This is the code that was used to generate this video: ``` from decord import VideoReader, cpu from huggingface_hub import hf_hub_download import numpy as np np.random.seed(0) def sample_frame_indices(clip_len, frame_sample_rate, seg_len): converted_len = int(clip_len * frame_sample_rate) end_idx = np.random.randint(converted_len, seg_len) start_idx = end_idx - converted_len indices = np.linspace(start_idx, end_idx, num=clip_len) indices = np.clip(indices, start_idx, end_idx - 1).astype(np.int64) return indices file_path = hf_hub_download( repo_id="nielsr/video-demo", filename="eating_spaghetti.mp4", repo_type="dataset" ) vr = VideoReader(file_path, num_threads=1, ctx=cpu(0)) # sample 8 frames vr.seek(0) indices = sample_frame_indices(clip_len=8, frame_sample_rate=1, seg_len=len(vr)) buffer = vr.get_batch(indices).asnumpy() # create a list of NumPy arrays video = [buffer[i] for i in range(buffer.shape[0])] video_numpy = np.array(video) with open('spaghetti_video_8_frames.npy', 'wb') as f: np.save(f, video_numpy) ```