pons 0.10.0

Rust package for contract bridge
Documentation 
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{
  "arch": "x -> Linear(88,H) -> relu -> Linear(H,H) -> relu -> Linear(H,38)",
  "batch": 4096,
  "data_contested_rows": 704695,
  "data_git_sha": "8450e19e47981504a7af9b5dea9d4cede1b71d7a",
  "data_rows": 1026211,
  "data_seed": 1,
  "dtype": "f32-le",
  "epochs": 150,
  "feature_version": 3,
  "features_len": 88,
  "git_sha": "8450e19e47981504a7af9b5dea9d4cede1b71d7a",
  "hidden": 256,
  "lr": 0.001,
  "param_floats": 98342,
  "param_order": [
    "l1.weight",
    "l1.bias",
    "l2.weight",
    "l2.bias",
    "l3.weight",
    "l3.bias"
  ],
  "param_shapes": {
    "l1.bias": [
      256
    ],
    "l1.weight": [
      256,
      88
    ],
    "l2.bias": [
      256
    ],
    "l2.weight": [
      256,
      256
    ],
    "l3.bias": [
      38
    ],
    "l3.weight": [
      38,
      256
    ]
  },
  "softmax_len": 38,
  "teacher": "american()",
  "train_rows": 923590,
  "trainer": "pons-trainer 0.1.0",
  "val_ce": 0.2369789481163025,
  "val_rows": 102621,
  "val_top1_constructive": 0.9636085033416748,
  "val_top1_contested": 0.9476953744888306,
  "val_top1_overall": 0.9526510238647461,
  "wd": 0.01
}