log_snr_to_alpha_bar raises NameError due to undefined cos_log_snr

[TryingManV2]

Description:

In the current implementation, the function log_snr_to_alpha_bar in diffusion.py attempts to call cos_log_snr(t), but this function does not exist in the codebase.

Current code:

def log_snr_to_alpha_bar(t):
    return sigmoid(cos_log_snr(t))  

Error produced:

NameError: name 'cos_log_snr' is not defined

Root Cause:

The function is actually defined as cosine_log_snr. There is no cos_log_snr.

Proposed Fix:

The call should be updated to match the exact function name:

def log_snr_to_alpha_bar(t):
    return sigmoid(cosine_log_snr(t))