Spaces:
Build error
Build error
Upload 2 files
Browse files- app.py +63 -0
- requirements.txt +2 -0
app.py
ADDED
|
@@ -0,0 +1,63 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import os
|
| 2 |
+
import glob
|
| 3 |
+
import gradio as gr
|
| 4 |
+
import shutil
|
| 5 |
+
from ultralytics import YOLO
|
| 6 |
+
|
| 7 |
+
# Initialize YOLO model
|
| 8 |
+
model = YOLO('./best.pt')
|
| 9 |
+
|
| 10 |
+
def check_ffmpeg():
|
| 11 |
+
"""Check if ffmpeg is installed."""
|
| 12 |
+
if shutil.which("ffmpeg") is None:
|
| 13 |
+
raise EnvironmentError("ffmpeg is not installed or not found in the system PATH. Please install ffmpeg to proceed.")
|
| 14 |
+
|
| 15 |
+
def process_video(video_path):
|
| 16 |
+
# Check if ffmpeg is installed
|
| 17 |
+
check_ffmpeg()
|
| 18 |
+
|
| 19 |
+
# Run the YOLO model on the video, specifying the tracker configuration
|
| 20 |
+
results = model.track(video_path, save=True, tracker="bytetrack.yaml", persist=True)
|
| 21 |
+
|
| 22 |
+
# Get the video file name without extension and directory
|
| 23 |
+
video_name = os.path.splitext(os.path.basename(video_path))[0]
|
| 24 |
+
|
| 25 |
+
# Find the latest directory created in 'runs/detect/'
|
| 26 |
+
output_dir = max(glob.glob('./runs/detect/*'), key=os.path.getmtime)
|
| 27 |
+
|
| 28 |
+
# Find the saved video file in the latest directory with the specific video name
|
| 29 |
+
video_files = glob.glob(os.path.join(output_dir, f'{video_name}*.avi'))
|
| 30 |
+
|
| 31 |
+
if not video_files:
|
| 32 |
+
raise Exception(f"No .avi video files found in directory {output_dir} for {video_name}")
|
| 33 |
+
|
| 34 |
+
# Convert the video to mp4
|
| 35 |
+
mp4_files = []
|
| 36 |
+
for file in video_files:
|
| 37 |
+
mp4_file = f"{file[:-4]}.mp4"
|
| 38 |
+
# Quote the file paths to handle spaces and overwrite without prompt
|
| 39 |
+
os.system(f"ffmpeg -y -i \"{file}\" -vcodec libx264 \"{mp4_file}\"")
|
| 40 |
+
os.remove(file) # Remove the original .avi file after conversion
|
| 41 |
+
mp4_files.append(mp4_file)
|
| 42 |
+
|
| 43 |
+
# Check again for the converted .mp4 video files specifically for the processed video
|
| 44 |
+
matched_mp4_files = [file for file in mp4_files if video_name in file]
|
| 45 |
+
|
| 46 |
+
if not matched_mp4_files:
|
| 47 |
+
raise Exception(f"No .mp4 video files found in directory {output_dir} after conversion for {video_name}.")
|
| 48 |
+
|
| 49 |
+
# Return the first video file found (should correspond to the latest processed video)
|
| 50 |
+
return matched_mp4_files[0]
|
| 51 |
+
|
| 52 |
+
# Define Gradio inputs
|
| 53 |
+
video_input = gr.Video()
|
| 54 |
+
|
| 55 |
+
video_interface = gr.Interface(
|
| 56 |
+
fn=process_video,
|
| 57 |
+
inputs=video_input,
|
| 58 |
+
outputs="video", # Display the video output
|
| 59 |
+
description="YOLO Video Tracking"
|
| 60 |
+
)
|
| 61 |
+
|
| 62 |
+
# Deploy the interface with share enabled
|
| 63 |
+
gr.TabbedInterface([video_interface], ["Track Video"]).launch(share=True)
|
requirements.txt
ADDED
|
@@ -0,0 +1,2 @@
|
|
|
|
|
|
|
|
|
|
| 1 |
+
ultralytics==8.2.82
|
| 2 |
+
lapx==0.5.10.post1
|