import os import gradio as gr from pydet import AXDet, ModelType from pyaxdev import enum_devices, sys_init, sys_deinit, AxDeviceType import cv2 import glob import argparse import subprocess import re def get_all_local_ips(): result = subprocess.run(['ip', 'a'], capture_output=True, text=True) output = result.stdout # 匹配所有IPv4 ips = re.findall(r'inet (\d+\.\d+\.\d+\.\d+)', output) # 过滤掉回环地址 real_ips = [ip for ip in ips if not ip.startswith('127.')] return real_ips if __name__ == '__main__': parser = argparse.ArgumentParser() parser.add_argument('--model', type=str) parser.add_argument('--model_type', type=int) parser.add_argument('--image', type=str) parser.add_argument('--threshold', type=float, default=0.25) parser.add_argument('--num_classes', type=int, default=80) parser.add_argument('--num_kpt', type=int, default=0) args = parser.parse_args() # 初始化 dev_type = AxDeviceType.unknown_device dev_id = -1 devices_info = enum_devices() print("可用设备:", devices_info) if devices_info['host']['available']: print("host device available") sys_init(AxDeviceType.host_device, -1) dev_type = AxDeviceType.host_device dev_id = -1 elif devices_info['devices']['count'] > 0: print("axcl device available, use device-0") sys_init(AxDeviceType.axcl_device, 0) dev_type = AxDeviceType.axcl_device dev_id = 0 else: raise Exception("No available device") det = AXDet( model_path=args.model, model_type=args.model_type, threshold=args.threshold, num_classes=args.num_classes, num_kpt=args.num_kpt, dev_type=dev_type, devid=dev_id, ) def detect_image(img): results = det.detect(img) print(results) for obj in results: box = obj.box score = obj.score label = obj.label kpts = obj.kpts cv2.rectangle(img, box, (0, 255, 0), 2) cv2.putText(img, f"{label}: {score:.2f}", (int(box[0]), int(box[1])-5), cv2.FONT_HERSHEY_SIMPLEX, 0.5, (0, 255, 0), 2) if args.num_kpt > 0: for i in range(args.num_kpt): cv2.circle(img, kpts[i], 15, (0, 0, 255), -1) return img # Gradio界面 with gr.Blocks() as demo: gr.Markdown("# 🔍 Det Demo") with gr.Row(): input_image = gr.Image(label="输入图像") output_image = gr.Image(label="输出图像") det_btn = gr.Button("Detect") det_btn.click(fn=detect_image, inputs=[input_image], outputs=[output_image]) # 启动 ips = get_all_local_ips() for ip in ips: print(f"* Running on local URL: http://{ip}:7860") ip = "0.0.0.0" demo.launch(server_name=ip, server_port=7860) del det import atexit if devices_info['host']['available']: atexit.register(lambda: sys_deinit(AxDeviceType.host_device, -1)) elif devices_info['devices']['count'] > 0: atexit.register(lambda: sys_deinit(AxDeviceType.axcl_device, 0))