model_id = "kyutai/mimi"
mimi_model = MimiModel.from_pretrained(model_id)
feature_extractor = AutoFeatureExtractor.from_pretrained(model_id)

# Check your exact frame rate
total_stride = 1
for ratio in mimi_model.config.upsampling_ratios:
    total_stride *= ratio

frame_rate = mimi_model.config.sampling_rate / total_stride
print(f"Sampling Rate: {mimi_model.config.sampling_rate}")
print(f"Total Stride: {total_stride}")
print(f"ACTUAL Frame Rate: {frame_rate} Hz")
print(f"Duration per frame: {1/frame_rate:.4f} seconds")