synthetic-pot-o-challenges-ch7-v1.jsonl

{"challenge": "tensor:shape=[32,32];dtype=float32;nodes=4;edges=1-2,2-3,3-4;bond_dims=2,2,16;target_entropy=2.58;ops:matmul,lowrank,relu,transpose,contract,cut", "optimal_path": "contract:bond_6 -> cut:1 -> quant:4bit -> I:0.21 -> score:0.21", "difficulty": 4.04, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:multi_shape=[16,16,16];dtype=float16;bond_dims=16;target_entropy=4.0;ops:transpose,quant8,lowrank,contract", "optimal_path": "contract:bond_16 -> cut:1 -> quant:4bit -> I:0.33 -> score:0.33", "difficulty": 3.6219, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[8,32];dtype=float32;nodes=4;edges=1-2,1-3,1-4;bond_dims=8,2,2;target_entropy=2.0;ops:lowrank,quant8,contract,quant4,prune0.2,cut", "optimal_path": "contract:bond_4 -> cut:1 -> quant:4bit -> I:0.17 -> score:0.17", "difficulty": 3.785, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[8,16];dtype=float16;nodes=3;edges=1-2,2-3;bond_dims=8;target_entropy=3.0;ops:quant8,contract,relu,lowrank,matmul,cut", "optimal_path": "contract:bond_8 -> cut:1 -> quant:4bit -> I:0.25 -> score:0.25", "difficulty": 3.9, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[16,32];dtype=float32;nodes=3;edges=1-2,1-3;bond_dims=8;target_entropy=3.0;ops:gelu,quant8,contract,relu,transpose,cut", "optimal_path": "contract:bond_8 -> cut:1 -> quant:4bit -> I:0.25 -> score:0.25", "difficulty": 3.9, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[32,32];dtype=int8;nodes=4;edges=1-2,2-3,3-4;bond_dims=4;target_entropy=2.0;ops:gelu,prune0.4,prune0.2,quant4,contract,cut", "optimal_path": "contract:bond_4 -> cut:1 -> quant:4bit -> I:0.17 -> score:0.17", "difficulty": 3.785, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[32,16];dtype=float16;nodes=3;edges=1-2,2-3,1-3;bond_dims=4;target_entropy=4.0;ops:prune0.2,quant4,lowrank,relu,contract,cut", "optimal_path": "contract:bond_4 -> cut:2 -> quant:4bit -> I:0.33 -> score:0.33", "difficulty": 4.2219, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[8,8];dtype=int8;nodes=4;edges=1-2,2-3,3-4,4-1,1-3;bond_dims=4,4,8,16,16;target_entropy=6.34;ops:relu,gelu,transpose,prune0.4,matmul,contract,cut", "optimal_path": "contract:bond_9 -> cut:2 -> quant:4bit -> I:0.53 -> score:0.53", "difficulty": 5.0758, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:multi_shape=[16,16,16];dtype=float16;bond_dims=16;target_entropy=4.0;ops:lowrank,transpose,quant4,quant8,contract", "optimal_path": "contract:bond_16 -> cut:1 -> quant:4bit -> I:0.33 -> score:0.33", "difficulty": 3.6219, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[16,8];dtype=int8;nodes=4;edges=1-2,2-3,3-4;bond_dims=2;target_entropy=1.0;ops:quant4,quant8,lowrank,cut,relu,transpose,contract", "optimal_path": "contract:bond_2 -> cut:1 -> quant:4bit -> I:0.08 -> score:0.08", "difficulty": 3.2, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[8,16];dtype=int8;nodes=3;edges=1-2,2-3,1-3;bond_dims=4;target_entropy=4.0;ops:cut,quant4,transpose,relu,contract", "optimal_path": "contract:bond_4 -> cut:2 -> quant:4bit -> I:0.33 -> score:0.33", "difficulty": 4.2219, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[32,16];dtype=float32;nodes=4;edges=1-2,2-3,3-4;bond_dims=8,8,4;target_entropy=2.58;ops:relu,contract,lowrank,transpose,cut", "optimal_path": "contract:bond_6 -> cut:1 -> quant:4bit -> I:0.21 -> score:0.21", "difficulty": 4.04, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[32,32];dtype=int8;nodes=3;edges=1-2,1-3;bond_dims=16;target_entropy=4.0;ops:quant4,transpose,prune0.2,relu,contract,cut", "optimal_path": "contract:bond_16 -> cut:1 -> quant:4bit -> I:0.33 -> score:0.33", "difficulty": 4.2219, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[8,32];dtype=float32;nodes=3;edges=1-2,2-3,1-3;bond_dims=8;target_entropy=6.0;ops:prune0.4,lowrank,relu,transpose,matmul,gelu,contract,cut", "optimal_path": "contract:bond_8 -> cut:2 -> quant:4bit -> I:0.5 -> score:0.5", "difficulty": 4.7074, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[8,32];dtype=float16;nodes=3;edges=1-2,1-3;bond_dims=2,8;target_entropy=2.32;ops:transpose,relu,quant4,prune0.4,contract,cut", "optimal_path": "contract:bond_5 -> cut:1 -> quant:4bit -> I:0.19 -> score:0.19", "difficulty": 3.6312, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:multi_shape=[16,16,16];dtype=int8;bond_dims=16;target_entropy=4.0;ops:transpose,contract,lowrank", "optimal_path": "contract:bond_16 -> cut:1 -> quant:4bit -> I:0.33 -> score:0.33", "difficulty": 3.6219, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:multi_shape=[16,16,16];dtype=int8;bond_dims=16;target_entropy=4.0;ops:transpose,contract,quant4,lowrank", "optimal_path": "contract:bond_16 -> cut:1 -> quant:4bit -> I:0.33 -> score:0.33", "difficulty": 3.6219, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[8,16];dtype=float32;nodes=2;edges=1-2;bond_dims=8;target_entropy=3.0;ops:relu,cut,contract,prune0.4", "optimal_path": "contract:bond_8 -> cut:1 -> quant:4bit -> I:0.25 -> score:0.25", "difficulty": 3.6, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:multi_shape=[4,4,4];dtype=float32;bond_dims=4;target_entropy=2.0;ops:transpose,lowrank,contract", "optimal_path": "contract:bond_4 -> cut:1 -> quant:4bit -> I:0.17 -> score:0.17", "difficulty": 2.885, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[8,16];dtype=float16;nodes=2;edges=1-2;bond_dims=4;target_entropy=2.0;ops:relu,prune0.2,matmul,gelu,cut,contract", "optimal_path": "contract:bond_4 -> cut:1 -> quant:4bit -> I:0.17 -> score:0.17", "difficulty": 3.185, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[8,32];dtype=int8;nodes=4;edges=1-2,2-3,3-4,4-1,1-3;bond_dims=8,4,2,2,8;target_entropy=4.0;ops:matmul,contract,prune0.4,gelu,cut", "optimal_path": "contract:bond_4 -> cut:2 -> quant:4bit -> I:0.33 -> score:0.33", "difficulty": 4.5219, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:multi_shape=[2,2,2];dtype=float16;bond_dims=2;target_entropy=1.0;ops:lowrank,quant4,transpose,contract,quant8", "optimal_path": "contract:bond_2 -> cut:1 -> quant:4bit -> I:0.08 -> score:0.08", "difficulty": 2.3, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[16,8];dtype=float16;nodes=4;edges=1-2,2-3,3-4;bond_dims=16;target_entropy=4.0;ops:transpose,quant8,quant4,relu,contract,prune0.2,cut", "optimal_path": "contract:bond_16 -> cut:1 -> quant:4bit -> I:0.33 -> score:0.33", "difficulty": 4.5219, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[32,8];dtype=float32;nodes=4;edges=1-2,1-3,1-4;bond_dims=8;target_entropy=3.0;ops:matmul,prune0.4,lowrank,transpose,contract,cut", "optimal_path": "contract:bond_8 -> cut:1 -> quant:4bit -> I:0.25 -> score:0.25", "difficulty": 4.2, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[32,32];dtype=float16;nodes=4;edges=1-2,1-3,1-4;bond_dims=4;target_entropy=2.0;ops:prune0.4,transpose,quant4,matmul,contract,cut", "optimal_path": "contract:bond_4 -> cut:1 -> quant:4bit -> I:0.17 -> score:0.17", "difficulty": 3.785, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[32,16];dtype=float32;nodes=2;edges=1-2;bond_dims=2;target_entropy=1.0;ops:transpose,gelu,quant4,cut,prune0.4,lowrank,contract", "optimal_path": "contract:bond_2 -> cut:1 -> quant:4bit -> I:0.08 -> score:0.08", "difficulty": 2.6, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[16,8];dtype=int8;nodes=3;edges=1-2,2-3,1-3;bond_dims=2,2,16;target_entropy=5.17;ops:matmul,cut,quant8,gelu,transpose,contract", "optimal_path": "contract:bond_6 -> cut:2 -> quant:4bit -> I:0.43 -> score:0.43", "difficulty": 4.5253, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[8,16];dtype=float16;nodes=4;edges=1-2,2-3,3-4,4-1;bond_dims=2;target_entropy=2.0;ops:gelu,transpose,matmul,quant8,quant4,prune0.2,contract,cut", "optimal_path": "contract:bond_2 -> cut:2 -> quant:4bit -> I:0.17 -> score:0.17", "difficulty": 3.785, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:multi_shape=[8,8,8];dtype=float32;bond_dims=8;target_entropy=3.0;ops:quant8,quant4,contract", "optimal_path": "contract:bond_8 -> cut:1 -> quant:4bit -> I:0.25 -> score:0.25", "difficulty": 3.3, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[8,32];dtype=int8;nodes=3;edges=1-2,2-3;bond_dims=16;target_entropy=4.0;ops:gelu,relu,cut,transpose,contract,matmul", "optimal_path": "contract:bond_16 -> cut:1 -> quant:4bit -> I:0.33 -> score:0.33", "difficulty": 4.2219, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[8,8];dtype=int8;nodes=4;edges=1-2,2-3,3-4,4-1;bond_dims=2,16,2,16;target_entropy=6.34;ops:relu,prune0.4,quant8,quant4,contract,cut", "optimal_path": "contract:bond_9 -> cut:2 -> quant:4bit -> I:0.53 -> score:0.53", "difficulty": 5.0758, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:multi_shape=[16,16,16];dtype=float16;bond_dims=16;target_entropy=4.0;ops:quant8,lowrank,quant4,contract", "optimal_path": "contract:bond_16 -> cut:1 -> quant:4bit -> I:0.33 -> score:0.33", "difficulty": 3.6219, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[8,32];dtype=int8;nodes=4;edges=1-2,2-3,3-4,4-1;bond_dims=8;target_entropy=6.0;ops:quant4,gelu,cut,matmul,contract", "optimal_path": "contract:bond_8 -> cut:2 -> quant:4bit -> I:0.5 -> score:0.5", "difficulty": 5.0074, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[32,32];dtype=float32;nodes=3;edges=1-2,2-3,1-3;bond_dims=2;target_entropy=2.0;ops:relu,quant4,matmul,prune0.2,transpose,contract,cut", "optimal_path": "contract:bond_2 -> cut:2 -> quant:4bit -> I:0.17 -> score:0.17", "difficulty": 3.485, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[16,32];dtype=float32;nodes=4;edges=1-2,1-3,1-4;bond_dims=2;target_entropy=1.0;ops:contract,quant8,lowrank,quant4,prune0.4,cut", "optimal_path": "contract:bond_2 -> cut:1 -> quant:4bit -> I:0.08 -> score:0.08", "difficulty": 3.2, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[32,32];dtype=int8;nodes=4;edges=1-2,2-3,3-4,4-1;bond_dims=16,4,8,16;target_entropy=6.92;ops:matmul,quant4,contract,relu,prune0.4,transpose,cut", "optimal_path": "contract:bond_11 -> cut:2 -> quant:4bit -> I:0.58 -> score:0.58", "difficulty": 5.1855, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[32,16];dtype=float16;nodes=4;edges=1-2,2-3,3-4,4-1,1-3;bond_dims=16;target_entropy=8.0;ops:gelu,lowrank,quant4,quant8,matmul,contract,cut", "optimal_path": "contract:bond_16 -> cut:2 -> quant:4bit -> I:0.67 -> score:0.67", "difficulty": 5.3699, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[16,8];dtype=float16;nodes=3;edges=1-2,1-3;bond_dims=16,2;target_entropy=3.17;ops:prune0.2,contract,relu,cut,transpose", "optimal_path": "contract:bond_9 -> cut:1 -> quant:4bit -> I:0.26 -> score:0.26", "difficulty": 3.96, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:multi_shape=[2,2,2];dtype=int8;bond_dims=2;target_entropy=1.0;ops:transpose,quant4,lowrank,contract", "optimal_path": "contract:bond_2 -> cut:1 -> quant:4bit -> I:0.08 -> score:0.08", "difficulty": 2.3, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[16,32];dtype=float16;nodes=4;edges=1-2,2-3,3-4,4-1,1-3;bond_dims=2;target_entropy=2.0;ops:cut,transpose,contract,quant8,prune0.2", "optimal_path": "contract:bond_2 -> cut:2 -> quant:4bit -> I:0.17 -> score:0.17", "difficulty": 3.785, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[16,32];dtype=int8;nodes=4;edges=1-2,2-3,3-4,4-1;bond_dims=16;target_entropy=8.0;ops:prune0.4,cut,quant4,relu,prune0.2,quant8,contract", "optimal_path": "contract:bond_16 -> cut:2 -> quant:4bit -> I:0.67 -> score:0.67", "difficulty": 5.3699, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[8,8];dtype=float32;nodes=4;edges=1-2,1-3,1-4;bond_dims=2;target_entropy=1.0;ops:quant4,quant8,contract,lowrank,cut", "optimal_path": "contract:bond_2 -> cut:1 -> quant:4bit -> I:0.08 -> score:0.08", "difficulty": 3.2, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[16,32];dtype=float16;nodes=3;edges=1-2,1-3;bond_dims=16;target_entropy=4.0;ops:prune0.4,prune0.2,matmul,relu,contract,cut", "optimal_path": "contract:bond_16 -> cut:1 -> quant:4bit -> I:0.33 -> score:0.33", "difficulty": 4.2219, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[16,16];dtype=float32;nodes=4;edges=1-2,2-3,3-4;bond_dims=8,8,16;target_entropy=3.32;ops:transpose,cut,relu,prune0.4,lowrank,contract", "optimal_path": "contract:bond_10 -> cut:1 -> quant:4bit -> I:0.28 -> score:0.28", "difficulty": 4.311, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[32,32];dtype=int8;nodes=4;edges=1-2,2-3,3-4,4-1,1-3;bond_dims=16;target_entropy=8.0;ops:gelu,contract,transpose,matmul,relu,cut", "optimal_path": "contract:bond_16 -> cut:2 -> quant:4bit -> I:0.67 -> score:0.67", "difficulty": 5.3699, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[8,16];dtype=float32;nodes=4;edges=1-2,2-3,3-4;bond_dims=4;target_entropy=2.0;ops:matmul,quant4,prune0.2,quant8,contract,cut", "optimal_path": "contract:bond_4 -> cut:1 -> quant:4bit -> I:0.17 -> score:0.17", "difficulty": 3.785, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[32,8];dtype=float32;nodes=4;edges=1-2,2-3,3-4,4-1,1-3;bond_dims=8;target_entropy=6.0;ops:matmul,transpose,cut,quant8,lowrank,contract", "optimal_path": "contract:bond_8 -> cut:2 -> quant:4bit -> I:0.5 -> score:0.5", "difficulty": 5.0074, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[32,8];dtype=float16;nodes=2;edges=1-2;bond_dims=4;target_entropy=2.0;ops:gelu,relu,cut,prune0.4,quant8,matmul,contract", "optimal_path": "contract:bond_4 -> cut:1 -> quant:4bit -> I:0.17 -> score:0.17", "difficulty": 3.185, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[16,32];dtype=float32;nodes=3;edges=1-2,2-3,1-3;bond_dims=4;target_entropy=4.0;ops:lowrank,gelu,quant4,cut,transpose,matmul,contract", "optimal_path": "contract:bond_4 -> cut:2 -> quant:4bit -> I:0.33 -> score:0.33", "difficulty": 4.2219, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[32,16];dtype=int8;nodes=4;edges=1-2,2-3,3-4,4-1,1-3;bond_dims=4,2,8,2,2;target_entropy=3.17;ops:transpose,prune0.2,quant8,lowrank,quant4,contract,cut", "optimal_path": "contract:bond_3 -> cut:2 -> quant:4bit -> I:0.26 -> score:0.26", "difficulty": 4.26, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:multi_shape=[16,16,16];dtype=float32;bond_dims=16;target_entropy=4.0;ops:transpose,quant8,contract", "optimal_path": "contract:bond_16 -> cut:1 -> quant:4bit -> I:0.33 -> score:0.33", "difficulty": 3.6219, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[32,32];dtype=float32;nodes=4;edges=1-2,2-3,3-4,4-1;bond_dims=4;target_entropy=4.0;ops:quant4,contract,transpose,prune0.4,relu,prune0.2,cut", "optimal_path": "contract:bond_4 -> cut:2 -> quant:4bit -> I:0.33 -> score:0.33", "difficulty": 4.5219, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[8,16];dtype=float32;nodes=3;edges=1-2,1-3;bond_dims=16,16;target_entropy=4.0;ops:matmul,prune0.4,quant8,gelu,relu,contract,cut", "optimal_path": "contract:bond_16 -> cut:1 -> quant:4bit -> I:0.33 -> score:0.33", "difficulty": 4.2219, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[8,32];dtype=float32;nodes=3;edges=1-2,2-3,1-3;bond_dims=8;target_entropy=6.0;ops:relu,lowrank,cut,prune0.2,transpose,quant4,contract", "optimal_path": "contract:bond_8 -> cut:2 -> quant:4bit -> I:0.5 -> score:0.5", "difficulty": 4.7074, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[16,16];dtype=float16;nodes=4;edges=1-2,2-3,3-4,4-1,1-3;bond_dims=16,4,8,8,16;target_entropy=6.64;ops:transpose,quant8,prune0.2,contract,gelu,prune0.4,cut", "optimal_path": "contract:bond_10 -> cut:2 -> quant:4bit -> I:0.55 -> score:0.55", "difficulty": 5.1336, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[16,32];dtype=int8;nodes=3;edges=1-2,1-3;bond_dims=4;target_entropy=2.0;ops:transpose,gelu,relu,cut,quant8,prune0.4,contract", "optimal_path": "contract:bond_4 -> cut:1 -> quant:4bit -> I:0.17 -> score:0.17", "difficulty": 3.485, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[8,32];dtype=float16;nodes=3;edges=1-2,2-3,1-3;bond_dims=8,4,8;target_entropy=5.17;ops:transpose,gelu,quant4,matmul,contract,cut", "optimal_path": "contract:bond_6 -> cut:2 -> quant:4bit -> I:0.43 -> score:0.43", "difficulty": 4.5253, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[16,16];dtype=float16;nodes=4;edges=1-2,1-3,1-4;bond_dims=2;target_entropy=1.0;ops:prune0.4,cut,quant8,gelu,matmul,contract", "optimal_path": "contract:bond_2 -> cut:1 -> quant:4bit -> I:0.08 -> score:0.08", "difficulty": 3.2, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:multi_shape=[16,16,16];dtype=float16;bond_dims=16;target_entropy=4.0;ops:lowrank,contract,transpose,quant8", "optimal_path": "contract:bond_16 -> cut:1 -> quant:4bit -> I:0.33 -> score:0.33", "difficulty": 3.6219, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[32,8];dtype=float16;nodes=3;edges=1-2,2-3,1-3;bond_dims=16,4,16;target_entropy=7.17;ops:prune0.4,quant4,prune0.2,contract,cut", "optimal_path": "contract:bond_12 -> cut:2 -> quant:4bit -> I:0.6 -> score:0.6", "difficulty": 4.9303, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[8,8];dtype=int8;nodes=2;edges=1-2;bond_dims=2;target_entropy=1.0;ops:relu,gelu,transpose,lowrank,contract,cut", "optimal_path": "contract:bond_2 -> cut:1 -> quant:4bit -> I:0.08 -> score:0.08", "difficulty": 2.6, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[32,32];dtype=float16;nodes=4;edges=1-2,2-3,3-4,4-1,1-3;bond_dims=8;target_entropy=6.0;ops:prune0.4,lowrank,relu,quant4,prune0.2,quant8,contract,cut", "optimal_path": "contract:bond_8 -> cut:2 -> quant:4bit -> I:0.5 -> score:0.5", "difficulty": 5.0074, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[16,32];dtype=float16;nodes=4;edges=1-2,1-3,1-4;bond_dims=4;target_entropy=2.0;ops:gelu,lowrank,matmul,cut,prune0.2,contract", "optimal_path": "contract:bond_4 -> cut:1 -> quant:4bit -> I:0.17 -> score:0.17", "difficulty": 3.785, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[8,32];dtype=float32;nodes=3;edges=1-2,2-3,1-3;bond_dims=2;target_entropy=2.0;ops:prune0.2,quant4,transpose,prune0.4,relu,contract,cut", "optimal_path": "contract:bond_2 -> cut:2 -> quant:4bit -> I:0.17 -> score:0.17", "difficulty": 3.485, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:multi_shape=[8,8,8];dtype=float32;bond_dims=8;target_entropy=3.0;ops:quant8,lowrank,transpose,contract,quant4", "optimal_path": "contract:bond_8 -> cut:1 -> quant:4bit -> I:0.25 -> score:0.25", "difficulty": 3.3, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[8,32];dtype=int8;nodes=3;edges=1-2,2-3,1-3;bond_dims=2;target_entropy=2.0;ops:prune0.4,transpose,cut,quant4,contract", "optimal_path": "contract:bond_2 -> cut:2 -> quant:4bit -> I:0.17 -> score:0.17", "difficulty": 3.485, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[32,16];dtype=float32;nodes=4;edges=1-2,2-3,3-4,4-1;bond_dims=8;target_entropy=6.0;ops:cut,lowrank,gelu,quant8,relu,contract", "optimal_path": "contract:bond_8 -> cut:2 -> quant:4bit -> I:0.5 -> score:0.5", "difficulty": 5.0074, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[32,8];dtype=int8;nodes=4;edges=1-2,2-3,3-4,4-1;bond_dims=2;target_entropy=2.0;ops:quant4,quant8,lowrank,prune0.2,prune0.4,contract,cut", "optimal_path": "contract:bond_2 -> cut:2 -> quant:4bit -> I:0.17 -> score:0.17", "difficulty": 3.785, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[32,8];dtype=float16;nodes=4;edges=1-2,2-3,3-4,4-1,1-3;bond_dims=8;target_entropy=6.0;ops:cut,prune0.4,matmul,relu,gelu,contract", "optimal_path": "contract:bond_8 -> cut:2 -> quant:4bit -> I:0.5 -> score:0.5", "difficulty": 5.0074, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[32,8];dtype=float32;nodes=4;edges=1-2,2-3,3-4,4-1;bond_dims=4,4,8,2;target_entropy=4.0;ops:prune0.2,lowrank,relu,contract,transpose,matmul,cut", "optimal_path": "contract:bond_4 -> cut:2 -> quant:4bit -> I:0.33 -> score:0.33", "difficulty": 4.5219, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[8,32];dtype=int8;nodes=3;edges=1-2,2-3,1-3;bond_dims=8;target_entropy=6.0;ops:prune0.4,relu,cut,gelu,contract", "optimal_path": "contract:bond_8 -> cut:2 -> quant:4bit -> I:0.5 -> score:0.5", "difficulty": 4.7074, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[32,32];dtype=float32;nodes=3;edges=1-2,1-3;bond_dims=16;target_entropy=4.0;ops:quant4,matmul,cut,transpose,prune0.2,prune0.4,contract", "optimal_path": "contract:bond_16 -> cut:1 -> quant:4bit -> I:0.33 -> score:0.33", "difficulty": 4.2219, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[32,8];dtype=int8;nodes=4;edges=1-2,1-3,1-4;bond_dims=16;target_entropy=4.0;ops:transpose,prune0.2,prune0.4,quant8,contract,lowrank,cut", "optimal_path": "contract:bond_16 -> cut:1 -> quant:4bit -> I:0.33 -> score:0.33", "difficulty": 4.5219, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[32,32];dtype=float16;nodes=4;edges=1-2,1-3,1-4;bond_dims=8;target_entropy=3.0;ops:prune0.2,cut,gelu,prune0.4,matmul,lowrank,contract", "optimal_path": "contract:bond_8 -> cut:1 -> quant:4bit -> I:0.25 -> score:0.25", "difficulty": 4.2, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[32,16];dtype=float16;nodes=3;edges=1-2,2-3;bond_dims=4,16;target_entropy=3.32;ops:gelu,lowrank,prune0.4,quant4,cut,transpose,contract", "optimal_path": "contract:bond_10 -> cut:1 -> quant:4bit -> I:0.28 -> score:0.28", "difficulty": 4.011, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[32,16];dtype=int8;nodes=3;edges=1-2,2-3,1-3;bond_dims=16;target_entropy=8.0;ops:prune0.4,transpose,matmul,lowrank,cut,quant8,contract", "optimal_path": "contract:bond_16 -> cut:2 -> quant:4bit -> I:0.67 -> score:0.67", "difficulty": 5.0699, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[16,16];dtype=float16;nodes=3;edges=1-2,2-3;bond_dims=2;target_entropy=1.0;ops:quant4,matmul,contract,quant8,prune0.2,transpose,cut", "optimal_path": "contract:bond_2 -> cut:1 -> quant:4bit -> I:0.08 -> score:0.08", "difficulty": 2.9, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[32,32];dtype=int8;nodes=3;edges=1-2,1-3;bond_dims=16;target_entropy=4.0;ops:gelu,cut,lowrank,prune0.2,contract", "optimal_path": "contract:bond_16 -> cut:1 -> quant:4bit -> I:0.33 -> score:0.33", "difficulty": 4.2219, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[16,32];dtype=float32;nodes=3;edges=1-2,1-3;bond_dims=8;target_entropy=3.0;ops:matmul,prune0.4,quant4,gelu,cut,relu,contract", "optimal_path": "contract:bond_8 -> cut:1 -> quant:4bit -> I:0.25 -> score:0.25", "difficulty": 3.9, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[32,16];dtype=float32;nodes=4;edges=1-2,2-3,3-4,4-1;bond_dims=16,16,2,4;target_entropy=6.34;ops:contract,quant8,quant4,transpose,matmul,cut", "optimal_path": "contract:bond_9 -> cut:2 -> quant:4bit -> I:0.53 -> score:0.53", "difficulty": 5.0758, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[8,32];dtype=int8;nodes=4;edges=1-2,2-3,3-4;bond_dims=16;target_entropy=4.0;ops:relu,contract,quant8,cut,transpose", "optimal_path": "contract:bond_16 -> cut:1 -> quant:4bit -> I:0.33 -> score:0.33", "difficulty": 4.5219, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[16,16];dtype=int8;nodes=3;edges=1-2,1-3;bond_dims=2;target_entropy=1.0;ops:matmul,contract,quant8,gelu,cut", "optimal_path": "contract:bond_2 -> cut:1 -> quant:4bit -> I:0.08 -> score:0.08", "difficulty": 2.9, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[16,8];dtype=float16;nodes=3;edges=1-2,1-3;bond_dims=8;target_entropy=3.0;ops:gelu,quant4,prune0.4,contract,quant8,cut", "optimal_path": "contract:bond_8 -> cut:1 -> quant:4bit -> I:0.25 -> score:0.25", "difficulty": 3.9, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[8,16];dtype=float16;nodes=2;edges=1-2;bond_dims=16;target_entropy=4.0;ops:quant8,lowrank,prune0.2,matmul,gelu,quant4,contract,cut", "optimal_path": "contract:bond_16 -> cut:1 -> quant:4bit -> I:0.33 -> score:0.33", "difficulty": 3.9219, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[32,16];dtype=int8;nodes=3;edges=1-2,2-3,1-3;bond_dims=16;target_entropy=8.0;ops:lowrank,relu,prune0.4,matmul,quant4,contract,cut", "optimal_path": "contract:bond_16 -> cut:2 -> quant:4bit -> I:0.67 -> score:0.67", "difficulty": 5.0699, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[8,16];dtype=int8;nodes=3;edges=1-2,1-3;bond_dims=16;target_entropy=4.0;ops:cut,prune0.2,lowrank,gelu,matmul,contract", "optimal_path": "contract:bond_16 -> cut:1 -> quant:4bit -> I:0.33 -> score:0.33", "difficulty": 4.2219, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[32,8];dtype=float16;nodes=2;edges=1-2;bond_dims=4;target_entropy=2.0;ops:cut,transpose,prune0.2,gelu,relu,contract", "optimal_path": "contract:bond_4 -> cut:1 -> quant:4bit -> I:0.17 -> score:0.17", "difficulty": 3.185, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[8,32];dtype=float32;nodes=4;edges=1-2,2-3,3-4,4-1;bond_dims=2;target_entropy=2.0;ops:prune0.4,cut,relu,quant8,contract", "optimal_path": "contract:bond_2 -> cut:2 -> quant:4bit -> I:0.17 -> score:0.17", "difficulty": 3.785, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[8,8];dtype=float16;nodes=3;edges=1-2,2-3,1-3;bond_dims=2,16,2;target_entropy=5.17;ops:relu,contract,matmul,transpose,prune0.2,gelu,cut", "optimal_path": "contract:bond_6 -> cut:2 -> quant:4bit -> I:0.43 -> score:0.43", "difficulty": 4.5253, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[8,8];dtype=int8;nodes=3;edges=1-2,1-3;bond_dims=4;target_entropy=2.0;ops:quant8,gelu,matmul,quant4,contract,cut", "optimal_path": "contract:bond_4 -> cut:1 -> quant:4bit -> I:0.17 -> score:0.17", "difficulty": 3.485, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[32,16];dtype=int8;nodes=3;edges=1-2,1-3;bond_dims=8,4;target_entropy=2.58;ops:quant8,matmul,gelu,quant4,contract,lowrank,cut", "optimal_path": "contract:bond_6 -> cut:1 -> quant:4bit -> I:0.21 -> score:0.21", "difficulty": 3.74, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[32,32];dtype=float32;nodes=3;edges=1-2,2-3;bond_dims=8;target_entropy=3.0;ops:prune0.4,transpose,relu,matmul,contract,cut", "optimal_path": "contract:bond_8 -> cut:1 -> quant:4bit -> I:0.25 -> score:0.25", "difficulty": 3.9, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[8,16];dtype=float16;nodes=4;edges=1-2,2-3,3-4,4-1;bond_dims=2;target_entropy=2.0;ops:prune0.2,lowrank,prune0.4,transpose,matmul,contract,cut", "optimal_path": "contract:bond_2 -> cut:2 -> quant:4bit -> I:0.17 -> score:0.17", "difficulty": 3.785, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[8,32];dtype=float32;nodes=2;edges=1-2;bond_dims=8;target_entropy=3.0;ops:transpose,quant4,prune0.4,prune0.2,matmul,quant8,contract,cut", "optimal_path": "contract:bond_8 -> cut:1 -> quant:4bit -> I:0.25 -> score:0.25", "difficulty": 3.6, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[16,32];dtype=float32;nodes=4;edges=1-2,1-3,1-4;bond_dims=4;target_entropy=2.0;ops:prune0.2,cut,lowrank,quant8,relu,contract", "optimal_path": "contract:bond_4 -> cut:1 -> quant:4bit -> I:0.17 -> score:0.17", "difficulty": 3.785, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[32,8];dtype=float16;nodes=4;edges=1-2,1-3,1-4;bond_dims=2;target_entropy=1.0;ops:prune0.2,lowrank,quant8,gelu,contract,cut", "optimal_path": "contract:bond_2 -> cut:1 -> quant:4bit -> I:0.08 -> score:0.08", "difficulty": 3.2, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[32,32];dtype=int8;nodes=3;edges=1-2,2-3,1-3;bond_dims=2;target_entropy=2.0;ops:prune0.2,matmul,quant4,transpose,gelu,contract,cut", "optimal_path": "contract:bond_2 -> cut:2 -> quant:4bit -> I:0.17 -> score:0.17", "difficulty": 3.485, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[32,32];dtype=float16;nodes=4;edges=1-2,2-3,3-4,4-1,1-3;bond_dims=8;target_entropy=6.0;ops:lowrank,quant4,relu,prune0.2,prune0.4,contract,cut", "optimal_path": "contract:bond_8 -> cut:2 -> quant:4bit -> I:0.5 -> score:0.5", "difficulty": 5.0074, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[8,32];dtype=int8;nodes=4;edges=1-2,2-3,3-4;bond_dims=8,8,8;target_entropy=3.0;ops:matmul,gelu,contract,prune0.2,cut", "optimal_path": "contract:bond_8 -> cut:1 -> quant:4bit -> I:0.25 -> score:0.25", "difficulty": 4.2, "source": "PoT-O/TribeWarez-Ch7"}
{"challenge": "tensor:shape=[16,32];dtype=int8;nodes=2;edges=1-2;bond_dims=4;target_entropy=2.0;ops:quant8,gelu,cut,quant4,transpose,contract", "optimal_path": "contract:bond_4 -> cut:1 -> quant:4bit -> I:0.17 -> score:0.17", "difficulty": 3.185, "source": "PoT-O/TribeWarez-Ch7"}