probfuzz/config.json at master · uiuc-arc/probfuzz · GitHub

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{
  "max_threads": 1,
  "output_dir": "output",
  "structured" : true,
  "current_template": "lr",
  "metric" : "lr_smape",
  "runConfigurations": [
    {
      "tool": "stan",
      "enabled": true,
      "algorithm": "nuts",
      "timeout": "5m",
      "python" : "python"
    },
    {
      "tool": "edward",
      "enabled": true,
      "algorithm": "all",
      "timeout": "5m",
      "python" : "python"
    },
    {
      "tool": "pyro",
      "enabled": true,
      "algorithm": "all",
      "timeout": "5m",
      "python" : "python"
    }
  ],
  "templates": {
    "simple" : "language/templates/simple.template",
    "lr": "language/templates/linearregression.template",
    "mlr": "language/templates/mlr.template",
    "lrc": "language/templates/cond.template"
  },
  "edward" :{
    "inferences" : [
        {
            "name": "ed.HMC",
            "supported_posterior": "ed.models.Empirical",
            "datasets": 2,
            "ig": false,
            "lr": 0.05,
            "thin": true,
            "mean": true,
            "ig": true
        },
        {
            "name": "ed.MAP",
            "supported_posterior": "ed.models.PointMass",
            "datasets": 1,
            "ig": false
        },
        {
            "name": "ed.KLqp",
            "supported_posterior": "ed.models.Normal",
            "ig": false,
            "supported_models": ["ed.models.Normal", "ed.models.Exponential", "ed.models.InverseGamma"]
        },
        {
            "name": "ed.KLpq",
            "supported_posterior": "ed.models.Normal",
            "ig": false,
            "supported_models": ["ed.models.Normal", "ed.models.Exponential", "ed.models.InverseGamma"]
        },
        {
            "name": "ed.SGHMC",
            "supported_posterior": "ed.models.Empirical",
            "ig": false,
            "has_proposal": false,
            "lr": 0.01,
            "thin": true,
            "mean" : true
        },
        {
            "name": "ed.SGLD",
            "supported_posterior": "ed.models.Empirical",
            "ig": false,
            "has_proposal": false,
            "lr": 0.05,
            "thin": true,
            "mean": true
        }
    ]
  },
  "pyro" : {
      "optimizers" : [
          {
	      "name" : "Adam",
	      "params" : [
		  {
		      "name" : "lr",
		      "type" : "(0,1)",
		      "special" : false
		  },
		  {
		      "name" : "betas",
		      "type" : "(0,1)",
		      "size" : 2,
		      "special" : false
		  }
	      ]
	  }
      ]
  }
}