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+import websocket # NOTE: websocket-client (https://github.com/websocket-client/websocket-client)
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+import uuid
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+import json
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+import urllib.request
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+import urllib.parse
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+import random
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+
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+from pydantic import BaseModel
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+
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+from typing import Optional
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+
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+COMFYUI_DEFAULT_PROMPT = """
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+{
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+ "3": {
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+ "inputs": {
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+ "seed": 0,
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+ "steps": 20,
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+ "cfg": 8,
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+ "sampler_name": "euler",
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+ "scheduler": "normal",
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+ "denoise": 1,
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+ "model": [
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+ "4",
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+ 0
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+ ],
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+ "positive": [
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+ "6",
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+ 0
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+ ],
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+ "negative": [
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+ "7",
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+ 0
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+ ],
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+ "latent_image": [
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+ "5",
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+ 0
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+ ]
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+ },
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+ "class_type": "KSampler",
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+ "_meta": {
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+ "title": "KSampler"
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+ }
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+ },
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+ "4": {
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+ "inputs": {
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+ "ckpt_name": "model.safetensors"
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+ },
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+ "class_type": "CheckpointLoaderSimple",
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+ "_meta": {
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+ "title": "Load Checkpoint"
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+ }
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+ },
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+ "5": {
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+ "inputs": {
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+ "width": 512,
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+ "height": 512,
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+ "batch_size": 1
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+ },
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+ "class_type": "EmptyLatentImage",
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+ "_meta": {
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+ "title": "Empty Latent Image"
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+ }
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+ },
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+ "6": {
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+ "inputs": {
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+ "text": "Prompt",
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+ "clip": [
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+ "4",
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+ 1
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+ ]
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+ },
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+ "class_type": "CLIPTextEncode",
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+ "_meta": {
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+ "title": "CLIP Text Encode (Prompt)"
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+ }
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+ },
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+ "7": {
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+ "inputs": {
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+ "text": "Negative Prompt",
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+ "clip": [
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+ "4",
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+ 1
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+ ]
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+ },
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+ "class_type": "CLIPTextEncode",
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+ "_meta": {
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+ "title": "CLIP Text Encode (Prompt)"
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+ }
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+ },
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+ "8": {
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+ "inputs": {
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+ "samples": [
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+ "3",
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+ 0
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+ ],
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+ "vae": [
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+ "4",
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+ 2
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+ ]
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+ },
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+ "class_type": "VAEDecode",
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+ "_meta": {
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+ "title": "VAE Decode"
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+ }
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+ },
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+ "9": {
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+ "inputs": {
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+ "filename_prefix": "ComfyUI",
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+ "images": [
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+ "8",
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+ 0
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+ ]
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+ },
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+ "class_type": "SaveImage",
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+ "_meta": {
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+ "title": "Save Image"
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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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+def queue_prompt(prompt, client_id, base_url):
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+ print("queue_prompt")
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+ p = {"prompt": prompt, "client_id": client_id}
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+ data = json.dumps(p).encode("utf-8")
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+ req = urllib.request.Request(f"{base_url}/prompt", data=data)
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+ return json.loads(urllib.request.urlopen(req).read())
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+
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+
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+def get_image(filename, subfolder, folder_type, base_url):
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+ print("get_image")
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+ data = {"filename": filename, "subfolder": subfolder, "type": folder_type}
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+ url_values = urllib.parse.urlencode(data)
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+ with urllib.request.urlopen(f"{base_url}/view?{url_values}") as response:
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+ return response.read()
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+
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+
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+def get_image_url(filename, subfolder, folder_type, base_url):
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+ print("get_image")
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+ data = {"filename": filename, "subfolder": subfolder, "type": folder_type}
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+ url_values = urllib.parse.urlencode(data)
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+ return f"{base_url}/view?{url_values}"
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+
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+
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+def get_history(prompt_id, base_url):
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+ print("get_history")
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+ with urllib.request.urlopen(f"{base_url}/history/{prompt_id}") as response:
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+ return json.loads(response.read())
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+
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+
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+def get_images(ws, prompt, client_id, base_url):
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+ prompt_id = queue_prompt(prompt, client_id, base_url)["prompt_id"]
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+ output_images = []
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+ while True:
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+ out = ws.recv()
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+ if isinstance(out, str):
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+ message = json.loads(out)
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+ if message["type"] == "executing":
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+ data = message["data"]
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+ if data["node"] is None and data["prompt_id"] == prompt_id:
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+ break # Execution is done
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+ else:
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+ continue # previews are binary data
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+
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+ history = get_history(prompt_id, base_url)[prompt_id]
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+ for o in history["outputs"]:
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+ for node_id in history["outputs"]:
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+ node_output = history["outputs"][node_id]
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+ if "images" in node_output:
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+ for image in node_output["images"]:
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+ url = get_image_url(
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+ image["filename"], image["subfolder"], image["type"], base_url
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+ )
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+ output_images.append({"url": url})
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+ return {"data": output_images}
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+
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+
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+class ImageGenerationPayload(BaseModel):
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+ prompt: str
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+ negative_prompt: Optional[str] = ""
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+ steps: Optional[int] = None
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+ seed: Optional[int] = None
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+ width: int
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+ height: int
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+ n: int = 1
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+
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+
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+def comfyui_generate_image(
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+ model: str, payload: ImageGenerationPayload, client_id, base_url
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+):
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+ host = base_url.replace("http://", "").replace("https://", "")
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+
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+ comfyui_prompt = json.loads(COMFYUI_DEFAULT_PROMPT)
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+
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+ comfyui_prompt["4"]["inputs"]["ckpt_name"] = model
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+ comfyui_prompt["5"]["inputs"]["batch_size"] = payload.n
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+ comfyui_prompt["5"]["inputs"]["width"] = payload.width
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+ comfyui_prompt["5"]["inputs"]["height"] = payload.height
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+
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+ # set the text prompt for our positive CLIPTextEncode
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+ comfyui_prompt["6"]["inputs"]["text"] = payload.prompt
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+ comfyui_prompt["7"]["inputs"]["text"] = payload.negative_prompt
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+
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+ if payload.steps:
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+ comfyui_prompt["3"]["inputs"]["steps"] = payload.steps
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+
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+ comfyui_prompt["3"]["inputs"]["seed"] = (
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+ payload.seed if payload.seed else random.randint(0, 18446744073709551614)
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+ )
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+
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+ try:
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+ ws = websocket.WebSocket()
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+ ws.connect(f"ws://{host}/ws?clientId={client_id}")
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+ print("WebSocket connection established.")
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+ except Exception as e:
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+ print(f"Failed to connect to WebSocket server: {e}")
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+ return None
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+
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+ try:
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+ images = get_images(ws, comfyui_prompt, client_id, base_url)
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+ except Exception as e:
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+ print(f"Error while receiving images: {e}")
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+ images = None
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+
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+ ws.close()
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+
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+ return images
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