SAGA.imagery_vigra.11: Random Forest Table Classification (ViGrA)

{"id": "SAGA.imagery_vigra.11", "title": "Random Forest Table Classification (ViGrA)", "description": "Random Forest Table Classification (ViGrA)", "version": "1.0.0", "jobControlOptions": ["sync-execute", "async-execute", "dismiss"], "outputTransmission": ["value", "reference"], "links": [{"rel": "http://www.opengis.net/def/rel/ogc/1.0/execute", "type": "application/json", "title": "Execute End Point", "href": "http://demo.mapmint.com/ogc-api/processes/SAGA.imagery_vigra.11/execution"}, {"rel": "alternate", "type": "text/html", "title": "Execute End Point", "href": "http://demo.mapmint.com/ogc-api/processes/SAGA.imagery_vigra.11/execution.html"}], "inputs": {"TABLE": {"title": "Table", "description": "Table with features, must include class-ID", "extended-schema": {"oneOf": [{"allOf": [{"$ref": "http://zoo-project.org/dl/link.json"}, {"type": "object", "properties": {"type": {"enum": ["text/csv", "text/csv"]}}}]}, {"type": "object", "required": ["value"], "properties": {"value": {"oneOf": [{"type": "string", "contentEncoding": "utf-8", "contentMediaType": "text/csv"}, {"type": "string", "contentEncoding": "base64", "contentMediaType": "text/csv"}]}}}]}, "schema": {"oneOf": [{"type": "string", "contentEncoding": "utf-8", "contentMediaType": "text/csv"}, {"type": "string", "contentEncoding": "base64", "contentMediaType": "text/csv"}]}, "id": "TABLE"}, "FEATURES": {"title": "Features", "description": "Select features (table fields) for classification", "extended-schema": {"oneOf": [{"allOf": [{"$ref": "http://zoo-project.org/dl/link.json"}, {"type": "object", "properties": {"type": {"enum": ["text/csv", "text/csv"]}}}]}, {"type": "object", "required": ["value"], "properties": {"value": {"oneOf": [{"type": "string", "contentEncoding": "utf-8", "contentMediaType": "text/csv"}, {"type": "string", "contentEncoding": "base64", "contentMediaType": "text/csv"}]}}}], "nullable": true}, "schema": {"oneOf": [{"type": "string", "contentEncoding": "utf-8", "contentMediaType": "text/csv"}, {"type": "string", "contentEncoding": "base64", "contentMediaType": "text/csv"}]}, "id": "FEATURES"}, "PREDICTION": {"title": "Prediction", "description": "This is field that will have the prediction results. If not set it will be added to the table.", "extended-schema": {"oneOf": [{"allOf": [{"$ref": "http://zoo-project.org/dl/link.json"}, {"type": "object", "properties": {"type": {"enum": ["text/csv", "text/csv"]}}}]}, {"type": "object", "required": ["value"], "properties": {"value": {"oneOf": [{"type": "string", "contentEncoding": "utf-8", "contentMediaType": "text/csv"}, {"type": "string", "contentEncoding": "base64", "contentMediaType": "text/csv"}]}}}], "nullable": true}, "schema": {"oneOf": [{"type": "string", "contentEncoding": "utf-8", "contentMediaType": "text/csv"}, {"type": "string", "contentEncoding": "base64", "contentMediaType": "text/csv"}]}, "id": "PREDICTION"}, "TRAINING": {"title": "Training", "description": "this is the table field that defines the training classes", "extended-schema": {"oneOf": [{"allOf": [{"$ref": "http://zoo-project.org/dl/link.json"}, {"type": "object", "properties": {"type": {"enum": ["text/csv", "text/csv"]}}}]}, {"type": "object", "required": ["value"], "properties": {"value": {"oneOf": [{"type": "string", "contentEncoding": "utf-8", "contentMediaType": "text/csv"}, {"type": "string", "contentEncoding": "base64", "contentMediaType": "text/csv"}]}}}], "nullable": true}, "schema": {"oneOf": [{"type": "string", "contentEncoding": "utf-8", "contentMediaType": "text/csv"}, {"type": "string", "contentEncoding": "base64", "contentMediaType": "text/csv"}]}, "id": "TRAINING"}, "LABEL_AS_ID": {"title": "Use Label as Identifier", "description": "Use training area labels as identifier in classification result, assumes all label values are integer numbers!", "schema": {"type": "boolean", "default": false, "enum": ["true", "false"], "nullable": true}, "id": "LABEL_AS_ID"}, "RF_IMPORT": {"title": "Import from File", "description": "Import from File", "extended-schema": {"oneOf": [{"allOf": [{"$ref": "http://zoo-project.org/dl/link.json"}, {"type": "object", "properties": {"type": {"enum": ["text/plain"]}}}]}, {"type": "object", "required": ["value"], "properties": {"value": {"oneOf": [{"type": "string", "contentEncoding": "utf-8", "contentMediaType": "text/plain"}]}}}], "nullable": true}, "schema": {"oneOf": [{"type": "string", "contentEncoding": "utf-8", "contentMediaType": "text/plain"}]}, "id": "RF_IMPORT"}, "RF_EXPORT": {"title": "Export to File", "description": "Export to File", "extended-schema": {"oneOf": [{"allOf": [{"$ref": "http://zoo-project.org/dl/link.json"}, {"type": "object", "properties": {"type": {"enum": ["text/plain"]}}}]}, {"type": "object", "required": ["value"], "properties": {"value": {"oneOf": [{"type": "string", "contentEncoding": "utf-8", "contentMediaType": "text/plain"}]}}}], "nullable": true}, "schema": {"oneOf": [{"type": "string", "contentEncoding": "utf-8", "contentMediaType": "text/plain"}]}, "id": "RF_EXPORT"}, "RF_TREE_COUNT": {"title": "Tree Count", "description": "How many trees to create?", "schema": {"type": "integer", "default": 32, "nullable": true}, "id": "RF_TREE_COUNT"}, "RF_TREE_SAMPLES": {"title": "Samples per Tree", "description": "Specifies the fraction of the total number of samples used per tree for learning.", "schema": {"type": "number", "default": 1, "format": "double", "minimum": 0, "maximum": 1, "nullable": true}, "id": "RF_TREE_SAMPLES"}, "RF_REPLACE": {"title": "Sample with Replacement", "description": "Sample from training population with or without replacement?", "schema": {"type": "boolean", "default": false, "enum": ["true", "false"], "nullable": true}, "id": "RF_REPLACE"}, "RF_SPLIT_MIN_SIZE": {"title": "Minimum Node Split Size", "description": "Number of examples required for a node to be split. Choose 1 for complete growing.", "schema": {"type": "integer", "default": 1, "nullable": true}, "id": "RF_SPLIT_MIN_SIZE"}, "RF_NODE_FEATURES": {"title": "Features per Node", "description": "Features per Node", "schema": {"type": "string", "default": "square root", "enum": ["logarithmic", "square root", "all"], "nullable": true}, "id": "RF_NODE_FEATURES"}, "RF_STRATIFICATION": {"title": "Stratification", "description": "Specifies stratification strategy. Either none, equal amount of class samples, or proportional to fraction of class samples.", "schema": {"type": "string", "default": "none", "enum": ["none", "equal", "proportional"], "nullable": true}, "id": "RF_STRATIFICATION"}}, "outputs": {"IMPORTANCES": {"title": "Feature Importances", "description": "Feature Importances", "extended-schema": {"oneOf": [{"allOf": [{"$ref": "http://zoo-project.org/dl/link.json"}, {"type": "object", "properties": {"type": {"enum": ["text/csv", "text/csv"]}}}]}, {"type": "object", "required": ["value"], "properties": {"value": {"oneOf": [{"type": "string", "contentEncoding": "utf-8", "contentMediaType": "text/csv"}, {"type": "string", "contentEncoding": "base64", "contentMediaType": "text/csv"}]}}}]}, "schema": {"oneOf": [{"type": "string", "contentEncoding": "utf-8", "contentMediaType": "text/csv"}, {"type": "string", "contentEncoding": "base64", "contentMediaType": "text/csv"}]}, "id": "IMPORTANCES"}}}