from PIL import Image import io import os import time import requests import msgpack import base64 import numpy as np from io import BytesIO def select_frames(input_frames, num_segments = 10): indices = np.linspace(start=0, stop=len(input_frames)-1, num=num_segments).astype(int) frames = [input_frames[ind] for ind in indices] return frames tic = time.time() video_dir = './images/' frames = [(os.path.splitext(item)[0], os.path.join(video_dir, item)) for item in os.listdir(video_dir)] frames = [item[1] for item in sorted(frames, key=lambda x: x[0])] image_paths = select_frames(frames, num_segments=10) request = {} byte_images = [] for image_path in image_paths: img = Image.open(image_path) byte_io = BytesIO() img.save(byte_io, format='PNG') encoded_image = base64.b64encode(byte_io.getvalue()).decode('utf-8') byte_images.append(encoded_image) # Step 4: Pack the byte data with msgpack #packed_data = msgpack.packb(byte_images) payload = { "images": byte_images, } IP = '10.100.193.192' url = f'http://{IP}:8001/generate' headers = {'Content-Type': 'application/json'} tic1 = time.time() response = requests.post(url, json=payload, headers=headers) toc = time.time() print(response.text) print('stage 1', tic1 - tic) print('stage 2', toc - tic1)