Add a local sd node
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@@ -0,0 +1,163 @@
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import os
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import io
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import asyncio
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from asyncio import Queue
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import logging
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import base64
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from PIL import Image
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import requests
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from .compute_task import ComputeTask, ComputeTaskResult, ComputeTaskState, ComputeTaskType
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from .compute_node import ComputeNode
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from .storage import AIStorage, UserConfig
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logger = logging.getLogger(__name__)
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class Local_Stability_ComputeNode(ComputeNode):
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_instance = None
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@classmethod
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def get_instance(cls):
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if cls._instance is None:
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cls._instance = Local_Stability_ComputeNode()
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return cls._instance
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@classmethod
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def declare_user_config(cls):
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user_config = AIStorage.get_instance().get_user_config()
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user_config.add_user_config(
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"local_stability_url", "local stability url", False, None)
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user_config.add_user_config(
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"text2img_output_dir", "output dir", True, "./")
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user_config.add_user_config(
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"text2img_default_model", "text2img default model", True, "v1-5-pruned-emaonly")
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def __init__(self) -> None:
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super().__init__()
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self.is_start = False
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self.node_id = "local_stability_node"
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self.url = None
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self.default_model = None
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self.output_dir = None
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self.task_queue = Queue()
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async def initial(self):
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if os.getenv("LOCAL_STABILITY_URL") is not None:
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self.url = os.getenv("LOCAL_STABILITY_URL")
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else:
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self.url = AIStorage.get_instance(
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).get_user_config().get_value("local_stability_url")
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if os.getenv("TEXT2IMG_OUTPUT_DIR") is not None:
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self.output_dir = os.getenv("TEXT2IMG_OUTPUT_DIR")
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else:
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self.output_dir = AIStorage.get_instance(
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).get_user_config().get_value("text2img_output_dir")
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if os.getenv("TEXT2IMG_DEFAULT_MODEL") is not None:
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self.default_model = os.getenv("TEXT2IMG_DEFAULT_MODEL")
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else:
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self.default_model = AIStorage.get_instance(
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).get_user_config().get_value("text2img_default_model")
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if self.url is None:
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logger.error("local stability url is None!")
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return False
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if self.default_model is None:
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logger.error("local stability default model is None!")
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return False
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if self.output_dir is None:
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self.output_dir = "./"
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self.start()
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return True
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async def push_task(self, task: ComputeTask, proiority: int = 0):
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logger.info(f"stability_node push task: {task.display()}")
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self.task_queue.put_nowait(task)
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async def remove_task(self, task_id: str):
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pass
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def _run_task(self, task: ComputeTask):
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task.state = ComputeTaskState.RUNNING
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model_name = task.params["model_name"]
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prompts = task.params["prompts"]
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logging.info(f"call local stability {model_name} prompts: {prompts}")
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if model_name is not None:
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payload = {
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"sd_model_checkpoint": model_name,
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}
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# {'error': 'RuntimeError', 'detail': '', 'body': '', 'errors': "model 'xxx' not found"}
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response = requests.post(
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url=f'{self.url}/sdapi/v1/options', json=payload)
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if response.status_code != 200:
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task.state = ComputeTaskState.ERROR
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logger.error(
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f"set local stability model failed. err:{response.json()['errors']}")
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return None
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payload = {
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"prompt": prompts,
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"steps": 20
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}
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response = requests.post(
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url=f'{self.url}/sdapi/v1/txt2img', json=payload)
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r = response.json()
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print(len(r['images']))
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for i in r['images']:
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image = Image.open(io.BytesIO(
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base64.b64decode(i.split(",", 1)[0])))
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file_name = os.path.join(self.output_dir, task.task_id + ".png")
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image.save(file_name)
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result = ComputeTaskResult()
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result.set_from_task(task)
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result.worker_id = self.node_id
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result.result = {"file": file_name}
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return result
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return None
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def start(self):
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if self.is_start:
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return
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self.is_start = True
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async def _run_task_loop():
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while True:
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logger.info("local_stability_node is waiting for task...")
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task = await self.task_queue.get()
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logger.info(f"stability_node get task: {task.display()}")
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result = self._run_task(task)
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if result is not None:
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task.state = ComputeTaskState.DONE
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task.result = result
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asyncio.create_task(_run_task_loop())
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def display(self) -> str:
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return f"Stability_ComputeNode: {self.node_id}"
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def get_task_state(self, task_id: str):
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pass
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def get_capacity(self):
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pass
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def is_support(self, task: ComputeTask) -> bool:
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return task.task_type == ComputeTaskType.TEXT_2_IMAGE
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def is_local(self) -> bool:
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return False
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