|
1238 | 1238 | "IEvaluatorOutput" |
1239 | 1239 | ] |
1240 | 1240 | }, |
| 1241 | + { |
| 1242 | + "Name": "Models.CrossValidationResultsCombiner", |
| 1243 | + "Desc": "Combine the metric data views returned from cross validation.", |
| 1244 | + "FriendlyName": null, |
| 1245 | + "ShortName": null, |
| 1246 | + "Inputs": [ |
| 1247 | + { |
| 1248 | + "Name": "OverallMetrics", |
| 1249 | + "Type": { |
| 1250 | + "Kind": "Array", |
| 1251 | + "ItemType": "DataView" |
| 1252 | + }, |
| 1253 | + "Desc": "Overall metrics datasets", |
| 1254 | + "Required": false, |
| 1255 | + "SortOrder": 1.0, |
| 1256 | + "IsNullable": false, |
| 1257 | + "Default": null |
| 1258 | + }, |
| 1259 | + { |
| 1260 | + "Name": "PerInstanceMetrics", |
| 1261 | + "Type": { |
| 1262 | + "Kind": "Array", |
| 1263 | + "ItemType": "DataView" |
| 1264 | + }, |
| 1265 | + "Desc": "Per instance metrics datasets", |
| 1266 | + "Required": false, |
| 1267 | + "SortOrder": 2.0, |
| 1268 | + "IsNullable": false, |
| 1269 | + "Default": null |
| 1270 | + }, |
| 1271 | + { |
| 1272 | + "Name": "ConfusionMatrix", |
| 1273 | + "Type": { |
| 1274 | + "Kind": "Array", |
| 1275 | + "ItemType": "DataView" |
| 1276 | + }, |
| 1277 | + "Desc": "Confusion matrix datasets", |
| 1278 | + "Required": false, |
| 1279 | + "SortOrder": 3.0, |
| 1280 | + "IsNullable": false, |
| 1281 | + "Default": null |
| 1282 | + }, |
| 1283 | + { |
| 1284 | + "Name": "Warnings", |
| 1285 | + "Type": { |
| 1286 | + "Kind": "Array", |
| 1287 | + "ItemType": "DataView" |
| 1288 | + }, |
| 1289 | + "Desc": "Warning datasets", |
| 1290 | + "Required": false, |
| 1291 | + "SortOrder": 4.0, |
| 1292 | + "IsNullable": false, |
| 1293 | + "Default": null |
| 1294 | + }, |
| 1295 | + { |
| 1296 | + "Name": "LabelColumn", |
| 1297 | + "Type": "String", |
| 1298 | + "Desc": "The label column name", |
| 1299 | + "Aliases": [ |
| 1300 | + "Label" |
| 1301 | + ], |
| 1302 | + "Required": false, |
| 1303 | + "SortOrder": 6.0, |
| 1304 | + "IsNullable": false, |
| 1305 | + "Default": "Label" |
| 1306 | + }, |
| 1307 | + { |
| 1308 | + "Name": "Kind", |
| 1309 | + "Type": { |
| 1310 | + "Kind": "Enum", |
| 1311 | + "Values": [ |
| 1312 | + "SignatureBinaryClassifierTrainer", |
| 1313 | + "SignatureMultiClassClassifierTrainer", |
| 1314 | + "SignatureRankerTrainer", |
| 1315 | + "SignatureRegressorTrainer", |
| 1316 | + "SignatureMultiOutputRegressorTrainer", |
| 1317 | + "SignatureAnomalyDetectorTrainer", |
| 1318 | + "SignatureClusteringTrainer" |
| 1319 | + ] |
| 1320 | + }, |
| 1321 | + "Desc": "Specifies the trainer kind, which determines the evaluator to be used.", |
| 1322 | + "Required": true, |
| 1323 | + "SortOrder": 7.0, |
| 1324 | + "IsNullable": false, |
| 1325 | + "Default": "SignatureBinaryClassifierTrainer" |
| 1326 | + } |
| 1327 | + ], |
| 1328 | + "Outputs": [ |
| 1329 | + { |
| 1330 | + "Name": "Warnings", |
| 1331 | + "Type": "DataView", |
| 1332 | + "Desc": "Warning dataset" |
| 1333 | + }, |
| 1334 | + { |
| 1335 | + "Name": "OverallMetrics", |
| 1336 | + "Type": "DataView", |
| 1337 | + "Desc": "Overall metrics dataset" |
| 1338 | + }, |
| 1339 | + { |
| 1340 | + "Name": "PerInstanceMetrics", |
| 1341 | + "Type": "DataView", |
| 1342 | + "Desc": "Per instance metrics dataset" |
| 1343 | + }, |
| 1344 | + { |
| 1345 | + "Name": "ConfusionMatrix", |
| 1346 | + "Type": "DataView", |
| 1347 | + "Desc": "Confusion matrix dataset" |
| 1348 | + } |
| 1349 | + ] |
| 1350 | + }, |
1241 | 1351 | { |
1242 | 1352 | "Name": "Models.CrossValidator", |
1243 | 1353 | "Desc": "Cross validation for general learning", |
|
1368 | 1478 | }, |
1369 | 1479 | { |
1370 | 1480 | "Name": "Warnings", |
1371 | | - "Type": { |
1372 | | - "Kind": "Array", |
1373 | | - "ItemType": "DataView" |
1374 | | - }, |
| 1481 | + "Type": "DataView", |
1375 | 1482 | "Desc": "Warning dataset" |
1376 | 1483 | }, |
1377 | 1484 | { |
1378 | 1485 | "Name": "OverallMetrics", |
1379 | | - "Type": { |
1380 | | - "Kind": "Array", |
1381 | | - "ItemType": "DataView" |
1382 | | - }, |
| 1486 | + "Type": "DataView", |
1383 | 1487 | "Desc": "Overall metrics dataset" |
1384 | 1488 | }, |
1385 | 1489 | { |
1386 | 1490 | "Name": "PerInstanceMetrics", |
1387 | | - "Type": { |
1388 | | - "Kind": "Array", |
1389 | | - "ItemType": "DataView" |
1390 | | - }, |
| 1491 | + "Type": "DataView", |
1391 | 1492 | "Desc": "Per instance metrics dataset" |
1392 | 1493 | }, |
1393 | 1494 | { |
1394 | 1495 | "Name": "ConfusionMatrix", |
1395 | | - "Type": { |
1396 | | - "Kind": "Array", |
1397 | | - "ItemType": "DataView" |
1398 | | - }, |
| 1496 | + "Type": "DataView", |
1399 | 1497 | "Desc": "Confusion matrix dataset" |
1400 | 1498 | } |
1401 | 1499 | ] |
|
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