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add stable video diffusion, gif conversion
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170
tasks/imagegeneration_replicate_sdxl.py
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170
tasks/imagegeneration_replicate_sdxl.py
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import json
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import os
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from io import BytesIO
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from pathlib import Path
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import dotenv
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import requests
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from PIL import Image
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from interfaces.dvmtaskinterface import DVMTaskInterface
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from utils.admin_utils import AdminConfig
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from utils.backend_utils import keep_alive
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from utils.definitions import EventDefinitions
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from utils.dvmconfig import DVMConfig
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from utils.nip89_utils import NIP89Config, check_and_set_d_tag
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from utils.nostr_utils import check_and_set_private_key
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from utils.output_utils import upload_media_to_hoster
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from utils.zap_utils import get_price_per_sat
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"""
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This File contains a Module to transform Text input on NOVA-Server and receive results back.
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Accepted Inputs: Prompt (text)
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Outputs: An url to an Image
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Params:
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"""
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class ImageGenerationReplicateSDXL(DVMTaskInterface):
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KIND: int = EventDefinitions.KIND_NIP90_GENERATE_IMAGE
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TASK: str = "text-to-image"
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FIX_COST: float = 120
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def __init__(self, name, dvm_config: DVMConfig, nip89config: NIP89Config,
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admin_config: AdminConfig = None, options=None):
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super().__init__(name, dvm_config, nip89config, admin_config, options)
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def is_input_supported(self, tags):
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for tag in tags:
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if tag.as_vec()[0] == 'i':
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input_value = tag.as_vec()[1]
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input_type = tag.as_vec()[2]
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if input_type != "text":
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return False
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elif tag.as_vec()[0] == 'output':
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output = tag.as_vec()[1]
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if (output == "" or
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not (output == "image/png" or "image/jpg"
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or output == "image/png;format=url" or output == "image/jpg;format=url")):
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print("Output format not supported, skipping..")
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return False
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return True
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def create_request_from_nostr_event(self, event, client=None, dvm_config=None):
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request_form = {"jobID": event.id().to_hex() + "_" + self.NAME.replace(" ", "")}
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prompt = ""
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width = "1024"
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height = "1024"
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for tag in event.tags():
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if tag.as_vec()[0] == 'i':
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input_type = tag.as_vec()[2]
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if input_type == "text":
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prompt = tag.as_vec()[1]
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elif tag.as_vec()[0] == 'param':
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print("Param: " + tag.as_vec()[1] + ": " + tag.as_vec()[2])
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if tag.as_vec()[1] == "size":
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if len(tag.as_vec()) > 3:
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width = (tag.as_vec()[2])
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height = (tag.as_vec()[3])
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elif len(tag.as_vec()) == 3:
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split = tag.as_vec()[2].split("x")
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if len(split) > 1:
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width = split[0]
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height = split[1]
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elif tag.as_vec()[1] == "model":
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model = tag.as_vec()[2]
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elif tag.as_vec()[1] == "quality":
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quality = tag.as_vec()[2]
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options = {
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"prompt": prompt,
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"size": width + "x" + height,
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"number": 1
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}
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request_form['options'] = json.dumps(options)
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return request_form
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def process(self, request_form):
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try:
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options = DVMTaskInterface.set_options(request_form)
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import replicate
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width = int(options["size"].split("x")[0])
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height = int(options["size"].split("x")[1])
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output = replicate.run(
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"stability-ai/sdxl:39ed52f2a78e934b3ba6e2a89f5b1c712de7dfea535525255b1aa35c5565e08b",
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input={"prompt": options["prompt"],
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"width": width,
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"height": height,
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"disable_safety_checker": True}
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)
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print(output[0])
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response = requests.get(output[0])
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image = Image.open(BytesIO(response.content)).convert("RGB")
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image.save("./outputs/image.jpg")
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result = upload_media_to_hoster("./outputs/image.jpg")
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return result
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except Exception as e:
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print("Error in Module")
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raise Exception(e)
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# We build an example here that we can call by either calling this file directly from the main directory,
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# or by adding it to our playground. You can call the example and adjust it to your needs or redefine it in the
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# playground or elsewhere
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def build_example(name, identifier, admin_config):
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dvm_config = DVMConfig()
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dvm_config.PRIVATE_KEY = check_and_set_private_key(identifier)
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dvm_config.LNBITS_INVOICE_KEY = os.getenv("LNBITS_INVOICE_KEY")
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dvm_config.LNBITS_URL = os.getenv("LNBITS_HOST")
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profit_in_sats = 10
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dvm_config.FIX_COST = int(((4.0 / (get_price_per_sat("USD") * 100)) + profit_in_sats))
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nip90params = {
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"size": {
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"required": False,
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"values": ["1024:1024", "1024x1792", "1792x1024"]
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}
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}
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nip89info = {
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"name": name,
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"image": "https://image.nostr.build/c33ca6fc4cc038ca4adb46fdfdfda34951656f87ee364ef59095bae1495ce669.jpg",
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"about": "I use Replicate to run StableDiffusion XL",
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"encryptionSupported": True,
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"cashuAccepted": True,
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"nip90Params": nip90params
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}
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nip89config = NIP89Config()
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nip89config.DTAG = check_and_set_d_tag(identifier, name, dvm_config.PRIVATE_KEY,
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nip89info["image"])
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nip89config.CONTENT = json.dumps(nip89info)
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# We add an optional AdminConfig for this one, and tell the dvm to rebroadcast its NIP89
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return ImageGenerationReplicateSDXL(name=name, dvm_config=dvm_config, nip89config=nip89config, admin_config=admin_config)
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if __name__ == '__main__':
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env_path = Path('.env')
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if env_path.is_file():
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print(f'loading environment from {env_path.resolve()}')
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dotenv.load_dotenv(env_path, verbose=True, override=True)
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else:
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raise FileNotFoundError(f'.env file not found at {env_path} ')
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admin_config = AdminConfig()
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admin_config.REBROADCAST_NIP89 = False
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admin_config.UPDATE_PROFILE = False
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admin_config.LUD16 = ""
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dvm = build_example("Stable Diffusion XL", "replicate_sdxl", admin_config)
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dvm.run()
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keep_alive()
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