pipfile-spec": 6,
"requires": {
"python_version": "3.10"
},
"sources": [
{
"name": "pypi",
"url": "https://pypi.org/simple",
"verify_ssl": true
}
]
},
"default": {
"certifi": {
"hashes": [
"sha256:35824b4c3a97115964b408844d64aa14db1cc518f6562e8d7261699d1350a9e3",
"sha256:4ad3232f5e926d6718ec31cfc1fcadfde020920e278684144551c91769c7bc18"
],
"markers": "python_version >= '3.6'",
"version": "==2022.12.7"
},
"charset-normalizer": {
"hashes": [
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],
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},
"click": {
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],
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},
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],
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},
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},
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},
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],
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},
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