{ "artifact": "/home/rezo/higgs-audio/exports/Higgs-Audio-v3-TTS-4bit-MLX", "format": "mlx", "tested_tensors": 24, "max_weight_rel_l2": 0.07633844017982483, "mean_weight_rel_l2": 0.06903678054610889, "max_matmul_rel_l2": 0.07546581327915192, "mean_matmul_rel_l2": 0.06893230648711324, "results": [ { "name": "body.layers.0.mlp.down_proj.weight", "shape": [ 2560, 9728 ], "weight_rel_l2": 0.07361119240522385, "matmul_rel_l2": 0.07419013231992722, "matmul_max_abs": 1.9548343420028687 }, { "name": "body.layers.0.mlp.gate_proj.weight", "shape": [ 9728, 2560 ], "weight_rel_l2": 0.07105343788862228, "matmul_rel_l2": 0.07025215774774551, "matmul_max_abs": 1.0380617380142212 }, { "name": "body.layers.0.mlp.up_proj.weight", "shape": [ 9728, 2560 ], "weight_rel_l2": 0.07085077464580536, "matmul_rel_l2": 0.07170421630144119, "matmul_max_abs": 1.0564112663269043 }, { "name": "body.layers.0.self_attn.k_proj.weight", "shape": [ 1024, 2560 ], "weight_rel_l2": 0.06720585376024246, "matmul_rel_l2": 0.06634599715471268, "matmul_max_abs": 0.9939813613891602 }, { "name": "body.layers.0.self_attn.o_proj.weight", "shape": [ 2560, 4096 ], "weight_rel_l2": 0.07633844017982483, "matmul_rel_l2": 0.07546581327915192, "matmul_max_abs": 0.9527499675750732 }, { "name": "body.layers.0.self_attn.q_proj.weight", "shape": [ 4096, 2560 ], "weight_rel_l2": 0.06853420287370682, "matmul_rel_l2": 0.06742206960916519, "matmul_max_abs": 0.9938027858734131 }, { "name": "body.layers.0.self_attn.v_proj.weight", "shape": [ 1024, 2560 ], "weight_rel_l2": 0.07290909439325333, "matmul_rel_l2": 0.07298442721366882, "matmul_max_abs": 0.9666109085083008 }, { "name": "body.layers.1.mlp.down_proj.weight", "shape": [ 2560, 9728 ], "weight_rel_l2": 0.07278882712125778, "matmul_rel_l2": 0.07292699068784714, "matmul_max_abs": 1.5887975692749023 }, { "name": "body.layers.1.mlp.gate_proj.weight", "shape": [ 9728, 2560 ], "weight_rel_l2": 0.07077344506978989, "matmul_rel_l2": 0.06967273354530334, "matmul_max_abs": 1.0314676761627197 }, { "name": "body.layers.1.mlp.up_proj.weight", "shape": [ 9728, 2560 ], "weight_rel_l2": 0.0745076835155487, "matmul_rel_l2": 0.07414115220308304, "matmul_max_abs": 0.9942874908447266 }, { "name": "body.layers.1.self_attn.k_proj.weight", "shape": [ 1024, 2560 ], "weight_rel_l2": 0.0712089017033577, "matmul_rel_l2": 0.06919676810503006, "matmul_max_abs": 0.9000463485717773 }, { "name": "body.layers.1.self_attn.o_proj.weight", "shape": [ 2560, 4096 ], "weight_rel_l2": 0.07186734676361084, "matmul_rel_l2": 0.07217230647802353, "matmul_max_abs": 1.550079345703125 }, { "name": "body.layers.1.self_attn.q_proj.weight", "shape": [ 4096, 2560 ], "weight_rel_l2": 0.07324529439210892, "matmul_rel_l2": 0.07470602542161942, "matmul_max_abs": 0.9708067178726196 }, { "name": "body.layers.1.self_attn.v_proj.weight", "shape": [ 1024, 2560 ], "weight_rel_l2": 0.07400698214769363, "matmul_rel_l2": 0.07292060554027557, "matmul_max_abs": 0.8153238296508789 }, { "name": "body.layers.10.mlp.down_proj.weight", "shape": [ 2560, 9728 ], "weight_rel_l2": 0.06493569165468216, "matmul_rel_l2": 0.06441918760538101, "matmul_max_abs": 1.9299654960632324 }, { "name": "body.layers.10.mlp.gate_proj.weight", "shape": [ 9728, 2560 ], "weight_rel_l2": 0.0658605694770813, "matmul_rel_l2": 0.0665132999420166, "matmul_max_abs": 1.175936222076416 }, { "name": "body.layers.10.mlp.up_proj.weight", "shape": [ 9728, 2560 ], "weight_rel_l2": 0.06484878808259964, "matmul_rel_l2": 0.06513360142707825, "matmul_max_abs": 1.1049107313156128 }, { "name": "body.layers.10.self_attn.k_proj.weight", "shape": [ 1024, 2560 ], "weight_rel_l2": 0.06655444204807281, "matmul_rel_l2": 0.06660512834787369, "matmul_max_abs": 0.9942307472229004 }, { "name": "body.layers.10.self_attn.o_proj.weight", "shape": [ 2560, 4096 ], "weight_rel_l2": 0.062136419117450714, "matmul_rel_l2": 0.062116656452417374, "matmul_max_abs": 1.4578031301498413 }, { "name": "body.layers.10.self_attn.q_proj.weight", "shape": [ 4096, 2560 ], "weight_rel_l2": 0.06627601385116577, "matmul_rel_l2": 0.06595475971698761, "matmul_max_abs": 1.0368893146514893 }, { "name": "body.layers.10.self_attn.v_proj.weight", "shape": [ 1024, 2560 ], "weight_rel_l2": 0.06316627562046051, "matmul_rel_l2": 0.06336743384599686, "matmul_max_abs": 1.0150785446166992 }, { "name": "body.layers.11.mlp.down_proj.weight", "shape": [ 2560, 9728 ], "weight_rel_l2": 0.06436928361654282, "matmul_rel_l2": 0.06477021425962448, "matmul_max_abs": 2.0247631072998047 }, { "name": "body.layers.11.mlp.gate_proj.weight", "shape": [ 9728, 2560 ], "weight_rel_l2": 0.0655052587389946, "matmul_rel_l2": 0.06655151396989822, "matmul_max_abs": 1.1579217910766602 }, { "name": "body.layers.11.mlp.up_proj.weight", "shape": [ 9728, 2560 ], "weight_rel_l2": 0.06432851403951645, "matmul_rel_l2": 0.06484216451644897, "matmul_max_abs": 1.1156328916549683 } ] }