from fastapi import FastAPI from fastapi.staticfiles import StaticFiles from fastapi.responses import FileResponse import platform import subprocess import logging import urllib.request import os import json import uuid import torch from diffusers import StableDiffusionPipeline, DPMSolverMultistepScheduler, EulerDiscreteScheduler app = FastAPI() @app.get("/generate") def generate_image(prompt, inference_steps, model): torch.cuda.empty_cache() print(f"Is CUDA available: {torch.cuda.is_available()}") pipeline = StableDiffusionPipeline.from_pretrained(str(model), torch_dtype=torch.float16) #pipeline.scheduler = DPMSolverMultistepScheduler.from_config(pipeline.scheduler.config) #another comment pipeline.scheduler = EulerDiscreteScheduler.from_config(pipeline.scheduler.config) pipeline = pipeline.to("cuda") image = pipeline(prompt, num_inference_steps=int(inference_steps), height=512, width=512).images[0] filename = str(uuid.uuid4()) + ".jpg" image.save(filename) print(filename) # Data to be written assertion = { "assertions": [ { "label": "com.truepic.custom.ai", "data": { "model_name": model, "model_version": "1.0", "prompt": prompt } } ] } json_object = json.dumps(assertion, indent=4) with open("assertion.json", "w") as outfile: outfile.write(json_object) subprocess.check_output(['./truepic-sign', 'sign', filename, '--profile', 'assertion.json', '--output', (os.getcwd() + '/static/' + filename)]) return {"response": filename} @app.get("/generate-picsum") def generate_picsum(prompt): local_filename, headers = urllib.request.urlretrieve(('https://picsum.photos/id/' + prompt + '/800/800')) # Data to be written assertion = { "assertions": [ { "label": "com.truepic.custom.ai", "data": { "model_name": "Picsum", "model_version": "1.0", "prompt": prompt } } ] } json_object = json.dumps(assertion, indent=4) with open("assertion.json", "w") as outfile: outfile.write(json_object) subprocess.check_output(['./truepic-sign', 'sign', local_filename, '--profile', 'demo', '--assertions', 'assertion.json', '--output', (os.getcwd() + '/static/output.jpg')]) return {"response": "success"} app.mount("/", StaticFiles(directory="static", html=True), name="static") @app.get("/") def index() -> FileResponse: return FileResponse(path="/app/static/index.html", media_type="text/html")