{ "date": "2026-10-28", "gpu": "NVIDIA GeForce RTX 3090", "gpu_total_mib": 24576, "protocol": { "input_preparation": "One shared portrait scaled once with FFmpeg to an even-sized frame of at most 512 pixels; 8 seconds of shared mono 16 kHz PCM speech.", "run_method": "Two sequential fresh-process renders per model after environment setup; model files present locally. No concurrent generation jobs.", "timing": "Process launch through process exit, including model loading, face preparation, generation, composition and MP4 export. Excludes installation, downloads, shared input preparation, validation and browser-copy encoding.", "memory": "Whole-device memory sampled with nvidia-smi every 0.5 seconds. Includes baseline usage; this is sampled occupancy, not a minimum VRAM requirement.", "comparison_scope": "Still-portrait workflow with full-frame output; saved-MP4 commands, not MuseTalk prepared-avatar streaming. 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