Datasets:
challenge stringlengths 73 107 | optimal_path stringclasses 30
values | difficulty float64 3.26 3.74 | source stringclasses 1
value | param_signature float64 8.89 8.89 | planck_tensor_realm bool 1
class | nominal_lineage_M float64 8.88 8.88 | realms_reference stringclasses 1
value |
|---|---|---|---|---|---|---|---|
tensor:shape=[8,16];dtype=float32;target_mml=0.1875;ops:transpose,prune0.2,matmul,prune0.4,relu,gelu | matmul -> relu -> quant:4bit -> prune:0.4 -> score:0.17 | 3.415 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[32,64];dtype=float32;target_mml=0.1938;ops:prune0.2,quant8,matmul,prune0.4,transpose,lowrank | matmul[lowrank:32] -> relu -> quant:4bit -> prune:0.4 -> score:0.17 | 3.3674 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[8,88];dtype=float16;target_mml=0.1529;ops:matmul,lowrank,quant8,transpose,prune0.2 | matmul -> gelu -> quant:4bit -> prune:0.4 -> score:0.15 | 3.7093 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[64,128];dtype=float32;target_mml=0.1847;ops:quant8,quant4,lowrank,prune0.4,relu | matmul[lowrank:16] -> relu -> quant:4bit -> prune:0.4 -> score:0.16 | 3.4367 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[8,88];dtype=int8;target_mml=0.1507;ops:prune0.4,matmul,quant8,gelu,quant4 | matmul -> relu -> quant:4bit -> prune:0.4 -> score:0.15 | 3.7302 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[16,32];dtype=float16;target_mml=0.1778;ops:quant8,relu,transpose,gelu,prune0.4 | matmul -> relu -> quant:4bit -> prune:0.4 -> score:0.16 | 3.4917 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[64,64];dtype=int8;target_mml=0.1823;ops:lowrank,quant8,prune0.4,quant4 | matmul[lowrank:32] -> relu -> quant:4bit -> prune:0.4 -> score:0.16 | 3.4556 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[32,64];dtype=float16;target_mml=0.1971;ops:quant8,prune0.4,quant4,lowrank,prune0.2 | matmul[lowrank:16] -> gelu -> quant:4bit -> prune:0.4 -> score:0.18 | 3.343 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[64,128];dtype=int8;target_mml=0.1601;ops:quant4,lowrank,prune0.2,gelu | matmul[lowrank:16] -> gelu -> quant:4bit -> prune:0.4 -> score:0.15 | 3.643 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[16,16];dtype=int8;target_mml=0.1931;ops:relu,transpose,matmul,lowrank,quant4,prune0.2 | matmul -> relu -> quant:4bit -> prune:0.4 -> score:0.17 | 3.3726 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[32,64];dtype=int8;target_mml=0.1838;ops:prune0.2,prune0.4,relu,transpose,quant8 | matmul[lowrank:32] -> relu -> quant:4bit -> prune:0.4 -> score:0.16 | 3.4438 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[88,8];dtype=float16;target_mml=0.1577;ops:matmul,gelu,quant4,transpose,lowrank,relu | matmul -> gelu -> quant:4bit -> prune:0.4 -> score:0.15 | 3.6647 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[8,8];dtype=int8;target_mml=0.1781;ops:matmul,relu,quant4,gelu,quant8,prune0.2 | matmul -> gelu -> quant:4bit -> prune:0.4 -> score:0.16 | 3.4892 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[16,32];dtype=float32;target_mml=0.1529;ops:matmul,quant8,relu,quant4,gelu | matmul -> relu -> quant:4bit -> prune:0.4 -> score:0.15 | 3.7093 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[16,32];dtype=float16;target_mml=0.1874;ops:relu,prune0.2,lowrank,quant4,prune0.4 | matmul -> gelu -> quant:4bit -> prune:0.4 -> score:0.17 | 3.4158 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[16,32];dtype=float32;target_mml=0.1891;ops:transpose,quant4,prune0.4,quant8,lowrank,prune0.2 | matmul -> relu -> quant:4bit -> prune:0.4 -> score:0.17 | 3.4028 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[64,128];dtype=int8;target_mml=0.1982;ops:quant4,matmul,prune0.4,transpose | matmul[lowrank:32] -> gelu -> quant:4bit -> prune:0.4 -> score:0.18 | 3.335 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[64,64];dtype=float16;target_mml=0.199;ops:prune0.4,transpose,prune0.2,quant8 | matmul[lowrank:32] -> gelu -> quant:4bit -> prune:0.4 -> score:0.18 | 3.3292 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[8,16];dtype=float16;target_mml=0.187;ops:gelu,matmul,lowrank,prune0.4,transpose | matmul -> gelu -> quant:4bit -> prune:0.4 -> score:0.17 | 3.4189 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[8,8];dtype=float16;target_mml=0.2031;ops:quant8,gelu,prune0.4,quant4,relu | matmul -> gelu -> quant:4bit -> prune:0.4 -> score:0.18 | 3.2997 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[88,8];dtype=float16;target_mml=0.1933;ops:quant4,prune0.2,quant8,matmul,lowrank,prune0.4 | matmul -> relu -> quant:4bit -> prune:0.4 -> score:0.17 | 3.3711 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[16,16];dtype=int8;target_mml=0.1593;ops:relu,quant8,matmul,transpose,lowrank | matmul -> gelu -> quant:4bit -> prune:0.4 -> score:0.15 | 3.6502 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[16,16];dtype=float16;target_mml=0.202;ops:relu,prune0.4,transpose,prune0.2,quant8,lowrank | matmul -> relu -> quant:4bit -> prune:0.4 -> score:0.18 | 3.3076 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[16,16];dtype=int8;target_mml=0.1729;ops:prune0.2,quant4,quant8,transpose | matmul -> gelu -> quant:4bit -> prune:0.4 -> score:0.15 | 3.532 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[32,32];dtype=float32;target_mml=0.1649;ops:gelu,prune0.4,quant4,relu,matmul,quant8 | matmul -> relu -> quant:4bit -> prune:0.4 -> score:0.15 | 3.6003 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[32,32];dtype=float32;target_mml=0.2004;ops:matmul,relu,transpose,prune0.4 | matmul -> gelu -> quant:4bit -> prune:0.4 -> score:0.18 | 3.319 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[8,256];dtype=float16;target_mml=0.1722;ops:matmul,quant4,transpose,prune0.4,quant8,gelu | matmul[lowrank:16] -> relu -> quant:4bit -> prune:0.4 -> score:0.15 | 3.5378 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[8,16];dtype=int8;target_mml=0.1988;ops:quant4,lowrank,transpose,prune0.2,matmul,relu | matmul -> relu -> quant:4bit -> prune:0.4 -> score:0.18 | 3.3306 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[8,8];dtype=float32;target_mml=0.166;ops:gelu,lowrank,prune0.2,quant8 | matmul -> gelu -> quant:4bit -> prune:0.4 -> score:0.15 | 3.5907 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[64,64];dtype=int8;target_mml=0.1973;ops:relu,matmul,prune0.2,quant8,quant4,lowrank | matmul[lowrank:16] -> relu -> quant:4bit -> prune:0.4 -> score:0.18 | 3.3415 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[32,64];dtype=float16;target_mml=0.2085;ops:lowrank,gelu,relu,quant8 | matmul[lowrank:32] -> gelu -> quant:4bit -> prune:0.4 -> score:0.19 | 3.2619 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[16,32];dtype=int8;target_mml=0.1905;ops:lowrank,prune0.2,transpose,quant4 | matmul -> gelu -> quant:4bit -> prune:0.4 -> score:0.17 | 3.3921 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[8,16];dtype=int8;target_mml=0.1816;ops:transpose,matmul,quant4,prune0.2 | matmul -> gelu -> quant:4bit -> prune:0.4 -> score:0.16 | 3.4612 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[32,64];dtype=int8;target_mml=0.2054;ops:quant4,prune0.4,relu,gelu | matmul[lowrank:16] -> gelu -> quant:4bit -> prune:0.4 -> score:0.19 | 3.2835 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[16,32];dtype=int8;target_mml=0.1527;ops:lowrank,quant8,relu,gelu,matmul,prune0.4 | matmul -> gelu -> quant:4bit -> prune:0.4 -> score:0.15 | 3.7112 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[32,64];dtype=float32;target_mml=0.1856;ops:matmul,prune0.4,quant4,prune0.2,transpose,quant8 | matmul[lowrank:32] -> relu -> quant:4bit -> prune:0.4 -> score:0.17 | 3.4297 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[8,88];dtype=int8;target_mml=0.1668;ops:quant4,lowrank,prune0.4,quant8,gelu,relu | matmul -> gelu -> quant:4bit -> prune:0.4 -> score:0.15 | 3.5838 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[8,256];dtype=float16;target_mml=0.2033;ops:prune0.4,transpose,lowrank,quant4,quant8 | matmul[lowrank:32] -> gelu -> quant:4bit -> prune:0.4 -> score:0.18 | 3.2983 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[8,8];dtype=float32;target_mml=0.1977;ops:prune0.4,prune0.2,transpose,quant8 | matmul -> relu -> quant:4bit -> prune:0.4 -> score:0.18 | 3.3386 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[16,16];dtype=float16;target_mml=0.2067;ops:gelu,quant8,quant4,prune0.2,matmul,relu | matmul -> relu -> quant:4bit -> prune:0.4 -> score:0.19 | 3.2744 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[64,128];dtype=float32;target_mml=0.2023;ops:quant4,matmul,relu,lowrank | matmul[lowrank:16] -> gelu -> quant:4bit -> prune:0.4 -> score:0.18 | 3.3054 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[8,16];dtype=int8;target_mml=0.1569;ops:prune0.4,quant4,gelu,transpose | matmul -> relu -> quant:4bit -> prune:0.4 -> score:0.15 | 3.6721 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[64,64];dtype=float32;target_mml=0.1608;ops:lowrank,quant4,prune0.4,prune0.2 | matmul[lowrank:32] -> relu -> quant:4bit -> prune:0.4 -> score:0.15 | 3.6367 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[88,8];dtype=float16;target_mml=0.1764;ops:gelu,transpose,prune0.2,quant8 | matmul -> gelu -> quant:4bit -> prune:0.4 -> score:0.16 | 3.5031 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[64,64];dtype=int8;target_mml=0.1541;ops:quant4,quant8,gelu,lowrank,prune0.2,prune0.4 | matmul[lowrank:32] -> relu -> quant:4bit -> prune:0.4 -> score:0.15 | 3.6981 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[32,64];dtype=int8;target_mml=0.1609;ops:quant8,quant4,gelu,relu | matmul[lowrank:32] -> relu -> quant:4bit -> prune:0.4 -> score:0.15 | 3.6358 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[8,88];dtype=int8;target_mml=0.1608;ops:gelu,lowrank,prune0.4,prune0.2,relu,transpose | matmul -> relu -> quant:4bit -> prune:0.4 -> score:0.15 | 3.6367 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[8,16];dtype=int8;target_mml=0.1936;ops:quant4,lowrank,transpose,gelu | matmul -> relu -> quant:4bit -> prune:0.4 -> score:0.17 | 3.3688 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[88,8];dtype=int8;target_mml=0.1674;ops:gelu,quant8,quant4,prune0.2,prune0.4 | matmul -> relu -> quant:4bit -> prune:0.4 -> score:0.15 | 3.5786 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[8,256];dtype=int8;target_mml=0.1981;ops:matmul,prune0.4,gelu,relu | matmul[lowrank:32] -> gelu -> quant:4bit -> prune:0.4 -> score:0.18 | 3.3357 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[88,8];dtype=int8;target_mml=0.1844;ops:prune0.4,matmul,prune0.2,quant8,relu | matmul -> relu -> quant:4bit -> prune:0.4 -> score:0.16 | 3.4391 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[32,88];dtype=int8;target_mml=0.1774;ops:transpose,quant8,quant4,relu | matmul[lowrank:32] -> gelu -> quant:4bit -> prune:0.4 -> score:0.16 | 3.4949 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[8,88];dtype=int8;target_mml=0.1535;ops:matmul,relu,transpose,lowrank,quant8 | matmul -> relu -> quant:4bit -> prune:0.4 -> score:0.15 | 3.7037 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[64,64];dtype=float32;target_mml=0.1999;ops:quant8,lowrank,transpose,relu,prune0.4,prune0.2 | matmul[lowrank:16] -> gelu -> quant:4bit -> prune:0.4 -> score:0.18 | 3.3226 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[32,32];dtype=float16;target_mml=0.1678;ops:matmul,prune0.2,lowrank,quant8 | matmul -> relu -> quant:4bit -> prune:0.4 -> score:0.15 | 3.5752 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[8,8];dtype=int8;target_mml=0.1969;ops:quant4,lowrank,prune0.2,relu,prune0.4,quant8 | matmul -> gelu -> quant:4bit -> prune:0.4 -> score:0.18 | 3.3445 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[8,88];dtype=float32;target_mml=0.1867;ops:matmul,relu,gelu,quant4,prune0.2 | matmul -> gelu -> quant:4bit -> prune:0.4 -> score:0.17 | 3.4212 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[8,88];dtype=int8;target_mml=0.1769;ops:matmul,gelu,lowrank,relu | matmul -> relu -> quant:4bit -> prune:0.4 -> score:0.16 | 3.499 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[88,8];dtype=float32;target_mml=0.1509;ops:quant4,transpose,quant8,lowrank,gelu | matmul -> relu -> quant:4bit -> prune:0.4 -> score:0.15 | 3.7283 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[8,256];dtype=float32;target_mml=0.167;ops:lowrank,quant8,prune0.4,relu,matmul,gelu | matmul[lowrank:16] -> gelu -> quant:4bit -> prune:0.4 -> score:0.15 | 3.5821 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[16,16];dtype=float16;target_mml=0.1584;ops:transpose,gelu,relu,prune0.4,prune0.2 | matmul -> relu -> quant:4bit -> prune:0.4 -> score:0.15 | 3.6584 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[88,8];dtype=int8;target_mml=0.1982;ops:quant4,matmul,relu,transpose,prune0.4 | matmul -> relu -> quant:4bit -> prune:0.4 -> score:0.18 | 3.335 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[32,88];dtype=float32;target_mml=0.1595;ops:transpose,prune0.2,quant4,relu,matmul,quant8 | matmul[lowrank:16] -> relu -> quant:4bit -> prune:0.4 -> score:0.15 | 3.6484 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[32,32];dtype=float32;target_mml=0.1606;ops:matmul,lowrank,relu,prune0.4 | matmul -> relu -> quant:4bit -> prune:0.4 -> score:0.15 | 3.6385 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[64,128];dtype=float16;target_mml=0.1532;ops:matmul,prune0.2,lowrank,prune0.4,quant8 | matmul[lowrank:16] -> relu -> quant:4bit -> prune:0.4 -> score:0.15 | 3.7065 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[32,88];dtype=int8;target_mml=0.1974;ops:transpose,gelu,prune0.4,relu,quant4,prune0.2 | matmul[lowrank:16] -> relu -> quant:4bit -> prune:0.4 -> score:0.18 | 3.3408 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[32,64];dtype=float16;target_mml=0.1751;ops:transpose,lowrank,gelu,quant4,relu | matmul[lowrank:16] -> gelu -> quant:4bit -> prune:0.4 -> score:0.16 | 3.5137 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[8,256];dtype=float16;target_mml=0.1732;ops:quant8,prune0.2,gelu,matmul,lowrank,transpose | matmul[lowrank:32] -> relu -> quant:4bit -> prune:0.4 -> score:0.15 | 3.5295 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[88,8];dtype=int8;target_mml=0.1551;ops:matmul,lowrank,prune0.4,transpose,quant8,quant4 | matmul -> gelu -> quant:4bit -> prune:0.4 -> score:0.15 | 3.6887 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[64,128];dtype=int8;target_mml=0.1623;ops:transpose,quant8,prune0.4,prune0.2,matmul | matmul[lowrank:32] -> relu -> quant:4bit -> prune:0.4 -> score:0.15 | 3.6233 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[8,256];dtype=float16;target_mml=0.1924;ops:relu,prune0.4,quant4,gelu | matmul[lowrank:32] -> relu -> quant:4bit -> prune:0.4 -> score:0.17 | 3.3778 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[32,32];dtype=int8;target_mml=0.1687;ops:gelu,transpose,prune0.2,lowrank,matmul | matmul -> gelu -> quant:4bit -> prune:0.4 -> score:0.15 | 3.5675 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[64,64];dtype=float16;target_mml=0.158;ops:relu,lowrank,quant8,transpose,gelu | matmul[lowrank:32] -> gelu -> quant:4bit -> prune:0.4 -> score:0.15 | 3.662 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[32,32];dtype=int8;target_mml=0.193;ops:transpose,prune0.4,matmul,prune0.2,quant8,quant4 | matmul -> relu -> quant:4bit -> prune:0.4 -> score:0.17 | 3.3733 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[16,16];dtype=int8;target_mml=0.1523;ops:lowrank,matmul,prune0.2,prune0.4 | matmul -> gelu -> quant:4bit -> prune:0.4 -> score:0.15 | 3.715 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[88,8];dtype=int8;target_mml=0.1659;ops:quant8,gelu,transpose,matmul,relu | matmul -> gelu -> quant:4bit -> prune:0.4 -> score:0.15 | 3.5916 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[8,8];dtype=float16;target_mml=0.1617;ops:gelu,lowrank,quant4,prune0.2,matmul,transpose | matmul -> relu -> quant:4bit -> prune:0.4 -> score:0.15 | 3.6286 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[32,88];dtype=int8;target_mml=0.1622;ops:quant4,gelu,prune0.2,transpose,matmul | matmul[lowrank:16] -> gelu -> quant:4bit -> prune:0.4 -> score:0.15 | 3.6242 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[32,32];dtype=float16;target_mml=0.205;ops:gelu,prune0.4,prune0.2,quant8,transpose | matmul -> gelu -> quant:4bit -> prune:0.4 -> score:0.18 | 3.2863 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[64,128];dtype=int8;target_mml=0.1846;ops:transpose,prune0.4,quant4,gelu,relu,lowrank | matmul[lowrank:16] -> gelu -> quant:4bit -> prune:0.4 -> score:0.16 | 3.4375 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[32,64];dtype=float32;target_mml=0.1648;ops:quant8,lowrank,matmul,prune0.4 | matmul[lowrank:32] -> gelu -> quant:4bit -> prune:0.4 -> score:0.15 | 3.6012 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[16,16];dtype=float16;target_mml=0.1646;ops:quant4,relu,prune0.4,gelu,quant8 | matmul -> gelu -> quant:4bit -> prune:0.4 -> score:0.15 | 3.603 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[32,88];dtype=float32;target_mml=0.1522;ops:quant4,matmul,transpose,gelu,prune0.4,quant8 | matmul[lowrank:16] -> relu -> quant:4bit -> prune:0.4 -> score:0.15 | 3.716 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[8,16];dtype=float16;target_mml=0.1919;ops:gelu,prune0.2,relu,matmul,lowrank,transpose | matmul -> relu -> quant:4bit -> prune:0.4 -> score:0.17 | 3.3816 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[64,128];dtype=float16;target_mml=0.2059;ops:lowrank,matmul,quant8,relu,quant4,transpose | matmul[lowrank:16] -> gelu -> quant:4bit -> prune:0.4 -> score:0.19 | 3.28 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[32,88];dtype=float16;target_mml=0.1776;ops:lowrank,quant8,transpose,prune0.2,gelu | matmul[lowrank:16] -> relu -> quant:4bit -> prune:0.4 -> score:0.16 | 3.4933 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[32,32];dtype=int8;target_mml=0.2063;ops:gelu,relu,quant4,transpose,prune0.4,quant8 | matmul -> gelu -> quant:4bit -> prune:0.4 -> score:0.19 | 3.2772 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[64,128];dtype=float16;target_mml=0.157;ops:gelu,relu,prune0.4,matmul,quant8 | matmul[lowrank:32] -> gelu -> quant:4bit -> prune:0.4 -> score:0.15 | 3.6712 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[8,88];dtype=float32;target_mml=0.1761;ops:prune0.4,prune0.2,gelu,relu | matmul -> gelu -> quant:4bit -> prune:0.4 -> score:0.16 | 3.5055 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[32,88];dtype=int8;target_mml=0.1591;ops:prune0.4,matmul,relu,gelu,transpose | matmul[lowrank:16] -> gelu -> quant:4bit -> prune:0.4 -> score:0.15 | 3.652 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[64,64];dtype=float16;target_mml=0.157;ops:gelu,transpose,lowrank,quant8,matmul,prune0.4 | matmul[lowrank:32] -> gelu -> quant:4bit -> prune:0.4 -> score:0.15 | 3.6712 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[8,16];dtype=float32;target_mml=0.2059;ops:lowrank,quant8,transpose,prune0.2,matmul,relu | matmul -> gelu -> quant:4bit -> prune:0.4 -> score:0.19 | 3.28 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[88,8];dtype=int8;target_mml=0.1854;ops:gelu,lowrank,relu,transpose | matmul -> gelu -> quant:4bit -> prune:0.4 -> score:0.17 | 3.4313 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[32,88];dtype=float16;target_mml=0.173;ops:prune0.2,lowrank,quant8,quant4 | matmul[lowrank:32] -> gelu -> quant:4bit -> prune:0.4 -> score:0.15 | 3.5312 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[8,256];dtype=float16;target_mml=0.202;ops:prune0.4,quant4,matmul,lowrank,quant8,gelu | matmul[lowrank:32] -> gelu -> quant:4bit -> prune:0.4 -> score:0.18 | 3.3076 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[16,32];dtype=float16;target_mml=0.1798;ops:gelu,quant4,matmul,quant8 | matmul -> gelu -> quant:4bit -> prune:0.4 -> score:0.16 | 3.4755 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[8,256];dtype=int8;target_mml=0.1908;ops:transpose,relu,quant8,matmul,prune0.4 | matmul[lowrank:32] -> relu -> quant:4bit -> prune:0.4 -> score:0.17 | 3.3899 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[32,32];dtype=int8;target_mml=0.2076;ops:matmul,transpose,relu,prune0.4,lowrank | matmul -> gelu -> quant:4bit -> prune:0.4 -> score:0.19 | 3.2681 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[8,256];dtype=int8;target_mml=0.1696;ops:prune0.2,lowrank,quant4,quant8 | matmul[lowrank:16] -> relu -> quant:4bit -> prune:0.4 -> score:0.15 | 3.5598 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
tensor:shape=[8,88];dtype=int8;target_mml=0.1752;ops:prune0.4,quant4,prune0.2,lowrank | matmul -> relu -> quant:4bit -> prune:0.4 -> score:0.16 | 3.5129 | PoT-O/TribeWarez-Quantum88-PlanckTensor | 8.888888 | true | 8.88 | devtools/realms-devkit Part I Planck + Part IV tensor network toy scales |
End of preview. Expand in Data Studio
pot-o-quantum-88
888,888 synthetic PoT-O challenges for tensor + MML path optimization in a Planck–tensor–realm lineage used to probe REALMS / realms-devkit themes: Planck-scale framing (Part I), tensor-network / entropy toy scales (Part IV §3–§4), and coarse-resolution “realm” tensor shapes (including 8×8 and 88×8-style blocks).
Program scale (8.88M lineage): each row carries nominal_lineage_M: 8.88 (documentation of the Quantum-88 / 8.88M Tribewarez program scale). This dataset shard size is 888,888 rows (not 8.88×10⁶ full split).
Record schema
| Field | Meaning |
|---|---|
challenge |
Classic PoT-O line: tensor:shape=[M,N];dtype=...;target_mml=...;ops:... |
optimal_path |
Heuristic MML-style path + score: |
difficulty |
From target_mml |
source |
PoT-O/TribeWarez-Quantum88-PlanckTensor |
param_signature |
8.888888 (quantum-88 lineage constant) |
planck_tensor_realm |
true — tensor pool uses Planck-realm / “88” shapes |
nominal_lineage_M |
8.88 — 8.88M-scale program tag |
realms_reference |
Pointer to devkit + manuscript stack |
Generation (reproducible)
Parameters: params.json
python pot-o-quantum-88/generate.py
Or via the classic generator:
python generate_synthetic_pot_o_challenges.py \
--num-records 888888 \
--output pot-o-quantum-88/pot-o-quantum-88.jsonl \
--seed 888888 \
--target-mml-center 0.0888888 \
--param-signature 8.888888 \
--source PoT-O/TribeWarez-Quantum88-PlanckTensor \
--planck-tensor-realm \
--record-extra-json '{"nominal_lineage_M":8.88,"realms_reference":"devtools/realms-devkit Part I Planck + Part IV tensor network toy scales"}'
Proving / investigating REALMS (devkit)
| Manuscript / topic | devkit entry |
|---|---|
| Planck units, Bekenstein bounds | 01_planck_and_bounds.ipynb |
| Tensor network entropy (S = | \gamma |
| Entanglement / geometry | 03_entanglement_geometry.ipynb |
Manuscript (33-page REALMS): TribeWarez/realms
Hub
- Dataset: Tribewarez/pot-o-quantum-88
pip install datasets huggingface_hub
huggingface-cli login
python pot-o-quantum-88/upload_dataset.py
Related
MIT — Tribewarez guild — live beta.
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