{
 "kind": "discovery#restDescription",
 "etag": "\"ye6orv2F-1npMW3u9suM3a7C5Bo/qMPsHPlyjJW_NKjRjkfbUPsEMx4\"",
 "discoveryVersion": "v1",
 "id": "prediction:v1.2",
 "name": "prediction",
 "version": "v1.2",
 "revision": "20151102",
 "title": "Prediction API",
 "description": "Lets you access a cloud hosted machine learning service that makes it easy to build smart apps",
 "ownerDomain": "google.com",
 "ownerName": "Google",
 "icons": {
  "x16": "https://www.google.com/images/icons/feature/predictionapi-16.png",
  "x32": "https://www.google.com/images/icons/feature/predictionapi-32.png"
 },
 "documentationLink": "https://developers.google.com/prediction/docs/developer-guide",
 "protocol": "rest",
 "baseUrl": "https://www.googleapis.com/prediction/v1.2/",
 "basePath": "/prediction/v1.2/",
 "rootUrl": "https://www.googleapis.com/",
 "servicePath": "prediction/v1.2/",
 "batchPath": "batch",
 "parameters": {
  "alt": {
   "type": "string",
   "description": "Data format for the response.",
   "default": "json",
   "enum": [
    "json"
   ],
   "enumDescriptions": [
    "Responses with Content-Type of application/json"
   ],
   "location": "query"
  },
  "fields": {
   "type": "string",
   "description": "Selector specifying which fields to include in a partial response.",
   "location": "query"
  },
  "key": {
   "type": "string",
   "description": "API key. Your API key identifies your project and provides you with API access, quota, and reports. Required unless you provide an OAuth 2.0 token.",
   "location": "query"
  },
  "oauth_token": {
   "type": "string",
   "description": "OAuth 2.0 token for the current user.",
   "location": "query"
  },
  "prettyPrint": {
   "type": "boolean",
   "description": "Returns response with indentations and line breaks.",
   "default": "true",
   "location": "query"
  },
  "quotaUser": {
   "type": "string",
   "description": "Available to use for quota purposes for server-side applications. Can be any arbitrary string assigned to a user, but should not exceed 40 characters. Overrides userIp if both are provided.",
   "location": "query"
  },
  "userIp": {
   "type": "string",
   "description": "IP address of the site where the request originates. Use this if you want to enforce per-user limits.",
   "location": "query"
  }
 },
 "auth": {
  "oauth2": {
   "scopes": {
    "https://www.googleapis.com/auth/devstorage.full_control": {
     "description": "Manage your data and permissions in Google Cloud Storage"
    },
    "https://www.googleapis.com/auth/devstorage.read_only": {
     "description": "View your data in Google Cloud Storage"
    },
    "https://www.googleapis.com/auth/devstorage.read_write": {
     "description": "Manage your data in Google Cloud Storage"
    },
    "https://www.googleapis.com/auth/prediction": {
     "description": "Manage your data in the Google Prediction API"
    }
   }
  }
 },
 "schemas": {
  "Input": {
   "id": "Input",
   "type": "object",
   "properties": {
    "input": {
     "type": "object",
     "properties": {
      "csvInstance": {
       "type": "array",
       "items": {
        "type": "any"
       }
      }
     }
    }
   }
  },
  "Output": {
   "id": "Output",
   "type": "object",
   "properties": {
    "id": {
     "type": "string"
    },
    "kind": {
     "type": "string",
     "default": "prediction#output"
    },
    "outputLabel": {
     "type": "string"
    },
    "outputMulti": {
     "type": "array",
     "items": {
      "type": "object",
      "properties": {
       "label": {
        "type": "string"
       },
       "score": {
        "type": "number",
        "format": "double"
       }
      }
     }
    },
    "outputValue": {
     "type": "number",
     "format": "double"
    },
    "selfLink": {
     "type": "string"
    }
   }
  },
  "Training": {
   "id": "Training",
   "type": "object",
   "properties": {
    "id": {
     "type": "string"
    },
    "kind": {
     "type": "string",
     "default": "prediction#training"
    },
    "modelInfo": {
     "type": "object",
     "properties": {
      "classificationAccuracy": {
       "type": "number",
       "format": "double"
      },
      "meanSquaredError": {
       "type": "number",
       "format": "double"
      },
      "modelType": {
       "type": "string"
      }
     }
    },
    "selfLink": {
     "type": "string"
    },
    "trainingStatus": {
     "type": "string"
    }
   }
  },
  "Update": {
   "id": "Update",
   "type": "object",
   "properties": {
    "classLabel": {
     "type": "string",
     "description": "The true class label of this instance"
    },
    "csvInstance": {
     "type": "array",
     "description": "The input features for this instance",
     "items": {
      "type": "any"
     }
    }
   }
  }
 },
 "methods": {
  "predict": {
   "id": "prediction.predict",
   "path": "training/{data}/predict",
   "httpMethod": "POST",
   "description": "Submit data and request a prediction",
   "parameters": {
    "data": {
     "type": "string",
     "description": "mybucket%2Fmydata resource in Google Storage",
     "required": true,
     "location": "path"
    }
   },
   "parameterOrder": [
    "data"
   ],
   "request": {
    "$ref": "Input"
   },
   "response": {
    "$ref": "Output"
   },
   "scopes": [
    "https://www.googleapis.com/auth/prediction"
   ]
  }
 },
 "resources": {
  "hostedmodels": {
   "methods": {
    "predict": {
     "id": "prediction.hostedmodels.predict",
     "path": "hostedmodels/{hostedModelName}/predict",
     "httpMethod": "POST",
     "description": "Submit input and request an output against a hosted model",
     "parameters": {
      "hostedModelName": {
       "type": "string",
       "description": "The name of a hosted model",
       "required": true,
       "location": "path"
      }
     },
     "parameterOrder": [
      "hostedModelName"
     ],
     "request": {
      "$ref": "Input"
     },
     "response": {
      "$ref": "Output"
     },
     "scopes": [
      "https://www.googleapis.com/auth/prediction"
     ]
    }
   }
  },
  "training": {
   "methods": {
    "delete": {
     "id": "prediction.training.delete",
     "path": "training/{data}",
     "httpMethod": "DELETE",
     "description": "Delete a trained model",
     "parameters": {
      "data": {
       "type": "string",
       "description": "mybucket/mydata resource in Google Storage",
       "required": true,
       "location": "path"
      }
     },
     "parameterOrder": [
      "data"
     ],
     "scopes": [
      "https://www.googleapis.com/auth/prediction"
     ]
    },
    "get": {
     "id": "prediction.training.get",
     "path": "training/{data}",
     "httpMethod": "GET",
     "description": "Check training status of your model",
     "parameters": {
      "data": {
       "type": "string",
       "description": "mybucket/mydata resource in Google Storage",
       "required": true,
       "location": "path"
      }
     },
     "parameterOrder": [
      "data"
     ],
     "response": {
      "$ref": "Training"
     },
     "scopes": [
      "https://www.googleapis.com/auth/prediction"
     ]
    },
    "insert": {
     "id": "prediction.training.insert",
     "path": "training",
     "httpMethod": "POST",
     "description": "Begin training your model",
     "parameters": {
      "data": {
       "type": "string",
       "description": "mybucket/mydata resource in Google Storage",
       "location": "query"
      }
     },
     "request": {
      "$ref": "Training"
     },
     "response": {
      "$ref": "Training"
     },
     "scopes": [
      "https://www.googleapis.com/auth/devstorage.full_control",
      "https://www.googleapis.com/auth/devstorage.read_only",
      "https://www.googleapis.com/auth/devstorage.read_write",
      "https://www.googleapis.com/auth/prediction"
     ]
    },
    "update": {
     "id": "prediction.training.update",
     "path": "training/{data}",
     "httpMethod": "PUT",
     "description": "Add new data to a trained model",
     "parameters": {
      "data": {
       "type": "string",
       "description": "mybucket/mydata resource in Google Storage",
       "required": true,
       "location": "path"
      }
     },
     "parameterOrder": [
      "data"
     ],
     "request": {
      "$ref": "Update"
     },
     "response": {
      "$ref": "Training"
     },
     "scopes": [
      "https://www.googleapis.com/auth/prediction"
     ]
    }
   }
  }
 }
}