MAXIM_CONFIGS = { # params: 6.108515000000001 M, GFLOPS: 93.163716608 "S-1": { "features": 32, "depth": 3, "num_stages": 1, "num_groups": 2, "num_bottleneck_blocks": 2, "block_gmlp_factor": 2, "grid_gmlp_factor": 2, "input_proj_factor": 2, "channels_reduction": 4, "name": "s1", }, # params: 13.35383 M, GFLOPS: 206.743273472 "S-2": { "features": 32, "depth": 3, "num_stages": 2, "num_groups": 2, "num_bottleneck_blocks": 2, "block_gmlp_factor": 2, "grid_gmlp_factor": 2, "input_proj_factor": 2, "channels_reduction": 4, "name": "s2", }, # params: 20.599145 M, GFLOPS: 320.32194560000005 "S-3": { "features": 32, "depth": 3, "num_stages": 3, "num_groups": 2, "num_bottleneck_blocks": 2, "block_gmlp_factor": 2, "grid_gmlp_factor": 2, "input_proj_factor": 2, "channels_reduction": 4, "name": "s3", }, # params: 19.361219000000002 M, 308.495712256 GFLOPs "M-1": { "features": 64, "depth": 3, "num_stages": 1, "num_groups": 2, "num_bottleneck_blocks": 2, "block_gmlp_factor": 2, "grid_gmlp_factor": 2, "input_proj_factor": 2, "channels_reduction": 4, "name": "m1", }, # params: 40.83911 M, 675.25541888 GFLOPs "M-2": { "features": 64, "depth": 3, "num_stages": 2, "num_groups": 2, "num_bottleneck_blocks": 2, "block_gmlp_factor": 2, "grid_gmlp_factor": 2, "input_proj_factor": 2, "channels_reduction": 4, "name": "m2", }, # params: 62.317001 M, 1042.014666752 GFLOPs "M-3": { "features": 64, "depth": 3, "num_stages": 3, "num_groups": 2, "num_bottleneck_blocks": 2, "block_gmlp_factor": 2, "grid_gmlp_factor": 2, "input_proj_factor": 2, "channels_reduction": 4, "name": "m3", }, }