{ "method": "Static arithmetic from inspected original author reference architecture, not a checkpoint execution or profiler trace", "architecture": "RRDBNet(3,3,64,23,gc=32)", "input": "512x512 RGB", "output": "2048x2048 RGB", "convolution_layers": 351, "parameters_including_biases": 16697987, "convolution_MACs": 4699415642112, "convolution_FLOPs_at_two_per_MAC": 9398831284224, "MACs_per_output_RGB_pixel": 1120428.0, "excluded": [ "bias adds", "activation functions", "residual adds/scales", "nearest-neighbor interpolation", "memory transfers", "wrapper tiling/padding" ], "sources": [ "https://raw.githubusercontent.com/xinntao/ESRGAN/master/RRDBNet_arch.py", "https://raw.githubusercontent.com/xinntao/ESRGAN/master/test.py" ], "version_note": "Master source inspected September29,2026; no pinned commit or downloaded checkpoint", "shared_by": "Original ESRGAN and PSNR-only variants with this identical architecture; training objectives/weights differ", "layers": [ { "name": "input", 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