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import os | |
import subprocess | |
import shutil | |
import pickle | |
import cv2 | |
import re | |
# 设置提示词并获取坐标 | |
def set_prompt_and_get_coordinates(output_video, texts=['men', 'the table']): | |
if isinstance(texts, str): | |
texts = texts.split(',') | |
texts = [text.strip() for text in texts] | |
print(texts) | |
with open('/kaggle/texts.pkl', 'wb') as file: | |
pickle.dump(texts, file) | |
with open('/kaggle/output_video2.pkl', 'wb') as file: | |
pickle.dump(output_video, file) | |
command = ['python', '/kaggle/florence-sam-kaggle/kaggle_florence_gpu_2.py'] | |
all_ok_bboxes = subprocess.run(command, capture_output=True, text=True) | |
return all_ok_bboxes | |
# 运行 sam2 处理 | |
def run_sam2(output_video): | |
script_path = '/kaggle/florence-sam-kaggle/kaggle_sam2_gpu_2.py' | |
command = ['python3', script_path] | |
sam2_output = subprocess.run(command, capture_output=True, text=True) | |
print(sam2_output) | |
return sam2_output | |
# 生成带有音频的视频 | |
def create_video_with_audio(image_folder, input_video_path): | |
image_files = [f for f in os.listdir(image_folder) if f.endswith(('.png', '.jpg', '.jpeg'))] | |
def natural_sort_key(s, _nsre=re.compile('([0-9]+)')): | |
return [int(text) if text.isdigit() else text.lower() for text in re.split(_nsre, s)] | |
image_files.sort(key=natural_sort_key) | |
if image_files: | |
first_image = cv2.imread(os.path.join(image_folder, image_files[0])) | |
height, width, layers = first_image.shape | |
else: | |
raise ValueError("No valid images found in the folder after skipping the first one.") | |
cap = cv2.VideoCapture(input_video_path) | |
fps = cap.get(cv2.CAP_PROP_FPS) | |
cap.release() | |
if fps <= 0: | |
fps = 24 # 默认帧率 | |
output_video_path = os.path.join('/kaggle/working/sam2_videos/', os.path.basename(input_video_path)) | |
os.makedirs(os.path.dirname(output_video_path), exist_ok=True) | |
fourcc = cv2.VideoWriter_fourcc(*'mp4v') | |
video_writer = cv2.VideoWriter('/kaggle/image_sequence_video2.mp4', fourcc, fps, (width, height)) | |
for image_file in image_files: | |
image_path = os.path.join(image_folder, image_file) | |
frame = cv2.imread(image_path) | |
video_writer.write(frame) | |
video_writer.release() | |
temp_video_path = '/kaggle/image_sequence_video2.mp4' | |
command = [ | |
'ffmpeg', | |
'-y', # 覆盖输出文件 | |
'-i', temp_video_path, | |
'-i', input_video_path, | |
'-c:v', 'copy', | |
'-c:a', 'copy', | |
'-shortest', | |
output_video_path | |
] | |
try: | |
subprocess.run(command, check=True) | |
except subprocess.CalledProcessError as e: | |
print(f"Error running ffmpeg: {e}") | |
print(f"Command: {' '.join(command)}") | |
raise | |
print(f"Video created successfully: {output_video_path}") | |
return output_video_path | |
import os | |
import re | |
def natural_sort_key(s): | |
"""生成一个用于自然排序的键""" | |
return [int(text) if text.isdigit() else text.lower() for text in re.split('([0-9]+)', s)] | |
# 处理所有视频文件 | |
def process_all_videos(source_dir, target_dir, image_folder): | |
os.makedirs(target_dir, exist_ok=True) | |
video_files = [f for f in os.listdir(source_dir) if f.endswith(('.mp4', '.avi', '.mov'))] | |
video_files.sort(key=natural_sort_key) | |
# 反转列表 | |
video_files.reverse() | |
print(video_files) | |
for video_file in video_files: | |
video_path = os.path.join(source_dir, video_file) | |
print(f"Processing video: {video_path}") | |
# 设置提示词并获取坐标 | |
result = set_prompt_and_get_coordinates(video_path, texts="men, the table") | |
print(result) | |
# 运行 sam2 处理 | |
result = run_sam2(video_path) | |
print(result.stdout) | |
# 生成带有音频的视频 | |
output_video_path = create_video_with_audio(image_folder, video_path) | |
print(f"Output video: {output_video_path}") | |
# 移动处理后的视频到目标目录 | |
target_video_path = os.path.join(target_dir, os.path.basename(output_video_path)) | |
shutil.move(video_path, target_video_path) | |
print(f"Moved processed video to: {target_video_path}") | |
# 示例调用 | |
source_dir = '/kaggle/o_videos' | |
target_dir = '/kaggle' | |
image_folder = '/kaggle/output2' | |
process_all_videos(source_dir, target_dir, image_folder) |