Instructions to use AXERA-TECH/LocateAnything-3B with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use AXERA-TECH/LocateAnything-3B with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("zero-shot-object-detection", model="AXERA-TECH/LocateAnything-3B")# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("AXERA-TECH/LocateAnything-3B", device_map="auto") - Notebooks
- Google Colab
- Kaggle
| layer,module,loss,samples,damp,time | |
| 0,self_attn.k_proj,0.0000005085,0.05000,3.240 | |
| 0,self_attn.v_proj,0.0000000616,0.05000,3.331 | |
| 0,self_attn.q_proj,0.0000024387,0.05000,3.344 | |
| 0,self_attn.o_proj,0.0000002079,0.05000,0.973 | |
| 0,mlp.gate_proj,0.0000028578,0.05000,1.696 | |
| 0,mlp.up_proj,0.0000022065,0.05000,1.714 | |
| 0,mlp.down_proj,0.0000005557,0.05000,4.253 | |
| 1,self_attn.v_proj,0.0000000238,0.05000,3.020 | |
| 1,self_attn.k_proj,0.0000001244,0.05000,3.038 | |
| 1,self_attn.q_proj,0.0000004455,0.05000,3.103 | |
| 1,self_attn.o_proj,0.0000000834,0.05000,0.920 | |
| 1,mlp.up_proj,0.0000957824,0.05000,1.378 | |
| 1,mlp.gate_proj,0.0001252921,0.05000,1.436 | |
| 1,mlp.down_proj,0.0000000248,0.05000,4.110 | |
| 2,self_attn.v_proj,0.0000000376,0.05000,3.022 | |
| 2,self_attn.q_proj,0.0000006681,0.05000,3.177 | |
| 2,self_attn.k_proj,0.0000001465,0.05000,3.203 | |
| 2,self_attn.o_proj,0.0000000641,0.05000,1.082 | |
| 2,mlp.gate_proj,0.0000304530,0.05000,1.268 | |
| 2,mlp.up_proj,0.0000303662,0.05000,1.334 | |
| 2,mlp.down_proj,0.0000120081,0.05000,4.371 | |
| 3,self_attn.k_proj,0.0000006040,0.05000,3.001 | |
| 3,self_attn.q_proj,0.0000028064,0.05000,3.063 | |
| 3,self_attn.v_proj,0.0000001111,0.05000,3.032 | |
| 3,self_attn.o_proj,0.0000000855,0.05000,0.928 | |
| 3,mlp.up_proj,0.0000360368,0.05000,1.576 | |
| 3,mlp.gate_proj,0.0000382443,0.05000,1.606 | |
| 3,mlp.down_proj,0.0000003860,0.05000,4.249 | |
| 4,self_attn.q_proj,0.0000022345,0.05000,3.843 | |
| 4,self_attn.k_proj,0.0000004367,0.05000,3.907 | |
| 4,self_attn.v_proj,0.0000001491,0.05000,3.939 | |
| 4,self_attn.o_proj,0.0000001581,0.05000,0.863 | |
| 4,mlp.up_proj,0.0000284978,0.05000,1.413 | |
| 4,mlp.gate_proj,0.0000365522,0.05000,1.449 | |
| 4,mlp.down_proj,0.0000003562,0.05000,4.254 | |
| 5,self_attn.v_proj,0.0000004122,0.05000,2.760 | |
| 5,self_attn.k_proj,0.0000008967,0.05000,2.809 | |
| 5,self_attn.q_proj,0.0000050007,0.05000,2.831 | |
| 5,self_attn.o_proj,0.0000001279,0.05000,0.942 | |
| 5,mlp.gate_proj,0.0000520914,0.05000,1.275 | |
| 5,mlp.up_proj,0.0000442293,0.05000,1.282 | |
| 5,mlp.down_proj,0.0000007485,0.05000,5.679 | |
| 6,self_attn.k_proj,0.0000004771,0.05000,3.021 | |
| 6,self_attn.v_proj,0.0000003296,0.05000,3.142 | |
| 6,self_attn.q_proj,0.0000030048,0.05000,3.150 | |
| 6,self_attn.o_proj,0.0000002717,0.05000,0.938 | |
| 6,mlp.up_proj,0.0000590103,0.05000,1.374 | |
| 6,mlp.gate_proj,0.0000687621,0.05000,1.421 | |
| 6,mlp.down_proj,0.0000011120,0.05000,4.512 | |
| 7,self_attn.q_proj,0.0000041045,0.05000,2.921 | |
| 7,self_attn.k_proj,0.0000006536,0.05000,2.968 | |
| 7,self_attn.v_proj,0.0000004090,0.05000,2.974 | |
| 7,self_attn.o_proj,0.0000002103,0.05000,0.866 | |
| 7,mlp.gate_proj,0.0000712782,0.05000,1.340 | |
| 7,mlp.up_proj,0.0000586724,0.05000,1.357 | |
| 7,mlp.down_proj,0.0000014121,0.05000,4.585 | |
| 8,self_attn.k_proj,0.0000006371,0.05000,3.163 | |
| 8,self_attn.v_proj,0.0000004388,0.05000,3.356 | |
| 8,self_attn.q_proj,0.0000041995,0.05000,3.369 | |
| 8,self_attn.o_proj,0.0000002558,0.05000,0.978 | |
| 8,mlp.up_proj,0.0000598540,0.05000,1.155 | |
| 8,mlp.gate_proj,0.0000840462,0.05000,1.206 | |
| 8,mlp.down_proj,0.0000018146,0.05000,4.143 | |
| 9,self_attn.v_proj,0.0000003784,0.05000,2.766 | |
| 9,self_attn.q_proj,0.0000037226,0.05000,2.783 | |
| 9,self_attn.k_proj,0.0000006510,0.05000,2.768 | |
| 9,self_attn.o_proj,0.0000004260,0.05000,0.930 | |
| 9,mlp.up_proj,0.0000524589,0.05000,1.571 | |
| 9,mlp.gate_proj,0.0000783262,0.05000,1.598 | |
| 9,mlp.down_proj,0.0000024518,0.05000,5.082 | |
| 10,self_attn.q_proj,0.0000052897,0.05000,2.622 | |
| 10,self_attn.k_proj,0.0000007815,0.05000,2.717 | |
| 10,self_attn.v_proj,0.0000006292,0.05000,2.743 | |
| 10,self_attn.o_proj,0.0000003979,0.05000,1.276 | |
| 10,mlp.gate_proj,0.0000586628,0.05000,1.290 | |
| 10,mlp.up_proj,0.0000382535,0.05000,1.371 | |
| 10,mlp.down_proj,0.0000026338,0.05000,4.219 | |
| 11,self_attn.k_proj,0.0000005685,0.05000,2.966 | |
| 11,self_attn.v_proj,0.0000005079,0.05000,2.980 | |
| 11,self_attn.q_proj,0.0000038576,0.05000,2.991 | |
| 11,self_attn.o_proj,0.0000005243,0.05000,1.047 | |
| 11,mlp.up_proj,0.0000218057,0.05000,1.301 | |
| 11,mlp.gate_proj,0.0000305343,0.05000,1.333 | |
| 11,mlp.down_proj,0.0000027184,0.05000,4.218 | |
| 12,self_attn.q_proj,0.0000040775,0.05000,2.488 | |
| 12,self_attn.k_proj,0.0000006225,0.05000,2.505 | |
| 12,self_attn.v_proj,0.0000004578,0.05000,2.521 | |
| 12,self_attn.o_proj,0.0000004894,0.05000,0.662 | |
| 12,mlp.gate_proj,0.0000336821,0.05000,1.277 | |
| 12,mlp.up_proj,0.0000236778,0.05000,1.291 | |
| 12,mlp.down_proj,0.0000022740,0.05000,4.415 | |
| 13,self_attn.q_proj,0.0000048006,0.05000,3.943 | |
| 13,self_attn.v_proj,0.0000003174,0.05000,3.952 | |
| 13,self_attn.k_proj,0.0000008770,0.05000,3.995 | |
| 13,self_attn.o_proj,0.0000003654,0.05000,0.734 | |
| 13,mlp.gate_proj,0.0000177235,0.05000,1.341 | |
| 13,mlp.up_proj,0.0000169780,0.05000,1.368 | |
| 13,mlp.down_proj,0.0000021166,0.05000,4.304 | |
| 14,self_attn.q_proj,0.0000036348,0.05000,2.822 | |
| 14,self_attn.k_proj,0.0000005575,0.05000,2.855 | |
| 14,self_attn.v_proj,0.0000003621,0.05000,2.864 | |
| 14,self_attn.o_proj,0.0000007141,0.05000,1.039 | |
| 14,mlp.up_proj,0.0000165291,0.05000,1.228 | |
| 14,mlp.gate_proj,0.0000172143,0.05000,1.244 | |
| 14,mlp.down_proj,0.0000020680,0.05000,4.865 | |
| 15,self_attn.q_proj,0.0000037588,0.05000,2.502 | |
| 15,self_attn.k_proj,0.0000005889,0.05000,2.505 | |
| 15,self_attn.v_proj,0.0000003618,0.05000,2.549 | |
| 15,self_attn.o_proj,0.0000008058,0.05000,0.835 | |
| 15,mlp.up_proj,0.0000149748,0.05000,1.265 | |
| 15,mlp.gate_proj,0.0000143409,0.05000,1.283 | |
| 15,mlp.down_proj,0.0000018108,0.05000,4.185 | |
| 16,self_attn.k_proj,0.0000006456,0.05000,2.311 | |
| 16,self_attn.q_proj,0.0000038739,0.05000,2.370 | |
| 16,self_attn.v_proj,0.0000003734,0.05000,2.386 | |
| 16,self_attn.o_proj,0.0000005621,0.05000,0.878 | |
| 16,mlp.gate_proj,0.0000152835,0.05000,1.159 | |
| 16,mlp.up_proj,0.0000149767,0.05000,1.230 | |
| 16,mlp.down_proj,0.0000016259,0.05000,5.022 | |
| 17,self_attn.v_proj,0.0000005680,0.05000,2.477 | |
| 17,self_attn.k_proj,0.0000010732,0.05000,2.463 | |
| 17,self_attn.q_proj,0.0000062434,0.05000,2.502 | |
| 17,self_attn.o_proj,0.0000006299,0.05000,0.774 | |
| 17,mlp.up_proj,0.0000129082,0.05000,1.237 | |
| 17,mlp.gate_proj,0.0000127357,0.05000,1.305 | |
| 17,mlp.down_proj,0.0000018334,0.05000,4.142 | |
| 18,self_attn.q_proj,0.0000035806,0.05000,2.411 | |
| 18,self_attn.k_proj,0.0000005222,0.05000,2.460 | |
| 18,self_attn.v_proj,0.0000003745,0.05000,2.489 | |
| 18,self_attn.o_proj,0.0000006935,0.05000,1.018 | |
| 18,mlp.up_proj,0.0000123926,0.05000,1.250 | |
| 18,mlp.gate_proj,0.0000127913,0.05000,1.322 | |
| 18,mlp.down_proj,0.0000014052,0.05000,4.173 | |
| 19,self_attn.v_proj,0.0000003944,0.05000,3.463 | |
| 19,self_attn.k_proj,0.0000006968,0.05000,3.586 | |
| 19,self_attn.q_proj,0.0000039632,0.05000,3.608 | |
| 19,self_attn.o_proj,0.0000009026,0.05000,0.818 | |
| 19,mlp.gate_proj,0.0000114576,0.05000,1.112 | |
| 19,mlp.up_proj,0.0000119524,0.05000,1.161 | |
| 19,mlp.down_proj,0.0000014570,0.05000,4.321 | |
| 20,self_attn.k_proj,0.0000007010,0.05000,2.711 | |
| 20,self_attn.v_proj,0.0000007374,0.05000,2.718 | |
| 20,self_attn.q_proj,0.0000060873,0.05000,2.745 | |
| 20,self_attn.o_proj,0.0000007991,0.05000,0.912 | |
| 20,mlp.gate_proj,0.0000118486,0.05000,1.426 | |
| 20,mlp.up_proj,0.0000121822,0.05000,1.442 | |
| 20,mlp.down_proj,0.0000014912,0.05000,4.249 | |
| 21,self_attn.k_proj,0.0000007058,0.05000,2.460 | |
| 21,self_attn.q_proj,0.0000043860,0.05000,2.542 | |
| 21,self_attn.v_proj,0.0000004948,0.05000,2.576 | |
| 21,self_attn.o_proj,0.0000006633,0.05000,0.855 | |
| 21,mlp.up_proj,0.0000111701,0.05000,1.315 | |
| 21,mlp.gate_proj,0.0000118580,0.05000,1.357 | |
| 21,mlp.down_proj,0.0000010636,0.05000,4.237 | |
| 22,self_attn.q_proj,0.0000050432,0.05000,2.470 | |
| 22,self_attn.k_proj,0.0000007732,0.05000,2.483 | |
| 22,self_attn.v_proj,0.0000006412,0.05000,2.494 | |
| 22,self_attn.o_proj,0.0000006260,0.05000,0.899 | |
| 22,mlp.gate_proj,0.0000112563,0.05000,1.363 | |
| 22,mlp.up_proj,0.0000109995,0.05000,1.422 | |
| 22,mlp.down_proj,0.0000010489,0.05000,4.304 | |
| 23,self_attn.k_proj,0.0000007014,0.05000,3.266 | |
| 23,self_attn.q_proj,0.0000048249,0.05000,3.317 | |
| 23,self_attn.v_proj,0.0000003740,0.05000,3.373 | |
| 23,self_attn.o_proj,0.0000007296,0.05000,0.939 | |
| 23,mlp.gate_proj,0.0000105611,0.05000,1.372 | |
| 23,mlp.up_proj,0.0000110128,0.05000,1.381 | |
| 23,mlp.down_proj,0.0000012117,0.05000,4.254 | |
| 24,self_attn.v_proj,0.0000004095,0.05000,2.385 | |
| 24,self_attn.k_proj,0.0000004718,0.05000,2.412 | |
| 24,self_attn.q_proj,0.0000034988,0.05000,2.413 | |
| 24,self_attn.o_proj,0.0000007943,0.05000,0.955 | |
| 24,mlp.up_proj,0.0000105276,0.05000,1.198 | |
| 24,mlp.gate_proj,0.0000102487,0.05000,1.258 | |
| 24,mlp.down_proj,0.0000014155,0.05000,4.128 | |
| 25,self_attn.k_proj,0.0000004508,0.05000,2.690 | |
| 25,self_attn.v_proj,0.0000006476,0.05000,2.825 | |
| 25,self_attn.q_proj,0.0000047023,0.05000,2.832 | |
| 25,self_attn.o_proj,0.0000006867,0.05000,0.852 | |
| 25,mlp.up_proj,0.0000116300,0.05000,1.634 | |
| 25,mlp.gate_proj,0.0000114514,0.05000,1.708 | |
| 25,mlp.down_proj,0.0000016359,0.05000,4.386 | |
| 26,self_attn.k_proj,0.0000004960,0.05000,3.098 | |
| 26,self_attn.q_proj,0.0000038692,0.05000,3.103 | |
| 26,self_attn.v_proj,0.0000006341,0.05000,3.127 | |
| 26,self_attn.o_proj,0.0000009083,0.05000,0.835 | |
| 26,mlp.up_proj,0.0000133298,0.05000,1.431 | |
| 26,mlp.gate_proj,0.0000125842,0.05000,1.454 | |
| 26,mlp.down_proj,0.0000022201,0.05000,4.144 | |
| 27,self_attn.q_proj,0.0000063679,0.05000,3.371 | |
| 27,self_attn.k_proj,0.0000005433,0.05000,3.429 | |
| 27,self_attn.v_proj,0.0000008838,0.05000,3.431 | |
| 27,self_attn.o_proj,0.0000011006,0.05000,1.076 | |
| 27,mlp.gate_proj,0.0000139996,0.05000,1.350 | |
| 27,mlp.up_proj,0.0000141233,0.05000,1.353 | |
| 27,mlp.down_proj,0.0000025846,0.05000,4.317 | |
| 28,self_attn.v_proj,0.0000008987,0.05000,4.054 | |
| 28,self_attn.k_proj,0.0000005489,0.05000,4.102 | |
| 28,self_attn.q_proj,0.0000051061,0.05000,4.118 | |
| 28,self_attn.o_proj,0.0000011722,0.05000,1.007 | |
| 28,mlp.up_proj,0.0000153893,0.05000,1.213 | |
| 28,mlp.gate_proj,0.0000153670,0.05000,1.274 | |
| 28,mlp.down_proj,0.0000028280,0.05000,4.456 | |
| 29,self_attn.v_proj,0.0000007629,0.05000,3.439 | |
| 29,self_attn.k_proj,0.0000005342,0.05000,3.521 | |
| 29,self_attn.q_proj,0.0000046298,0.05000,3.534 | |
| 29,self_attn.o_proj,0.0000009201,0.05000,0.812 | |
| 29,mlp.gate_proj,0.0000180554,0.05000,1.402 | |
| 29,mlp.up_proj,0.0000184227,0.05000,1.406 | |
| 29,mlp.down_proj,0.0000038424,0.05000,4.300 | |
| 30,self_attn.v_proj,0.0000020394,0.05000,3.110 | |
| 30,self_attn.k_proj,0.0000006122,0.05000,3.143 | |
| 30,self_attn.q_proj,0.0000070738,0.05000,3.167 | |
| 30,self_attn.o_proj,0.0000011594,0.05000,1.005 | |
| 30,mlp.gate_proj,0.0000228827,0.05000,1.470 | |
| 30,mlp.up_proj,0.0000249021,0.05000,1.495 | |
| 30,mlp.down_proj,0.0000158357,0.05000,4.416 | |
| 31,self_attn.q_proj,0.0000093229,0.05000,2.831 | |
| 31,self_attn.k_proj,0.0000009378,0.05000,2.882 | |
| 31,self_attn.v_proj,0.0000024443,0.05000,2.891 | |
| 31,self_attn.o_proj,0.0000030832,0.05000,0.684 | |
| 31,mlp.gate_proj,0.0000264529,0.05000,1.345 | |
| 31,mlp.up_proj,0.0000300895,0.05000,1.400 | |
| 31,mlp.down_proj,0.0000134932,0.05000,4.460 | |
| 32,self_attn.q_proj,0.0000164472,0.05000,3.071 | |
| 32,self_attn.k_proj,0.0000014786,0.05000,3.103 | |
| 32,self_attn.v_proj,0.0000073760,0.05000,3.108 | |
| 32,self_attn.o_proj,0.0000065663,0.05000,0.774 | |
| 32,mlp.up_proj,0.0000336128,0.05000,1.444 | |
| 32,mlp.gate_proj,0.0000295613,0.05000,1.467 | |
| 32,mlp.down_proj,0.0000133721,0.05000,4.501 | |
| 33,self_attn.v_proj,0.0000151532,0.05000,2.874 | |
| 33,self_attn.q_proj,0.0000151740,0.05000,2.961 | |
| 33,self_attn.k_proj,0.0000012399,0.05000,2.964 | |
| 33,self_attn.o_proj,0.0000136846,0.05000,0.722 | |
| 33,mlp.gate_proj,0.0000268336,0.05000,1.449 | |
| 33,mlp.up_proj,0.0000334955,0.05000,1.466 | |
| 33,mlp.down_proj,0.0000303056,0.05000,4.839 | |
| 34,self_attn.q_proj,0.0000051019,0.05000,3.116 | |
| 34,self_attn.k_proj,0.0000005239,0.05000,3.161 | |
| 34,self_attn.v_proj,0.0000017698,0.05000,3.193 | |
| 34,self_attn.o_proj,0.0000030042,0.05000,0.749 | |
| 34,mlp.up_proj,0.0000342593,0.05000,1.270 | |
| 34,mlp.gate_proj,0.0000294181,0.05000,1.299 | |
| 34,mlp.down_proj,0.0000177885,0.05000,4.654 | |
| 35,self_attn.v_proj,0.0000014588,0.05000,3.398 | |
| 35,self_attn.q_proj,0.0000045896,0.05000,3.432 | |
| 35,self_attn.k_proj,0.0000004904,0.05000,3.471 | |
| 35,self_attn.o_proj,0.0000032275,0.05000,0.855 | |
| 35,mlp.gate_proj,0.0000420900,0.05000,1.395 | |
| 35,mlp.up_proj,0.0000445427,0.05000,1.458 | |
| 35,mlp.down_proj,0.0000312161,0.05000,4.283 | |