nostrdvm/nostr_dvm/tasks/videogeneration_replicate_svd.py

140 lines
5.3 KiB
Python

import json
import os
import urllib.request
from io import BytesIO
import requests
from PIL import Image
from nostr_sdk import Kind
from nostr_dvm.interfaces.dvmtaskinterface import DVMTaskInterface, process_venv
from nostr_dvm.utils.admin_utils import AdminConfig
from nostr_dvm.utils.definitions import EventDefinitions
from nostr_dvm.utils.dvmconfig import DVMConfig, build_default_config
from nostr_dvm.utils.nip88_utils import NIP88Config
from nostr_dvm.utils.nip89_utils import NIP89Config, check_and_set_d_tag
from nostr_dvm.utils.output_utils import upload_media_to_hoster
from nostr_dvm.utils.zap_utils import get_price_per_sat
"""
This File contains a Module to transform an image to a short video clip using Stable Video Diffusion with replicate
Accepted Inputs: Prompt (text)
Outputs: An url to an Image
Params:
"""
class VideoGenerationReplicateSVD(DVMTaskInterface):
KIND: Kind = EventDefinitions.KIND_NIP90_GENERATE_VIDEO
TASK: str = "image-to-video"
FIX_COST: float = 120
dependencies = [("nostr-dvm", "nostr-dvm"),
("replicate", "replicate")]
async def init_dvm(self, name, dvm_config: DVMConfig, nip89config: NIP89Config, nip88config: NIP88Config = None,
admin_config: AdminConfig = None, options=None):
dvm_config.SCRIPT = os.path.abspath(__file__)
async def is_input_supported(self, tags, client=None, dvm_config=None):
for tag in tags:
if tag.as_vec()[0] == 'i':
input_value = tag.as_vec()[1]
input_type = tag.as_vec()[2]
if input_type != "url":
return False
return True
async def create_request_from_nostr_event(self, event, client=None, dvm_config=None):
request_form = {"jobID": event.id().to_hex() + "_" + self.NAME.replace(" ", "")}
url = ""
frames = 14 # 25
if frames == 25:
length = "25_frames_with_svd_xt"
else:
length = "14_frames_with_svd"
sizing_strategy = "maintain_aspect_ratio" # crop_to_16_9, use_image_dimensions
frames_per_second = 6
motion_bucket_id = 127 # Increase overall motion in the generated video
cond_aug = 0.02 # Amount of noise to add to input image
for tag in event.tags().to_vec():
if tag.as_vec()[0] == 'i':
input_type = tag.as_vec()[2]
if input_type == "url":
url = str(tag.as_vec()[1]).split('#')[0]
# TODO add params as defined above
options = {
"url": url,
"length": length,
"sizing_strategy": sizing_strategy,
"frames_per_second": frames_per_second,
"motion_bucket_id": motion_bucket_id,
"cond_aug": cond_aug
}
request_form['options'] = json.dumps(options)
return request_form
async def process(self, request_form):
try:
options = self.set_options(request_form)
print(options["url"])
response = requests.get(options["url"])
image = Image.open(BytesIO(response.content)).convert("RGB")
image.save("./outputs/input.jpg")
import replicate
output = replicate.run(
"stability-ai/stable-video-diffusion:3f0457e4619daac51203dedb472816fd4af51f3149fa7a9e0b5ffcf1b8172438",
input={"input_image": open("./outputs/input.jpg", "rb"),
"video_length": options["length"],
"sizing_strategy": options["sizing_strategy"],
"frames_per_second": options["frames_per_second"],
"motion_bucket_id": options["motion_bucket_id"],
"cond_aug": options["cond_aug"]
}
)
print(output)
urllib.request.urlretrieve(output, "./outputs/svd.mp4")
result = await upload_media_to_hoster("./outputs/svd.mp4")
return result
except Exception as e:
print("Error in Module")
raise Exception(e)
# We build an example here that we can call by either calling this file directly from the main directory,
# or by adding it to our playground. You can call the example and adjust it to your needs or redefine it in the
# playground or elsewhere
def build_example(name, identifier, admin_config):
dvm_config = build_default_config(identifier)
admin_config.LUD16 = dvm_config.LN_ADDRESS
profit_in_sats = 10
cost_in_cent = 4.0
dvm_config.FIX_COST = int(((cost_in_cent / (get_price_per_sat("USD") * 100)) + profit_in_sats))
nip89info = {
"name": name,
"picture": "https://image.nostr.build/c33ca6fc4cc038ca4adb46fdfdfda34951656f87ee364ef59095bae1495ce669.jpg",
"about": "I use Replicate to run StableDiffusion XL",
"supportsEncryption": True,
"acceptsNutZaps": False,
"nip90Params": {}
}
nip89config = NIP89Config()
nip89config.DTAG = check_and_set_d_tag(identifier, name, dvm_config.PRIVATE_KEY, nip89info["picture"])
nip89config.CONTENT = json.dumps(nip89info)
return VideoGenerationReplicateSVD(name=name, dvm_config=dvm_config, nip89config=nip89config,
admin_config=admin_config)
if __name__ == '__main__':
process_venv(VideoGenerationReplicateSVD)