mirror of
https://github.com/huggingface/lerobot.git
synced 2026-05-20 11:09:59 +00:00
add decode logging
This commit is contained in:
@@ -0,0 +1,73 @@
|
||||
#!/usr/bin/env python
|
||||
|
||||
"""
|
||||
Quick benchmark to test video decoding speed across different backends.
|
||||
"""
|
||||
|
||||
import time
|
||||
from pathlib import Path
|
||||
import torch
|
||||
|
||||
def test_video_backend(video_path, backend_name, num_frames=10):
|
||||
"""Test video decoding speed for a specific backend."""
|
||||
try:
|
||||
from lerobot.datasets.video_utils import decode_video_frames
|
||||
|
||||
# Create timestamps for first N frames
|
||||
fps = 30 # Assume 30fps, adjust if needed
|
||||
timestamps = [i / fps for i in range(num_frames)]
|
||||
|
||||
# Time the decoding
|
||||
start_time = time.perf_counter()
|
||||
frames = decode_video_frames(video_path, timestamps, tolerance_s=1e-4, backend=backend_name)
|
||||
decode_time = time.perf_counter() - start_time
|
||||
|
||||
frames_decoded = frames.shape[1] if frames.dim() > 1 else frames.shape[0]
|
||||
ms_per_frame = (decode_time * 1000) / max(frames_decoded, 1)
|
||||
|
||||
print(f"✅ {backend_name:12} | {decode_time*1000:6.1f}ms total | {ms_per_frame:6.1f}ms/frame | {frames_decoded} frames")
|
||||
return decode_time, frames_decoded
|
||||
|
||||
except Exception as e:
|
||||
print(f"❌ {backend_name:12} | ERROR: {str(e)[:50]}...")
|
||||
return float('inf'), 0
|
||||
|
||||
def main():
|
||||
# Find your video files
|
||||
video_dir = Path.home() / ".cache/huggingface/lerobot/kenmacken/record-test-2/videos"
|
||||
video_files = list(video_dir.rglob("*.mp4"))
|
||||
|
||||
if not video_files:
|
||||
print("❌ No video files found! Check the path.")
|
||||
return
|
||||
|
||||
test_video = video_files[0]
|
||||
print(f"Testing video: {test_video.name}")
|
||||
print(f"File size: {test_video.stat().st_size / 1024 / 1024:.1f} MB")
|
||||
print("-" * 60)
|
||||
|
||||
backends = ["torchcodec", "pyav", "video_reader"]
|
||||
results = {}
|
||||
|
||||
for backend in backends:
|
||||
decode_time, frames = test_video_backend(test_video, backend)
|
||||
results[backend] = (decode_time, frames)
|
||||
|
||||
print("-" * 60)
|
||||
print("RECOMMENDATION:")
|
||||
|
||||
# Find fastest backend
|
||||
valid_results = {k: v for k, v in results.items() if v[0] != float('inf')}
|
||||
if valid_results:
|
||||
fastest = min(valid_results.items(), key=lambda x: x[1][0])
|
||||
print(f"🚀 Use '{fastest[0]}' - fastest backend!")
|
||||
print(f" Add to your config: video_backend: \"{fastest[0]}\"")
|
||||
|
||||
slowest_time = max(valid_results.values())[0]
|
||||
speedup = slowest_time / fastest[1][0]
|
||||
print(f" Speedup vs slowest: {speedup:.1f}x faster")
|
||||
else:
|
||||
print("❌ No backends worked!")
|
||||
|
||||
if __name__ == "__main__":
|
||||
main()
|
||||
Reference in New Issue
Block a user