ComfyUI 绘图工作流工业化管理：SD 底层图生图业务落地、资产管控与批量调用方案（附 Python 源码 + 工作流素材包）

ComfyUI绘图工作流，SD底层绘图，图生图，出画面/
├── 01_工作流JSON/
│   ├── Img2Img_Base_V02.json        #基础图生图工作流
│   ├── Img2Img_ControlNet_Depth_V01.json #深度约束图生图
│   └── Release_Production_V1.json   #对外交付正式版工作流
├── 02_模型依赖清单/
│   ├── model_dependency.csv         #模型名称、哈希、来源地址
│   └── custom_nodes_require.txt    #第三方自定义节点列表
├── 03_参考与样例图片/
│   ├── input_reference/            #输入参考素材
│   └── output_sample/               #工作流输出样例效果图
└── 04_项目文档/
    ├── 参数调优说明.md
    └── 环境部署排坑指南.docx

pip install requests selenium pyperclip openpyxl

import requests
import json
import os
# =====================配置区=====================
COMFY_API_URL = "http://127.0.0.1:8188/prompt"
WORKFLOW_JSON_PATH = "./01_工作流JSON/Img2Img_Base_V02.json"
INPUT_IMG_FOLDER = "./03_参考与样例图片/input_reference"
OUTPUT_FOLDER = "./batch_output"
POSITIVE_PROMPT = "高清，精细细节，电影光影，8k画质"
NEGATIVE_PROMPT = "模糊，畸形，水印，低分辨率，扭曲肢体"
DENOISE_STRENGTH = 0.65   #图生图降噪强度0‑1，数值越高改动越大
# ================================================
def load_workflow_json(file_path):
    with open(file_path,"r",encoding="utf‑8") as f:
        return json.load(f)
def modify_workflow(workflow,img_name,pos_prompt,neg_prompt,denoise):
    """动态修改工作流：替换输入图片、提示词、降噪强度"""
    for node_id,node in workflow.items():
        #替换加载参考图节点
        if node["class_type"] == "LoadImage":
            node["inputs"]["image"] = img_name
        #修改正向提示词
        if node["class_type"] == "CLIPTextEncode" and "positive" in node["_meta"]["title"].lower():
            node["inputs"]["text"] = pos_prompt
        #修改负向提示词
        if node["class_type"] == "CLIPTextEncode" and "negative" in node["_meta"]["title"].lower():
            node["inputs"]["text"] = neg_prompt
        #修改采样器降噪强度
        if node["class_type"] == "KSampler":
            node["inputs"]["denoise"] = denoise
    return workflow
def submit_task(workflow):
    payload = {"prompt":workflow}
    resp = requests.post(COMFY_API_URL,json=payload)
    return resp.json()
if __name__ == "__main__":
    os.makedirs(OUTPUT_FOLDER,exist_ok=True)
    base_workflow = load_workflow_json(WORKFLOW_JSON_PATH)
    img_list = [f for f in os.listdir(INPUT_IMG_FOLDER) if f.lower().endswith((".png",".jpg","jpeg"))]
    print(f"待处理图片数量：{len(img_list)}")
    for filename in img_list:
        print(f"正在提交任务：{filename}")
        wf = modify_workflow(json.loads(json.dumps(base_workflow)),filename,POSITIVE_PROMPT,NEGATIVE_PROMPT,DENOISE_STRENGTH)
        res = submit_task(wf)
        print(f"任务ID:{res.get('prompt_id')},提交成功，请在ComfyUI查看生成结果")
    print("全部任务提交完成")

from selenium import webdriver
from selenium.webdriver.common.by import By
from selenium.webdriver.support.ui import WebDriverWait
from selenium.webdriver.support import expected_conditions as EC
from openpyxl import Workbook
import pyperclip
import time
import datetime
# =====================配置区=====================
FOLDER_NAME = "ComfyUI绘图工作流，SD底层绘图，图生图，出画面"
WORKFLOW_VERSION = "Release‑V1正式版"
WEB_PAN_URL = "https://pan.quark.cn/"
OUTPUT_TXT = "./工作流交付文案.txt"
OUTPUT_EXCEL = "./工作流资产交付台账.xlsx"
WAIT_SECONDS = 15
# ================================================
def init_browser():
    chrome_opt = webdriver.ChromeOptions()
    chrome_opt.add_argument("--start‑maximized")
    # chrome_opt.add_argument(r"--user‑data‑dir=./chrome_profile") #持久登录
    driver = webdriver.Chrome(options=chrome_opt)
    return driver
def get_share_link(driver):
    wait = WebDriverWait(driver,WAIT_SECONDS)
    driver.get(WEB_PAN_URL)
    print("[提示]浏览器已打开，请完成网盘登录，登录完成脚本继续执行")
    time.sleep(7)
    folder_elem = wait.until(EC.presence_of_element_located((By.XPATH,f'//div[contains(text(),"{FOLDER_NAME}")]')))
    folder_elem.click()
    time.sleep(2)
    share_btn = wait.until(EC.presence_of_element_located((By.XPATH,'//span[text()="分享"]')))
    share_btn.click()
    time.sleep(2)
    copy_btn = wait.until(EC.presence_of_element_located((By.XPATH,'//button[contains(text(),"复制链接")]')))
    copy_btn.click()
    time.sleep(1)
    return pyperclip.paste()
def build_delivery_text(link):
    content = f"""【ComfyUI绘图资产交付】版本：{WORKFLOW_VERSION}
我给你分享了AI绘图资产包「{FOLDER_NAME}」，内含SD图生图工作流JSON、模型依赖清单、参考样图、部署文档。
复制整段，打开夸克APP即可获取全部资产：
链接：{link}
交付说明：本包为正式Release版本，使用前请对照模型依赖清单准备权重与自定义节点；工作流仅限授权合作方内部使用。"""
    return content
def save_record(text,link):
    with open(OUTPUT_TXT,"w",encoding="utf‑8") as f:
        f.write(text)
    wb = Workbook()
    sheet = wb.active
    sheet.title = "交付记录"
    sheet.append(["资产包名称","工作流版本","分享链接","交付文案","交付时间"])
    sheet.append([FOLDER_NAME,WORKFLOW_VERSION,link,text,datetime.datetime.now().strftime("%Y‑%m‑%d %H:%M:%S")])
    wb.save(OUTPUT_EXCEL)
    print(f"\n✅交付文件输出完成：\n文案文件：{OUTPUT_TXT}\n台账文件：{OUTPUT_EXCEL}")
if __name__ == "__main__":
    browser = init_browser()
    try:
        share_url = get_share_link(browser)
        delivery_text = build_delivery_text(share_url)
        print("\n====生成交付文案====")
        print(delivery_text)
        save_record(delivery_text,share_url)
    except Exception as e:
        print(f"\n❌执行异常：{str(e)}")
    finally:
        input("\n按回车关闭浏览器窗口")
        browser.quit()